{"metadata":{"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":71608,"databundleVersionId":7895811,"sourceType":"competition"}],"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.13"},"papermill":{"default_parameters":{},"duration":17747.29356,"end_time":"2024-03-11T14:54:36.06765","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2024-03-11T09:58:48.77409","version":"2.5.0"},"widgets":{"application/vnd.jupyter.widget-state+json":{"state":{"00157e2832e44cdfb090f0edc0ea2532":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f97b3309259642a69f01accfe090d0b9","placeholder":"​","style":"IPY_MODEL_d1b8b212731249568baadf8cc1f5a192","value":"Predicting DataLoader 0: 100%"}},"00185c38d0b448a7b90062d1d116e816":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"002350d34bf6429f8429197661b724e4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_96ebf1fa119a4d5293dbc55b80f2fedd","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f0f163b5a9de4e09a48db04f50a1b730","value":48}},"002a3491dc664aae9d06cba7ad75f18c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_05bd9466fb7947cba3bfd1f8c6346dc3","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_adcb02afcaad46e1bbfbb2967433601d","value":48}},"002d87a904f4478da6db6f62bdbc5f4a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0c5e0f70d36f45a38c9246f755b90832","IPY_MODEL_56368b1c584446bb9f7155847fb0f3a1","IPY_MODEL_ea2905ec497544aba5b4e283e620cc3f"],"layout":"IPY_MODEL_d5c8a0b0aa6743d9b50b7df8a88931da"}},"0045cfc8178e4e78890a0810cf685335":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"00620566dc384602b273777d01980b27":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"006614f44dfa4efdb882c5a7eb1d0261":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2a1ef8e293cc4edd875fc264ffe39b2e","placeholder":"​","style":"IPY_MODEL_d64c7d878d3d4f8aa8e32fdce459c24f","value":" 60/60 [00:25&lt;00:00,  2.39it/s]"}},"0093902b290049ae838ec3656ad4c558":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b2ff7fdf36a94b3c8322891e873e432a","IPY_MODEL_b34a4615d5e241b686e5b0672091f217","IPY_MODEL_4e68276f68004cfaa3395078ce515a9c"],"layout":"IPY_MODEL_bbe6ed6ce0fe457daf9a933944c0ef37"}},"00a6b9b7fcce4a0e83f829809f8c5cb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c6971ba13f684a409ca78a7ba0c20578","IPY_MODEL_60863bf667fc40629e303993c538509a","IPY_MODEL_f028bce3707d4fc89636619722db7556"],"layout":"IPY_MODEL_33b820ddbc9c4f4cb2299cc90be7edb4"}},"00d4c55676b941e091c88750f8aa25e8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"00efc323fc37422fa12629836076816d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"00f2a4e65c2e4166bbb67003738b0572":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"00fe56bdd2504d3d9a1534be8063bc4d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"00ff7af859a64e31a53503646eb3452d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"011638c20c324bc0aef35e595d7b0edd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"01170688a3fc448888d3084ee4fa3701":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_6164c439ea284d16812843d343c38645","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9dab93365d984d799d68da063e54dd10","value":60}},"0125005af127471d98059c5602a8b5a7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"01495ff4d1f24cf3bd81053f84dbdf63":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_eb4d606e104a413fa73d363ea9f54fa6","IPY_MODEL_47d26bacb3a845c9b6ee0d58c9b0dd42","IPY_MODEL_361a0735dc814ae69fa74a4dd45a74c8"],"layout":"IPY_MODEL_98e640a160794c838cc5e52cc7f4a07b"}},"01819bf0067046e78a530ad90c6d937a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"01827a9cad6a420da382f2daee70c6bb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"018b7ebe46d947dfbcff0fade92db40a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"01956132a9ce4d47a1ceb7f7973dc149":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"01a9145b530642409563b65844dfc2e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"01adf4e6d0704cfc90b6ad6b201b530a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"01bf557d35414078afad1cd3b01a44b0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a5e6b46970524ab7965b68ab687e67a0","max":480,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c2fefc3321f44cf7b276d27bb23dd6d4","value":480}},"01d119e1884e4b9f88358c050837714a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6fad89ed570649bab98bbb7ae6291df7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fbb1d53a990a4314b854fd5decef91af","value":48}},"01e2021eebc342eab0504730f8cad41d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_10cd53508f18466e92a5b56792c8be3a","placeholder":"​","style":"IPY_MODEL_0f1ac54d401243fa9caaea596f826084","value":"Predicting DataLoader 0: 100%"}},"01eeb23c48b54b0aaa8fbcf1286ccdb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"01f5ddd968e4420699342a46aafbeb8e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c3f49b77ec5c43b6bbcfd569a0f9520a","placeholder":"​","style":"IPY_MODEL_6272731ce3df4fe8a647a00674289430","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"01f8177b9389413392c6bb1dae997a8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d26b4806cd754a528dd39044984c85a9","IPY_MODEL_f09415d33d6f4e9296512d6772da0ff6","IPY_MODEL_a2656065b1444161b41e389fee275f19"],"layout":"IPY_MODEL_a8109a3881f541698bf5b1d981302b5a"}},"01f919cb0fe4454b875576c1e2f8aaa0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_711bca3929334af59318dcff4acc6997","placeholder":"​","style":"IPY_MODEL_46746dcb280a4de5a53e607844a744ae","value":"Predicting DataLoader 0: 100%"}},"021806ebb40949eebdb28b6142e41d13":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e7dc954af6d74b00afe305b5e27ea04c","placeholder":"​","style":"IPY_MODEL_5f3bb16c45294ae49364c5102b99af17","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"0249e46ba0e04984aebb1f141d9560c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0251f6fc7c744704bea0b0f23f882359":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9501ca975f2c4cf6bae55e34571f4774","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_32cb1ce864ca487a8d90a312525f129b","value":48}},"026d23ffe6974d3db557cd1b7342e6ab":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9172e09e867543a4853be7e2fe0c7da9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_060a65f4de414442b963374ec6250f14","value":48}},"026ea78da6064275a22fd6fdf5ffeaaa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"027846de72274cb2a221a9ee3096921c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"027c55dbfe8a4901bedd55219b263917":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e9b81ebf3ae84be0bc7c7bf40ef12f5d","IPY_MODEL_3262db754d264ad5b29be4fd0de46d9f","IPY_MODEL_e779d3e4db2f48e89a1e36ae7ef3353e"],"layout":"IPY_MODEL_49fd7495e65a425c99d9a8ddb776d091"}},"027f9e41170e4a2692db288ac80b3401":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c7d4ce593ae2437a82d24eacff6e2941","IPY_MODEL_c00424c7a0594c7db69d432fb7225989","IPY_MODEL_9990c539796b47c382a1008f79a9f7b7"],"layout":"IPY_MODEL_2efa6729957e410a9923c8fdf6ee7077"}},"029588c83e4f480ba77b8cee16fbc074":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1c3ca2c6d94842e582395763af62cc4f","placeholder":"​","style":"IPY_MODEL_4e7b1125d6a141a0ab915807d6835694","value":" 60/60 [00:15&lt;00:00,  3.89it/s]"}},"029b851eddc2466da3fd9d85137f29de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"02a2f69ed4d643c794357786dae81858":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"02bee374dbe34ef1a33a95d186b6f0c3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"02cc61c5644245a9a2fc31c951b4ce45":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"02ccb330f43144d19116327f6e8e0940":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"02d31c3fecc3418cbffbe6273fabef6a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2e98badcc5b745f7939cfabf7405a0ad","IPY_MODEL_bf4b365859474184b0e3fb3faf13905f","IPY_MODEL_d31707310c204a60a4901991787defaf"],"layout":"IPY_MODEL_c6e745478ba14d459501aa1fcdf1f614"}},"02d7c47147c24a999c61d0d8c2b95049":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_289b21b8c3034213a496fa7bba9a4642","placeholder":"​","style":"IPY_MODEL_0968aa29b5f5459abe0b9e80d6930d08","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"02f5da0bead643d6b51f781adab66c65":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"02fbd9a9bbe14e70a4be1e388a183d5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_65cf72a6a47e4db78272be8e0dfc23db","IPY_MODEL_d22ac887fed549cebb585291e8cd9508","IPY_MODEL_855d08bbf0f04fc9a969f2c90b51a29a"],"layout":"IPY_MODEL_0fa1000b9af044a5bad5d4d60c4db11e"}},"02fe2784e55f41a5ad4b5146e7435307":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0309489d294441e2964c78dbedc4a238":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"030968d1c86542f7b534721e1225f1e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_cb0eb6a24abf4d98af60b51809027b40","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3afd457b4fd54bc3bbf4576ac4270aab","value":48}},"0318a12c08a7472baa73c81ea723c2ee":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"034cda0a7789475f9bbd1d5e983fd277":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8262103db63f44f3a3f8dac004634233","placeholder":"​","style":"IPY_MODEL_6c07209e4c4f4421954fcc528e7c98f2","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"035643a8bd2a415a969549ce6af49f5c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_47e9ecceccaa4ce390e30becb1bb80c9","placeholder":"​","style":"IPY_MODEL_13b9e57d5c174a3692abfaf3c705a069","value":" 60/60 [00:16&lt;00:00,  3.59it/s]"}},"036eaec7a40845cda3ebeac25b623044":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"03744e709afc423cb8ac1f9d38952b54":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4ab71ca5ef414a538b9df266907ae172","IPY_MODEL_f7cc8c84868040ee8e818bcf1edfedcd","IPY_MODEL_6390b3f649aa4f61a1031e4af81dc414"],"layout":"IPY_MODEL_1a0bc05432c64cb7989608e6e1d1c017"}},"038110af04544615b31ca4b1fb0d1ad8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e7aba6d39ddd40f1a2aa0b8aa171b50f","placeholder":"​","style":"IPY_MODEL_41d73db82ae5475491fcccc632264361","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"0383715d98524eeab9d1c7987e202b15":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4beea0018d764d6ab7249e0bfe87ecf4","IPY_MODEL_f7346eca1b2741c2bc2972f8221e29c7","IPY_MODEL_31dd1da8290a4b9480c97370162bf2d3"],"layout":"IPY_MODEL_9ec2e6be7b414a71bef3bf3b1cd63cff"}},"03a573083e5840488813b5781e059a62":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"03b08be9a74545a984f930f23b782f2e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"03b2aa79af6c42328314e148d73b0c7d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0403202697c04d30a012081c6da99477":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"040e2a6972c1449297d7406f5e81159a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"04268bfaa555424dbc0e8e7c64946da1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_07e33c0e5e5b4a988abc8af4df01c649","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c57b647f55274a49a3a35e6ac74f7c8b","value":48}},"0435ccd69ab547c59735fd5221ebea2d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"043dd8cfd9ff4234bc852fc9e60922db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0442e47db84248bfa065318ca25dd4a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"04475a6597484831a8bcc3807b8528fd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"044f9de959b04dc08a844b07038d78b1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f935d8fe7c9d44bf839d3cb5ec81b7d5","IPY_MODEL_25457fe04d3f4060befc9968603f5d6a","IPY_MODEL_14f8654a7eb548378a88b31c2aed5f16"],"layout":"IPY_MODEL_905e82bfe4cf4e8e87f0273a0ba5152b"}},"046aea32a3394f1e918cdf254eaf646c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"047a8baf016640fe92fa2a7db8a9557f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c0c327e8b0884a4f980e162484c16d5f","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0b7594697dc6405ca93eabe6d097b260","value":48}},"049393579d5a4862a3fe689ef8c42605":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0497894fa2fe410db74e72ab08040679":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"04aadac355db450e83242006ecba06ad":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"04c75ddfaacf406c8ae214e30bbb8b91":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"04d986812e684976842fe976bb272ac2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"04f4759f2fc94f7694baba42823e6e64":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_877ea68490694b109a1f0f3eea8102c5","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e5f60a043225437088309bffa6b24b7f","value":48}},"04f9eaaa37b043249e4c77eef674b279":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"050120a5a7c44a5aa216404190d520c1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"050239ea23b14f7489baffab80881c4e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0509abd75f6b4774bdec78782b9ac6db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d5a3b238074a42209195026e3503f141","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d4d1e4f4d2c24e5d9de941598c2bfcb5","value":48}},"051097d24db0438eaab3cf8f9d7620d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0543d1fa6b514e4ba985f6f69f0d2505":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_77e31839e0264416bf937c13a39685f8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3829ace8f3fb46b09a3619ae12fdd9fd","value":48}},"0547b5d685c444449c191a208f770523":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0549e088a24b40a4885b87b6c1977564":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"05881d753a9c4b5d9844f30216903bc8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"05ac0a8b4d704cf6aed78f956b325fa5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e5bb1817fcb84eaeb64d5732821f48e2","IPY_MODEL_da970b7001d94d4da336ec2bb548c613","IPY_MODEL_b4043af614ef4342a25b3e3d62bd5ce3"],"layout":"IPY_MODEL_f47825cca8b64bebbdaed6defd9b93ec"}},"05bd9466fb7947cba3bfd1f8c6346dc3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"05c3fa22f12d4ce38f6844a8bd32d259":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2f019c3f40f640f589b6c4e8c949319a","placeholder":"​","style":"IPY_MODEL_d6a795feff52490f9de1dd655d1b29d9","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"05cab7913c204c1bb1c117716b596801":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c4b337e3cb4e421294f809c5171d2e17","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c708df94ba5e4cd1a1b18b11b750cce2","value":48}},"05defe83cfce4b67950741437f77c574":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"05df1437665a4252a0a46a5df28a7d4f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"05ee3743d10146b9b69789c5d835f2e8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0607495871bc4b22805024b7e00f9f91":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"060a65f4de414442b963374ec6250f14":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"061682ac9fab414da94228f597f3bc11":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"061ae2b4cf774ebea65e02565c978c0f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a275b3e428e84c40b1c73b1e5f13777c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a15fd3897433436e97e157639d1ff40e","value":48}},"06245dcc94c74f9e80d19deb7aa9cce2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"062dce00cc3d498bbffa5520a4d64039":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"06396764fadc4bae987385dc3594d293":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"06422cb0939b42ad8be93133b1aff6c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"06463261e0c544e7a095590796236703":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"066b56677b9e4f6e8572d4cecf07cf66":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0125005af127471d98059c5602a8b5a7","placeholder":"​","style":"IPY_MODEL_fe444afaf6174f21b2d94b01a5753680","value":"Predicting DataLoader 0: 100%"}},"068a229c249a4219b159782c71589804":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_d901b13f16494253a34de70064476255","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2ea80b1b267f43b08740d1f22a965c96","value":60}},"0692129b9d284599b3e25b9faa6eca43":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"06a1c7ae3304466abcdeae61a1e6bc0e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f2800f5032c74e1e99c3161bbd92f7c1","placeholder":"​","style":"IPY_MODEL_6fc57924b7184818a4c4524dea177a22","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"06addaf8696e4f5aae9a9520178d1190":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"06af275b31994de0a8769ff307d6bab2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ed0ff194f354df2954db3720798575f","placeholder":"​","style":"IPY_MODEL_9ba41a538bde4cd58c96b70e677d26c6","value":"Predicting DataLoader 0: 100%"}},"06f091fd500c4d8a875854feafe6a80c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"06fd148a0e08462c99ccf1c3f22f1c35":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"06fe2e4d6a664a5a816195c299c1c031":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0705fcf2f26b4d6daa41246d26c928d8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"07170b692a674e9ca90defcd40bb6fcc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0717fbea5c994ef68fbae1b93ad56fd7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_157f3542e461417da3cc1a905a9f671a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c59092894b0840d6b180f1b514eba4dc","value":48}},"072eadd63aa048ef86b897b48e83ff6e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"074853b54ea2417faca2501c10b475e3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_04aadac355db450e83242006ecba06ad","placeholder":"​","style":"IPY_MODEL_789544de6a5843e492913e1f6f97a2d3","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"074f084ecb3d4beca3163c7c2ac3ddda":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"07529b52b7f1431cbf3f74e08258654d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"076a7ada17c044c7bf060b2f4d4419a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"076fd809dab545c5b8a402dd8e681415":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0e787fdaf34843db95cd7ec6e74d42de","placeholder":"​","style":"IPY_MODEL_ae3590f4a81747cb9983b6fc3c8ceeec","value":" 60/60 [00:25&lt;00:00,  2.39it/s]"}},"0775412a28f7443cb629b07ea3fdb220":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"078608880c0f4300bcd896079388e892":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"07937241f53a40149bc974d0f6c5e886":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7e65b862f0f34b52a7d2c3f0f5656515","placeholder":"​","style":"IPY_MODEL_ac2d168d1030441c97d89775d3c3eb27","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"07a25e2ccb854d8cae1c57adeb5da945":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b65d6688bb744897a744ec89e7693ef5","IPY_MODEL_cad6fcb8ddea43acb13e03c5eb97240b","IPY_MODEL_39072a791e284a9d9dbf6c5c8550641f"],"layout":"IPY_MODEL_0249e46ba0e04984aebb1f141d9560c0"}},"07ac644054524141ae85a0c26eded3ed":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"07d031399d724d3aa3b471a4875b7e9f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"07e33c0e5e5b4a988abc8af4df01c649":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"07fed930c206490c9efe878522ff72f9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_942bf21f584a4aa9a7ac0d6ab4c8bbbb","placeholder":"​","style":"IPY_MODEL_9e67c5139d944e948beb59a21100531b","value":"Predicting DataLoader 0: 100%"}},"0809f2084acf4e70aad4d9d5fda05986":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"080aa2c7b6214dd49b7fd9833a2b40dc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a68a1b36072245fb8acab45a7525a39a","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_90f40c79b143461bbdc52fef360f3d48","value":60}},"0817a6d3c518460b87c45fcf2f0624e5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"082495168f6142f7a65a025881cb90ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_59fff296102c4489872f1ef3f5d087a8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1e860423e9de4d738a7c71b2f0978062","value":48}},"084fbde6150b4ac183d58ca1cdb13ca6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"086cdee31731437889db0b60205ad985":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f0d2c84f1a6497883a280df81939ce6","placeholder":"​","style":"IPY_MODEL_f4be33daa9674ac981fbaf9f58a80f10","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"08850ba2a39c4f56957e82a61103d766":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_68fcc99c0fe84d48be1ba073290ec514","IPY_MODEL_84a3cd600d904ceb8fbabf36927fe1a3","IPY_MODEL_d4bb3bb69c754b48b1cb73fa2f2eceec"],"layout":"IPY_MODEL_04c75ddfaacf406c8ae214e30bbb8b91"}},"089709e1a8f6469da42e4f90191a0d3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5c6b8853ffa74aaf95e0aaf68b8ee363","placeholder":"​","style":"IPY_MODEL_6474403d1d354c0881a6ee66fdcc610e","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"08a56c795a4b4d2f989ed7af8c2a3773":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"08ac822ffaf14e1ebddaa144ae413583":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_837ff38ed5184d7a861a38b797421c60","placeholder":"​","style":"IPY_MODEL_31563974b2b142eab211b8993c2235ae","value":"Predicting DataLoader 0: 100%"}},"08d64f42715043a8a5375b45c71581ac":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0908d17427a946b8bcbbc0f6377a3cdd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"09112e7fbcde4ee6b375ef7fc093545a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"091862edc8314c4c8d26fde1bba3f58a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"091ebb2f365345b285f9467c195638c3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f8fc75cc1fb401a8723d7cc724435c3","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4d2f05bfff3642468ee2842deba5398d","value":60}},"092cf17e4ec54a058be930db7547ef15":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2bad8bf289064969b359792392865089","placeholder":"​","style":"IPY_MODEL_8409c23697ad4d8dbba61a4e45662892","value":"Predicting DataLoader 0: 100%"}},"09322b7d0b3847d8aab74957f3fdc593":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"09445a76731543ecbdc7f4a314822951":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_47cfbd0c9cdd44ad9d700ea0ea52822e","placeholder":"​","style":"IPY_MODEL_62c04fabdf234e3fa89127bd2cc34dd9","value":" 60/60 [00:15&lt;00:00,  3.86it/s]"}},"095c225a039a43aa8a673ac75e11acbd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0968aa29b5f5459abe0b9e80d6930d08":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0968fc66d2de4fcbb9c2645021365c6a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"096dd61d263c44a0b3c1c3f2037e6ceb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0972cd369cd84931b7feeaed8474d02a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"097a8b13c974491594ad9bd429665cb9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_702377335044440384bad010983c0399","IPY_MODEL_2ae7259b6d6e4c399f3762a53a6ec1cf","IPY_MODEL_5c109f7e17cc498da1db02376372b03d"],"layout":"IPY_MODEL_33f4d30cead044b89f949139bba9f7e3"}},"097c67efd1aa431bb45016841f60f84f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f583f3b6ab94fb585c1c1c1a140ad5c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_996c7dc54f094790a4a169671966621b","value":48}},"097f6d2682564a4781b4f9912d4c84e8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"09aefe8f1cab43e9b9a5852ae2a9e9eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d295bd5020c14793807ab2e0f09f3faa","IPY_MODEL_fc830cd42e384ec28bee61cdaebb1f18","IPY_MODEL_1323249ea88442b5bb724741243a5a30"],"layout":"IPY_MODEL_2b5dc51dda964677be0468e5383ef242"}},"09bd71f3819c40859e0d41decf1526d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"09bd956066294df2b1d7d77840d30991":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"09d6c53df26f4cf384ba4f31e2056299":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"09fac2733db244eda1801874dab91b36":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0a0468a3c51c406ea9bd34fff855355b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c5023eac64544b699383d4885f6ad67c","placeholder":"​","style":"IPY_MODEL_95c7f081003b4917a71ac6a4a3dc9958","value":"Validation DataLoader 0: 100%"}},"0a0f6b72e89f4b418f95ec0a0eb7a779":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0a351ca517364195906c6a74139f5107":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0a393f40518948039b96bca7a7f00147":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_671858d705e44e8bbc1f39603ea8427a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_14946fda4fbf4521a9235a3f18163043","value":48}},"0a3f206867774897978a1d738defac37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_78da3620d90b4805ae00870322138c7d","placeholder":"​","style":"IPY_MODEL_0cb2b5ba4882477c9e7e3f2b6d768569","value":"Predicting DataLoader 0: 100%"}},"0a4474b95333436ea1a3a42b0e477dc5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0a5c4ed681fd4663a5fdb17315b2584d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_cd82d409dd034e9c9de35c079f8f7199","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_33f3cb22e7cc4c2c884d0fd119c6ceca","value":48}},"0a8665b75d024461b8e77be8ab2168f5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0c6911b146454b8097201323faf51f15","IPY_MODEL_0b0b93912bf140d4aa903c18ce98d5f3","IPY_MODEL_8e31f8ccf990404598d2637b8d70b6e8"],"layout":"IPY_MODEL_b271405856fd47519cac242d3d676c66"}},"0a9fe9282ae84c3493eea39fff14f140":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0aa85b600d6c4d56b832bd50ba06fd73":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0aacba7ee14e4e80a2431cc0d9a87a1b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e53f692305be4ccf84d6b15431ea5bf8","placeholder":"​","style":"IPY_MODEL_42c51a8cba754f498ffbfcd9b8c7600a","value":"Predicting DataLoader 0: 100%"}},"0ab425c113bb4fffafcd62b7520060cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0abb23953a20454db8b2971feb4412fb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0ad4a9b4082341ea945ceab272e5c2c7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0ad6673184ce47eb8f3b8da63b3ef7af":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0ade018adf7f46dfab195edb9893c518":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0b0b93912bf140d4aa903c18ce98d5f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8a651b84f54d4695ac6505ec553c354e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_944e8513783d454da6c07ce0f2fd149a","value":48}},"0b1d8459691a4d5d8f5e3d72d9424f52":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0b3a672b84584bfab25170a8fd576c42":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0b3ad095caa44ff1855e71de5a869dcd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0b5e0c4ac2b647d28cfaf3a53e332cc1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"0b6266b63d99400c881068130c4e6973":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"0b6839318e8f41fba1bfa281b619f784":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0b6affd0706c479290b8ea5ca9388314":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0b7594697dc6405ca93eabe6d097b260":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0b77e65054a6472fb0098d6079a36587":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0b79acc6dec1454a8893ec635117af35":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0b86e91ffc354272944743cde64e0586":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0b8b45d1643e4392a74e44b814186abc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0bc1f631676a496abd4bc28340bcf284":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6032b685d0e6403a99440df4fe57a027","placeholder":"​","style":"IPY_MODEL_50368c457e1c41209505c80c64afc242","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"0be0ec9dd5f149e8bc9147754d8a5392":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0bf6707445e343c0ad54417b0ef4c4c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0c1f3ce6fd774fd896dc8eb758987425":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"0c2a504c9bff491ea364665b29dae817":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0c2eabcee3084a07896841ca5d334e5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7bcc22fb168b4e18874626923ca25043","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1afec4d3fbeb497f836540df65c78a39","value":48}},"0c3da98a1b164bf2a89711f424a56fd9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0c49534fb6854c0c96aab873a4a73418":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_67f7e076905f4e6bb70be3c61d0cd7e2","placeholder":"​","style":"IPY_MODEL_0bf6707445e343c0ad54417b0ef4c4c6","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"0c4cb21910c041519d2be8f57285507b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0c58c7daa4d5400e844bb3050475296f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0c5e0f70d36f45a38c9246f755b90832":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7b17713ae4cf405782bacdcb5b86026c","placeholder":"​","style":"IPY_MODEL_aa3d87b3198949d79fe2960ea5ed8c58","value":"Validation DataLoader 0: 100%"}},"0c604776c1a24795abf86f76a3bdec4a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0c6199ce939e4480a39b94f8eca9c1a9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0c639df0ced64dd7b3e1ac5e4c589987":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0c6911b146454b8097201323faf51f15":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_13c55a3dbe6044979c15813abcce0618","placeholder":"​","style":"IPY_MODEL_6601100c15d6405a866530200694a313","value":"Predicting DataLoader 0: 100%"}},"0c72d942b23c4a40b8bdb4d42ba878aa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0c791b03dce14e47ba1cb663f76a598a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0c8210a66fb7486a91be389909dd51f7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0c8e9afd16d44780bb35d22626c40658":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0c8fa9e684ed44fd85cc9140d46fcbaa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9c33dcb843dc465bb0a1ae8e136f4d4b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ed312edb99f84982883d1505693d0b7b","value":48}},"0c97eafeedb8478f85f40d47bead776a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0e6d6960c618493ca6843f4c29573c58","placeholder":"​","style":"IPY_MODEL_2792774bbe674c41897fdad4dffe8d8f","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"0cab8cf06efc48d6a762cc3e2548cfa0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fb0f10c587ad49aaa240713d8c50b9dd","placeholder":"​","style":"IPY_MODEL_c303b180667d44ffabbf4921e7a11611","value":"Predicting DataLoader 0: 100%"}},"0cb276e08c45438796ae7b8b7ec1d2bf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_580d9916f3dd47939f22af8974f6ecf6","placeholder":"​","style":"IPY_MODEL_f373b8f937174bc9a5f416ed56c6e70a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"0cb2b5ba4882477c9e7e3f2b6d768569":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0cc63e7758784842bcd7505a2df51851":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0cd5a01c9e9e463aa0f0ed2204b95bcb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_49a8542c1d0e44f691ffa2ad02b297b2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e880a218f3444985b655d0bc72401844","value":48}},"0cf17d7cebaa473ca4c2679707479d10":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0cff5fb4b257421da1274c00520fa740":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0d17dbe059fa468683fd07a5353ac9f9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0d1a2d5d9d9e42e180c233bcf3bcc4ef":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3bc86772d07a4cd094f7693e1622cede","IPY_MODEL_52db9045b0c34a408fe0a42b1a13eca9","IPY_MODEL_86db36d9909f4ec6a8f161cc6f2beddd"],"layout":"IPY_MODEL_a9f621b4b2154507a99387303cf52873"}},"0d1f45e5789a4bf1901a5ccd24fc5a7d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0d24e2dc099c4543aebf2a72bd2a59a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0d4b30609ca14ad58f47f566bbb4c485":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0d70391df6b743bf9c11fd726eac2531":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0d72301705924d45ba5ce9bcaae6ac87":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0d8009195fa34495890fdbf4ee52eb5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c5fdc5d0a102433ba15d694f80f2ade0","placeholder":"​","style":"IPY_MODEL_50c6c0e8b8d34771b9230a4a07ecd303","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"0d80a8ea9795437b83619ab8b3f5fd92":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0d88417db4844079ac304ddd2f74200e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_747a85f39be047f6a5cd93522c2281a0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ab3eb10bddc44335ab0ed15e2765a890","value":48}},"0da6560fa42f4bf38e00f794589fa9a6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0dab97ebf3ab4ac9b929e899ce540c9f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0dd6064f5e2f44efbe7639c832a18c46":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0dd6465114594074b0b417cbe9530f73":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0de351ef9f29451cbbbad929c6b6290a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_da3f8f7018b446229cb13df361386ee5","placeholder":"​","style":"IPY_MODEL_c0e8dff4e4d549178ae23fd4869a704b","value":" 60/60 [00:15&lt;00:00,  3.80it/s]"}},"0de47bc0d70245f5ab230d738f1485cb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0df069fb35ec411e8dc1ed513c88eb78":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0dfcc5f3868944689a0b212f256ace57":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0e142cc5ef664f68a6b704c4c3866bda":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0e2778be45304c58b7906384f0e9e764":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0e27a423f056425399032f950ef68769":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0e2a490cec1a4d788468555ba9def345":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0e43b3a073cd4207a3c2276a45acf90c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0e4b10d90056470a8519e8a4eebfb3ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ba7063f84d5c41c79db5f8721bf661f3","IPY_MODEL_b61cd427150a4985a2217d8c96085a01","IPY_MODEL_e7b2ad66b83e4eb7ba2a040d0a0e3323"],"layout":"IPY_MODEL_2efcfd2fd159408283e19ca21a9c6c58"}},"0e6100bd8de54b5ebe63039f6a65c2ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bdcfe4491ba94f6e8b2ec0e04237b980","IPY_MODEL_839f467a002a46ea8ed57f43eca761bb","IPY_MODEL_f01e9f627f654b05a838ace33f9d1cfb"],"layout":"IPY_MODEL_5d807ea73d924a21a76430abecdf01d6"}},"0e6d6960c618493ca6843f4c29573c58":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0e787fdaf34843db95cd7ec6e74d42de":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0ebc594c8032467fbcd6f66fdd163170":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_90912e6696fd40b8b3e173b6673576a3","placeholder":"​","style":"IPY_MODEL_5f6dc3f1d8ae42a48ab7e1c57d1e04f5","value":"Predicting DataLoader 0: 100%"}},"0ed0aeb9ecc046ff9dea350dd231e0a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0edb77f67b9148eca531b43a1fba4949":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_47c27425180843ab824b289388fa3004","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_804bab921b7c444c88edeed7d4ee7438","value":48}},"0ee5de4a4210479eae1f0a880c175faa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0eeaa2dbad40498892fa916372b1d3c6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0eeb96606f6d4849b39fe3f7d3491f86":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0ef169f124f34ab69b209dfbd748a93d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"0f0e73d1943443c7a17eae532ec2f597":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0f1ac54d401243fa9caaea596f826084":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0f2ee682195c4bb3a75d6398ceadcdd3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_75dd376cb39c460da870b1a921efd10b","placeholder":"​","style":"IPY_MODEL_b7815110e51c4ada97eccbe89dcf9c6d","value":"Predicting DataLoader 0: 100%"}},"0f335d88de094469bf04ddb2fd19b054":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0f3ee7f772c54e3a9c2adc44a224fd34":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0f5cd55b19bc42f8add20bf036f72a85":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a7e3f67479494bad8f64ccc264f09048","placeholder":"​","style":"IPY_MODEL_3996388b2ff1494f898728d3a972d6d3","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"0f631c0c026141cbbd8a20a4e05fe41c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0f6826a94e9c40c2a24373921fbfb789":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0f6c234235394efd82ebb97324320574":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0f6cb589a8a74a08bd3d911c8683639d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_1aa63ebde4154a7cae6766b2d1e300e9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c68d23331ea54397aeae6b24a3a5d323","value":48}},"0f7d1170f2ac490ba887477f5fff3c33":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6c2f276d84064cac96147056bcce158d","placeholder":"​","style":"IPY_MODEL_74b0fdf3e81a427aad806ba5a3d84e02","value":" 60/60 [00:15&lt;00:00,  3.82it/s]"}},"0f958994092542f0a2e51d5792f33600":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0f9f9116947b41488ecf52431d0232c6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0fa1000b9af044a5bad5d4d60c4db11e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"0fa174162bbc447f8626266ee344c1ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_61d6b7c20e8e405cbacf7a98c73db0aa","placeholder":"​","style":"IPY_MODEL_f565640c6e8b487495d1f5c0c6923c14","value":"Predicting DataLoader 0: 100%"}},"0fa6b4575b3e4c9dbbcc7a7750b48405":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0fa7eabd937d4fa88d94c5103b573876":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"0fcac7346d8046e5a30df1d4d55a79c5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0fee061099cc4978bab142ee027093ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ae4349479dd44737b07e1f7d7e5218d1","placeholder":"​","style":"IPY_MODEL_716286f8ba9c4d6881439eddf92ebc39","value":" 60/60 [00:16&lt;00:00,  3.68it/s]"}},"0ff921ac256045f79c576fc692bd7f68":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5fe808aefcc742a196f7f1b7e6ba7cee","IPY_MODEL_f6e7762a703c449ab16e8267e8021b2e","IPY_MODEL_712234e13b1348d6bcf14bf44843186a"],"layout":"IPY_MODEL_078608880c0f4300bcd896079388e892"}},"1012caab98994db8ab669a5abcab9451":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"101323e1ac47483fbf72f17d8b771134":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_35b00bd80cec4a9ab1b518a2f908f510","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a276a3635a8d4db49d4852282a778b22","value":48}},"1015d78a95dd4679a7a1e8021948f72f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"10460ee87f2a4770a362656447d99e95":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1063a3c103cf478ab202a2be315cd4cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_67574916cd9744359a85c2f855b1c4e0","IPY_MODEL_6ca0ff1924734c6ebf57ad727ae43466","IPY_MODEL_d07a0cc435b14f4e991dc8af9b1d5443"],"layout":"IPY_MODEL_722524d9ba804d4dbff4a2e411121809"}},"10694e6c16e94315b62b68398f9bd63e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"107dfde7ce7e4eaf987f236ce3f019f6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ecb3276251a4a328c62dac57cf64770","placeholder":"​","style":"IPY_MODEL_1fbd66aa994242859958b95c77cd62f0","value":"Predicting DataLoader 0: 100%"}},"1097e63f58664cf4bcd32498c07d0fb9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1099f7ae5d2949de92b92e38677b9be7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"109af11df0bc4ec2aea07a1b0e563893":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9571445dd2e3434b8521cdf2eff61457","placeholder":"​","style":"IPY_MODEL_4e9d7b03eba348f89d296a289f88480a","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"109e2da3af96411e85de681f9ca47017":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ae6b60ef75a443c284459062c4971c0c","placeholder":"​","style":"IPY_MODEL_45fe8bb0cb8b4264bcc9eb050a6a6d2c","value":"Predicting DataLoader 0: 100%"}},"10b2489559774905803b67e4391571a9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"10bc9d4532e441448f36a79d7429c3dd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"10c8f16c4c8c4e7cbdcc73ae3b4d31dc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"10c9766adb3541bc940d9311bfa10a85":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"10cd53508f18466e92a5b56792c8be3a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"10cf22dcc47e42ad81f5a4dd4e22fc76":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"10cff337a0bf413b8ed6cf4c139f4852":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"10d49eb678e24f06ae41be076ef1b978":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"10e17ed9dc314c90b552ff316b8083e6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c95aee15916b4dab929f2bf994bedae1","placeholder":"​","style":"IPY_MODEL_6a5a4eedac0e4321919c1596ec11ec94","value":"Predicting DataLoader 0: 100%"}},"10e6c3e99a784e9baa0758386cad9f95":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f2af4f43c402484fad27a6e1ed336e13","placeholder":"​","style":"IPY_MODEL_aae0be11f31147338ebf53c48272c311","value":"Validation DataLoader 0: 100%"}},"10f32b7b274b40e1acd1156fb7a76ac6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1111a796ca884cf0ba8df8728ec9990c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1115bf02908e4e108c2785298160ca13":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0c4cb21910c041519d2be8f57285507b","placeholder":"​","style":"IPY_MODEL_9c2cccbdc5cb465c8b1d4bb95e87527c","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"111cbbbfbf834725b5d339bcab499cc8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1124dc32792546969f535c405d09968f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_701a157f22a340c6b23a6c4af04b2835","placeholder":"​","style":"IPY_MODEL_19b90a4222f44483818fca2e6289f891","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1127e6d9a7404725b2ad9431227b1bcf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"113cb0737bf349f29b8fd59a82be9fa9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f176f16cf8b94ffca09d1d3872423f04","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f82112fd62c74827bc8a97494ff95e41","value":48}},"115c04ba30244068b3ef578b7b814ceb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1169b5375be34818abfc553ddfb6e90a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"118d0f2e0fe94014a9624336486639d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"11a30da59f01445ab246efbbe2323bf4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"11a5788ce2cb42e995a685ff9a43a501":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4dbbf3f497944554aa952878148f4d64","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_805d1445460b4862861a41112bdeadb5","value":48}},"11f2d34552154a0cba574f572953c961":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"11f57f4b489a4576997a16a77de66437":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_414bf2f7ae9e43aa9c49090924508e29","placeholder":"​","style":"IPY_MODEL_4905b0b93af44c9a91d55c2a83db4760","value":"Predicting DataLoader 0: 100%"}},"121232d917d14848931dd7ce423bc9d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_68d768b94fc64bd88033507718fa2b59","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_87d9060b995b4312a825aca3a96cd194","value":48}},"1255b542b2bb4ff18295a5e1bffe48fa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1261ae1dc2324bd7a25de3e2df3820b5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_cf8eb1d4d20b41df81b175524c6015f0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a7a51173dada46259c729128a75fbfab","value":48}},"126705a9af2644e6b8f2defd7b948a6b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"128106d343774c82885031c249141758":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1282a8619b31403fa69b020495b26d20":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1284cbdc133049bd9818e1cc8f6d41f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"129bafc858f84ad690d02a6b2f096850":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"129ef29501054fa38231ffd635d9149f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d1fb01a4e879463b9492e8a6b6d44bba","IPY_MODEL_faa4facd49e84313950e600ef0cb04e5","IPY_MODEL_d5f1111e2ced475fbb22a23fec54bbd2"],"layout":"IPY_MODEL_0d17dbe059fa468683fd07a5353ac9f9"}},"12c971401d5e4c2b8471bb2d6111c0f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"12e76c5ec0454f3ba52335feebf84354":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"12fce7ba4edf405a80a0edbe72f24a51":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1317329a593945e18db15a619226b7ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1323249ea88442b5bb724741243a5a30":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fa3ac9c2440c4f26bef5ea8abff86843","placeholder":"​","style":"IPY_MODEL_6e7c604daea94cadbe9839d6a96cd6bd","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"133194a06d7545ebb0c0dcbc572b49fe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2b40bb846e85462aa65429dfd1639e0c","placeholder":"​","style":"IPY_MODEL_97eb885a926e4dfab8fb2e0df2abca45","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"134a10b6971645508fb88a87b70a0f7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_96a00b6e00bc4b3f842f839bdffb2645","placeholder":"​","style":"IPY_MODEL_029b851eddc2466da3fd9d85137f29de","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"1369a77938024fbd996a731eeadcb4f2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"13871aa4fc5447bba3420448e3432e58":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"139b1d986edd4f9e96bfe0394c9ce131":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"139f7ec9d4c94092a38f5e494e7ed28d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"13b9e57d5c174a3692abfaf3c705a069":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"13c55a3dbe6044979c15813abcce0618":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"13ce8ac37c8649dba66f494d038a7ba9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"13d45acbdd894c699674b11fd0098ed9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"13e2e8947b6a4456abc6576cdd03be80":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_abb20ff4a476437d93be456f7be5eb3d","placeholder":"​","style":"IPY_MODEL_568d60df893f4305964509b5f7e86d98","value":"Predicting DataLoader 0: 100%"}},"13e7fb85b8d546078ac98a6a17c3eca2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fa0b87474da348fe98cb105299741249","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_784e019d2cbf409fb6d2be5007bb2d0a","value":60}},"140c2ea0814d4c3aa823510571ecb41d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"140f05417fae42cbae7a04540af59be4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"144dbfde8cb747848a19700ebebb1218":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1454740daf034f8eba806e73174e5b3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1492e99eb33d424892e3a96a66e9e0b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_786471543dee4174bee80707547d39c9","placeholder":"​","style":"IPY_MODEL_d6beace4184743a284aa85bb7f6d2ab3","value":"Predicting DataLoader 0: 100%"}},"14946fda4fbf4521a9235a3f18163043":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1494f229340d4145a755acd4f8658e1d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e343e9d3d8474e8db1fd3cd19da94504","IPY_MODEL_abfdc12acd0b4061a3f111b0615fe029","IPY_MODEL_3d1db8c08f7246e2878424aedf3229d9"],"layout":"IPY_MODEL_57ebf239e5b24c8aa3b3e4090c586f81"}},"14a3238a9c8043c4b3dffaffffbac2ec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5c10c61547eb48769097097b11f327b1","placeholder":"​","style":"IPY_MODEL_3bdce60064c547f59c04b3d0ac417c89","value":"Predicting DataLoader 0: 100%"}},"14a431db901a4b53938fc56b75084c28":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0e142cc5ef664f68a6b704c4c3866bda","placeholder":"​","style":"IPY_MODEL_ca6915f222c244f6839610cb1cbb230d","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"14b8faba5ee547898f8d62f5c4b57748":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3e7aa56ca0a844a5942fa99d1d0ad53c","placeholder":"​","style":"IPY_MODEL_6ad17b9f486348fc8184e32bcb8e181d","value":"Predicting DataLoader 0: 100%"}},"14c4f97b52654a5085cee39df448dcf1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"14cd39e560c34bf094bad039cb28ee57":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"14ddd07b1e2244429529eec52eb833c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"14f8654a7eb548378a88b31c2aed5f16":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0ee5de4a4210479eae1f0a880c175faa","placeholder":"​","style":"IPY_MODEL_6130cb612dec48e39074a8c2c7d9b49d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1503a2e8b14f4086b87d43e4564fb20d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c261caf732df47668851b3916d66a9dc","placeholder":"​","style":"IPY_MODEL_c1857979bf8e4ae790cbead307491be9","value":" 60/60 [00:25&lt;00:00,  2.37it/s]"}},"150ba3c4dc524caea20cba793539660d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1526278687d24e8ab2051477e1f8a6c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ddc06314d7c242fda01848525cffeac3","IPY_MODEL_b73b800d06e944c885407047874e376c","IPY_MODEL_595c040b040a46ca947c78db090290b3"],"layout":"IPY_MODEL_e1836a90b0584139a2163a0ddb2c5e11"}},"152761fd663647c59171cd2409da342e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"15378a50fea243c383c4313e493a81ed":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"153a0e4273984ac7b8f4e94efb3e1a82":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"153c19d8a2a04b72b72c6e01e53c9452":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"15504ea9bb274fa2840ad4f7dd0e962c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fd3fc9c318c442068285c59e6998ba4d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c61804e9986e464dbf7efd33664f324c","value":48}},"156bd68083a0441e8dfe79f0569ba2f4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"157f3542e461417da3cc1a905a9f671a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"15804e90b0d640bbbbae41b6f41ef4f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_80bd21306f5c4ba8b1c18c1e09f5f3b5","placeholder":"​","style":"IPY_MODEL_6b856caf96464f4eb02bb0f1e92c09b2","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"1592de82ed004806a42668bc766aa309":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"15977a5f3c8e4d938a8c95db2ae837e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bce437b6422e48a88421d9037276c60b","placeholder":"​","style":"IPY_MODEL_a094f5bb3b9f4f299d61cb74b3a6eb65","value":" 60/60 [00:15&lt;00:00,  3.77it/s]"}},"1599646805e9497da671c93d23389715":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_889023a9b79d4300bca423f30bd72fe3","IPY_MODEL_f9384c8f15c645788b1ea3f2eec369ce","IPY_MODEL_40c9ba39faeb4ff2ac1d66f48892d614"],"layout":"IPY_MODEL_c2db0fd78f9f43c19da1a3c0190d9053"}},"15bc601c69d54811838eb2514b4a9c23":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"15c1e4ba3ef349ce9af8a0f478538435":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"15e8a0c109474bdbaab1cacdc1c0946b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"160b87a20a7941e0b14fe6d77f4f5eb9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"160eb4b73d224655938a7398b60968df":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"163be6c411e647ca87b371e071f7ff85":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"163c17ba3d6f44d4965d6a6f54ef02f5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"163d3420b86a4a30a4f7948febf36370":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"164eb3ba40ef439888d83f98a1bbf5c4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"164f4c9c12ae4065b91ecbfd333b0e96":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"16568abdd694498a913bd299d1ae3a5d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"1664b18340c948ff99c9219652e420a1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1681a80f319a47a8a5737e4caaf85085":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"16889b5f83fd4820b503e2ba9d33ac24":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"168f72709cc84f5fafc62a76fadaceb1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1693ec7a5a6a449d98c709444ac91cca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1696ee5ab64a4b74940af48a220959e6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"16aa4fcae6f34246912d81108d451cfe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"16ac4bf2b7074afeae75e766935c0261":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7d5262880d21481785adb2dcd27fc3ab","placeholder":"​","style":"IPY_MODEL_920a27ecfb16481b81fc3f36917bf53c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"16ad5d6cf9a04651a171ab4c777fe4c7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"16b7ab4de4ee48e99a71ffcc1d011526":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"16b7dc7b07ad43db87f43469c62695d7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_35075d1772e14c67a81a264895d77d71","IPY_MODEL_751f1aa9baee46d6b11726ee112e6ef1","IPY_MODEL_de9fc0097c7a4630b065566e68905f11"],"layout":"IPY_MODEL_68ba48f6b6574bc080633d2919eff5f6"}},"16d23e0b510147e6828692f48f7ceb3d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"16f7cf853dd04eeab4a015247e028a86":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"16fbd93ddc4146f99b853e2feaafa270":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1739066ecc014e218e62b7c0536c9f3f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"17556b3a740640909f2348dc1d32b85b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"17643d9c15034baa9b8a920045fa6043":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1785c94394894c699cf4026184dc9183":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1792629f5ff44d8d9ef330d82b78f9ec":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"17ad80767a4041adb94a84cd882d0e00":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"17adef8348824947bf22631c9d68945e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"17c4798c292049e19b2b33a9666726d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"17e1318ff67247ce8dc4556e5ae8528a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2d26a76d511549e7a35fa7442ba9b70d","placeholder":"​","style":"IPY_MODEL_1b574f4516564acf9fb312a3a7e12437","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"17e837d48fd44b6980a582aa4982552d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d6deb1bc412a41179fd6c8d575d9faf5","placeholder":"​","style":"IPY_MODEL_9936524fd11544f6aab98a1963528d7c","value":"Predicting DataLoader 0: 100%"}},"17f7ad83d3854daba12e1f082b786465":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"17f8875db7944580819bf1edeffa6096":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"17fa635d307e42b1b2241c8f2f4f88b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"17fe35c51ef34d688539b9028b8532ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b8b7376769ea435ba3e782d69f05677b","placeholder":"​","style":"IPY_MODEL_e226ef4bf3e2443aa54e5c020a515325","value":"Predicting DataLoader 0: 100%"}},"1809e818501f474e86519ae9d51307ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1857226ef64045aaacaefcae1e32482b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"185819e0c8d740d9965660e5b4063b9d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a2663a83e72345a8a59586913eeba1c4","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_dcf5e7588775428cb38577dd183aee4c","value":48}},"186b5f25fa1d47fe9b68007898a2129a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c1ed3f8ddf9e4080a9086ab99fdb8c2f","placeholder":"​","style":"IPY_MODEL_4ff467a9a1674b218761069bc8a76011","value":"Predicting DataLoader 0: 100%"}},"18b95bf6d26b44198907d2336162c176":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"18c722e7fa0d4acebfa0fd24d6a20e50":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"18cd14f9d4cc4f42ad95511c83d628c1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"18cf6840f3c74b3b8d31ae1f4940394c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"18e3c66ae7cb4a41b31e8febad6e9c8e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f7a68b908494fd19e09f3299fdfb417","placeholder":"​","style":"IPY_MODEL_a970fc5b8dd74acd968ac15697691c21","value":" 60/60 [00:15&lt;00:00,  3.77it/s]"}},"18fa4c1609384ad9972a61d32f922c95":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"18ff327efdd74371b41ffb720f65f8bc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"19051ebe2a4e4a2aab685ad689e0368a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"190713d2c9ce46b79189099f62842984":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"190cfbad498f48109f9b513597dfc2c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"19193d3c487f4acf8f42c16ac92aae9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_715555590c6145429a1143466de4ea61","placeholder":"​","style":"IPY_MODEL_6ce4b65f9cf1425c89f73d5774748c8b","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"1922318e89274b2798e4773de90ed7e9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1923b44d86174218961831e0351324d7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"195dbf58ad2b498fa7f45ab703d4dbfb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0e43b3a073cd4207a3c2276a45acf90c","placeholder":"​","style":"IPY_MODEL_b30453e804ba41a69c5091f38add1c43","value":" 60/60 [00:25&lt;00:00,  2.40it/s]"}},"1961d1a008b743d9bb303f2bea56c19c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_4340dd1fb16043b5acf54439fdd679a5","max":2,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7877d75dc18748baa182b3b7e9985c23","value":2}},"196c553438894d02b1c551f2a347cc92":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1972ae23709147509aca69d628f7470c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_07529b52b7f1431cbf3f74e08258654d","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d926e3ce45bf4491901443e5a6099b09","value":60}},"1979b02566874829b060ea91661cc5e6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_316d477588db4237b197a2b6e0d937f1","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_118d0f2e0fe94014a9624336486639d0","value":60}},"198772dc972b4e809f39d09a08d869b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_109e2da3af96411e85de681f9ca47017","IPY_MODEL_082495168f6142f7a65a025881cb90ee","IPY_MODEL_07937241f53a40149bc974d0f6c5e886"],"layout":"IPY_MODEL_9e93d6013dd24b56b0d2d3a4761ae1ea"}},"19aee0d31a1f402cbf2604b9f3a3a324":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f9815eda5cea432895b856f9b3c4fcb4","IPY_MODEL_4f81f16c5e5f496ca6976628f931938d","IPY_MODEL_035643a8bd2a415a969549ce6af49f5c"],"layout":"IPY_MODEL_996b0509789248599042797112fdd1db"}},"19b6746bab704e34bfb8eedcce3dfd03":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"19b90a4222f44483818fca2e6289f891":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"19b9bfcd2a4541eab6cc76e20b0fc536":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b331b20b8a2f4dae8c5af4d7a92c7f5d","IPY_MODEL_f1f7c88c80414d5bb9cdc0b03a3cb42e","IPY_MODEL_e57478eb6a62481ab8601b47a4b4ba76"],"layout":"IPY_MODEL_0cc63e7758784842bcd7505a2df51851"}},"19d80e44538e4facaa7a387d7509248a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"19dbc11d921b4a5bb2c7dfe56ec3c418":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"19dcbcf622214e2aab597b54547ebb3b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"19f07daded454b82b6c978d25b9695ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_968a97460f4d44a49851e927eace8485","IPY_MODEL_66f1e9933f47436eb54809d2958058ca","IPY_MODEL_49518a5691cb473590d8994963505004"],"layout":"IPY_MODEL_18c722e7fa0d4acebfa0fd24d6a20e50"}},"19f3b3cc78d94a37b3186bd48a7ccd62":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"19fefc143aa54a53b1c1d110832c1c51":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f06632149c8c492a82fc95331a728dea","placeholder":"​","style":"IPY_MODEL_460cbbaa88cd42e5850db98811f08ff2","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1a0bc05432c64cb7989608e6e1d1c017":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1a1d5beb8081430ca9ced50d1b28dbc8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d981425922d34dcabcddc821b53dbf64","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a68ad0b041f448d8ab506cd2ba7978c2","value":48}},"1a1e5f6f734c4503927d958e281c6b16":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_359c6e28d8124b5e995545ec44d6b7a1","placeholder":"​","style":"IPY_MODEL_79f804501ba14e768a3d6e56ccc29d58","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1a22890b03b04f9ca3f6735d035a29a6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1a2b3f10ef864103a682c3403a97a147":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1a6cabaf2af9495cb8215bd0fc05c74f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0df069fb35ec411e8dc1ed513c88eb78","placeholder":"​","style":"IPY_MODEL_d000f8dd186c480d91d04c3c78383599","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1a6d265e4baf4cc19d20a95c47cd0f1a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1a6ee3d67fb24cf1b87e2677c56d0989":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f90dfe05b974054a324c3a68f34a3d9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3e54333a2c8848caba50636567ae30a3","value":48}},"1a7138975769438ca778f7500ab469b6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_27fdbe1d022747eb9080ef34b4857718","placeholder":"​","style":"IPY_MODEL_244566f4d2184c21bd62f087fc78132d","value":" 60/60 [00:25&lt;00:00,  2.40it/s]"}},"1aa63ebde4154a7cae6766b2d1e300e9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1aab7f1b5f524aeca27beeda6a5788a8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_95f89ed86d8d4a6fbb8bef8dd0626d20","IPY_MODEL_d00a39b020cc4880855977d8c9a39bd3","IPY_MODEL_7b9db72a2da64be5bc0906d794da4b40"],"layout":"IPY_MODEL_115c04ba30244068b3ef578b7b814ceb"}},"1aaec2178d0644afad1680d6ac15b66e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1ac953692dad4776bdf41b1f392a0cef":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1ad8e1deb67f48a588b50e0cbf7902f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_578f09c49f154b529f6af0c889e7fd21","placeholder":"​","style":"IPY_MODEL_cddbd1e3a6b945dd9bcd1369b1c0d8e6","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1adb78da43b54ac58f6da8d8424ea2d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1afd94da41b54002ab5025e3fec54b60":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1afec4d3fbeb497f836540df65c78a39":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1b0da0ebbe724ac2a6ba827662b68027":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_714ce964a1d540549be0e5b7f5271a67","placeholder":"​","style":"IPY_MODEL_8996d6b9443c4201b1867c5f680e4f82","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1b14510b9b4c4778a6fc7d3409abefe3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1b1ed0f111d944beaf548fd4e982511c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1b2e6e1fa4b2423ba1709ed98043e41d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1b33da63eb304e1282a480a71e9f85c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1b574f4516564acf9fb312a3a7e12437":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1b86a0cbf1d14a6b8174fec0cd0c0481":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1b8ba6ceaa6d4cb4a21590f36dcd1b76":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1b93ad13c6cf4396abd362c13d0d4aaf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1b95ad32ffb64bed80b7c73f7451f776":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_304f078a11cf4f26801520d8d5c9990a","placeholder":"​","style":"IPY_MODEL_91e42864f1694ea49c14f57afc3a6fff","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1ba0b273e60c46148d5424acb21de647":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_60117c3eae9e422e93225b8b10780159","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_93436b7d45034fadbccf1913a532e99d","value":48}},"1bae11508a4242e3addc48b038b70cdf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1bc039f9962f4758b874c73b9d8d7f68":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1bc06b40aa64426aa7088c709e48e078":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6f50d0134cac4d03800d8d97faab7809","IPY_MODEL_6627bf76f1d046f1a12242e35e5987d5","IPY_MODEL_6de4177806aa4f9b9d059b5d5bf0f30a"],"layout":"IPY_MODEL_1b2e6e1fa4b2423ba1709ed98043e41d"}},"1bc23423b3d8473ea773f0a5aac57999":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3a87ee3c691949f29209dc7751bbf1d6","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ec570e1d520847aa8ed0d5e47bb63cea","value":60}},"1bead21d4e0742bcb3b298dcb446e104":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1beea1dfdbc442d09b7ace44d0f838e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_acde221742e840999e20f1218dc4449c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_bcc6f3ba1ea042278010a0edc6393049","value":48}},"1c0aa49abfc449929b7586246b91a723":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1c28ff60eb3c42d28c1f439869e6215c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1c2edb07db2842dc8a612d63929ecce2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1c3ca2c6d94842e582395763af62cc4f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1c3d081480024f738bae4b0973c7148d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8423f5c964234db2a168df97bca13e77","placeholder":"​","style":"IPY_MODEL_b16b8fb650b64ff2ac6e902e87b65120","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1c3f1c2188ba410eab24a25f27140684":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_262e5ead9dfd41b5890fd9563b94ea08","placeholder":"​","style":"IPY_MODEL_a69e68aaf95544fc915db483b3379bfd","value":" 60/60 [00:25&lt;00:00,  2.40it/s]"}},"1c4b5705cc23452d9dcb9129f502d5c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1c6d29f432864bcab3408583880b3037":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1c75393d16e74fd8bec43c2add407ea7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f0ccd5f4e6e346c7a1c70c4add736326","placeholder":"​","style":"IPY_MODEL_99ca7d6c96544cf5b2fd13bd9d107784","value":"Predicting DataLoader 0: 100%"}},"1c806dac017f422cbd8fb7d5f9ef649f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_48436f6ca5be4759b6a42c0e9840ccf0","placeholder":"​","style":"IPY_MODEL_b7729117a25341128bb224f33acd98a3","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1c82e8afe85546df9f4bc3257770da98":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1c8d173522e74859b1e3fc6d4e7c3148":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1caf871703b94adcaa1a9ee64041dcc9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_00620566dc384602b273777d01980b27","placeholder":"​","style":"IPY_MODEL_7c3c9a1cfbc54e309a4058f298b06b83","value":"Predicting DataLoader 0: 100%"}},"1d01ebcd27b142d7b60e967317843474":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1d0bbb8ce12342498ba5d075b16e8b2e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f2317ab6a3bf4805b52aaade01861808","IPY_MODEL_2951914b680d48f1bb8c254c2d19a4a0","IPY_MODEL_b6d61093a2c64f099e65e57dcafbca04"],"layout":"IPY_MODEL_be5b1abfa4f443e8adfb82d7afddb796"}},"1d18ffce88d74f4f9e673b9f6659494e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1d267ea5052a4679b5155ca10c2d13c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1d62a12c10e44aafa7f1b60814a05e17":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7189b66307b348e7a4cba13cd1432448","placeholder":"​","style":"IPY_MODEL_713e0e2d62f34776960675147bfd764c","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"1d832f697db14be59a8c031ec3204084":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"1d8d44cc8cde4ad6848bfbed5f35c5a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1d9ce621e32c4a60988f878d376416ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1dac73420d3748fdbbb82d5b59ff37cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1ddd31a5f575438cbd448080ab13d48b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1df39303dddc4e238b65ca8201c22236":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1df47bb096084d3090a427d918b3181b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1e0dc21ddbbe40cda0014ba87e88008b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1e2eed4092d349d4932212bbd70e8e10":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1e4931910bab4595a63a860f7741ff46":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e7f803763d8d441ca965c0592d6c18d9","placeholder":"​","style":"IPY_MODEL_1785c94394894c699cf4026184dc9183","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"1e56c343d2ac4bc09a27cb10ef73f727":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1e63ca81f6c44f04b6a24310433c9cea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_70742751a6f44991b4305daa98eed289","placeholder":"​","style":"IPY_MODEL_fcb5ee8fbeb04d04ae8b63812061f513","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1e67d495ddb94628bb4d82890a16bc32":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b9b467ab89644beab6f61047066d334b","placeholder":"​","style":"IPY_MODEL_8729095e4b0b4836bc51cf3b75d770cf","value":"Predicting DataLoader 0: 100%"}},"1e758db6935b4fd4a3a5930b0e00ae7c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_31ef546b9a314094913c1d23db685bcc","IPY_MODEL_313b174e6eb04da8837ff825e01795ad","IPY_MODEL_1e4931910bab4595a63a860f7741ff46"],"layout":"IPY_MODEL_7d89c40969f4421f95cca5de6f9f9aba"}},"1e782bdfb2064f099d59fc2cfab91d6b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1e7ffd500ba54e92bf27ae174047bfef":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1e860423e9de4d738a7c71b2f0978062":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1e874c89a6424039a13dc627a29c9def":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c1dd4b1bc59648db9778dc14592a103b","placeholder":"​","style":"IPY_MODEL_0c2a504c9bff491ea364665b29dae817","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"1e92799a537240faa1dc206b23b13679":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1e9700ce5fbc4f1eb288105dbeee730e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1ea1b0c2e4b848e0ae49dedd76ca0a54":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"1edc889f3ffa4cb4831fff9d27555679":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f90782a74b614436890341b8cfb77b0c","IPY_MODEL_b83779eb0bf646b884ea05831a174373","IPY_MODEL_bb6c340ae4784cdd923f56d738ca7cce"],"layout":"IPY_MODEL_0775412a28f7443cb629b07ea3fdb220"}},"1edf55e5e7e6459397f9fe983d435b2a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_04d986812e684976842fe976bb272ac2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7f95f2db68134077953dcc4ac883f14f","value":48}},"1ef277ba7e394f3ab27e42b0b7bf8b6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1c75393d16e74fd8bec43c2add407ea7","IPY_MODEL_618d5f76e7434059a24aedb794a4b678","IPY_MODEL_b4de220797a64a849efe8d48d932c252"],"layout":"IPY_MODEL_ab0d6af1af094392aea68bd982f11caf"}},"1ef7d32d7ed14fc5843ec6ba36fa87fc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1f232aa662af423096bacc1266e259e3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1f303d817c3f466ab59d25144240ab40":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1f3e1f9475f048388c579b1eb66b2957":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1f6e8555aea74208a0cb91316da8c38c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4b0ee55d6e33418e85f362a6818f4050","placeholder":"​","style":"IPY_MODEL_470b975e71b5413282c59f1d1fa67b16","value":"Validation DataLoader 0: 100%"}},"1f7d850ce73041bfbf94da0421de6e18":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1f94e483aef3469cb4dc32d59f8d67b2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d49f559d15414c9a8049462336230a7b","placeholder":"​","style":"IPY_MODEL_b3c2b9376d514174b9c69e1616881ee2","value":" 60/60 [00:15&lt;00:00,  3.86it/s]"}},"1faab634b8f542d0890ba4ce82ab78cc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1fb7679bfe1b48129dd8db4a29d97cdd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1fbd66aa994242859958b95c77cd62f0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1fd027d4902f41df89ee9eba592431bf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"1fd42f324f834dce813212b35349e82e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_10e6c3e99a784e9baa0758386cad9f95","IPY_MODEL_560d6dcc865840d09293b1a098b79b97","IPY_MODEL_5e0bcb16ab8d46ff9df9176b2b1eb4be"],"layout":"IPY_MODEL_252ea5b5956544b5ac8d206e294e3a80"}},"1fd5f54a01f648a5bdb169f8254acf76":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1fe236ad7a234dc48321a1fc3efb2934":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_729f37a565c94b09a2673a6297e5f073","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d848238a88d048dc9e082f1cabdab6d0","value":48}},"1ff309b6fbdd4b499d400b09c47e70cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_aaa8c51205d143188e40aa7619c8260e","placeholder":"​","style":"IPY_MODEL_bd6eaab8c699448da982a99595751df6","value":"Predicting DataLoader 0: 100%"}},"200ea50b8bc846ae8e47fe80325e9d75":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"201122012700448e9e2c9dd43683aacf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2019bee994e344549dbcbeb0f0b1e0ac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_466a3ce097ae45129af7081a05ccb1b2","placeholder":"​","style":"IPY_MODEL_7d89e69b49a449759aa93ccf8847243f","value":" 60/60 [00:16&lt;00:00,  3.74it/s]"}},"2033c0e61e704b5e80ec8a1ec1d101e8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2065947e4d164a3680262aacc93d7fa9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"206e2b671a624291a885c7f89486d3d7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_be87d00f78bd45f196f80a8c88079017","IPY_MODEL_ab59fb1e86a24591a60061fe43233c97","IPY_MODEL_7441f64490444006b4573c668c422317"],"layout":"IPY_MODEL_a9726225277d44a8b5acb0e29cbe75d6"}},"20789fbd9d9245ee8cf972fb8ecb9741":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"207be6d6e6ad4e4195e0d6f3da824ef6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c9ae518f8dcf42a9a5050d4cc03eaddd","placeholder":"​","style":"IPY_MODEL_c6254e4d4e1b4188b6c63333a7860d71","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"20c3d985d8f544eda82f619cc5119c29":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"20da9e96f54741f6829109aac62242bc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"21151caa9ea6497d961929843fc62488":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f14d6a0430584d44bb68b72f1b8036b3","placeholder":"​","style":"IPY_MODEL_ef6f4cdd011148c0adca09a19fba2798","value":"Predicting DataLoader 0: 100%"}},"2117086eef4a45a9a9418f76cb16891b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"211d399fc4b64b57b36efcf72b807a3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"212c3f33770e4356b28205348d042b97":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_67be0d8f795a4c8ca2bf7b0eb597896c","IPY_MODEL_b5fb59a36d38484f85f162cc870791c4","IPY_MODEL_1a1e5f6f734c4503927d958e281c6b16"],"layout":"IPY_MODEL_2c876947490e44ce92c9d29249b22e0b"}},"212d4ea79fa14a8ba5c5f1621949c00d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2131459dd081481885e12f73880f77db":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"216a26b6ca40417385caee3ff1e2a958":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6ebdbcc9df0147b0ac6bbc6c7dc8e85e","placeholder":"​","style":"IPY_MODEL_2c2b8432658f4100bfb4aeecaafd4e17","value":"Validation DataLoader 0: 100%"}},"216f90934ff740baad540ba997a73de8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"21772b54afe4451298bdd6b34d3f0500":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"21864e07cee8400caf06456998b45ba7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"21868eb3f171435eaab250c491a241f1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"218de6b87c9e450d9510408c2806b613":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"218f77f031b2445a85b56acc53b4ef5d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"21aee17b974b448588af1ebac76947eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"21c0dd8adbdc48039c5dc5ace136468e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"21c53cfacc144d8faa2f11db7af02355":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"21d56fdab67046078025e8d7c58a6352":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6ffb437e4b36476bb5015fbec8884e16","IPY_MODEL_0509abd75f6b4774bdec78782b9ac6db","IPY_MODEL_c30269f4f6884e6eba2c5a1ea5926578"],"layout":"IPY_MODEL_405f0d297665473ba1ce33cb30b667bc"}},"221992de37a94e97857662425a28712c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_aecf9f63c28e4db4b06adcd85593030a","IPY_MODEL_fe68a8ce56584ff69b1c7d496f23d476","IPY_MODEL_2a8b1c965c5a4f2a957ecaca7bddcf9b"],"layout":"IPY_MODEL_74178b7d20bb40469c7ee20b670243d5"}},"2228c6f2259b45f09395a14df1a1fb37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8f0547f1f01340619233f58d1b18c42f","placeholder":"​","style":"IPY_MODEL_7dcbb40ed2b848ba9ae7b673fd8a9819","value":"Predicting DataLoader 0: 100%"}},"22372c424c5d4db8a61fec380d7e43b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"22440b44d8294a9b9527541388969b96":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"2264c62328424db9ba7f021ceb37903c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"22a1b8f39f154e188db61b2fcfa08fb1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a3cabf0459624a4fbbf8a58a4f17d1fe","placeholder":"​","style":"IPY_MODEL_a243cf2abe8d457e841503df982beed2","value":"Predicting DataLoader 0: 100%"}},"22a576355c5c4dcaa0aaa0867c65f290":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"22ad614aeb5c4cd2be4182e9033418c2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3423dd78837848328feea4f1a283ad59","IPY_MODEL_72791e36a7214ee48e73f5fb5ac2b11c","IPY_MODEL_e76023331d2a4a5e8726f09f0598d623"],"layout":"IPY_MODEL_871376c54bce4de597f4826a2d44dde7"}},"22cb2cd48d80464c8d72684b59809807":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"22d0bbfe0b454aacb2cf7b5509b9bb70":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d90516c6cf0b415b8984c832f2bb6463","placeholder":"​","style":"IPY_MODEL_646942f7cab2420181009ba3fb90c136","value":" 60/60 [00:15&lt;00:00,  3.81it/s]"}},"22d6069dd9784fc7b6e988ecfa615d16":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5feba1fe4dcf48d2b7aac3f0d1c55aff","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_940b68c6dfc34f47ba247d2acc49dba7","value":48}},"22e1dc9b2e6c430e999966279f2e2ea0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"22ec5ee520594f6cb31b956255f7bd81":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"22fc36a0dbb74816b692fa211900169d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2b016d74d5c045e09c27ea2826eecd90","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0eeb96606f6d4849b39fe3f7d3491f86","value":48}},"22fcb3994ce04bb6aff53a39056496f9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"23105f3176d64d4794c4c7dde4ee4aee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8ae1fda65e5a458ebf5157acf4f5b8cd","placeholder":"​","style":"IPY_MODEL_0908d17427a946b8bcbbc0f6377a3cdd","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"233a227549fa419e9af7c6d54b05dbbe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"234ba00632d14f48829fe676258e6154":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2351449007774c4d8086871a7c1a881b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"235169a6e81f4c7cb6d959590921a6dc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"23544a80d235457fa7f8d9605d612d66":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"23767f25a61c45d5bc32fd3bcd65cfe3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"237a61fc79f94f6fa20be0e6bfe7c528":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"23b4b32a915a41ffbbaea30eaf3e5c25":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"23c55f2f41a947cf99a8a13aa6acc8d4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"23e5f804e80343f5a20913b40801d7e5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"23eb64867bed4f078223571f4e354cfa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4c2332d3da5648e890beb4971d2548fe","placeholder":"​","style":"IPY_MODEL_3949febfef5a48fabb5164163fa2f20c","value":"Predicting DataLoader 0: 100%"}},"2402154cb2594e39a052ce80ab504f82":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2410c19613a042f098bc4ca839d3d848":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d82767ebbc624d0abc20b0090290ca9f","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_70dee0dce0044f74ba6150c9ba063c3c","value":48}},"244566f4d2184c21bd62f087fc78132d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"245097c6a5644830b0efc65caa4b5a38":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_315b6a543dde47f89ee9f17425a1318e","IPY_MODEL_185819e0c8d740d9965660e5b4063b9d","IPY_MODEL_bce7f5ad5746468c99094eabe7187b0b"],"layout":"IPY_MODEL_ae78ea6d835e4627a1d833817e0586e4"}},"2468452fcdf545d0907a25bcbdd14f69":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4b3c8bece73b43f3bdc6a5c9fd725c14","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_b8bd6f51b6de42c2a8422f0ade677074","value":48}},"2478a51d08db4a36afb116a7a4abb571":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_40d1485e0c994ac6bb3dd1da6843fe1e","placeholder":"​","style":"IPY_MODEL_b572015844c64da29a67940d7b0b091d","value":"Validation DataLoader 0: 100%"}},"2486dbe3a255403893a9a0b6d1b2bd67":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"248dfcc4d6364c6b98b146d2a3c76baa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_87c68cb6bd364e03a71a986499cefd86","placeholder":"​","style":"IPY_MODEL_6a32c2c49fbb4c168e538fe0d1ba8f3d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"24d1d4a93adf4da480fb3af5d1e1e71e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"24e900ce56b4479da4134159a475fda6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"25055eeb175748a9875fd0778eb6f3c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2529c9b0e4ac4285bfba326dbaca6d07":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"252ea5b5956544b5ac8d206e294e3a80":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"252eeb3e7c4e405eb48ade2da2626fcd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_60dbb7e1b5b947bfa5ad858f157c7a85","placeholder":"​","style":"IPY_MODEL_5cc426888c7542deae5b3cec70aa69ad","value":" 60/60 [00:16&lt;00:00,  3.60it/s]"}},"25312998322d4d7a9d42ab21cecd7795":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2538b0dce1764c7a98f35f239d40f153":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"253a7a4964004b4fb65cc2502dfbc1de":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"254562d9c3004965b496c494f9d582ee":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"25457fe04d3f4060befc9968603f5d6a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fb3999f163774ea6b81413e77b69abd4","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d5226b00fa394007afea3f56f23416e8","value":48}},"25462fef7d13448d95efb156a184ebd5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"254962552c8a4fdba9d860c1f9c483a1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"255275ed80a5465489041b2e5957f9e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"2552a40147234c11bb970cf760feacd8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"255b2a6c97ef4c13a7b10d6582a2e71d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"25603f385b964c2e85e5ae9608f02417":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"25719198efe34c5293b50b1c057136f1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2b0594f3a85b43eeb33c355d983b7d21","IPY_MODEL_15504ea9bb274fa2840ad4f7dd0e962c","IPY_MODEL_db8194fba46e4961bba78a5a886cee0c"],"layout":"IPY_MODEL_5455871e029849d199c0584c59860e0e"}},"25915f5842524aed93fb45b5f66f2f8e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"25b7e1efabcd4b229168619067db3c61":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"25ccf0cbc87042e2b5e9d48b769c7faa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"25dfb1c17e434c00bfa7f9005d9951af":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"25e2d7f72fb54c55a52966526a082664":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"25e8038671a54f6dba06d8fa56442f08":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"25ec967819f940dab6161594413b364f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ae006dff2b74386809bea5e4f6148fb","placeholder":"​","style":"IPY_MODEL_cb2bcf381c244d4f937e899a017e2e02","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"25f47b7385544ebaaa24fe1484ab1745":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e561992115594a22ba042c29ebc68c9c","IPY_MODEL_3c4ad839fe1640488f21fd4a91e5aeff","IPY_MODEL_7d3381ad65b0421482b5f81ed3f1c943"],"layout":"IPY_MODEL_2bf82b287bd946aa882657c0b548c4c4"}},"262e5ead9dfd41b5890fd9563b94ea08":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"263029521fd749a7b89bdbd7a56cb97c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_82cdc863a4a44ebcba61727df4362f43","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f02f87839c1b49a5b24e82355f501eea","value":48}},"26363e4e6783436db848b54f2938d18d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"263e9c4e0c294667a8bd674319fbb94f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4012bea79b984f5098bb0e21ad4ecd2f","placeholder":"​","style":"IPY_MODEL_a959207776364a178915b67a1f8be81f","value":"Predicting DataLoader 0: 100%"}},"266d6e89494d4a19914fafb035845d4c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"26b09de4916a4015a2f95f430f541615":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"26b265cc063e4bd9b0f158457efc74be":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"26b9e43c009544c18addbe5a6c6aa0dd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"26bfb06d2759418caacd218aed52a111":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_37c3076ff10a43afb2ec42d441eeee00","placeholder":"​","style":"IPY_MODEL_3841d2a555534c418a40e9988733a69b","value":"Predicting DataLoader 0: 100%"}},"26c0f118a3184971985b1994cec25495":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"26c806a499e149c995d1ffbf27a57a98":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"26d68b478ae4421f924a107e1e6c23f7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cd79dc11b55444eb8effdb1cb0464f38","placeholder":"​","style":"IPY_MODEL_286a1f45502743c4ad7d3c93599eeab0","value":"Predicting DataLoader 0: 100%"}},"2701e694bf4241f4bc3c7a56c121a452":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ffdbb4a23c3341c59c3d6310dac76a73","IPY_MODEL_5f8827708a4444939c6cdd89409b6f72","IPY_MODEL_2c225da13e914d79958213c2f7454fe8"],"layout":"IPY_MODEL_ee1a22670f8342c2846c029877e1c195"}},"27060d1231df4765926e4da1bd468c8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"270a1acff14046498d3a45a6fe4ef5cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"27247b5113f0468c83161aa4e1b5d98c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2724e91d54204a8ea46f0efbf8d9d041":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2732c6e807bd46bdbc6bdcaf66faba0a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_872fe8740f39473ea7145878d4a337ab","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f86c61151a8340a4a0a69668a389f05a","value":48}},"273fe3a147f54d48bfc3c616212d3d37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f8d2fcc03884ea4a6dadbf2b318f772","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1e9700ce5fbc4f1eb288105dbeee730e","value":48}},"2757ef454fe5480ba248745008d7c8a6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"277cb480c1914f338ac9ef1d20f2e034":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"277e5bb00ca0431f901ef13ac89e657f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2792774bbe674c41897fdad4dffe8d8f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"27948202f851442b885a1277edfc1201":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"27a7e2fbda384950b439811ad0faf62c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"27ae68ad056c46eab1aad0a59e7db4d2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"27b22ad29072420b890b895b13e6461b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_53c1a0b8578344cfbacaa6a9b967c5b9","IPY_MODEL_3de3cae1c46841baa45ac34627ecb3cf","IPY_MODEL_02d7c47147c24a999c61d0d8c2b95049"],"layout":"IPY_MODEL_8a1d8e520028464bb6d9e917ef522f9c"}},"27bb017a64744fcf8cbd57fec3812434":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5c56db2d5ffb4d759afe9be19efaadc2","IPY_MODEL_bd1349b879ee432e81c7f6f48d074994","IPY_MODEL_8d58b0ef19b34f37be6331560a6eb9d6"],"layout":"IPY_MODEL_c57d4ebcfd234572b8b8650a30d2faf7"}},"27e5e1c0eb6d4047b5fb176e41ed8dae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"27e77cbdc93042e6a418c095756d8309":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_357a8ef7e28e4eb4a7793511db1c3cfa","IPY_MODEL_d70044b2ea1949e2b641ff83d5f2422e","IPY_MODEL_5e69f824d78847e98e703aff1a996f56"],"layout":"IPY_MODEL_0b5e0c4ac2b647d28cfaf3a53e332cc1"}},"27fb6629f5ee4b359841ce8896d39bc5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_83c568758ad34287bf5bf6ac8072bc24","placeholder":"​","style":"IPY_MODEL_506b391a40c64b8195cdca848d2e6c3a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"27fdbe1d022747eb9080ef34b4857718":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"28144b1364bc493597336a09310f1560":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"282383da74dd422484954173932ff02f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2855a56d836b4cf4aa776b75ee9df0e5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"285fe2a6f9074a0b85cc14758f2ab814":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e88e33a0e24549608d38080b85f6e69d","placeholder":"​","style":"IPY_MODEL_691ecae71c8145e99151717860bf4529","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"28662f8e2abf482cb6731263b9153907":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_34f0295a932f440580e4343cccd89b5b","placeholder":"​","style":"IPY_MODEL_f65b50e7e7544b9c9dd69253f50d6cb7","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"286a1f45502743c4ad7d3c93599eeab0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"286a2ec64bd24afbbe4f25fa1a5b797f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3e5bf292279044e4b3f1ec200d234f21","placeholder":"​","style":"IPY_MODEL_9b0ebc4f7ea34fffa421908d11e90243","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"288afde550c24a3e96a6d0896d7f980e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_72a5c5515e74421e9168ec315ff0be59","placeholder":"​","style":"IPY_MODEL_3f26256fd5624c5d838d088160597d61","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"289b21b8c3034213a496fa7bba9a4642":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"289cc3d2709a4dccb79f7cfb1bc2d9b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f3820490df0e46a583573273792bd3b2","placeholder":"​","style":"IPY_MODEL_6900d6507a0c49488f94016b46808ea9","value":"Validation DataLoader 0: 100%"}},"289d62b4b1ad4ced8704997188dd2e11":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_072eadd63aa048ef86b897b48e83ff6e","placeholder":"​","style":"IPY_MODEL_5c6358acf6a64bbf928fbaa565b9f038","value":"Predicting DataLoader 0: 100%"}},"289d8c14337d45569f20277703d4348d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2dc7c5320cf04e34a08b1d0e8c9bc8ac","placeholder":"​","style":"IPY_MODEL_16ad5d6cf9a04651a171ab4c777fe4c7","value":"Predicting DataLoader 0: 100%"}},"289df6755b834d93ba973a38c69fe596":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a5519ead98df4ef58d6b9b66b86bc862","placeholder":"​","style":"IPY_MODEL_2ca00f52807b45a386aacede0e2290c9","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"28a375df0c7e40d596b0b4b4dddeffe3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a83268936cb24875a33990ab43c2691f","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_126705a9af2644e6b8f2defd7b948a6b","value":60}},"28a5aa5673f64b3f875ff798d24c6dc8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"28bbaf73d7ab42b888bfa2a0b399a8e8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a0fd69ad5edb460bb2e5672a68162bb0","placeholder":"​","style":"IPY_MODEL_b1d0db945a2644d8afcd7ac8b162345c","value":"Predicting DataLoader 0: 100%"}},"28d002979f7c43338b72f9cc25b62449":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"28d391e6cc8d45b4bb36d7c282c387f8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fdc96d1df6e54d6ca9e487211dcd6913","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6e6f374eacfb469a996e27e5ece899f0","value":48}},"28e2b78afb8c47e2b7b6790bbb615eb4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"291f552345ee408cbe37a7b8b5146409":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6e5071dc28d84105acb37b0e32b88a6f","IPY_MODEL_91bdf9c828614e6c8cec5db748d5709f","IPY_MODEL_c2dea171ff394463859e4914fce87ce7"],"layout":"IPY_MODEL_645cfb97b91c4b1ab7d7cd9e486b38d6"}},"2951914b680d48f1bb8c254c2d19a4a0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_d1c0cfd3ca2e490fb4636631a60c3fc4","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_98c3a537465d454b855b0e9863130f60","value":60}},"2961f23ec9794cdbb3b0d22fb323a1af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"29690f5382594481adb016f571f9eb1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ba2f0567f32a44c1bdb959e71ff3d39c","placeholder":"​","style":"IPY_MODEL_ac50d54c3a4647828aa630f68bdba417","value":"Predicting DataLoader 0: 100%"}},"296fa625ae4c4b2a8c0652f0ccff0610":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2973744dc4944e5091e195de8b57d270":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"297b2551417948f4b15dcd8b3c1e1ce5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2981faaf1a2e4109959d5bf65887c919":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_82d7c7f30bec4c78b98bac30a8f0f28a","IPY_MODEL_6c7bb46a6f6c4ca7a31d199d63a6137f","IPY_MODEL_bd9f9dfd8f52477a8b9d9c8fa5fd263c"],"layout":"IPY_MODEL_d246dc141d724b9cbe9dd94860389bea"}},"2997650ba8a6422ea0bd5fcbb5df3d0b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9d7fb7963a604511b0cfcc36c5c2fb18","IPY_MODEL_a142b90457f64843974c349dd5c2d2c3","IPY_MODEL_28662f8e2abf482cb6731263b9153907"],"layout":"IPY_MODEL_333cb6788858475bb5df3b423e989879"}},"29c20c3c694d41a68342adc11bc577f1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"29c7bba285be411a9bfc218c158e4bc0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"29c86bd3aa8a47d98e7c2971399a3937":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"29c8bc165a124f08b1a08478d836299c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"29d17db08c08456a914d12cfb6aff3b5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"29f34e646a2443afafd5df360e726f39":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2a11d5bdaa744642bda726bc6d9d9a9f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2a1ef8e293cc4edd875fc264ffe39b2e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2a3265f6863d43db89724826fbed520c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2a3a6b79bf00407387adf31cde016f32":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4553d958af6346878bd89494e428da57","IPY_MODEL_c8ea631b255e49bd858ce86f92426364","IPY_MODEL_b94d21b387cd4091875c67a4e2660f3e"],"layout":"IPY_MODEL_fc66889e279b4ac8a024f4b404873912"}},"2a4862822cfd4eb4b4ac2e8f6b5f4b1d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2a6405ba127048bebde8bff89e0f3561":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2a6e174e51304053832447ed6cf8b47c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2a7d504359104d16afbca1bd1fc82378":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9ab6033d7a594bf380c6e02072420904","placeholder":"​","style":"IPY_MODEL_66ec77c8285b413dbd4108272b7dfc23","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"2a862f6420254c8eb1e1c509d24dc941":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ba67036e768e42fca19bdc6d02ad6dcf","IPY_MODEL_947c08c9b79b441b89e4c60806eb2832","IPY_MODEL_288afde550c24a3e96a6d0896d7f980e"],"layout":"IPY_MODEL_5298d7e8282a447883c94d9993c70da4"}},"2a8b1c965c5a4f2a957ecaca7bddcf9b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f657afa626f472eb65988104cb8e57a","placeholder":"​","style":"IPY_MODEL_7f52d9b3b4914710bb2c39e865b102af","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"2a960aabaedb46189e0408d595431f34":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b4f4333d45ef4fe9af0fcbe039d45b99","placeholder":"​","style":"IPY_MODEL_ff6f1ccb1bbc4342bec0d04e289fddb8","value":"Predicting DataLoader 0: 100%"}},"2aa00e22aadc41dabeeaff7f5e5ae5cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d981f72b63ee42e39de37fdebef6c15d","placeholder":"​","style":"IPY_MODEL_f7b36fcba0674032b32e0acba6054e44","value":"Predicting DataLoader 0: 100%"}},"2ab8c3d1d59a41c3b5e0187596dbfbb3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"2ac6e3bb01ac405ea2e9ffccc9a56a3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a9380baeb10445918a36b4d81880af70","IPY_MODEL_e8309178d40d4d24b70e3512af0ffe3c","IPY_MODEL_4ec23c50b3c24124a4f992b43fc475c4"],"layout":"IPY_MODEL_a3450c069ce1414bb5880615ac257f37"}},"2acccaea60bc4059b0e2f033098f2972":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2ad3b967169b4abdb73c78c34a57f6db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_28144b1364bc493597336a09310f1560","placeholder":"​","style":"IPY_MODEL_daa32b6665fb4d3d959e97a7bbbcff09","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"2ae006dff2b74386809bea5e4f6148fb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2ae7259b6d6e4c399f3762a53a6ec1cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_27ae68ad056c46eab1aad0a59e7db4d2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5fe8e5e3d40547d8b4584e0eee54e8f8","value":48}},"2af3057719834b56b46e189b27e8e05d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"2b012f9637e14be1af334c8e20a6d099":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_99a8d91fa60541b0bab241629b40776b","placeholder":"​","style":"IPY_MODEL_862d29c2b8ff41dcab7ac06a746baa06","value":" 60/60 [00:15&lt;00:00,  3.92it/s]"}},"2b016d74d5c045e09c27ea2826eecd90":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2b0594f3a85b43eeb33c355d983b7d21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fe2908d17bd342cebb0547b8158323f9","placeholder":"​","style":"IPY_MODEL_e423f26e4a504e3f8e4e6b8aafe5b860","value":"Predicting DataLoader 0: 100%"}},"2b26983a0121439fa5058dc8045b761c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e325789c969b49b68bb3212f89b2bac7","placeholder":"​","style":"IPY_MODEL_5ff06b42ab614f1da6e668a5b58f9367","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"2b40bb846e85462aa65429dfd1639e0c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2b43902cb81142b3ac9efe51362f6b80":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2b541f95c7a2438a9e6c532395a10dca":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2b58fc3a19e1466ea73c2cad0adb5cd6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5144843ff0624800956398480b27c4d6","IPY_MODEL_05cab7913c204c1bb1c117716b596801","IPY_MODEL_4de51ac898434dfeb18c5fcc48ad9a30"],"layout":"IPY_MODEL_45ad539913104ac1a57282543c014198"}},"2b5dc51dda964677be0468e5383ef242":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2b603edea8564182946d54174efc34b3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2b71f01a9dae4ca18e6935bb815c497e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bc742a9479ca48059e1b8e73fa5dad9c","placeholder":"​","style":"IPY_MODEL_d58e0ab26ba74dd9b33b0754c98dc134","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"2b8b59144e954c498bf39b6ef2427df9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3924383396af42cbbe45fa0c765f03c9","placeholder":"​","style":"IPY_MODEL_441ac520447d4a7ea9022a499abd5887","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"2b9fdd7c726248a788a222147d4b8bcd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a07c61c2bdf54845add1c21150db0f75","placeholder":"​","style":"IPY_MODEL_abfb52b40172470ab5420a5b060dab84","value":"Predicting DataLoader 0: 100%"}},"2bad8bf289064969b359792392865089":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2bb1ac39343c476a810c21a6a2bc4423":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2bc7aaba643b4f5581f17458bbb7663e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2bf4d0b53b8b47beac49d061271682f1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2bf82b287bd946aa882657c0b548c4c4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"2bfd7e6143584f36a9f281515c66f95f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2c08d090da0249eba8b3ad24a688a8a8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2c0dde7f7da74dc196dfa3f1dfc8c8f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7ec1429155cb42098455c1c3ec801d7d","placeholder":"​","style":"IPY_MODEL_5a3af4f66fae446b8c45c741d434b6db","value":"Predicting DataLoader 0: 100%"}},"2c212ac0254344778947cb26e77fa13b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2c21b12ece2447a6b6cdbd6923f568df":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2c225da13e914d79958213c2f7454fe8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2fc987313ba2430ab81078481ac8af0f","placeholder":"​","style":"IPY_MODEL_c34c0aedf0744cd0b27418a6f713f516","value":" 60/60 [00:15&lt;00:00,  3.84it/s]"}},"2c2b8432658f4100bfb4aeecaafd4e17":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2c322b5578494247b57864496a888c4d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2c32c958311749ef85bbb6f54893681d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2c5f7591e19943f09f04fb6fa53bbff0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3173d2ef15bc4905b97bea51166f1d24","placeholder":"​","style":"IPY_MODEL_d8d5bdb6064d44d39994b625d06d0370","value":"Predicting DataLoader 0: 100%"}},"2c68d4fffd97489294a2f5fb6a3b55bf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2c6bdddd4a914be386fdfd6fe374334b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2c876947490e44ce92c9d29249b22e0b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2c975626038b41a7b437fc8d4912bf5f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2ca00f52807b45a386aacede0e2290c9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2cad6bdb3c114cb28e679c0872416bb2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2cafa76ff69a4befa56764bf75ad2965":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2cc31a5922c6492fa372f79bc15e830c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b8537e0e64ca4f188befff4a1133277b","IPY_MODEL_3bff059768f04affafedd21559dead51","IPY_MODEL_5e38b531442649269411db2ca0653ed2"],"layout":"IPY_MODEL_ca5f821bc4c447618cc1c1bb1111c6cc"}},"2cedf7d1d05b4bebad0c5379ce4b7841":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7882f7d93471486eaa094157dfdead44","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_63a09fcc5e9149abb3fb1159b7b5bf9f","value":48}},"2d034a3cbc694b0cbd07ca92b8c748ee":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2d0408e4c62f471ca0b5f08d66007823":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d302a103786b4fa6affb4e75cd93c4e0","placeholder":"​","style":"IPY_MODEL_49e00e779a234a76ac52ba9a82b44377","value":"Predicting DataLoader 0: 100%"}},"2d05db28cc8b4132a8957aeb37a8c83c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2d082ca7f718410f93593ab7dde29157":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2d14ecfcd80c4422ac8df470577f8a4e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7cea1fc167df4f1c8d948a677c720127","placeholder":"​","style":"IPY_MODEL_29c20c3c694d41a68342adc11bc577f1","value":"Predicting DataLoader 0: 100%"}},"2d156ffca57f46d5a3ee3e30dd6c1f49":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a33809512cac4b8798b84b049fbe055c","placeholder":"​","style":"IPY_MODEL_bd7343aa99e946799ae47da41f44116b","value":" 60/60 [00:24&lt;00:00,  2.40it/s]"}},"2d1abe33d836479887fbc0778f1429ee":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2d227a69bbd545dda85ff3eb2c18e78a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_30b219b35ae84e54901fb52922def1d0","IPY_MODEL_dd755043e49a4ea484a71e5f4a22117b","IPY_MODEL_2019bee994e344549dbcbeb0f0b1e0ac"],"layout":"IPY_MODEL_190713d2c9ce46b79189099f62842984"}},"2d26a76d511549e7a35fa7442ba9b70d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2d2e2c3314a7426a836a7580d179950f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_dcb80f1207a8434cb34b7c34ae601e30","IPY_MODEL_9e0d6976cc8a46f68ee42ca259c6a5f4","IPY_MODEL_78ecf133a10348ea8940757be9ce9614"],"layout":"IPY_MODEL_fad7edd37e4e4683ae64c693e17f3a0c"}},"2d5bad920acf4df4be527bab8352d5f6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2d6d7dcdca71485c8a05819a2e7b26ea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2d7056fadd9044d48f3b3c08f6ba10a7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f34d6a80192f4c9e90ca99f01cd49e35","placeholder":"​","style":"IPY_MODEL_69cbe3d888604a999397da747185a359","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"2d81dfa83ad44eee9298ae80b699ae29":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ab94aee2fa53456b81791862622142a8","IPY_MODEL_e2109d836ff34c8fabdaed3f863e8aec","IPY_MODEL_636557d2202a4e3e9e5138380dbdbfe1"],"layout":"IPY_MODEL_21868eb3f171435eaab250c491a241f1"}},"2d8af426cd7149429cdea1620a79ddad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_95bf54b3b4e441b5ba2ecfb91c67d8d1","IPY_MODEL_6c014eace93348be9ea5688ee9f4047f","IPY_MODEL_4411e75adfda49c9b6e8bf5e231bf33d"],"layout":"IPY_MODEL_f1f42035b121485b816a053afc2ef001"}},"2d9d9f886659402dae538620b7e03ab4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ba1956f281604bafb8851a7b35c10e31","IPY_MODEL_da96c3cdf1d149c999f22de7202a323b","IPY_MODEL_f9f0bdb6d74b41ddb2b41febcb74f6d0"],"layout":"IPY_MODEL_00185c38d0b448a7b90062d1d116e816"}},"2da06b68e5c8487aac040527d304c91b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2da56d6b96274f06b60b06b0b44a57fd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_c910947c51ef4515bf0bea031185d233","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_b0c03df3951243dfa2122a302fee828c","value":60}},"2dbd55b594cf4618946f09f96d0f5167":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6334ee1313d744f684bdf9b1bfe78816","IPY_MODEL_3270f099ecdd4ab7a473f9cd6d03f82f","IPY_MODEL_4eda7e3f874a4b73ac02eaeff647657a"],"layout":"IPY_MODEL_afd2ba01eeef408d9fe4fdb0343023a3"}},"2dc1f8c2c2a84e95af14b08ca6b578bf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2dc523506c934328b529417785087b8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6e863e7bb62d4cbabcb6241e85a566c9","placeholder":"​","style":"IPY_MODEL_0607495871bc4b22805024b7e00f9f91","value":"Predicting DataLoader 0: 100%"}},"2dc5abcef517477f93a168453ee65cb9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2dc7c5320cf04e34a08b1d0e8c9bc8ac":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2dd1fc0b3fd545b9b2b632ef7f8637df":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2de0e73c10474112849c4e6b3a833083":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2e09f5ecab644c71b3da2e505ac7815a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_db1de1e49ea443e0b52ad63d187c82ca","placeholder":"​","style":"IPY_MODEL_491422283e8146bbad4554ee74eeeeb1","value":" 60/60 [00:16&lt;00:00,  3.65it/s]"}},"2e12c501bb994959b826e4bd13c46a1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_cbd33e7d0b1540758c28e09f9d71fd04","IPY_MODEL_d48451ee8f9c4a018699e7e3704755db","IPY_MODEL_dfe8dffb51ba4fa796c565bf5c00c694"],"layout":"IPY_MODEL_4b0b0db2e00040ed8b1e9f6be2f0cdfa"}},"2e16ab5fe6324c9887deddd1105a5a34":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"2e23f030e2db44a88d68cf946be335cb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2e36156706e243ed9282674fae770a9e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_929c87abed45491788337824e0726a0a","IPY_MODEL_c16c2518ab4e4bc89a2d7eb484393923","IPY_MODEL_9e7fd0ad3f1640b09b22546f3c567a88"],"layout":"IPY_MODEL_7f635908183a4c1fbd9c3e27cf33a2ce"}},"2e404a6e4f6f407f96c65d389260ee92":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2e41add995a449beb634dbf705b0d789":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d6f0b6985aa84ea696139a8af9050615","IPY_MODEL_1bc23423b3d8473ea773f0a5aac57999","IPY_MODEL_b70d71ccff3148fd9c9fa21c539f5678"],"layout":"IPY_MODEL_02ccb330f43144d19116327f6e8e0940"}},"2e4508b9ba944c42a1f9dd86823f0bf4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2e59b4fed5f54b249ecd053415279393":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2e6b71f09b134a2b9617806b15092e1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d3a5851efed04b808010123bf9e671de","IPY_MODEL_5067e002e65d4ef98e84272123528b77","IPY_MODEL_1a6cabaf2af9495cb8215bd0fc05c74f"],"layout":"IPY_MODEL_43b25b6bc07048a898555b9d40a637e2"}},"2e7fc63f507741669d415fe225ae9e58":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"2e98badcc5b745f7939cfabf7405a0ad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_646ba20595c747e2a1fabad6a1242d5a","placeholder":"​","style":"IPY_MODEL_a5008edd1ec24407a6ab24c7e8dfd771","value":"Predicting DataLoader 0: 100%"}},"2e9e51369ce049c59047f06af8a97563":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"2ea80b1b267f43b08740d1f22a965c96":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"2ecb3276251a4a328c62dac57cf64770":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2ecdb64013dc448eaca2586ab93e1093":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f20403491bc4a83beb4278ed52c4cbb","placeholder":"​","style":"IPY_MODEL_e64c2dc617c34bf89871355b0d51b1af","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"2ed0ff194f354df2954db3720798575f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2ed1b1145899415bbd59eb97c8b3d0d7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2ef1b4266ad544fca6d9874a71366889":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8fa3f8700e9848ba8779f8cb1a9e636b","IPY_MODEL_6db2c95000214641857662a725f23986","IPY_MODEL_1a7138975769438ca778f7500ab469b6"],"layout":"IPY_MODEL_4a645d23fccb477b8246ad3adde77555"}},"2ef4cd4007034836b35394f82e27524d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2ef6ba73460940618c2a81d46bb457fe":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2ef875f5f9be4a75b18e33ad2ed8cc15":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2efa6729957e410a9923c8fdf6ee7077":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2efa84b4aa34427b992e2fe0f707344b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2efcfd2fd159408283e19ca21a9c6c58":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"2f019c3f40f640f589b6c4e8c949319a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2f1c54f6d4594d2597484ab364033b85":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2f1fb64322b74420bd446e68ecfa0fb1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2f241adad8cc462f8f7b700126a6447b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_83c0fb60be9040748fca29a021e66628","placeholder":"​","style":"IPY_MODEL_7bca81d277aa40cc96c52999c572085d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"2f606aeb34304f25913c6d781b53acd8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2f64fcd7d06e41b3b46e5198c70bb2de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_359edd38646b44769d1b563f32dca7d3","IPY_MODEL_658aeace61124b3f9c50b41a5f634d1e","IPY_MODEL_aea423532ca6442c8127af6236b84685"],"layout":"IPY_MODEL_fbad5bfa739742d9b4668e6bbd2739eb"}},"2f7566bfba104fac8a6bd8698cf92017":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2f8336062699400f89a3bdeda6ad0a1a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2f9730fad8654619b84b570341b0185e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2f9bbcf0ff7240ed848426613cef6585":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"2fbf60784fc24e35aba7d140a3d886cb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2fc191141aad47048590684ac05c3795":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_1e56c343d2ac4bc09a27cb10ef73f727","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_cf4d2ac911aa4b69a4bc243e950930f2","value":60}},"2fc987313ba2430ab81078481ac8af0f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2fd281f375254835af527f428d7ccd0d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_50eb484ea20c40e4bf86b3050ab92464","IPY_MODEL_0a393f40518948039b96bca7a7f00147","IPY_MODEL_17e1318ff67247ce8dc4556e5ae8528a"],"layout":"IPY_MODEL_bce970ee884d49afb5deba7cddf4a627"}},"2fd339fe29f4427db6b6883a2137b4d2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2fd4e91e995d4361b6b38d8bb025ec2f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b0e4e88edd2c472fa4851d71d0f0da8c","IPY_MODEL_cbe6cd434a4342a482dee2521b58af82","IPY_MODEL_b03014f4146c43e19c7c406f437fd61a"],"layout":"IPY_MODEL_e2bec830f79748a29a75534425d3e430"}},"2fda88fba6e747c281bd98f94b80ea89":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"300c227f3b104fbf9c6e9f809ff34ace":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"3012d70d5d8a4e64bc984dbcc90194ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"30488ef461d647899fd1d2a490ef490f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"304f078a11cf4f26801520d8d5c9990a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"305d77a12d804767aa47e576a484e389":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_665fa78cdacb4aeb88a58872bef6bc2a","IPY_MODEL_ecebcaef9e8c42ada1c45889f5e00219","IPY_MODEL_c70ef51a0cf144ae95640b848b839826"],"layout":"IPY_MODEL_13871aa4fc5447bba3420448e3432e58"}},"3061cb7e7c1f4bf797fe0ec292393724":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"307040770cd444b2ac68756a406a1f6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_26bfb06d2759418caacd218aed52a111","IPY_MODEL_eb2192dffa8944c8a4cb7777a1bc9b89","IPY_MODEL_c7246f1642224288a8b1ade3316c8d71"],"layout":"IPY_MODEL_de2bd2da8c3046988eaa3e2264409731"}},"308c76251a0f4b74a20fa4b7fce56d9b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"309caa8dff58402dbefa10ab96fb3c0b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"30b219b35ae84e54901fb52922def1d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4fd922352bf5443da3fc9fa4a5331db0","placeholder":"​","style":"IPY_MODEL_b0789a30a13e4ff39cec0d77644516e4","value":"Validation DataLoader 0: 100%"}},"30b8a01254eb457c8069a53decd84c6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"30b9d72cf8d24b9f9d4613d1459805ff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_29690f5382594481adb016f571f9eb1e","IPY_MODEL_59447e73efdf4dd0bdb3ffe6cf5b0b44","IPY_MODEL_a6f5c6f25f19452ba590418c35506fa5"],"layout":"IPY_MODEL_15bc601c69d54811838eb2514b4a9c23"}},"30bb81e54c4c4dbda60d8278d6ce2666":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"31084047cad342b5a4f8f517d229b683":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"310cbf07db2b4b46b1263fa37ec245e9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3110fe855cee4d0285cf67bb1ae831e3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"311e5495b3054c639eb5a85b9ae61005":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"312220ec3c5b4a36959967a4d9cf3a1d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3122e107b4944f8bb8779f78bcb3b962":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"3132daba9af8494dac7e86825dc5c918":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"313b174e6eb04da8837ff825e01795ad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7d298c0fd1394df998d34ad233e24ddc","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_482c55a8ff2542e1b42d044a84a6a143","value":48}},"3150caba9bbc4bf9aee6e2f07e0bffab":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_670241b17e13465bac673af15b691a15","placeholder":"​","style":"IPY_MODEL_9b326c0cef8d4d2bb4619746cbb4d0af","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"31563974b2b142eab211b8993c2235ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"315b6a543dde47f89ee9f17425a1318e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6c261b62df554bcba82b04484cbb66e5","placeholder":"​","style":"IPY_MODEL_6a92bd22518744bfa7b137c32446bde5","value":"Predicting DataLoader 0: 100%"}},"316d477588db4237b197a2b6e0d937f1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"316fa170fac1448b835643af357f087c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_92cd44b3f5184c9698e3f90db09a5662","IPY_MODEL_0cd5a01c9e9e463aa0f0ed2204b95bcb","IPY_MODEL_4be24f1b03764caaae83c1186a606eb4"],"layout":"IPY_MODEL_bf1bf79ec611424185258f5d9a5ee062"}},"3173d2ef15bc4905b97bea51166f1d24":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"317b311857d54ff7b4510e07a759638a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"318317ba80734a66beca8ff8a606c1d9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"31a69dec8da547b3b453b370d6e8dfea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"31b9c61bc60d4626b31d7943c95e4972":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"31c43933da774e21a24c39127807ed4d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"31d011571fee4801809bf003d3a14990":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6f9604e843944879830fa0aca7bf2bcd","IPY_MODEL_377dc376105e41c9874d13cedc4196ee","IPY_MODEL_e9180b1b9ec74fb08bf469ae596091c7"],"layout":"IPY_MODEL_5fe738923a2f41eca41f6cef43953ac1"}},"31d16797a6e64e1094df5b511d9d6ad8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"31dd1da8290a4b9480c97370162bf2d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_936b9bd31d5446adb2e4c1ea4918e81c","placeholder":"​","style":"IPY_MODEL_419fbbd7e07946078e4f456ea9e6f3c1","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"31e54e1212aa421ca6561cc2dbf2dc57":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"31e6c784bc1b4351b83650f9c96823f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"31ed74af7b6f464d9f4cfa3f0c8c1709":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3e4f2975996d43708f52e2047eac7e93","placeholder":"​","style":"IPY_MODEL_09bd71f3819c40859e0d41decf1526d5","value":"Predicting DataLoader 0: 100%"}},"31ef546b9a314094913c1d23db685bcc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e82d430766394cb387aa3d20e3a4c18f","placeholder":"​","style":"IPY_MODEL_d7a04b4288314e649c757502b1d03c32","value":"Predicting DataLoader 0: 100%"}},"3217d41d1da0471ba94e8059a7053481":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3ddff77df99e4a26bbfb00fe74cce938","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c0953700b9c34bf6863ff482e2ae428c","value":48}},"32212d1f7f814a3bbdd6b1551c8740de":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"32453c1e61db4b0395b7e8de1af02f4e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"324d8dff8042422998b85e537720f4c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"32520b4fc3d746aaa8ffb197a6f0efab":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3262db754d264ad5b29be4fd0de46d9f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fe6c46e49a9a45d582bc38a24051bbae","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_68d72a5b80314700aa1f9be58b0d75bc","value":48}},"326dde155cf048be8f3b72dc485f0e86":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3270f099ecdd4ab7a473f9cd6d03f82f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8e0f0cce5e5a4896ad39e1e4dd4a60c8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_168f72709cc84f5fafc62a76fadaceb1","value":48}},"3275984e700e4d94b52405c539a53a79":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ba59bd39db36493187400869dbf28cc9","placeholder":"​","style":"IPY_MODEL_23767f25a61c45d5bc32fd3bcd65cfe3","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"328f8f218e1b4daa93ab85a1392fe9cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_56fcebb4120e4978b59caa1d32f2ed4b","placeholder":"​","style":"IPY_MODEL_95adfbd63e504c65ae9eab1d49c25887","value":" 60/60 [00:24&lt;00:00,  2.40it/s]"}},"32960eff86d849f3b7e743c2842ae113":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1857226ef64045aaacaefcae1e32482b","placeholder":"​","style":"IPY_MODEL_c65d3d0bd7e04cfd8a292cfa128fa098","value":" 60/60 [00:25&lt;00:00,  2.32it/s]"}},"32b0d2f4c9e64d65a9cdd6f27bb2e66e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8a2736de563c46daa3484d9427db2b8b","IPY_MODEL_670f1b94ecc441dd84b4fb6499611c9e","IPY_MODEL_6a27817f4b1f42a0825017113b99ad25"],"layout":"IPY_MODEL_6f8293ff567640d3b11199d2a120eea7"}},"32b29d6d8fa64d169439f26094eef047":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4eea59563edc4d9f8e11b1a922a46fae","placeholder":"​","style":"IPY_MODEL_74b04d741aab40c087fb89313d48f785","value":"Predicting DataLoader 0: 100%"}},"32c68308e4dc404f96118493c15017a6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"32cb1ce864ca487a8d90a312525f129b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"32ccba3c6f6a4f7182417b93aa49ac7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"32d881f2393f4cae8942a2edbf580838":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"32dc686643ea46ffa7c53c4174381b90":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"331fe44140ac4f1290eba11f0578f697":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3320cf2f38e147b3b3a0c7d08ddd6b19":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d809185acda742cf9d03e8ca0929195d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_97110fff9abc4493ab5a8dd77eaa8476","value":48}},"332e3bf733ba48cc8b18849e683aa9d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_00157e2832e44cdfb090f0edc0ea2532","IPY_MODEL_c760af4b77f847e2839323246b3c6975","IPY_MODEL_0c49534fb6854c0c96aab873a4a73418"],"layout":"IPY_MODEL_7cf38481af55449ba854d3f29ca868f2"}},"333cb6788858475bb5df3b423e989879":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"333f8003f63948629f0839e558f5d2c4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9f0bf8d15bba4e15a662ab96f7b2c884","IPY_MODEL_6334c1fb6a3c4a21b6e5d088a9168580","IPY_MODEL_65cd25441c724aeaa9a47b1d1eface67"],"layout":"IPY_MODEL_270a1acff14046498d3a45a6fe4ef5cd"}},"3344b200a82e4ad09aec190c0fc9a6de":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"334b0cc98f774a9f8f35d2d294cfadd1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"337f2e419f3645bbb3bd2277c2b5341b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_14a3238a9c8043c4b3dffaffffbac2ec","IPY_MODEL_4080b9803a194109b793e1cda7d3cf4d","IPY_MODEL_1c3d081480024f738bae4b0973c7148d"],"layout":"IPY_MODEL_e73fb821663a411fa1ae7abdba0e0102"}},"338ec49d584045c584697d0a22072b13":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_092cf17e4ec54a058be930db7547ef15","IPY_MODEL_78d74365bcdd4988baacc9efc194d056","IPY_MODEL_e06937a7a39e4dc1862f9cef6c038514"],"layout":"IPY_MODEL_55876f1e462b49f0b32319548162bc27"}},"3390474ec374421b90d1f78e8edb7cd3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_52ce17bd17c24b7f9a538cde97863aca","placeholder":"​","style":"IPY_MODEL_817e5d25ca45432bbb142391b40d3fe0","value":"Predicting DataLoader 0: 100%"}},"33b820ddbc9c4f4cb2299cc90be7edb4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"33be877dc4df4730ad071e75c77809b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"33c73fb4f68441ffab7807aa1065d1c1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"33d88bf16c91496ca11d8b0356b339f9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_837a17ef518340538d781f1704a0bc4e","placeholder":"​","style":"IPY_MODEL_ff1ab612f4f64d368ee3fe6dcae42cb2","value":"Predicting DataLoader 0: 100%"}},"33f3cb22e7cc4c2c884d0fd119c6ceca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"33f4d30cead044b89f949139bba9f7e3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"3423dd78837848328feea4f1a283ad59":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0f335d88de094469bf04ddb2fd19b054","placeholder":"​","style":"IPY_MODEL_52f4a944ae8e4a7dab3c1e735482ec5e","value":"Predicting DataLoader 0: 100%"}},"3431d3155d564e25b4609d97addcd45b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3576e5fdc71d41f4869fa704dc0050c6","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_74c4e8d51ca746f5ae68295441c371b7","value":48}},"34366b70ae534923937e5d01f3e6764a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_98627d13de2f40079c08b5c9429f5f40","IPY_MODEL_bd4905a73c964996b67f43cdb0807d36","IPY_MODEL_dbedad132921401f9dff5ae9c70561eb"],"layout":"IPY_MODEL_0ad6673184ce47eb8f3b8da63b3ef7af"}},"345f26cb999e43498e2cef037a29a043":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"34730daa65564624b31d392b12530aac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_289d8c14337d45569f20277703d4348d","IPY_MODEL_833a127d76d44b658cf1121277315446","IPY_MODEL_a9af65f811ec44f7a7a9f8476ad603a5"],"layout":"IPY_MODEL_277e5bb00ca0431f901ef13ac89e657f"}},"34a3fb822e1e4562bd4b978aa0cada22":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d7c7768721784713a5c61bbf0e8d11b6","placeholder":"​","style":"IPY_MODEL_90ec62a2e423428e805f7e2f9b623847","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"34bb3433803347cfa1cfd6a8d287c4cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_bf9d5ec5e3b84bef8cf312d20e90ce3a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_49ddc60c347744b095a7844b8b7bf472","value":48}},"34cec26e57f447cd8d3921a847d0c3de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f6bec7c7c51f472b9816be5b8569505a","IPY_MODEL_51af23cd77464bc4b03e5c570600b941","IPY_MODEL_f17f8048ae994effb216daf3a9d8ccd6"],"layout":"IPY_MODEL_06fd148a0e08462c99ccf1c3f22f1c35"}},"34eb74b0d153440c9af1fc843390481b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_58fe46e210fb41779bd6a7e82614e57d","placeholder":"​","style":"IPY_MODEL_1739066ecc014e218e62b7c0536c9f3f","value":"Predicting DataLoader 0: 100%"}},"34f0295a932f440580e4343cccd89b5b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"34f86ae4791e4c69b08bc6947f8c615c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0497894fa2fe410db74e72ab08040679","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2961f23ec9794cdbb3b0d22fb323a1af","value":60}},"34fa8bc374424846bad1dd82d15962a0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7ac560bb19444f30aa89f89c64f2ca71","IPY_MODEL_c1c14be39d8042c4b1659a9abe5ed06f","IPY_MODEL_4394ec34c1fd4ee4903d2c79486114b9"],"layout":"IPY_MODEL_ee85091ca57243ca8274e448c2ae1451"}},"35031090560e4c68ab2f1cb2d7130d48":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_96a347c51e9d44e6b124ce14f0d4b751","IPY_MODEL_6e6dce8a9b5943e3b13acead6d485e56","IPY_MODEL_d52ef37dd38947808849ccae7ccf61e1"],"layout":"IPY_MODEL_0b6266b63d99400c881068130c4e6973"}},"35075d1772e14c67a81a264895d77d71":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_08d64f42715043a8a5375b45c71581ac","placeholder":"​","style":"IPY_MODEL_a9400877675f4a15b851cfee53291d9a","value":"Validation DataLoader 0: 100%"}},"351e0c720b7f434993a422663172a9b9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"352b9d882c174262a2fc2927fa2d305a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_386d2d4ab38e406a9aea6d570f5c28db","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5ad67505eeee41649a1e3535212eaafa","value":48}},"35336115b5354880b019ef4dff1c886e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b7727c7e5e6d4c3b87b4465bfa1d6b7b","placeholder":"​","style":"IPY_MODEL_a560dc10344541a4bd1a957bb2884345","value":"Predicting DataLoader 0: 100%"}},"353e48fb98cf4d8bb95773020401527d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bcbe96cfe4f1463b996257e4881ba06c","placeholder":"​","style":"IPY_MODEL_e57b665f74094ed3953269b19c27a061","value":"Predicting DataLoader 0: 100%"}},"353ee325e13541b0a15ea46db81b12a7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f07715a116443dabdb4ee8d7d78a8f7","placeholder":"​","style":"IPY_MODEL_fede90b7e3ae4b189b9b31c37416cbb7","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"354372b7aba1485f9624f98ff5d4d12c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"355e96770e7d4b80a17623ec083e05cb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ea8a5978c748487683f7c961dfc9abe4","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_89ec69aad38740af8c7963ce550c8bf4","value":48}},"3576e5fdc71d41f4869fa704dc0050c6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"357958b822e54aad8fde082efa7e14c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"357a8ef7e28e4eb4a7793511db1c3cfa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7b3f19c9a96c4db9a52e983bc3256911","placeholder":"​","style":"IPY_MODEL_361e1229e5a94739af5e0ffeabbf2f6a","value":"Validation DataLoader 0: 100%"}},"358f8d0762cd495dba1bfd115da6a8f9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d1f6537e460e411ead5f9b4329c511f4","placeholder":"​","style":"IPY_MODEL_5d703401f7bb45c9bd6bf119ba0131aa","value":"Predicting DataLoader 0: 100%"}},"359c6e28d8124b5e995545ec44d6b7a1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"359edd38646b44769d1b563f32dca7d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b0da8ab158b847328a6d3d27eeb21760","placeholder":"​","style":"IPY_MODEL_8a5d3c8918e241ff848fbce146b2ccb7","value":"Predicting DataLoader 0: 100%"}},"35b00bd80cec4a9ab1b518a2f908f510":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"35b93067553b4fc7a7d70f88e1bd06ad":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"35c1121f34854bbcb7b291bd17b9b00a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"35c2381e1a7c4ea0b99e0ac63a92bfde":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_7822fcb43fb04e24a9b63d31f4dccf05","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_83f5dbb016b14c1ba6135c2e1b0d5b2a","value":60}},"35c63748f7744ea3932a9ca8e452748b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"35c98b379c9c454b803de4b6b956552c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"35cb36e572ba4af4897fae63b1b79dfe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_82c2fe7e5ce6469d9cbb3b02bb6b224c","placeholder":"​","style":"IPY_MODEL_3d95d56b88294807bf2e7adb1cff2ba1","value":"Predicting DataLoader 0: 100%"}},"35d7ab7ae01546659c79f3476bfb23a7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"361a0735dc814ae69fa74a4dd45a74c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_612ea7814b664f529d5c126c44aad344","placeholder":"​","style":"IPY_MODEL_63a1f08cc57e4af782d36a0ee370f829","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"361e1229e5a94739af5e0ffeabbf2f6a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3621a2f2a10b453f897ed907fce18a9a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"3626d623a46242bdad1f70365972aea3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"362a26d830e0405193b758f225df50c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"362f9b57448649989f65a9619e5f26b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3631f392852747358976eab0908eefc4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_51ce3288ffbf4eac9324d5371260eb10","placeholder":"​","style":"IPY_MODEL_c885fd584506412aabd83d5b639d5834","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"36569401746a441d81a27534480d45bf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1f232aa662af423096bacc1266e259e3","placeholder":"​","style":"IPY_MODEL_706a09f746bb49ad9b057d1afdb9869f","value":"Predicting DataLoader 0: 100%"}},"365ede7c9ec64e68962c6543c863b1e3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"368193de004e450893f79763a735a211":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"368cf96f0ea54a899b64464a22474ca2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"36931e49e3404234a5ea70e3f19017b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d48a2edeec5c4ecc912c5ab52b2de555","placeholder":"​","style":"IPY_MODEL_a53e557be2d54b0cbc6a1bc2ab4a914d","value":"Predicting DataLoader 0: 100%"}},"36b80f5d2aa8470abcf4389f8347d8ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"36f57de866234d7aa69a1b5b8657d72c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_878a5dd0d3ad41948e099a364aaf4145","placeholder":"​","style":"IPY_MODEL_9455f2814706484b956409d2b355a859","value":" 2/2 [00:00&lt;00:00,  4.07it/s]"}},"36f89dd990444034a15b97639396f99e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"36fcf668eaa7458da696080d8eb5bd6a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7431b9a225f747b7b46e8e6b6f0d9ca0","IPY_MODEL_ce22d92eab4c41f494e74fa0ed61b0a3","IPY_MODEL_aeed9d481d60421c9c8e42b4ca816ad2"],"layout":"IPY_MODEL_164f4c9c12ae4065b91ecbfd333b0e96"}},"36fe817ad4e248208ff6c8bcdf51dd07":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8294dad7e3414483981b290d97eb596e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_950c45a1bf2f417cbc4738d6b3c58f81","value":48}},"3707a3da4ae540e581c2239dbe8fb2da":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"370e00d5c8e74ddd848a6007ee1b4f42":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_54d860732b5242538aea8100d97dfd69","placeholder":"​","style":"IPY_MODEL_c70d7610dfad48359e1849f4adef2ce9","value":"Predicting DataLoader 0: 100%"}},"3717e15bed6d4b6597339a21b3187b5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6b151768c16442e7a67966623d99c11f","placeholder":"​","style":"IPY_MODEL_65ed2a5419bb4192a2b4263089b3170d","value":"Predicting DataLoader 0: 100%"}},"373ea230d5504f10a690ac64914eb01a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f6144c44d5f3482e931baba09a80f2ae","placeholder":"​","style":"IPY_MODEL_7be7404ea77c4cc0944385b402f20ced","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"374e66c302b743a2820eb56e3a6d9b64":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"37694edff51f4b2f9904205794f8cbcd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"377dc376105e41c9874d13cedc4196ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_9ec8220a9ebb43aa972233bd136664a6","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_cdd119578e6540da92733823207a07b7","value":60}},"37946f7bc40c41b9a291211f0c33c59f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"37aec5e3567c46f39a9eeee866bca192":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"37baa57e391f410d888003fc9a57fba7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fa5dece199b64f9d9281f3f9fe8afdab","placeholder":"​","style":"IPY_MODEL_d6269b33f0244e4fb48be9f93bb76663","value":"Predicting DataLoader 0: 100%"}},"37c3076ff10a43afb2ec42d441eeee00":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3802aea15a7e41cba538b7eb6f512cc6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"381aab31a48c48ef8cf3b62f9481eb50":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3829ace8f3fb46b09a3619ae12fdd9fd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3839f76bbcb64adb83a53988069d6212":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5d39bcf7361c438f86ba20ec2bc25a7f","placeholder":"​","style":"IPY_MODEL_0dfcc5f3868944689a0b212f256ace57","value":"Predicting DataLoader 0: 100%"}},"3841801489d347ddbc49ba2b910265df":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3841d2a555534c418a40e9988733a69b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"38574feb5ca54319920ead36a2eb1d43":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"385c9e58d12f42a0b86f1909c4d046f2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"385f12a113cd40139ccfe952d696fc7c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3868a7922ff04110a1c1075a9e199e8d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a4cb7812adb34fcbbc05d2424db6f1a0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9c77e6477c954dce9ddc55521ca46f39","value":48}},"386d2d4ab38e406a9aea6d570f5c28db":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3873069c7f6c48ab94e1519983cb2ea6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3889fec42dab4bd185e1135b1a2e0cea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_54b8f8f46e374739a508ff8fce1b8cc6","placeholder":"​","style":"IPY_MODEL_425c73b734c7402889d1332f4dba5583","value":"Predicting DataLoader 0: 100%"}},"38a772475f3d440bb6c542c418b1c41a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_084fbde6150b4ac183d58ca1cdb13ca6","placeholder":"​","style":"IPY_MODEL_d5172d1d6d4946f7add8df75366aa1ec","value":"Predicting DataLoader 0: 100%"}},"38ccd38a7d2849f8b3830ce3626cb6a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c25d4f851be54bafa3fe3dc11760c86f","placeholder":"​","style":"IPY_MODEL_923e6f814a99440bbf3e4e7962c4e1a3","value":"Predicting DataLoader 0: 100%"}},"38e65f21ebec49ee98814b38b88a386d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"38ee72fc701344abad2d7ab775662863":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"39017a9f12eb4a65962e649e631c54ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"39072a791e284a9d9dbf6c5c8550641f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fd79456c3885492aab2f8acc359f1c88","placeholder":"​","style":"IPY_MODEL_163c17ba3d6f44d4965d6a6f54ef02f5","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"391739f977d6473f8dd12f6bac334e1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_bde1126a58b94b08b96e06c627afcb77","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3faa16a7622641d68ad06b13c7745330","value":60}},"3924383396af42cbbe45fa0c765f03c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"39246a4f26a34d509a8587bad8d62828":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_81a9d6e908c84c1991686fb6c4a75d43","IPY_MODEL_ed328c265304472f9d8652c6df34bef7","IPY_MODEL_b3c9ba46416248d4a33bd60ee4c1d786"],"layout":"IPY_MODEL_300c227f3b104fbf9c6e9f809ff34ace"}},"39270afaa3bc4936994b36404ce538b1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_be3a75be1a6049a19357de8fa506adee","placeholder":"​","style":"IPY_MODEL_4546f64811fd43babbad3efc1fc2f400","value":"Predicting DataLoader 0: 100%"}},"39350d68d7d1445096d5c98bba100aa3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3949febfef5a48fabb5164163fa2f20c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3960da5b0e3343edb240f18c3052a97e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"39636a0edab2475893c7ce6ca1303a15":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_13e2e8947b6a4456abc6576cdd03be80","IPY_MODEL_ff5db88b4e6448068170e06f78e98659","IPY_MODEL_52cca46e945b401595ac2c37fb5b7037"],"layout":"IPY_MODEL_2131459dd081481885e12f73880f77db"}},"3976be94d03343cf801d12026b865535":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3996388b2ff1494f898728d3a972d6d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"39d116033a71431d923af288c01ab124":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_07fed930c206490c9efe878522ff72f9","IPY_MODEL_3dbb03f3a67848cbba99c4458d2d6455","IPY_MODEL_78be6db949a94a9bbd1f9fa53dceec8c"],"layout":"IPY_MODEL_935c9290f4ba4bb890dde9b3b751caba"}},"39d7a722ab414002927e63d17b4fb6f5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_83be8efcdc0a493d865fd7aae7bcfda8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4fca2ea0768949f69033dd344c031c8b","value":48}},"39e3d0a258864a58a1480422fd0150f0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"39f8e3a8808c42948c4725e2cef88014":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"39fac345b671473cb48cb0137f1d5fa1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c19d0b2b35f74b67bc844ed7360c2578","IPY_MODEL_7b35d8be52734ad4b3f93968f17899d4","IPY_MODEL_fa38f7f1362346eb98221ae8323ffe88"],"layout":"IPY_MODEL_985a2528699c4c4e8a62d43c8b477bcd"}},"3a23d0647c0d43349a788c6ebac4182d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"3a5bae3b020641f4ba32c305e05d9ea0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3a74737e731d4f42b05212fbedddffda":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_58d660698c0b43818da886cd3c405107","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_cf6e6052364a45f88f04c51c8c0f38fd","value":48}},"3a7e871ec6ec4229bd6871d1b4948149":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3a81918bea664f9cbf5283e177d1958f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4c61e00b0c0841b194f4f5eeb8708ea4","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_32ccba3c6f6a4f7182417b93aa49ac7b","value":48}},"3a87ee3c691949f29209dc7751bbf1d6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3a9c798bae1f46e0a1788848ed9f929e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3aa30e8e8534416ab6ad012adc5520f3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3ae98aaed0a04a48bcbb7d60087911b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_91f6b4b93067481780be83ee77f2a8fc","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a990d5068aba4b489d99fcf2bf155699","value":48}},"3aeb7107f7b54047b82365aea62013c3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3afd457b4fd54bc3bbf4576ac4270aab":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3b0799609f544d939cf38fcda10b200b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3b0af2c9fae24a5a94c186c96b05768a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6d448bab2e3642cdb0d14575aeb295b9","placeholder":"​","style":"IPY_MODEL_753d844d85ca438ea9e388261e8f0cc6","value":"Predicting DataLoader 0: 100%"}},"3b220b7a8c3c457686b2e475898769cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3b58322199a2467a9d8713eb814eba03":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a0ca2a9cd226468ea828c38db7369f89","placeholder":"​","style":"IPY_MODEL_b0ce616f7bea44c2be9d1efe6a6aecaf","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"3b706e0f220046e0856d6f3428c73779":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9941d6e3570843b0be1e951036ec5e1b","IPY_MODEL_4ea3e150f3c345d588d417db5ee2611d","IPY_MODEL_467baa90ddc04cf2b132ef36b4c83fe7"],"layout":"IPY_MODEL_7f48ac6629b9493b8923c81e3dabc1fc"}},"3b723183eae644549d2d96ad60439612":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ced39cdc544d49bba90742fbc7597324","IPY_MODEL_ed08186ef1a04dbb80666f64e7c9a685","IPY_MODEL_82d86ee989ff496aac4a3136ed2526b7"],"layout":"IPY_MODEL_27a7e2fbda384950b439811ad0faf62c"}},"3b7420f5932840308b913fc7546aeb2a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2d082ca7f718410f93593ab7dde29157","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_769486086a0f472c99abb01a23bce4de","value":48}},"3b81d6d9075c4cd2bcdc45123fc9f2fb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3b8db58ee91d425bb72aa43f0f1fc7e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3b951c841fe84ed5827897038960589b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_34eb74b0d153440c9af1fc843390481b","IPY_MODEL_4910247a773b4899b6e44eb1b959db02","IPY_MODEL_06a1c7ae3304466abcdeae61a1e6bc0e"],"layout":"IPY_MODEL_c81ddf1adf8a4a399f6ff2c889f5e191"}},"3b9c5ed63e2e427fafe6a1b8ad3af980":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3ba9c867bfbf42a298eef254e90a26c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3baf31a9d32f40e58d3cd5c3c808985a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c660949d51ba4ee48de5c5ecd80e0675","IPY_MODEL_75cce1046aa8468090dd1e68011326f8","IPY_MODEL_ceafc532105447cd9191dffd62ea31b8"],"layout":"IPY_MODEL_d240cd8ad92e421fa5d7009ed279cb35"}},"3bc766f02ec3436bb3df629a016529a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3bc86772d07a4cd094f7693e1622cede":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e5d905f0b30c4ea6bcdf3c293d87de3b","placeholder":"​","style":"IPY_MODEL_9f3e89e25e0c4613b63adf0b3989e279","value":"Predicting DataLoader 0: 100%"}},"3bcb37026d0b49fb9fb3cc9e4a57ed6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3bd48fa6bbaf462a8c4ebbf5de5c57f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_370e00d5c8e74ddd848a6007ee1b4f42","IPY_MODEL_4fe3335d998b40b19ce1f70e5de6bb43","IPY_MODEL_af637f521c61413eb4ca1f0da0db92eb"],"layout":"IPY_MODEL_d1ca306750b141198c29fca79b35302a"}},"3bdce60064c547f59c04b3d0ac417c89":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3bff059768f04affafedd21559dead51":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a9ccfa3e4f17452dad26b49cff820c6f","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9cb21f01d9e74252aa3aba8e3cf1f943","value":48}},"3c277a0d3b6e4db198ce78f9d154adb4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ea6ad6ed46ef41fbb4f10a92ddce3d8d","IPY_MODEL_dbae1e5963bb41dca36fec43610db81f","IPY_MODEL_089709e1a8f6469da42e4f90191a0d3c"],"layout":"IPY_MODEL_ea64533bd5ab461eb4c2be6d2d1b9fd5"}},"3c3c12fb66a646e0ab509c3c8bc3ae6b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3c4ad839fe1640488f21fd4a91e5aeff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_5992811f0dea4ef2a6dfba3b2df184f2","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c9efe28f1ad44367bab514f35f0ac75e","value":60}},"3c57bfcf66b0446a857711ed4e96366a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3c5e4dd64ae349db872d64c82504235a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3c8f1855bd524f77b29ec083e4315876":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e93cc6b54d474fe28b8fe1fb66e4d736","IPY_MODEL_ee9778d60d8844abbdd7d354027ad395","IPY_MODEL_ae632d50da304e15b76b900081886e35"],"layout":"IPY_MODEL_47a8f76207264665b47e32c9d51a8b72"}},"3cc5742255cb4a7780a90525e0901297":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3d1db8c08f7246e2878424aedf3229d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1c82e8afe85546df9f4bc3257770da98","placeholder":"​","style":"IPY_MODEL_a0540f52efb543e0af7a5885a84059de","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"3d5f1c4761584f06a54511048eed10fe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3d62480fe0ee4b5181d949bd370f5d96":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3d67fcc3f4b041e9ac4dc2219376c3e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3d70578a883b4793b7a5cf5a32b9ecb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9d0368c2abed4c42966d16d4061624f0","placeholder":"​","style":"IPY_MODEL_1d8d44cc8cde4ad6848bfbed5f35c5a6","value":"Predicting DataLoader 0: 100%"}},"3d95d56b88294807bf2e7adb1cff2ba1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3da850a38dfd438981dffab3f2461e01":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3db484fe1a4345b184fcb273ed7739f0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3db693befa0e4d39ad5d9742dca4da85":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7b474013357c45379e56179edf15d702","IPY_MODEL_7104e7b94bc04751abb479b26d85ead1","IPY_MODEL_2b71f01a9dae4ca18e6935bb815c497e"],"layout":"IPY_MODEL_9e4acc3a30134367949184de6b7fc66e"}},"3dbb03f3a67848cbba99c4458d2d6455":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8ef7ec28f35347e8b152026a113be4ca","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_facee20843074a869d46f6639422b97e","value":48}},"3dc68f670d7e4d789bd47c047b9dd23a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_d9dddee8c45b49ba867194eb94f428fb","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e400098cbd8d43318b10c2e5e360da48","value":60}},"3dc75912cdd5498d8509cff6ceb408fb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3ddff77df99e4a26bbfb00fe74cce938":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3de3cae1c46841baa45ac34627ecb3cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9289e782644e4e45ab8703b852c3f714","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_99dc5f41db39487e90840e8f4ff0f286","value":48}},"3e18b1db3ad04b6d8a1fc0360573fb90":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3e39edf8562e4e9a8ab57dfe0ad470ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b05c6fab0ede4b76b170afe163af6cf7","placeholder":"​","style":"IPY_MODEL_d843853d4292476282c985a67ff06352","value":"Predicting DataLoader 0: 100%"}},"3e443eebfe5e4d5498b3362438e6303b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_01e2021eebc342eab0504730f8cad41d","IPY_MODEL_9399cbd7f2a54d979bafedc18fcbebcd","IPY_MODEL_ab6bad644cd64e2189ef91588240ec42"],"layout":"IPY_MODEL_3122e107b4944f8bb8779f78bcb3b962"}},"3e47ef8d1b2c466bb43006ff3e9f4f1c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3e4f2975996d43708f52e2047eac7e93":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3e54333a2c8848caba50636567ae30a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3e5bf292279044e4b3f1ec200d234f21":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3e68c8f41932470995a31a568e1a9526":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3c5e4dd64ae349db872d64c82504235a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c8f09d03b5c1409da45d6b767ca1a86a","value":48}},"3e6ec88e261f4590bb55399cf882b2d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3e7aa56ca0a844a5942fa99d1d0ad53c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3e7bbc67460a4d2b890fdd36e102b606":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3e7e5c340683470384f01ff9ae52ba83":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5174509444d64473b64c0aa1ece9f861","IPY_MODEL_d41d7f2a206642debb1cef5b748f6dc7","IPY_MODEL_9c901f3bcca34b6b9f0dd4f0a76b03c3"],"layout":"IPY_MODEL_9f433ab7d6984688bd823ade2e868cd9"}},"3e8adfcd726a4e72acae14562e36e5bd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9ea929b6cd5c46f794461929e06cd2b3","placeholder":"​","style":"IPY_MODEL_cfea2695f6a94861a4bc005b6fcc6459","value":"Predicting DataLoader 0: 100%"}},"3e97bcfdf45e4bd7950fdaddae50b03a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3ee288b778574fd09353c61862c2ec38":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3ee603038a224ae49ce961eb7ade6334":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_913ade58646241b6901293b2e5ecd4d7","placeholder":"​","style":"IPY_MODEL_4dc061381a614f069228eaf6bd4267cb","value":"Predicting DataLoader 0: 100%"}},"3ef0d8038f9246a584b2223886ff7e88":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3f040fb40ec6437d920e0e19bfb531f7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_efcd46b00c524890b2b036618340a4e7","placeholder":"​","style":"IPY_MODEL_eb7d523cd0844fa28122614d8c2566bf","value":"Predicting DataLoader 0: 100%"}},"3f048e28d6ef41f5ae62079e184ff936":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ba199c2d31d64028ba359142f4a9b4cd","placeholder":"​","style":"IPY_MODEL_6c3167f6ceea4e29a09fd482985b1ead","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"3f26256fd5624c5d838d088160597d61":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3f356f5c1e884290be14f7ecc7086f2b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a89b86db6af14092bc0e9f8198b8a439","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5949c82337b84492bbae5a423b6272d1","value":48}},"3f652b6624584381a3a24411c60d12b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_00f2a4e65c2e4166bbb67003738b0572","placeholder":"​","style":"IPY_MODEL_b894cb3e15d34d4eb153f7123fafc7cf","value":"Predicting DataLoader 0: 100%"}},"3f6d4308831841b998e5c6efd4d6d4a7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"3f7aa2b3849e4472a1a833958513456b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"3f808500cfca4f77995ff8b858b74795":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3fa409fafff24392bdb75b89bd6c607f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3fa6ae381ed447e7bd9f990ec2f60aae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c17ba3d8cefa40498501d3aa06e43c6f","placeholder":"​","style":"IPY_MODEL_67fe06c0f6ab4cb89b405dc3703e0406","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"3faa16a7622641d68ad06b13c7745330":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"3fddd818da0443218215de947772f161":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_68044e821cd34b26bc6bba994d6e1007","IPY_MODEL_da7ff585f9f04aca90299823e71383f4","IPY_MODEL_602591713e4245f4b6db3b15b8f33386"],"layout":"IPY_MODEL_492d2eb816e64361a1d393470f90f418"}},"3fddea7b298f477e95695997b6c47419":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2d034a3cbc694b0cbd07ca92b8c748ee","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_bca7d793e8d045acb2af85c92c606f31","value":48}},"4012bea79b984f5098bb0e21ad4ecd2f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"402336bbc3a8424d9e46222f4a226762":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"40251132a4984edabec84b1fc9966147":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"402d5cb2af52454a9a073a8d32a7059c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4040fb7e687f4d3bb78484dec6532b7a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2e23f030e2db44a88d68cf946be335cb","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1c2edb07db2842dc8a612d63929ecce2","value":48}},"405bcee0ab09429189a934407c556e1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cc782eec3e1247bb96653ab1bad6e34e","placeholder":"​","style":"IPY_MODEL_d63f11fb48544c0ca23c3bb1be23278d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"405f0d297665473ba1ce33cb30b667bc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4080878b85b54e1196f5a0676e6d551c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4080b9803a194109b793e1cda7d3cf4d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a04f42bcd34e40728dd289c243c02e34","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_097f6d2682564a4781b4f9912d4c84e8","value":48}},"408c47fc6a85425e866fc771c4b8706a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4090ac145cb24c96b896c22cdc4e165c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3aeb7107f7b54047b82365aea62013c3","placeholder":"​","style":"IPY_MODEL_6e4d3606b1fb4d30a8210dbde473ea72","value":"Predicting DataLoader 0: 100%"}},"40aae479d06240f0b64301197f3ec6cb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"40c05a2e7c9340b58ae5ba2d48db07ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"40c9ba39faeb4ff2ac1d66f48892d614":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_99f0127a0af2482c90a6f07e18211015","placeholder":"​","style":"IPY_MODEL_478d490b89934f5696355d4a40020348","value":" 60/60 [00:15&lt;00:00,  3.85it/s]"}},"40d1485e0c994ac6bb3dd1da6843fe1e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"41006926dc5b4c4ead2adc40cbce84ce":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"410d468936064d65874cb9b048d7d96c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8372d534e1b74c798739651386a07015","placeholder":"​","style":"IPY_MODEL_04475a6597484831a8bcc3807b8528fd","value":"Predicting DataLoader 0: 100%"}},"411e34003d6b42959c640147baaf8ec3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c4108260e3cf41b6bbbe1b83987ff44f","IPY_MODEL_e9e215f23cee49c9b2544f4dacb59082","IPY_MODEL_47ddef9cd049427b8391f2b5fde7064d"],"layout":"IPY_MODEL_944e199a79264f58bcf4f3db9974e05c"}},"4132287309eb4f8588c4b3478ce9187c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4138429cea9c4c2f8580410dccf80b24":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"414bf2f7ae9e43aa9c49090924508e29":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"41634d4f11844915aa0bcddd5217f7a8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"41656b23007c4e779a4573ce0c01b1c8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4177de3a0a394488825c6d542512288a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"419fbbd7e07946078e4f456ea9e6f3c1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"41d24f249e0e4f989db44e6ea6dddbc5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"41d73db82ae5475491fcccc632264361":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"421428d9142f4157af7e8015796cdc08":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7225c86d42f24663bd5ac3c2a30a1c8e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e0e3dec5f6e8490f935c6d44ac16e12a","value":48}},"422c1cf671d041958902c8d6110427e9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_92886d919496489c9936ba53b69c48dd","IPY_MODEL_8160aac84a004c39b21719507ab63e7b","IPY_MODEL_eb51e6f400d24574bea68798cea3ffa1"],"layout":"IPY_MODEL_49642184d9894687b862ee90c77a526d"}},"424706f9b16d4ff19dc8366d123d8ad1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4250cd5ff42a45adaedcd7bae3dacb55":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"425c73b734c7402889d1332f4dba5583":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"427ccc3728df4dc59790e884c0bcd291":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4286e980ac8f4f4798fff0c3db72f4a7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e57c207de1af4371b119c9615d893bee","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f156f73483bb4a6db99f9e1d24f6377a","value":48}},"4291ea15a80d4a86b87294c739938eb3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d4104d2f4ff14dffa39dfda2c5c2dd1d","placeholder":"​","style":"IPY_MODEL_473409ab34cd40f6a0f74957e3ccde0c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"42a8935095104aafb1c41fc80cb9d2c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"42c51a8cba754f498ffbfcd9b8c7600a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"42e38cb942c74eeda7e14d0e25e6c626":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"42eeb62cf54f4d5db3c47bffc3ff8ee6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_538b8c6168284ae1a902eb887667a32b","IPY_MODEL_2da56d6b96274f06b60b06b0b44a57fd","IPY_MODEL_d22b4d0e54ab4d6faf126dcd1e3e047f"],"layout":"IPY_MODEL_37694edff51f4b2f9904205794f8cbcd"}},"430ae954485e4da5bf30fdb16751850f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"431b7cb6a13c40b68f896d29af061870":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_74232bdcc59a47cd804979046a3f0ec3","placeholder":"​","style":"IPY_MODEL_7e109723aca94c00b4a4e717c8173663","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"431c7d9202fa41e4a1646876744a0b7e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"432005171bf44c49b94afc2a89891184":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_67b36a1cd5ab46de83f18b16a7a797b0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_41d24f249e0e4f989db44e6ea6dddbc5","value":48}},"433eaa3d82e648d9ba4cc237b2f987f6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4340dd1fb16043b5acf54439fdd679a5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"43485b65dcb343c89748703d6de31689":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cfae30adaa194bfcb44a52dc3f4e88ec","placeholder":"​","style":"IPY_MODEL_ce85f9ff592b4e15830d7b9275da9b1a","value":"Predicting DataLoader 0: 100%"}},"4390ee08fea443ef89ffb572c29e1668":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2d0408e4c62f471ca0b5f08d66007823","IPY_MODEL_6f30e8949fe142bf9f9b2156f6bafeeb","IPY_MODEL_021806ebb40949eebdb28b6142e41d13"],"layout":"IPY_MODEL_c7f591bac8a146c6987aa037af73581c"}},"4394ec34c1fd4ee4903d2c79486114b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5de1ef5d5d4e4216b2490477a156e06a","placeholder":"​","style":"IPY_MODEL_a7aeae9dae4d477f9f49a681d9d551c6","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"43b25b6bc07048a898555b9d40a637e2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"43d9918d371f45babb4f455267499f94":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"43e61cf20df0441b9ec75c3394160603":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bc4a2175d0864d64a69ef08d0a248d75","placeholder":"​","style":"IPY_MODEL_59e9b97938604e07a87b4b30e5f90507","value":"Validation DataLoader 0: 100%"}},"43eb97929cc14fd4bf40148b713d041d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"43ebf90bb3534c27b71b57f94ac2bbc7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"43fe167b541643bdba319662d57e90d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a2b1a32456b34ae9a618ab37f8f0ae9b","IPY_MODEL_55e382bd19f54d05acc2d3bbdc67c060","IPY_MODEL_133194a06d7545ebb0c0dcbc572b49fe"],"layout":"IPY_MODEL_eb44f9beae8d4f169617cb75e1a43fa4"}},"4411e75adfda49c9b6e8bf5e231bf33d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4e72bafd8a484b2c98f61c72f1ac1d11","placeholder":"​","style":"IPY_MODEL_a81e35b081de4674867d898027bad329","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"441ac520447d4a7ea9022a499abd5887":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"442b9af566254020a39d07f20277793b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"442c4bc44add47e1928338c7056c02a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"442e930a44dc479b806ed5a961df3291":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"442f410ab1d242cd91f8145b7314be30":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"44572144fed048deabc7821c4c9cae1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c065671b0e1b4d3fa482176db9ddb00f","placeholder":"​","style":"IPY_MODEL_6d1b4c4011354030b5d31080680334a1","value":"Predicting DataLoader 0: 100%"}},"446658498645479caaf61553870940c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"446f43e387a741b195ae38db997cd7d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"44a9832134724c9ca8f06e07a158e122":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"44acee3171a440c1aa4ce1b5667d9832":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b32980985cea4b45a16621d1d5986651","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f6ccbfe751784372bb5bfecafcd0c5e1","value":48}},"44d337a1db8d4a8c81f991505b747f62":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"44e99987b12746dab1ca1c7203cadc6f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6abded3a4670478683d7c612030e82af","IPY_MODEL_71d669b6c1974c37a474b4ec4edde698","IPY_MODEL_a84bc3c29c2c4b6a88ea699d4799dc65"],"layout":"IPY_MODEL_7e232afb9fe84da4b967c953fe9b32e3"}},"44f936f0d4d14d11bf0478f2c17ac3a5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b637b3020ac042e9bcd6de2bb0e3f935","placeholder":"​","style":"IPY_MODEL_931c1d917a4144ed84620e4058188b7b","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"44fbc6bbbb8a4a0fa05244cf14249ed5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4543e78c692d4a00aec3a042de6b7511":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4546f64811fd43babbad3efc1fc2f400":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"454e292e0a5442b0879f91d418bc3981":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3a7e871ec6ec4229bd6871d1b4948149","placeholder":"​","style":"IPY_MODEL_3c3c12fb66a646e0ab509c3c8bc3ae6b","value":"Validation DataLoader 0: 100%"}},"4551c0503e234ad8909dcd0bb23ca35f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4553d958af6346878bd89494e428da57":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5bd4dd4422384906915fd33ddd831f69","placeholder":"​","style":"IPY_MODEL_574b35abb6294e8387a63580763a6a9a","value":"Predicting DataLoader 0: 100%"}},"45653b058b0244e1a8ae57c22ea33445":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"45658adb2f704c13ab41b0ff2c348429":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dd58ff7393e144449976f60f31c77c47","placeholder":"​","style":"IPY_MODEL_db7f912ab54243639b4bf8d8cefe156d","value":" 60/60 [00:25&lt;00:00,  2.40it/s]"}},"456d45adc5f344c9926201d05e90c752":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_54c88f79147647799870e0a6c194c225","placeholder":"​","style":"IPY_MODEL_076a7ada17c044c7bf060b2f4d4419a2","value":" 60/60 [00:25&lt;00:00,  2.40it/s]"}},"456dbb3e439449779edad96ed3141182":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"45763c64b2a84e67a88b1188c0e906fb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_60f91f0ee1474d6083baa50f83fa0d76","placeholder":"​","style":"IPY_MODEL_38e65f21ebec49ee98814b38b88a386d","value":"Predicting DataLoader 0: 100%"}},"4588a61b61ca4b03a2ac157cc8c82bba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_289cc3d2709a4dccb79f7cfb1bc2d9b3","IPY_MODEL_769e8d14c67e4607990bb2f888fde722","IPY_MODEL_15977a5f3c8e4d938a8c95db2ae837e7"],"layout":"IPY_MODEL_d1fb2b245c534659915c82f93224670a"}},"45ad539913104ac1a57282543c014198":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"45b1220b577f4b3e931ca41f84c2248d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"45bd33b5305c44198e447a286a54e1fc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_721c966e1aec41e3ba83d939e1c19cf4","placeholder":"​","style":"IPY_MODEL_c9ed7a7b397b4bce9cdc9273f6d75610","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"45d31868f1d84d3783a7ec21796ca157":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"45d63792cff44b83999778084c896b54":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"45ddbe69c651415b8b0fed5336aa9641":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"45e3ba29ee9a4cc1b9540a2d43b4b8fa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3873069c7f6c48ab94e1519983cb2ea6","placeholder":"​","style":"IPY_MODEL_c5a6a4c9491c4796a602114c33228665","value":"Predicting DataLoader 0: 100%"}},"45fe8bb0cb8b4264bcc9eb050a6a6d2c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"46016116e85442d9b08a1d3927b4f543":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_82911541058f4898ac2fd312406a144c","placeholder":"​","style":"IPY_MODEL_8ce3cd5c399c48f381ee216f37317f6c","value":"Predicting DataLoader 0: 100%"}},"460cbbaa88cd42e5850db98811f08ff2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4618e44ef70346aaaddeea699461d71a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"461cd67e084a48b48230b6348f65ae3e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"461f55cecb2d4d3888f6a99df45a4504":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8c17feae2360402d9f492c4736164737","IPY_MODEL_f8511ad5c82a4ffb8a0514f75a0eda37","IPY_MODEL_92f16ea49ec746e797d903ca15061997"],"layout":"IPY_MODEL_bd7b6f853f6542388f52f19308f8668f"}},"465563051dfb4d87b5ffaa3146d929df":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"466a3ce097ae45129af7081a05ccb1b2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"46746dcb280a4de5a53e607844a744ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"467baa90ddc04cf2b132ef36b4c83fe7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_430ae954485e4da5bf30fdb16751850f","placeholder":"​","style":"IPY_MODEL_d8f93c473bba45fabde52562c11cd444","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"4693229285c3459d99378045de346e91":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dc3c254c01e4461887594b1a54fbd05c","placeholder":"​","style":"IPY_MODEL_965db047752a44918e04dc02c6b9006b","value":"Predicting DataLoader 0: 100%"}},"46b0821d2ef747099d3c7a308a8a8cc0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"46c024173dda4307aee3ad7f20164be0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"46ceeeb8723b4d698ef6a6b2a3cc673f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bacc790ad0cc4a77a2568ffd95428ff0","IPY_MODEL_a64896c32c7d4bde8730ed6a816b5499","IPY_MODEL_ff65346d1bef47bfbeb25f99da1b4fe5"],"layout":"IPY_MODEL_19051ebe2a4e4a2aab685ad689e0368a"}},"46d8ee0361a94e4687db956d7d39c31a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"470144502bf141e9aa7f0e6b3a3cddf5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f479eab1df6d43ef8cfc0f619a29a482","IPY_MODEL_fc65a60608df49dfb1d14f2a49037704","IPY_MODEL_a43d2620727f4fd395b64dfc410c0884"],"layout":"IPY_MODEL_b304ff2535a64fda9e0156f5606f7643"}},"470b975e71b5413282c59f1d1fa67b16":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4722fa617d47403789408b6dc879da79":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9dab2b97c61a454890b59252d1698f2c","placeholder":"​","style":"IPY_MODEL_59ae6805f3484ba3946ce8a7569a8ed9","value":" 480/480 [03:25&lt;00:00,  2.33it/s, v_num=0, train_loss_step=0.0948, train_auc_step=0.571, train_acc_step=0.769, lr_step=1.05e-5, val_loss_step=0.405, val_auc_step=0.833, val_acc_step=0.681, val_loss_epoch=0.504, val_auc_epoch=0.744, val_acc_epoch=0.782, train_loss_epoch=0.142, train_auc_epoch=0.575, train_acc_epoch=0.874, lr_epoch=1.05e-5]"}},"472404b3041c47fba7853d396d925556":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a79c584ad63f408c86ebc5557e0b25f3","placeholder":"​","style":"IPY_MODEL_e10b45d5a4524ac39ee5a48dd3aa5642","value":"Epoch 8: 100%"}},"473409ab34cd40f6a0f74957e3ccde0c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"47495cb944494bd691f37c319420d302":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"47531a57981d46cbb95377bac3eda670":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_289d62b4b1ad4ced8704997188dd2e11","IPY_MODEL_51eac9448f6d40aeabc677f9784d2e0c","IPY_MODEL_27fb6629f5ee4b359841ce8896d39bc5"],"layout":"IPY_MODEL_385c9e58d12f42a0b86f1909c4d046f2"}},"4769b634d9f744519960ad0ead325610":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"478a0f270c7d44a2b2a6a89c44f64c4b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"478d490b89934f5696355d4a40020348":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"47966e9ba2af47ca80e1e7b40204cce9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"47a8f76207264665b47e32c9d51a8b72":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"47ae93d4881d40b0a7a57639b76ca3fc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bbf60d83f26a425e95f19710ca116245","placeholder":"​","style":"IPY_MODEL_a6762c9a16734344aebe83fe0845917a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"47baeb5a0da64f63834eb9f3e38ade85":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"47c27425180843ab824b289388fa3004":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"47cfbd0c9cdd44ad9d700ea0ea52822e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"47d26bacb3a845c9b6ee0d58c9b0dd42":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0b86e91ffc354272944743cde64e0586","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_501d61abd6de4d42b9799f35d042efb7","value":48}},"47db1779ae784588974c6b624008c828":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e981957c83534f7ab0a0854999836120","IPY_MODEL_1961d1a008b743d9bb303f2bea56c19c","IPY_MODEL_36f57de866234d7aa69a1b5b8657d72c"],"layout":"IPY_MODEL_81c4f67269ab41a8ac14693138d37e28"}},"47ddef9cd049427b8391f2b5fde7064d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_93c80190f554412f99f060a06404e15e","placeholder":"​","style":"IPY_MODEL_0403202697c04d30a012081c6da99477","value":" 480/480 [03:25&lt;00:00,  2.33it/s, v_num=0, train_loss_step=0.0437, train_auc_step=0.714, train_acc_step=0.983, lr_step=2.14e-5, val_loss_step=0.139, val_auc_step=0.714, val_acc_step=0.949, val_loss_epoch=0.452, val_auc_epoch=0.710, val_acc_epoch=0.805, train_loss_epoch=0.160, train_auc_epoch=0.575, train_acc_epoch=0.857, lr_epoch=2.14e-5]"}},"47e9ecceccaa4ce390e30becb1bb80c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"47fd7da6dbb44617994bdac67f68977b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4816955248f34f6d98af98107b75c59c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"481cf9d640654c1ab6c341efff938466":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"482c55a8ff2542e1b42d044a84a6a143":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"48382f4834864c479a3e0cc5545c5bdd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6cfadcf1501843538e96491090bf6513","placeholder":"​","style":"IPY_MODEL_b20207c759314ee295150c07b8af50ea","value":" 480/480 [03:27&lt;00:00,  2.31it/s, v_num=0, train_loss_step=0.0549, train_auc_step=0.571, train_acc_step=1.000, lr_step=9.05e-5, val_loss_step=0.550, val_auc_step=0.796, val_acc_step=0.833, val_loss_epoch=0.502, val_auc_epoch=0.732, val_acc_epoch=0.812, train_loss_epoch=0.187, train_auc_epoch=0.577, train_acc_epoch=0.849, lr_epoch=9.05e-5]"}},"483cb0106f0645a2a753e5b3b52a0b13":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"48436f6ca5be4759b6a42c0e9840ccf0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4845c545009744f3b51576d9210da835":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4870f5d2146e4f5092c0a03e824385b0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d79b1b0aa0df4727a5bcae6127522c5a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2ab8c3d1d59a41c3b5e0187596dbfbb3","value":48}},"487c8c5b724a4acca6f786e8999d997f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"48e6ae0fcc584ce08ecf40b9490cde5d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"48ff3922a5924596bd5c960f75fd6157":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bd564b5eda3341228971687e3a9966ef","placeholder":"​","style":"IPY_MODEL_fceb90d3889940fc85cba6c8ffb90285","value":"Predicting DataLoader 0: 100%"}},"4905b0b93af44c9a91d55c2a83db4760":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4906704120904ff8a17b5016302344e9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_abe91702e2004290a046b039f0bd6eaa","placeholder":"​","style":"IPY_MODEL_93dcb29448284536936c7f68372897c6","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"4910247a773b4899b6e44eb1b959db02":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_50c4d1329b024a77bbe86e28f3681913","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_588fb046e3ee485bb7e2df3a0c53dc21","value":48}},"491422283e8146bbad4554ee74eeeeb1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"49173868e31b4018b9aafed095fc6feb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0f631c0c026141cbbd8a20a4e05fe41c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_eb40d9d2d75b47b7bd62dfc56980a950","value":48}},"491c48bd9de84949b705e66bf6428175":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2b603edea8564182946d54174efc34b3","placeholder":"​","style":"IPY_MODEL_a1b4f36a21264e5eb056bf76f3852a60","value":"Predicting DataLoader 0: 100%"}},"4921d860e343420a9cbbf60c11c6c1b8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_35cb36e572ba4af4897fae63b1b79dfe","IPY_MODEL_c86a80adcf334bce81259cc35db21b9a","IPY_MODEL_248dfcc4d6364c6b98b146d2a3c76baa"],"layout":"IPY_MODEL_1aaec2178d0644afad1680d6ac15b66e"}},"492a315828b44544bc03785407f10871":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"492d2eb816e64361a1d393470f90f418":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"49370228dbb349f09bc13be712f54f1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"49518a5691cb473590d8994963505004":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9b6ace47f3544b3386ef261b4f6f0fe1","placeholder":"​","style":"IPY_MODEL_7f429573c3cf40318a6a9dc86d4f030e","value":" 480/480 [03:23&lt;00:00,  2.35it/s, v_num=0, train_loss_step=0.182, train_auc_step=0.707, train_acc_step=0.761, lr_step=0.0001, val_loss_step=0.306, val_auc_step=0.562, val_acc_step=0.896, val_loss_epoch=0.520, val_auc_epoch=0.697, val_acc_epoch=0.781, train_loss_epoch=0.240, train_auc_epoch=0.573, train_acc_epoch=0.818, lr_epoch=0.0001]"}},"4951b58bae0b41918e08641821fcfaaa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_36931e49e3404234a5ea70e3f19017b4","IPY_MODEL_9ac54b5e6754430385c6fa8055878db7","IPY_MODEL_0f5cd55b19bc42f8add20bf036f72a85"],"layout":"IPY_MODEL_f9ff3991c5bd47b6a7d79255361db5ad"}},"49545a9ddfae447883e8ffad77346ac2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"495e3fa7602a42e9a3ee8d870a757c70":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"49642184d9894687b862ee90c77a526d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"497abb7f809443bf83ecbe8ef2e1a982":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"49887988879f40cc90ccc4b8b1be2156":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"49a0a95e4fd144a487846987a137c7fb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"49a208ccaccc4336b0a26cc49bc07000":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d564d63f65444e27b6ef0a094ff3335d","placeholder":"​","style":"IPY_MODEL_8580b6ff79b94d3fb9fc9edca621aa01","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"49a8542c1d0e44f691ffa2ad02b297b2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"49b6a182403e49a3b0304db735bfc915":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f7b789a2db0746ab95a585434da625b0","placeholder":"​","style":"IPY_MODEL_597c4befc83b4c5996736f1ccaf31f26","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"49ba8e526aea42548576ad566f3b0736":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e41ce3819d3c418fa075fc758d077136","placeholder":"​","style":"IPY_MODEL_6d4afb0e18d0491a9c9ddb6113496aec","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"49bcac0947fd476d94bf96751f8ec610":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0fa174162bbc447f8626266ee344c1ce","IPY_MODEL_030968d1c86542f7b534721e1225f1e1","IPY_MODEL_4906704120904ff8a17b5016302344e9"],"layout":"IPY_MODEL_3626d623a46242bdad1f70365972aea3"}},"49ddc60c347744b095a7844b8b7bf472":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"49e00e779a234a76ac52ba9a82b44377":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"49fd7495e65a425c99d9a8ddb776d091":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4a03cef571834a949204cd83362c9162":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e4fb385b73e647998ed2f94b5ef39c52","placeholder":"​","style":"IPY_MODEL_b5074bb6210a4d4bb849f28ef9637b37","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4a0673bf1b7c412686108649bcddb3c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4a211ee288a24e21ba78a429164a8d42":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c9f125b8bfc14c0183e6f2eecc4b4404","placeholder":"​","style":"IPY_MODEL_e08ae5df6cbe4bcdb318bdcb403b08ae","value":" 60/60 [00:15&lt;00:00,  3.89it/s]"}},"4a24ee335ead48cdbc128cddd15f7bae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4a28c8d7cf3c438d8260912c4c7df03f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4a4777879b054ba8aeb3e7ae662a2410":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_fb7c40ceaeec41f7ae894eec78c1e190","IPY_MODEL_391739f977d6473f8dd12f6bac334e1e","IPY_MODEL_0de351ef9f29451cbbbad929c6b6290a"],"layout":"IPY_MODEL_6831511de4e1456b85be2a06c35f2752"}},"4a645d23fccb477b8246ad3adde77555":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4a6bc43a3b3d4b769e900367e18ab036":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4a7ba31600314033b6a8b9f393ebdd30":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4a9bde72cfcc4ebe8f85a992a6718d7e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f12c09026ffc4c98817044bef2fe5f51","IPY_MODEL_deb9e4f924044487aa9fe6d97b09f340","IPY_MODEL_25ec967819f940dab6161594413b364f"],"layout":"IPY_MODEL_37946f7bc40c41b9a291211f0c33c59f"}},"4ab71ca5ef414a538b9df266907ae172":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e3b98548744c406a8bec36352aa08b1b","placeholder":"​","style":"IPY_MODEL_0f0e73d1943443c7a17eae532ec2f597","value":"Predicting DataLoader 0: 100%"}},"4ab932b57c6c4a629b8d0d9a5f0cb016":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4b0b0db2e00040ed8b1e9f6be2f0cdfa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4b0ee55d6e33418e85f362a6818f4050":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4b16ed3a8851434eb8acc9ff382c4020":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4b21b816271f4b85b05df2d1f48869e2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4b3c8bece73b43f3bdc6a5c9fd725c14":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4b50ab45e1494423b47c1ca37163aec9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4b68fc8817234c51b30f3bad7b2cb640":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_54f35841232a49068cb5c36df521c081","placeholder":"​","style":"IPY_MODEL_d3004596c0f14d59aa91709e8bd5c233","value":"Validation DataLoader 0: 100%"}},"4b77db3cea6d4cfc910a0b654081ab1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6dc92b8e4be04b5494e33c3ca6f6648f","IPY_MODEL_fd72fedff8cf49cb8c57c47947ea480d","IPY_MODEL_7fa9b7e9346941b28b2b46a028f79233"],"layout":"IPY_MODEL_89ca854091664d4194d91e9edb788579"}},"4b90afdfa2f24cdab6e50964b0ed31a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8c57417282fb4c8fb4febed64045b8da","placeholder":"​","style":"IPY_MODEL_ae89b47f33b4461ab6125be17f981517","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4b96b8ab531f48619880152028443323":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4ba135c5679b41bda01e2e188784dd21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1592de82ed004806a42668bc766aa309","placeholder":"​","style":"IPY_MODEL_7e75cd5e91d44b189ef350534ad4b243","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4bb422cbeb42473fb6f55437da770686":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4bbef6ed1e29414c9efbd9f358a570bf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4bdcb49632cf41d6b4196cfa317717a9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f2d74e4dd526493eb2162f197443514e","placeholder":"​","style":"IPY_MODEL_f1d75df9e187469a929d4bd867d244c1","value":"Validation DataLoader 0: 100%"}},"4be24f1b03764caaae83c1186a606eb4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8fdefe0d876840f8bedd89643989d939","placeholder":"​","style":"IPY_MODEL_b6ab5670d11246349296c6203329b031","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"4be7cb22b63c4cd3b5fdcedb2a853287":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f6d1bd73e2c64539a51b9a688e9d117d","IPY_MODEL_bcc8b292b7514db5961636fe8b90520e","IPY_MODEL_b0f8cdbffbee42bd84bfbbb9db04406e"],"layout":"IPY_MODEL_111cbbbfbf834725b5d339bcab499cc8"}},"4beea0018d764d6ab7249e0bfe87ecf4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b1ade5e73c73498da3fbf3acb0108bed","placeholder":"​","style":"IPY_MODEL_16d23e0b510147e6828692f48f7ceb3d","value":"Predicting DataLoader 0: 100%"}},"4c101ba9049848618bbc42a2dcd2359f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4c2332d3da5648e890beb4971d2548fe":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4c2c616fda7a43c2a9e50bb1e8afc5ac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4c3cbf8b729d4963b5ce6135b5e79403":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1a22890b03b04f9ca3f6735d035a29a6","placeholder":"​","style":"IPY_MODEL_c11d1629549944dcae063a1d856c4491","value":"Predicting DataLoader 0: 100%"}},"4c57f416d80f46289c4d32d9811a64b1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8b36dc396fd94e12bc13395a1bfb4456","IPY_MODEL_cd669c0845cd44f88758eb7d96056674","IPY_MODEL_974782a6b30e4f80ad7e6f58d5f2c670"],"layout":"IPY_MODEL_a606e7ff08354d40954bed9a042231ba"}},"4c5d6c13affb4426890e24c227a7929b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a7cd0596640c4fd18972c4413b4ec8a3","IPY_MODEL_6d96745b575b494dac221450be697af3","IPY_MODEL_b695c354f6ff4e0b9bbbda402d282810"],"layout":"IPY_MODEL_af8557e3f1eb49ea99642e0a4e58f598"}},"4c61e00b0c0841b194f4f5eeb8708ea4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4c78e1bb40ea4208bfa54f671b4d45cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d9fa5cf6cfab48bc99d755060f7c2992","IPY_MODEL_ec462f4bed9a4e7c8e76d378e685b9a2","IPY_MODEL_2d7056fadd9044d48f3b3c08f6ba10a7"],"layout":"IPY_MODEL_3707a3da4ae540e581c2239dbe8fb2da"}},"4c7aaeae21bb4badb0d49c582e14dda7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4ca01a8812974192b2d9e06703493f99":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4cbe3ab5be5148e0ae38254c7e816acf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4cf562d9bfa9489a9dc8f09096ed3e45":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4cf97cd83f534af28eb0bc722781c19c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4d0e6ba78848479197c6a3b31077fc8b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4d120ccaf95c4643aa287806ef52fb4e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4d1674866abc4747a3503035885e9699":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3f040fb40ec6437d920e0e19bfb531f7","IPY_MODEL_629ad93dfada46af85d3ef062f9c5f84","IPY_MODEL_b3fd5f2bef334623b8db942e27f5b15a"],"layout":"IPY_MODEL_a8454b3b8b42431491c2938b53c85c02"}},"4d1c7c5c00e34e46bd822c31776f5fe6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_cb7b2ee7ab3446f3b03114da6869bf83","IPY_MODEL_e400e582a11b4c438eb25b54bcfa24dd","IPY_MODEL_4291ea15a80d4a86b87294c739938eb3"],"layout":"IPY_MODEL_7c684f072d9b45a49c4541983517db95"}},"4d21c8c9ae684bb7b93c65a0057dd918":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4d2f05bfff3642468ee2842deba5398d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4d38bcd7254f4063a1dbc963410f3393":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4d3bcd4a879e4eceb7d36f349d657520":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fad6eed1278e4621b81c8bf430ff5b1e","placeholder":"​","style":"IPY_MODEL_e69dcfdf1fa840b097312ceccdaabe38","value":"Predicting DataLoader 0: 100%"}},"4d65fba40d9f4301b513ef422dc2fcfc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4d82b38897234eb09a7ea7759e92e76b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_358f8d0762cd495dba1bfd115da6a8f9","IPY_MODEL_a59adfcf4b9249a083413186eec6b8ef","IPY_MODEL_4e376971894a4a71ab23c400e021d869"],"layout":"IPY_MODEL_9edd6ed81bcc41d6ac84a613429369d3"}},"4db18d7da36744d2873b5902a086b80a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0fa6b4575b3e4c9dbbcc7a7750b48405","placeholder":"​","style":"IPY_MODEL_6968779b59234aac9ed55b7151f7d4ac","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4db39b3649e34460bcb035f76551007d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_52263d29caf8407f93ec741d9a4cd7d7","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_68d6052090eb4b259450f94274405de3","value":60}},"4db8a336ccb944df9b81a37211db9769":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b2e281219d9e4d5eb650d2a259d1b7c2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d13b16ef7d52445191a03ae42e1ec513","value":48}},"4dbbf3f497944554aa952878148f4d64":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4dc061381a614f069228eaf6bd4267cb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4dc2eafd4c6d491d97894555c5b34c9e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a80a9e668c2a4ac0883c52ed1e52bb2d","placeholder":"​","style":"IPY_MODEL_bb38ca15d8ba480eaf5a2f620417f343","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4dc5bb6ad68e44529658e0d6851ef929":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4de51ac898434dfeb18c5fcc48ad9a30":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_212d4ea79fa14a8ba5c5f1621949c00d","placeholder":"​","style":"IPY_MODEL_1454740daf034f8eba806e73174e5b3c","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"4deb93e88bbb405ea06d6ba4c4b98774":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4e0a545755554e8caaeafee4e9528350":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b023861df74041bb89852cf273962799","IPY_MODEL_706512f226284f499fd1b6e2dad999a5","IPY_MODEL_58170d2c27a947b6a45c8947ab5f3fe6"],"layout":"IPY_MODEL_bb7eb1f6509a4ebea235dcedb7c21869"}},"4e152d11c0e74df08cd0b157002d906a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8b152e2815364da3b2680c7c471fe89b","IPY_MODEL_befb895901ad4dd38dc30f814766baac","IPY_MODEL_918bd1315c964a84ab54a57b32b38380"],"layout":"IPY_MODEL_b7af10aec44d4a5c9bf26d63657eb781"}},"4e16e6270e034dae93fedbdd3a98510d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4e2b5e93c7a8446aacf86d271c66fa87":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4e376971894a4a71ab23c400e021d869":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_25312998322d4d7a9d42ab21cecd7795","placeholder":"​","style":"IPY_MODEL_a5f6d658fe5e40dbb9aa9c7f72d1cd6f","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4e65b9a392054597a17d85df4b4b1f9a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4e6797f8955f45988aa030ae69e72d0d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4e68276f68004cfaa3395078ce515a9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e655b829ec1243dd8ac22ddd369738a0","placeholder":"​","style":"IPY_MODEL_b615d5db0b01467c91b3f8946a24faf4","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4e72bafd8a484b2c98f61c72f1ac1d11":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4e7b1125d6a141a0ab915807d6835694":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4e7bcefabfba412e9a062369187228b8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4e8e55741f4a468fb669107f72993388":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4e9d7b03eba348f89d296a289f88480a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4ea3e150f3c345d588d417db5ee2611d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_39017a9f12eb4a65962e649e631c54ab","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d36ea80635d34ea1a9ea99b14abd5369","value":48}},"4eaa6f6795e84038b623f021eba29cb8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4ec23c50b3c24124a4f992b43fc475c4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_89450a7776ec4359993230d24cbb0c8b","placeholder":"​","style":"IPY_MODEL_521e7480995341d69f61dc862868b8a8","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4ed259c6ee934621a11157109b1cab58":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4eda7e3f874a4b73ac02eaeff647657a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ef20d67f90ea495b96130d6cabc701b8","placeholder":"​","style":"IPY_MODEL_050120a5a7c44a5aa216404190d520c1","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"4eea59563edc4d9f8e11b1a922a46fae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4ef4ac24deac4b4e93be51f5d801e6ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4f020c7dd7bc411b86b640ecfa27fac0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4f0faffea925401895ce4c3cdb7d1ac0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4f206bf98ae74b9aa9b26405da518480":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_06463261e0c544e7a095590796236703","placeholder":"​","style":"IPY_MODEL_15378a50fea243c383c4313e493a81ed","value":"Predicting DataLoader 0: 100%"}},"4f2d60d8f025487bbb2b32f8ddde314c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4f341363dada4ebb84731ab0fbe3b62c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"4f364e0b67c2424199fdd3e5997b3fc5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_354372b7aba1485f9624f98ff5d4d12c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_691e9191272548249964438835b46e45","value":48}},"4f59e29c47b449c6aae28dbb686d60a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4f5f378464e947f3bbf0fce890c465ad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_96b2ed19fbf143d2b59fd8d880a6c382","IPY_MODEL_8b7313e0f0ec4f52988f019e20e4119c","IPY_MODEL_fc2cf9699f7e4c4aa235e9509cebbc01"],"layout":"IPY_MODEL_2b541f95c7a2438a9e6c532395a10dca"}},"4f81f16c5e5f496ca6976628f931938d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_e03ec07ebacc4599aec18e3c5cd6f418","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0ab425c113bb4fffafcd62b7520060cf","value":60}},"4fa5a0817b6b4833a0c109f5a9ca6a3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"4fc464e6f8c7498ba6a6ba4b22edd01a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8bbe7799d24649b4b53fff176749c102","IPY_MODEL_ee67a72c674c4ee18be13d9bf6cda03a","IPY_MODEL_83843918093145898c9f7f2c7520089b"],"layout":"IPY_MODEL_5a2d0901daa740b798481a2d1c440df8"}},"4fca2ea0768949f69033dd344c031c8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4fd1309549ba40de8c0a05e185f38d8a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"4fd13265dcf24c6a92fb2e8483896a23":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4fd922352bf5443da3fc9fa4a5331db0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4fdba74232374f398e76c880724a90c7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"4fe3335d998b40b19ce1f70e5de6bb43":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e4748b7fa58d45139061a41e1232c609","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c0a13ba92de6462c805da292d1ce0119","value":48}},"4ff467a9a1674b218761069bc8a76011":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5003b1a519b54087ac871cecf9f38010":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2de0e73c10474112849c4e6b3a833083","placeholder":"​","style":"IPY_MODEL_32453c1e61db4b0395b7e8de1af02f4e","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"5006a1ac72b54f8f976c14bdd9a42e72":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6fe1f44d7ca7443281f4ea5d3c890a3a","IPY_MODEL_9f7d6ab0baaa40eeacc1bcc92755f4e2","IPY_MODEL_e6fe155df8a946539c0f7d5749e57340"],"layout":"IPY_MODEL_b83c8a7de5454cdbb6d9bda3c7e99fc8"}},"500a7cd911cc49248a9f8face2e5a737":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"501d61abd6de4d42b9799f35d042efb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"501e64abb7ed461a9f7d929edb18aced":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5024888d21394797bc0a0126faddc740":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b6d7e2022a9a4f649d5c094918e3fd93","placeholder":"​","style":"IPY_MODEL_745498384955435ebd0bbfbf568f9b0a","value":"Validation DataLoader 0: 100%"}},"50259ab2e3c64849aaa874f4e7243e8c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5027cab2c93c484192dee78232fbfb1c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"50356712e8c24299a915333b43eb507d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d6aac51f24604455a7e430ffdc693767","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6c742255e9e34e36bf11f083019a5549","value":48}},"50368c457e1c41209505c80c64afc242":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"50436095fdb34dfd80f4ee405f7fbb89":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_255b2a6c97ef4c13a7b10d6582a2e71d","placeholder":"​","style":"IPY_MODEL_7edb82dea1dd448d88345e7fbc78022b","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"5067e002e65d4ef98e84272123528b77":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0ade018adf7f46dfab195edb9893c518","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f3e360100a9b4f2e8de7914bf18ab043","value":48}},"506b391a40c64b8195cdca848d2e6c3a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"50a5d8d7857b43479a3844f474e487b9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"50a60d47b0554d94861864815a6e7c17":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"50a9e775c6b64cc1a2bebc70a75ee3d2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c0683a19dc0e46a5a4f83f9505606639","placeholder":"​","style":"IPY_MODEL_caff21513f354f9c8c755fab9ba0226b","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"50b4c2a49e114e9097dd55e93658d39a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2b9fdd7c726248a788a222147d4b8bcd","IPY_MODEL_b4dd32c6d60745c1b1a268052cc75bb8","IPY_MODEL_88d32b98e0a04a9997fe6b4f7f90f9ae"],"layout":"IPY_MODEL_47baeb5a0da64f63834eb9f3e38ade85"}},"50b98293b2b5424e983ca22cf1c74d55":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"50bb8c36730c4e2c8f132e70735caf1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_31c43933da774e21a24c39127807ed4d","placeholder":"​","style":"IPY_MODEL_408c47fc6a85425e866fc771c4b8706a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"50c4c7600e394891b0b6ef43a3ced685":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_580924d73ee74edfabc667af0cfe0742","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7a13f8e65ee74780b1970bb23b65adca","value":48}},"50c4d1329b024a77bbe86e28f3681913":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"50c6c0e8b8d34771b9230a4a07ecd303":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"50d3341b309942ed890c750642c73699":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"50e0c3695fdc44c5801cba4df85769cc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_863246b28f8a4c4880ca55c94f7943fb","placeholder":"​","style":"IPY_MODEL_51cb608056a24a229cc1f9eec4bf6a1f","value":"Predicting DataLoader 0: 100%"}},"50e588e099f1458199ea301073b9a92d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ef01c6fd0ca640edb4abb47b267cfd8a","placeholder":"​","style":"IPY_MODEL_cf7308f68bd44c4796b7112af4960f02","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"50e81a35ab34463897dd0457ce589043":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"50eb484ea20c40e4bf86b3050ab92464":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_19dcbcf622214e2aab597b54547ebb3b","placeholder":"​","style":"IPY_MODEL_29c7bba285be411a9bfc218c158e4bc0","value":"Predicting DataLoader 0: 100%"}},"51058f71f2db4ae6985c24da449d4ce2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"512e0f2127b64d03a0ba552b31e9b992":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"513b04b21553477c82897e16628e8371":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5144843ff0624800956398480b27c4d6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fabf8173b7524be3b5b1d5d91f9392d0","placeholder":"​","style":"IPY_MODEL_dabee68bd0284fcb9e3a004b64a3cbea","value":"Predicting DataLoader 0: 100%"}},"515ca9daa65548a6a13fbbfaa637ef7f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"515f2835bc9640d4a20b3ad66583aa76":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5160cb31f52b4ce0aec09ffe0a774802":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_48ff3922a5924596bd5c960f75fd6157","IPY_MODEL_c683cba416374b9abe204d174e486926","IPY_MODEL_373ea230d5504f10a690ac64914eb01a"],"layout":"IPY_MODEL_ced8ac2203004f0b9403e93ee7c9f13f"}},"516cda3cc035431ca85e7489ad91a4c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5174509444d64473b64c0aa1ece9f861":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dc13baa8676241d3bbbdb3de91b2448f","placeholder":"​","style":"IPY_MODEL_6b95694f94384a32bfdd3351f736f64e","value":"Predicting DataLoader 0: 100%"}},"517ca0898136406aab5bb98abd8566f8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5191abe7dbe04e8f9dd8800315aff5c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6338018439464245906fa37ffa0f2c09","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f3696ec2cb6e4bae9f6b6233410da710","value":48}},"519d827740854399a022e7b49e6aca4d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"51af23cd77464bc4b03e5c570600b941":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a6966d76f13142128cab7b903665bafc","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ee1d3ac039e943f7a0e5c2526ce32dac","value":48}},"51b7a484db7d4cf89598d3991d5f9ff2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"51bfe93738854c70b1c1e558a659427c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_64cc33894c6341bab6f1ab074dc07bbd","placeholder":"​","style":"IPY_MODEL_45d31868f1d84d3783a7ec21796ca157","value":"Predicting DataLoader 0: 100%"}},"51cb608056a24a229cc1f9eec4bf6a1f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"51ce3288ffbf4eac9324d5371260eb10":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"51da57cc4a0f424eb1102110459a1d40":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"51e43e027df94eaca723c720eddab2e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6aa70321c7d34db3864108dfffd894a7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7275840802184ada89681d415787fbba","value":48}},"51e66daff86645b8ae01e31b285b5f54":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0ebc594c8032467fbcd6f66fdd163170","IPY_MODEL_d550747327734ecb83ee19d7ca47b3e0","IPY_MODEL_45bd33b5305c44198e447a286a54e1fc"],"layout":"IPY_MODEL_03b08be9a74545a984f930f23b782f2e"}},"51eac9448f6d40aeabc677f9784d2e0c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_140c2ea0814d4c3aa823510571ecb41d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_662b29f331ff44df8889372f31d05993","value":48}},"520a66c8bc18431eabf617cc7a647b2f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b9e2338cbbb246a48206792c13f3cf85","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c7fb639575cb4eb3bec02c608d24f7c1","value":48}},"5211d6514967487aa9d16b07fe15a5d0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5216dd174daf4046b95dd9e625e424ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"521e7480995341d69f61dc862868b8a8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"52263d29caf8407f93ec741d9a4cd7d7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"523c7c1f643d4ed19ff82370e18585c4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e95491091e19401983f6294f204c371b","IPY_MODEL_01170688a3fc448888d3084ee4fa3701","IPY_MODEL_a298c99d45db43e1ba1c3edf5885143b"],"layout":"IPY_MODEL_d91aba7f0df74de98321abec387d3542"}},"52587ae7455c42f58fad52a1abd91c10":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_334b0cc98f774a9f8f35d2d294cfadd1","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8de06485b300424f82635e25189e1d4a","value":48}},"5294c8610ba64b9bb6ef9303129d1611":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5294c8c2c33b477fa2117905fd64dc60":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_95acdd5e96c64cb2b6620d9cf64443ea","placeholder":"​","style":"IPY_MODEL_802d64d7133a441fa2d502c187a2397f","value":"Predicting DataLoader 0: 100%"}},"5298d7e8282a447883c94d9993c70da4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"529a939b53ef4d09adfb1fff7199e2bd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"52ab85c9978c4b31b7e1ff7eaddbe832":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"52cca46e945b401595ac2c37fb5b7037":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8b6549937eb141d08c8d9ce2a8e6109b","placeholder":"​","style":"IPY_MODEL_e2af4f97fc2147369f87e9bbf3c0c082","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"52ce17bd17c24b7f9a538cde97863aca":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"52d7916f4f074fa8955681435165b401":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"52db9045b0c34a408fe0a42b1a13eca9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_27948202f851442b885a1277edfc1201","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7f975ff234424b588fb55a26ecc676f4","value":48}},"52ef2d97242a47d4bc59ed5197fcae52":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"52f4a944ae8e4a7dab3c1e735482ec5e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"52fc83c24beb4436bb6f827dd57cf189":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"53074316cea84a61ae056ed02d0890d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5358dc1039af44a083daaca81705a644":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_695efa91390d4cca9809af952fc1e494","placeholder":"​","style":"IPY_MODEL_f9a8da59ad8341d58762eaa50f013f18","value":"Predicting DataLoader 0: 100%"}},"5365027dd58e4a7ea4da2e92278dcbe7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"536df29826e449798b5d0e990fa294fa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_82b3c90d15dd498fb26509de4b2674e5","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_79d7d0ccb43a4207a5e3400322aa338f","value":48}},"538b8c6168284ae1a902eb887667a32b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_153c19d8a2a04b72b72c6e01e53c9452","placeholder":"​","style":"IPY_MODEL_41634d4f11844915aa0bcddd5217f7a8","value":"Validation DataLoader 0: 100%"}},"539ee3c9a48245aebd2c9ab5b8c6613d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"53aa40750ece443dafd50c59b8b356ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"53b1a82a5eac40d5ba4cbf52e61c8277":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"53c1a0b8578344cfbacaa6a9b967c5b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6dd514ef3c8040dfb2c9a3d681d95454","placeholder":"​","style":"IPY_MODEL_8a83be8af8df468190106db117c557af","value":"Predicting DataLoader 0: 100%"}},"53da526fff5c41978c62a0da2bd027fd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f3bedf306a2c4a099b174c58f0a202c3","IPY_MODEL_8e5131d376da4604bd54b6ab978f0eef","IPY_MODEL_8b9d7ab983e143ea8465c05846fb26b4"],"layout":"IPY_MODEL_c86658e06e3848a38b98067fb1a3acdd"}},"5436794cabf14fcd9deeee9c08ebd10b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5440fec7250d4d76a424c11999146dcf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5455871e029849d199c0584c59860e0e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5459cdcc32e248fcbb1fa3e166d2e8ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3717e15bed6d4b6597339a21b3187b5f","IPY_MODEL_adc22ec51b6244679b671ad99c4496f0","IPY_MODEL_1503a2e8b14f4086b87d43e4564fb20d"],"layout":"IPY_MODEL_1ddd31a5f575438cbd448080ab13d48b"}},"547165242a0941119efea06fe6293479":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4c7aaeae21bb4badb0d49c582e14dda7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f6797bc073914365b73635ead42ae4a6","value":48}},"5485a5d5d82f46f5895b3d78a682ed28":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0cff5fb4b257421da1274c00520fa740","placeholder":"​","style":"IPY_MODEL_051097d24db0438eaab3cf8f9d7620d9","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"548f40fcecd54f4498e96d5cc22b5248":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54950be8e568498da6e2ab5e3aa8d00d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54a4231315e34285a97f146426c20dba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"54a776fd57f24ca899ed727a8e9ed376":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54b441a500ce46dc911405200b7d2979":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ea2af63a0a284e718f0cab9995768e78","IPY_MODEL_7c6e5681d24946bfb6e99ec6cf6a3c0f","IPY_MODEL_d75fd09632cb4cd6a770ba370f8a4c50"],"layout":"IPY_MODEL_f4b762415b524d5f9b2d4b2feedc605d"}},"54b8f8f46e374739a508ff8fce1b8cc6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54c88f79147647799870e0a6c194c225":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54cbb85de8d74bd0a958b616405a009c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4543e78c692d4a00aec3a042de6b7511","placeholder":"​","style":"IPY_MODEL_e6e97a71550144ba87a89da3265fb878","value":"Predicting DataLoader 0: 100%"}},"54d860732b5242538aea8100d97dfd69":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54e19abc83c6470fa83e89f262b47fb2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"54ebc8df2abf4251b3c7805047aa7e48":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"54ee4d8a01634f8f9e1e0f4dc0b7c5eb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"54f35841232a49068cb5c36df521c081":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"55072ecc533f444b859afa0296c480a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f24317f3d0094faf85113734d7b409f3","IPY_MODEL_89d38be6c49943edb9ff2a7ffea67ae0","IPY_MODEL_328f8f218e1b4daa93ab85a1392fe9cd"],"layout":"IPY_MODEL_427ccc3728df4dc59790e884c0bcd291"}},"551aaac4d8454f8ab7ea0bc51e68c431":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6e83da3d495a4c87829d5ac46d53837a","IPY_MODEL_3dc68f670d7e4d789bd47c047b9dd23a","IPY_MODEL_a474338c39cb4d15a2b09ba9084fbb2f"],"layout":"IPY_MODEL_65025054c1ad46fdbb74a6261930add6"}},"5525c50f10114ee7adb872d338fc1c13":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f6e7fdd811a34d899a389f06b8f87858","IPY_MODEL_8fa883454c9f4d80bba2fba2930b3120","IPY_MODEL_f097116a95d24750a381dcbd485bff7f"],"layout":"IPY_MODEL_b23c306795204ef7ac13808ea30c86f3"}},"552cbfdfe6fe4fe1bfee62f5dc78af96":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5533a4fd38c14f208613b79624a7d6c1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"554b92051f8649f382487273e00687d5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5582e74818694cab9cc3cea85f4dcbbb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"55872a98a16d48999c3b790f7cbddaee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b3ff9a77029f454fb58792b0c2f670a3","IPY_MODEL_56b0e9a623db4f96a298c4baef6b6321","IPY_MODEL_49ba8e526aea42548576ad566f3b0736"],"layout":"IPY_MODEL_efadbad190ed4a5198bb18a1bbb57769"}},"55876f1e462b49f0b32319548162bc27":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5595b9b797ea416e82c4be7dae8f49b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"55d82a6ff5934335924acc5b2bb970fa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"55e382bd19f54d05acc2d3bbdc67c060":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0f3ee7f772c54e3a9c2adc44a224fd34","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_83c9596451734206ad15d7e8bf2f4b34","value":48}},"55e8dd547c034dd4b303b89459dd567c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_44572144fed048deabc7821c4c9cae1c","IPY_MODEL_628a3184566946b3b045f19155bbca5f","IPY_MODEL_076fd809dab545c5b8a402dd8e681415"],"layout":"IPY_MODEL_f985090610904f818075d52aa364b680"}},"560d6dcc865840d09293b1a098b79b97":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_66859095f57b46b6b6dd03ab45223345","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d203750b2e7d468988f499f8851ef900","value":60}},"56256c57d349466d89347b15b7bf547b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"56368b1c584446bb9f7155847fb0f3a1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_91faa7582edf415592ecf0d5ef9871bd","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_513b04b21553477c82897e16628e8371","value":60}},"563fc3eb80364b79ae637b10286c89a0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"56481197a2f3492d9a9cfd5cbaa782c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"564856121150461892898acc1dc8ed75":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5655b7f296a54fd5937389ca814c31d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f67b722d3e9d42739f9f4ddec83fae3d","IPY_MODEL_7f7c8a880e0c4e00ba0e61417c85d578","IPY_MODEL_2ecdb64013dc448eaca2586ab93e1093"],"layout":"IPY_MODEL_c4d4ef9ed86f47d9b88642ca2b33ed75"}},"5685da73339f454a861aa32e32a2806f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"568d60df893f4305964509b5f7e86d98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5697413d95814c9295541e6fcf6e9fef":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"56a1bd7672e5424e85626cabe726ce84":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"56b0e9a623db4f96a298c4baef6b6321":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f98debb5a7d24f029802e5bfd7442b26","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e944b71f19b94a60ab58076f394df83d","value":48}},"56c497c8c991483d8bb638facf683887":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"56e5f1ff7f1440f49521e59b7e06c848":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"56ef38d42b0f4ef7ae1ebd1f2d834a8b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"56fcebb4120e4978b59caa1d32f2ed4b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"571cf8ae8df244f5af18e5fb34affa20":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5741581771574937acb4ee27dc4dbc59":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1dac73420d3748fdbbb82d5b59ff37cd","placeholder":"​","style":"IPY_MODEL_19dbc11d921b4a5bb2c7dfe56ec3c418","value":"Predicting DataLoader 0: 100%"}},"57437af61ec04d7d9db92074cea5d3e3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"574b35abb6294e8387a63580763a6a9a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5756d3c65b414a26b95c12e6e78b921a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b8ea5891b1be426d8adbf4acc4c6edbb","placeholder":"​","style":"IPY_MODEL_9051aa2d343840fb9e88e7329b9c9729","value":"Predicting DataLoader 0: 100%"}},"5757d8e0e6aa4516b9c718fe35363788":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"576ee7f950994ccbab00348fea8cb7ef":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6f9140f495e34f2ca71a62f8cadabf90","placeholder":"​","style":"IPY_MODEL_913bdb2098fc44c08c224045c612dcc6","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"578f09c49f154b529f6af0c889e7fd21":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"579169eb11c04f9ebe79b6b0b96bc1d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_17ad80767a4041adb94a84cd882d0e00","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_20c3d985d8f544eda82f619cc5119c29","value":48}},"57a3cd023e0a4227895f6d4b700363fc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c617a4ec44764360b561ccc76b042e73","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c254f5541b4f4a75a0c39bed091dd111","value":48}},"57c3db2e4b504a3f96c9950e4b7b5694":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"57ca4d8fcf834ac0b78f5b7e379b1618":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"57e85cb1dad5421a9c0cf432c1118d12":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"57ebf239e5b24c8aa3b3e4090c586f81":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"57ee2ba622a74657af617fddf5002798":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"57f219da925e471aa146585bb175e707":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_48e6ae0fcc584ce08ecf40b9490cde5d","placeholder":"​","style":"IPY_MODEL_0dd6064f5e2f44efbe7639c832a18c46","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"580924d73ee74edfabc667af0cfe0742":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"580bdb31142146adb774f93cb1e02d2c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"580d9916f3dd47939f22af8974f6ecf6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"58170d2c27a947b6a45c8947ab5f3fe6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_446658498645479caaf61553870940c0","placeholder":"​","style":"IPY_MODEL_33be877dc4df4730ad071e75c77809b9","value":" 60/60 [00:22&lt;00:00,  2.67it/s]"}},"582ea0014126485f8ab6d2dc69cb58db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"583c477c8045450aa6d2eb749fdff800":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5879dd19881749748d02c96402784ffe":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"588fb046e3ee485bb7e2df3a0c53dc21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5894dd620768407c8de681f89aadb76f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"58a1d57324ff4a54b62e89ce836c63fc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f1eb50bb8d604220b39ce3c98e2c0cd7","placeholder":"​","style":"IPY_MODEL_2a3265f6863d43db89724826fbed520c","value":"Predicting DataLoader 0: 100%"}},"58b7f8a93d1e43d38293f8fae47bee3d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_86973431575642358660005b7f2f4d55","placeholder":"​","style":"IPY_MODEL_9a1cb7d6e94846cfbe97c3d77a577c46","value":"Predicting DataLoader 0: 100%"}},"58c70e1217aa4294bab0757ba1489130":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"58c9735fd76b4acfa22f697b6b8004bc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"58d660698c0b43818da886cd3c405107":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"58e2a01fc3d04eb3b53600b5347a7d4e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"58ecc94094af4615af2c1bc30d094b41":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"58fe46e210fb41779bd6a7e82614e57d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"591097e6530a4040b52a2650712b9821":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5938d8a315f54f3192651f0200859cab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"59447e73efdf4dd0bdb3ffe6cf5b0b44":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2c08d090da0249eba8b3ad24a688a8a8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0be0ec9dd5f149e8bc9147754d8a5392","value":48}},"59497c18c8ca4ad8876587415cf4d9bd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5949c82337b84492bbae5a423b6272d1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"59584196b2424360a22874e11a784acd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ce7b4f525ca54065927367c3a46d9381","placeholder":"​","style":"IPY_MODEL_2e59b4fed5f54b249ecd053415279393","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"595aafffc08d4d0faf787b72f02cd3ed":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5024888d21394797bc0a0126faddc740","IPY_MODEL_d5416fc1ff13441da19e323d1207250f","IPY_MODEL_ae570828f81544309b358970cf557f6d"],"layout":"IPY_MODEL_011638c20c324bc0aef35e595d7b0edd"}},"595c040b040a46ca947c78db090290b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_598d02e503644154947c1e5fe04feab3","placeholder":"​","style":"IPY_MODEL_a9e0c6be54ca4d51b9082f7ca1ffe0c5","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"597c4befc83b4c5996736f1ccaf31f26":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"598d02e503644154947c1e5fe04feab3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"598f62fadcc34630b159690507dc8602":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5992811f0dea4ef2a6dfba3b2df184f2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"59a869b437074594bde19f4aaaf89cdc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ef875f5f9be4a75b18e33ad2ed8cc15","placeholder":"​","style":"IPY_MODEL_58ecc94094af4615af2c1bc30d094b41","value":"Predicting DataLoader 0: 100%"}},"59ae6805f3484ba3946ce8a7569a8ed9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"59e9b97938604e07a87b4b30e5f90507":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"59fff296102c4489872f1ef3f5d087a8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5a0ec464b3654b7cbea2911b219035ec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5a1be24b2ffb47b1985693b0a25a328c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"5a2086dfe5c04257ae49ccbbec326d46":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6a5c2bb9cb694d3ea1ea9269a0d0d898","IPY_MODEL_536df29826e449798b5d0e990fa294fa","IPY_MODEL_f4c681324be0477fb7c048f812c1f67b"],"layout":"IPY_MODEL_8bede8e2ae934dbdbb84925ee47fffc1"}},"5a2d0901daa740b798481a2d1c440df8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5a2e1390d92e4bae96d809c79dfde5ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8cbf9982ca09455b89aeda8526459d7e","placeholder":"​","style":"IPY_MODEL_efad56185565475c945502281768a5c4","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"5a3af4f66fae446b8c45c741d434b6db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5a7863a70a934facbcb8701211d4b284":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5a845aa4373a4b918297c3f3aa75ec38":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5a885277565c42ca8314f50dfd8b3dfb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5a8e6588ccd447cbbd1f2ec81695a8f0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_54e19abc83c6470fa83e89f262b47fb2","placeholder":"​","style":"IPY_MODEL_9db16cc402da495eb478d52c26fe5f7d","value":" 60/60 [00:15&lt;00:00,  3.91it/s]"}},"5a9cf2aeb1d746b4a04b144ae5580189":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5b2efef90510401da98dbde2566f90b2","placeholder":"​","style":"IPY_MODEL_52d7916f4f074fa8955681435165b401","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"5a9e55ff6258483ead5b2c7674bfc020":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_fce3b82b90654e278bc8e43c3d103ac0","IPY_MODEL_547165242a0941119efea06fe6293479","IPY_MODEL_ec3bcf338f57441480dd45632bfbc0af"],"layout":"IPY_MODEL_aec3015fa3bf4461aaac971744e123d7"}},"5aa87aad1e1f43959d994086f10668de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b38d9a63500542318a653f5dc25580c6","placeholder":"​","style":"IPY_MODEL_495e3fa7602a42e9a3ee8d870a757c70","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"5aa8873e177644d4b55e55ab00a6ddcc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ac4fd1a4ff234dafaee358445be65672","IPY_MODEL_3868a7922ff04110a1c1075a9e199e8d","IPY_MODEL_c5f0aeab34a7426cb3d63e5eafbbd1b1"],"layout":"IPY_MODEL_e36fc5adcde74533b54eab8e2c2b5ad2"}},"5aad925f49354685baf0be6365180d87":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_69b9f8f693fc42a981f9554c8944b704","placeholder":"​","style":"IPY_MODEL_6f77d2bd20f542399df4fbdefacc158f","value":"Predicting DataLoader 0: 100%"}},"5ab8ff1c4bbf4d959f832fa1e2b3f561":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5ad67505eeee41649a1e3535212eaafa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5ad8f4a6b0204202827799f810e0ae40":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5adb3dccc3f349e1b271a7600921e615":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5ae3003ec2764cd1bcf3c0de11131642":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5b234fdbf2e1418e85dfa125c63eff8d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5b286906d8a049e8bb55011df5d3f90c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c5f9812f039046e2b5092b592eec5201","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1d18ffce88d74f4f9e673b9f6659494e","value":48}},"5b2efef90510401da98dbde2566f90b2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5b78d2308ef14573b955efb5739b9c52":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5b7cb0ffc8bc40b98c1fed62d9f5e007":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5b8c5ce9c5e648bb9328faca7482faf5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5baf8cadfece4052a45f52a62f80877d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5bb59655c31041f7a2780c5b68850827":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5bd4dd4422384906915fd33ddd831f69":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5bd9a00fbdac4e3da69bfdf8fb464361":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5be6e7136c5e44d38f7a4314dbab0c27":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8ac4b151880a477397b49b9b2240848d","IPY_MODEL_ff7083174776445dba9886c8589659e9","IPY_MODEL_2a7d504359104d16afbca1bd1fc82378"],"layout":"IPY_MODEL_433eaa3d82e648d9ba4cc237b2f987f6"}},"5c109f7e17cc498da1db02376372b03d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_29f34e646a2443afafd5df360e726f39","placeholder":"​","style":"IPY_MODEL_0972cd369cd84931b7feeaed8474d02a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"5c10c61547eb48769097097b11f327b1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5c1af48dd7c54429b5d5560eff8f1be4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5c35c46512b2402d82b3c4790cc41a59":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5c56db2d5ffb4d759afe9be19efaadc2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_59497c18c8ca4ad8876587415cf4d9bd","placeholder":"​","style":"IPY_MODEL_17643d9c15034baa9b8a920045fa6043","value":"Predicting DataLoader 0: 100%"}},"5c6358acf6a64bbf928fbaa565b9f038":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5c6b8853ffa74aaf95e0aaf68b8ee363":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5c96db923cc24f41a06946784ca3915e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6597d6bed6f54e329f4cd285af379a5f","placeholder":"​","style":"IPY_MODEL_4f2d60d8f025487bbb2b32f8ddde314c","value":" 2/2 [00:00&lt;00:00,  3.85it/s]"}},"5cad26757f5e47b89e7cc2fce0b1907a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_06f091fd500c4d8a875854feafe6a80c","placeholder":"​","style":"IPY_MODEL_598f62fadcc34630b159690507dc8602","value":"Predicting DataLoader 0: 100%"}},"5cc426888c7542deae5b3cec70aa69ad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5cdbf28d34144eca808bc72d910276f3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5cfe4a916edd4453aaf31c573a9c0c5a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5d39bcf7361c438f86ba20ec2bc25a7f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5d49c4e3f508442a98d282fe65de0414":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b9694ebd69e34a558a8050bae25ee596","placeholder":"​","style":"IPY_MODEL_c8dd41a1715b4524b36d4027aa4e140e","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"5d657236b1ca45e79e30a99ec22419a4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5d703401f7bb45c9bd6bf119ba0131aa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5d807ea73d924a21a76430abecdf01d6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5dc03701cfe947adae9c4cfa800c096a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5dd1f71c1e2b4bea9bb79d61f6e8eb58":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a8a0b99240914614ac0d71f5f522ef6c","placeholder":"​","style":"IPY_MODEL_86093767e150452da7c8bc6e4e8cda53","value":"Predicting DataLoader 0: 100%"}},"5ddc9d55ac404cf4ab0b45533f1688c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5de1ef5d5d4e4216b2490477a156e06a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5e05983b72a24bf699615adc1928cba5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"5e0bcb16ab8d46ff9df9176b2b1eb4be":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4a24ee335ead48cdbc128cddd15f7bae","placeholder":"​","style":"IPY_MODEL_0d72301705924d45ba5ce9bcaae6ac87","value":" 60/60 [00:15&lt;00:00,  3.89it/s]"}},"5e37753dc67a49eeba086d476476e56c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_756020939eda4415a7decfb8f3750831","IPY_MODEL_d291c1828bea47abb4999a250a421568","IPY_MODEL_def4fc407ee342f78b085479b74a09ae"],"layout":"IPY_MODEL_53b1a82a5eac40d5ba4cbf52e61c8277"}},"5e38b531442649269411db2ca0653ed2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_838a8842a97d4134a3f0c41ed057cce0","placeholder":"​","style":"IPY_MODEL_22372c424c5d4db8a61fec380d7e43b9","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"5e3a02cf3bf84abb89f788d7282c496d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ee092c09a82047859bf4932ddcbb4c38","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d3ee43198b884b9691d4868d4047daac","value":48}},"5e490d99b7514c76bb68b614c8756394":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5e4cc75d52d745de919cc4656f11ab6e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5e4e8b350eb44509b47f14918506965e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fe1166bade554295b4d670c464f3662f","placeholder":"​","style":"IPY_MODEL_44a9832134724c9ca8f06e07a158e122","value":"Predicting DataLoader 0: 100%"}},"5e50a16af4654af8b4cb148e686855bc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5e69f824d78847e98e703aff1a996f56":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4bbef6ed1e29414c9efbd9f358a570bf","placeholder":"​","style":"IPY_MODEL_f8e1e54c04cd47338373a902f5ef55b3","value":" 60/60 [00:18&lt;00:00,  3.24it/s]"}},"5e81c92709a9403fae6f4a212bce01c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5e86f3c6d24740e2b3b4af432b9b4aa4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5e91ebe65b174ae49c70a5010d0b536d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_90d142c7bde048b19f69279fab29d77d","IPY_MODEL_6b3f6dcaaf574a3b841b4a09ee74e807","IPY_MODEL_bee0e99e480c4b3b984b348b6f185770"],"layout":"IPY_MODEL_39e3d0a258864a58a1480422fd0150f0"}},"5e983b3b779b4f7fb6289d0152d07afd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3b0af2c9fae24a5a94c186c96b05768a","IPY_MODEL_717ec01740a1480f8d45c424755f29dd","IPY_MODEL_16ac4bf2b7074afeae75e766935c0261"],"layout":"IPY_MODEL_dc4fe8f821ca441da6ac434bf73c74e8"}},"5ec40a4d81844655b0dc35eea9823818":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5ed5717a6fe74db0876ac4754b884e35":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5ef9f78ebe844998b37f70b27861523d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_58a1d57324ff4a54b62e89ce836c63fc","IPY_MODEL_121232d917d14848931dd7ce423bc9d4","IPY_MODEL_3f048e28d6ef41f5ae62079e184ff936"],"layout":"IPY_MODEL_e76df374f95e49fbb8e2b99524461cb7"}},"5f010179085f43f29e936f2af8edff85":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5f20403491bc4a83beb4278ed52c4cbb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5f31618d61b4491cb418690091fdc949":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_c2cac86954394187adea289c04428b67","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_776f1d6577f64d12804ab80a797dadcb","value":60}},"5f3bb16c45294ae49364c5102b99af17":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5f4671c3ee9e4185b7adc88089260bd2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ee74d4b44f9145fea53ebe74123ec00f","placeholder":"​","style":"IPY_MODEL_e9cc5da6f72442759b5568e656061e09","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"5f5cada7a4f04d67a135aff0270b3624":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_35d7ab7ae01546659c79f3476bfb23a7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_b19aad00cc974542a2436f55798a895b","value":48}},"5f6dc3f1d8ae42a48ab7e1c57d1e04f5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5f7a68b908494fd19e09f3299fdfb417":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5f81d25680ff4c9f8bac4fd83c798b0c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5f8827708a4444939c6cdd89409b6f72":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_46b0821d2ef747099d3c7a308a8a8cc0","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e736629822154a97836fb53ac5b56154","value":60}},"5f8d2fcc03884ea4a6dadbf2b318f772":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5f8fc75cc1fb401a8723d7cc724435c3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5fa494c763384e838632791833fbc259":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ac98c11b304d4e94926d5c6a78fa857a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4a0673bf1b7c412686108649bcddb3c8","value":48}},"5fa8222b8db04a1d878b8b4da3ac1a90":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5fa9827863ac4ce99210357c550af0f7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5fe738923a2f41eca41f6cef43953ac1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"5fe808aefcc742a196f7f1b7e6ba7cee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9e5f694d368b445590da3080bd169f01","placeholder":"​","style":"IPY_MODEL_bfe334fef45b4db0a6f1b1d7cbcec3ad","value":"Predicting DataLoader 0: 100%"}},"5fe8e5e3d40547d8b4584e0eee54e8f8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5feba1fe4dcf48d2b7aac3f0d1c55aff":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5ff06b42ab614f1da6e668a5b58f9367":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"60117c3eae9e422e93225b8b10780159":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"602591713e4245f4b6db3b15b8f33386":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f30d2368077a413d83d4bc00c50fadea","placeholder":"​","style":"IPY_MODEL_8b06fe4ac66d464c83a6806acdeb0ff8","value":" 60/60 [00:25&lt;00:00,  2.40it/s]"}},"6032b685d0e6403a99440df4fe57a027":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"603a4e4febdf426b9609234d69b8d03f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_925a1ef2d431452f85ed4632dd9d9edc","IPY_MODEL_ff44009e25834464b3860b5607e3f770","IPY_MODEL_b02e6f961cd24b07b5f1cc1570cfc132"],"layout":"IPY_MODEL_9eced42f504e43519b113d0d82db7491"}},"60586b5295404a26a12218834dff3a74":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6059bab8dc764fe8a04d9b65764adcbc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6844c1788d184650b3edc8761fafa5bf","placeholder":"​","style":"IPY_MODEL_25ccf0cbc87042e2b5e9d48b769c7faa","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"60863bf667fc40629e303993c538509a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_351e0c720b7f434993a422663172a9b9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_90015e1aba1c4873a6cb6c58fee2367e","value":48}},"608808bec5074ca59556f8ce6c994127":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6098b499450b4cc695ac151f38a4405b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"60a53cd2827143819b62ceea414e13a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"60a9731736d9407d92dd4bf4413415db":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"60ae050143934d12b637f2d1caf986c7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"60ae67e1ff4e49b19f5482ddadb5f49d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"60d16ca3741848ef85731ed4d5185da5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"60dbb7e1b5b947bfa5ad858f157c7a85":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"60edd26925e64b3eb0edceb1b390e480":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"60f91f0ee1474d6083baa50f83fa0d76":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"60fecd5af52c4f9f942db46db6ad6fd8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2a6405ba127048bebde8bff89e0f3561","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_faa4c2605cab470aa870a4e3f6bdc4d6","value":60}},"61057c45772147dea7b545aa55c71b1f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"611301f751cf4533be82b2fd90d6b5e2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"61283584b9634b3ab523d410ce2fe69a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b7713f1a2aa64fa788d505741239ef83","placeholder":"​","style":"IPY_MODEL_a862bebeedf544b5a2eb2359ad449ae8","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"612ea7814b664f529d5c126c44aad344":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6130cb612dec48e39074a8c2c7d9b49d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"614298e147724ab6a9c17e4f95bfcf0d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_aa9fe5312f0f47198be5583de61ef7c9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d4363e378d4a41edacba75f24b5a8493","value":48}},"615ab731952e44f6a958adf7f4067aea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6164c439ea284d16812843d343c38645":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"61750e2fe28d400a8ae6e4b00103bf16":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"6179380bf233493fa9c1ee838bd53603":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"618d5f76e7434059a24aedb794a4b678":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_bf88e03d01774118be229e6c27157375","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_708f765d3fed48deb56b9ec13623fa21","value":48}},"6196679d37b34b268de2923389c58715":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"61a4352241b64a89b21275c0ffd7fba7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"61c698f6a5574ef2aefcc7ac591b2d76":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"61d6b7c20e8e405cbacf7a98c73db0aa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"61fbb5d4b27a40a6b05e8da2d74ae3eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"62104d470a374f56abd9be5d0a490060":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_eba55451e79b46669b1dc54d054d7b1a","IPY_MODEL_b531a9aef7024e6c85ba392e2d39aedd","IPY_MODEL_2e09f5ecab644c71b3da2e505ac7815a"],"layout":"IPY_MODEL_22440b44d8294a9b9527541388969b96"}},"623b8232e71148c580349dc63a1c5899":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"623ce4fa5e804cd49060e8ccb4c2b4e3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6272731ce3df4fe8a647a00674289430":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6282249a748148059d91a444bf2bc598":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"628a3184566946b3b045f19155bbca5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_29c8bc165a124f08b1a08478d836299c","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_837d6e21d3bd4e2bb698b59cf0aa72d3","value":60}},"628caf8ccd9846f39eabc34ad89fe31b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a8a990b462f940c7a2b52b23a330c18f","placeholder":"​","style":"IPY_MODEL_374e66c302b743a2820eb56e3a6d9b64","value":"Predicting DataLoader 0: 100%"}},"629ad93dfada46af85d3ef062f9c5f84":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_964e5048651440f38fc5e2d284da6495","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5ddc9d55ac404cf4ab0b45533f1688c8","value":48}},"62b08c89fc44447483d598e764798918":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"62b179b098b84a5bb8190be9fe8ba68b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"62c04fabdf234e3fa89127bd2cc34dd9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"632867e4ff0445959a8de97296220466":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6334c1fb6a3c4a21b6e5d088a9168580":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_8e7d58798e2145bc8c90e9c9c1908e30","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_aa88ad7eace641f49164f6aa4b2b0ee5","value":60}},"6334ee1313d744f684bdf9b1bfe78816":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cd3ce4e68f3f4e29bfe322458a5d589b","placeholder":"​","style":"IPY_MODEL_a83087edb15441a2920cb6054dab8f1b","value":"Predicting DataLoader 0: 100%"}},"6338018439464245906fa37ffa0f2c09":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"633e43e1d6cf422aa8a3037211dc6649":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"633f907aa82546dc9b3ddbe7278aebb5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c3449c0965fa49c397015e181258d59c","placeholder":"​","style":"IPY_MODEL_e9d60f9af5be4a4fac0e9d97327bcada","value":" 60/60 [00:16&lt;00:00,  3.63it/s]"}},"636557d2202a4e3e9e5138380dbdbfe1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_13d45acbdd894c699674b11fd0098ed9","placeholder":"​","style":"IPY_MODEL_5a0ec464b3654b7cbea2911b219035ec","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"63671fe9f0184560a2fcfa26ed8367bd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_46016116e85442d9b08a1d3927b4f543","IPY_MODEL_0543d1fa6b514e4ba985f6f69f0d2505","IPY_MODEL_861530614a1c4359a76fa063fcf81703"],"layout":"IPY_MODEL_1169b5375be34818abfc553ddfb6e90a"}},"6371a3c4c056493e902b2e807bbf2423":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"63796b7234ae408ebbe20fba512409ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d30252454b81484b81a3000451c1f723","placeholder":"​","style":"IPY_MODEL_7ef534a338ac4cfe9d7b6edecd5e9a05","value":"Predicting DataLoader 0: 100%"}},"63852ed2bb184fc2b46c3d6680f0a693":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6386ffe8d47f4911886f84d0dc40cfa6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6390b3f649aa4f61a1031e4af81dc414":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ff624030d736494e819f3ff26e400ef4","placeholder":"​","style":"IPY_MODEL_0045cfc8178e4e78890a0810cf685335","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"63a09fcc5e9149abb3fb1159b7b5bf9f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"63a1f08cc57e4af782d36a0ee370f829":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"63aa8e9305194d56a485f180e5705475":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0eeaa2dbad40498892fa916372b1d3c6","placeholder":"​","style":"IPY_MODEL_800edab899ad433d9bebf88486db94e5","value":"Validation DataLoader 0: 100%"}},"63de5addf5c14de18e88b82b31cc395b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"63ec8b229b744d308ee9d244fa5188ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"63fbf60138844de283f22eda5ef53d33":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_2bfd7e6143584f36a9f281515c66f95f","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c1ebba8389d74814895fb6aa4bd93f2e","value":60}},"645cfb97b91c4b1ab7d7cd9e486b38d6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6464fea19f814f3aa9ef5837c9c7bbfb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4b21b816271f4b85b05df2d1f48869e2","placeholder":"​","style":"IPY_MODEL_7555f21fce0d40d7b0bf7365a965a291","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"6467ea679188464f947786e96865153c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1ff309b6fbdd4b499d400b09c47e70cf","IPY_MODEL_c3877c94b4b94b69b43e7cc2ebc77442","IPY_MODEL_af59223e613c4341b06128ec26ff3b1d"],"layout":"IPY_MODEL_d52ab38cb9c94fb487ad9241e1a70f27"}},"646942f7cab2420181009ba3fb90c136":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"646ba20595c747e2a1fabad6a1242d5a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6474403d1d354c0881a6ee66fdcc610e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6492db8ff1d3405cad17e13c070e5fe3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6498af478dfe4916b9be5a93382b6111":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4c3cbf8b729d4963b5ce6135b5e79403","IPY_MODEL_2468452fcdf545d0907a25bcbdd14f69","IPY_MODEL_a85e450dc6b8409eb684cc5de52e45d6"],"layout":"IPY_MODEL_7f278ae1cfef4da7b22c39e9531a2775"}},"64b12235726a4539aa185d2c6cb39138":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_69eceb03a87849c39916f36def04805a","placeholder":"​","style":"IPY_MODEL_44fbc6bbbb8a4a0fa05244cf14249ed5","value":"Predicting DataLoader 0: 100%"}},"64cc33894c6341bab6f1ab074dc07bbd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"65010c59e1db4dcda2f9632c91286501":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"65025054c1ad46fdbb74a6261930add6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"65040c043b114e4f8822818adfa81e57":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6505cd450f254be2b20621a71b5dbd4f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"6509e348782b4223ac8a3104854a5330":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"653ddb5edfb1497ba7503ceda451d3d5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"654ce6bc8cb3462a94e680ed2578220f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"658aeace61124b3f9c50b41a5f634d1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c74fe0609f5b4cd1a04ec6d3f9c72845","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_76d4b76a9c79422ea3e89a5fe9f8dd58","value":48}},"6597d6bed6f54e329f4cd285af379a5f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"65a7efbf749747058009ddd319671fb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"65b56d3f4496433e9884300660f7f401":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"65b915c6e7d140b2823c9f09d6f3831d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"65c192040652471db1bcfe6fc87d4606":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"65cd25441c724aeaa9a47b1d1eface67":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4ed259c6ee934621a11157109b1cab58","placeholder":"​","style":"IPY_MODEL_1fb7679bfe1b48129dd8db4a29d97cdd","value":" 60/60 [00:16&lt;00:00,  3.55it/s]"}},"65cf72a6a47e4db78272be8e0dfc23db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bb003abe60814452a40f1a987405c79c","placeholder":"​","style":"IPY_MODEL_5b7cb0ffc8bc40b98c1fed62d9f5e007","value":"Predicting DataLoader 0: 100%"}},"65ed2a5419bb4192a2b4263089b3170d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6601100c15d6405a866530200694a313":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"66175337eeba4e1e884dddbb4becfa1d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"661830c469a748f296edcef889a5ca3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_73a0eecd2ce74d1cbe3501ce4e1f44bf","IPY_MODEL_5191abe7dbe04e8f9dd8800315aff5c6","IPY_MODEL_a4db9ef8d8704d8b98898b87cf3ab195"],"layout":"IPY_MODEL_baa02d24018f41718c89dd9982b11a08"}},"6627bf76f1d046f1a12242e35e5987d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b864168224024e14a9bf3e62b962a2e7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_96ae3e6fcd514c9b9089d3848556d911","value":48}},"662b29f331ff44df8889372f31d05993":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"662e4498daff41978b269db00d580dd0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7ba15c7fe5834621bde4e2c44ee7b233","placeholder":"​","style":"IPY_MODEL_21772b54afe4451298bdd6b34d3f0500","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"663ae49adcef4448b465dc8d95413101":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"664266b133a44999b99717d69d0a0c72":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7a4f2c2847944b3b8eb8564d166d46b5","placeholder":"​","style":"IPY_MODEL_9c41f947e5e84257a72f217f13a9f5ee","value":"Predicting DataLoader 0: 100%"}},"665fa78cdacb4aeb88a58872bef6bc2a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d90f8aa2c2fc4089bf531f0b7b87959e","placeholder":"​","style":"IPY_MODEL_6e26b62f3f0d4b9eb11e4b002538c8a8","value":"Predicting DataLoader 0: 100%"}},"6669f208c8aa42d79296228a16e5b453":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"66859095f57b46b6b6dd03ab45223345":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"66c98af881ee47cebb0dcd8e036dea7e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"66cbd8ccc2054c3cb59b96046c8185af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"66d1273bc6af4e49b76772c5c0b69139":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"66ec77c8285b413dbd4108272b7dfc23":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"66f1e9933f47436eb54809d2958058ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7c65739e00ac4da0adb262721eaa1a8d","max":480,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2e9e51369ce049c59047f06af8a97563","value":480}},"670241b17e13465bac673af15b691a15":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"670ba0157ac842a095fabaf1f8425e1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"670f1b94ecc441dd84b4fb6499611c9e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_cacaa76d57c341dbb1bf3f4f650f65c4","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_83046dd77d744505b6dbc0335c17815b","value":48}},"6711552f01e84729910dc5be6f6be2a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8f4417be1d364f93b629ac4eaad92bb3","IPY_MODEL_fb7a8e5733244f1089e3bc48b0e18d7b","IPY_MODEL_d68bae044ecb4dadbbf321fd263aa7f3"],"layout":"IPY_MODEL_4d0e6ba78848479197c6a3b31077fc8b"}},"6713f586af3f4f63b18a4f673a8f5da8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"671858d705e44e8bbc1f39603ea8427a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"674371e3b6c3412ca78aefd3b9931f21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8884f3db8d9f4fbc991ac7cf8f9e75ec","placeholder":"​","style":"IPY_MODEL_b7abb03156b94de6bb2fe2a155648cec","value":"Predicting DataLoader 0: 100%"}},"67574916cd9744359a85c2f855b1c4e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cef609536a6b428581280dee305e167d","placeholder":"​","style":"IPY_MODEL_2c212ac0254344778947cb26e77fa13b","value":"Predicting DataLoader 0: 100%"}},"6795c57240dd44ab96659e6b7b6efbaf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"67afa410217249d2b63123aa090a8cd5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"67b36a1cd5ab46de83f18b16a7a797b0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"67b904f91e5e4a7990a18126626c81ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"67be0d8f795a4c8ca2bf7b0eb597896c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8d2d35d93af34a91ab39d8da57a8b889","placeholder":"​","style":"IPY_MODEL_bf4262f8391c405cb942b17a76b9b2cc","value":"Predicting DataLoader 0: 100%"}},"67d1d7ae13c7462c9a1eb68f35b4333a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b6db1d1eafb74a9f95d93d8edbde7d6c","IPY_MODEL_67e81935edbc4a69942f0272e32d8138","IPY_MODEL_034cda0a7789475f9bbd1d5e983fd277"],"layout":"IPY_MODEL_d1d9c5b26c074855ab0e1a72f94f23e6"}},"67e81935edbc4a69942f0272e32d8138":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4e8e55741f4a468fb669107f72993388","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1e92799a537240faa1dc206b23b13679","value":48}},"67e9ccabf01c4ce1928dbd61c3bedd8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"67f7e076905f4e6bb70be3c61d0cd7e2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"67fe06c0f6ab4cb89b405dc3703e0406":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"68044e821cd34b26bc6bba994d6e1007":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a7200b0c863d4253a11e9ec87cd9a583","placeholder":"​","style":"IPY_MODEL_deeb6187273146dd98b937243d93a171","value":"Predicting DataLoader 0: 100%"}},"680fadd772dd4a51be114351578316b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6825e5b270db41b19515e9f9c02b6410":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6831511de4e1456b85be2a06c35f2752":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"683d63c9294348b5b39faaf178cef475":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_235169a6e81f4c7cb6d959590921a6dc","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9503a5bc1f214b1cb52b4659952e9ecb","value":48}},"6844c1788d184650b3edc8761fafa5bf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"685126f0f17c4d52bd4623faa202e1f9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"686c66f2fd5e45e484f7fe73f7bccf1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2d05db28cc8b4132a8957aeb37a8c83c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9a297d6bbcc44bd5b8327aea8aa6ed36","value":48}},"68884f371e564b869be5bbc87f08d746":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f0b0e26129a348a7a34239bbaa05fc89","max":480,"min":0,"orientation":"horizontal","style":"IPY_MODEL_61750e2fe28d400a8ae6e4b00103bf16","value":480}},"689f688863814554b22dce10e845f886":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"68af44679afd4db7ae964e1d386fa44b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"68ba48f6b6574bc080633d2919eff5f6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"68bb3e5636e44e6cae4af4fb06804a68":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"68cf339b45ab4f039658f974d42e446a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"68d6052090eb4b259450f94274405de3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"68d72a5b80314700aa1f9be58b0d75bc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"68d768b94fc64bd88033507718fa2b59":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"68eb03ca65d9484598f08c4ea99db4f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_492a315828b44544bc03785407f10871","placeholder":"​","style":"IPY_MODEL_2dc1f8c2c2a84e95af14b08ca6b578bf","value":"Predicting DataLoader 0: 100%"}},"68fcc99c0fe84d48be1ba073290ec514":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0a0f6b72e89f4b418f95ec0a0eb7a779","placeholder":"​","style":"IPY_MODEL_f71bf55393e14762985a5d2b9af06dca","value":"Predicting DataLoader 0: 100%"}},"68fdde393ce84c399db1be18d4b9a802":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c0c43399afcb4051915f56b4ac8599fe","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d59de5aa169a4f288cf8427f82ebdf98","value":48}},"6900d6507a0c49488f94016b46808ea9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6909d4c49bef487fa9e57951290aec41":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"691962ab43cd4344837604e9ac051db8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"691e9191272548249964438835b46e45":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"691ecae71c8145e99151717860bf4529":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"69219d5a6ba347d19979abd8a3b63986":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"694a8c4c2f3e4eef9d138153646bba86":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4ca01a8812974192b2d9e06703493f99","placeholder":"​","style":"IPY_MODEL_780af398bd83430ea20c9bd83a6b5900","value":"Predicting DataLoader 0: 100%"}},"695efa91390d4cca9809af952fc1e494":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6968779b59234aac9ed55b7151f7d4ac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"696c78c3e2eb43e3947f680fddb58417":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"697790849536493ba9c59d04663856a5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"697e95c9e1c54f82aec2733059c62e2e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b5ce2aae76094d97a62d0fbe6cace340","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_df5640e813e3466f8dc215d7cb65654f","value":48}},"698c71d6000a4c9ebc245f7cedb82c77":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"69b9f8f693fc42a981f9554c8944b704":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"69cbe3d888604a999397da747185a359":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"69d47836cdff4f49b1dda2339eef8311":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5ad8f4a6b0204202827799f810e0ae40","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_991019be0f40403eb4a237ad06894391","value":48}},"69df7a05fab54e53920251fc2c1c1530":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"69e5b5676853424b82b9cb50ff7542c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"69eceb03a87849c39916f36def04805a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6a27817f4b1f42a0825017113b99ad25":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4e6797f8955f45988aa030ae69e72d0d","placeholder":"​","style":"IPY_MODEL_d69f7a01eca048d7a5cdb6438855b31e","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"6a32c2c49fbb4c168e538fe0d1ba8f3d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6a339619f634411491b493d380fe39d2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6a3ed148b722458fb70e3361c6c8ea16":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6a5a4eedac0e4321919c1596ec11ec94":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6a5c2bb9cb694d3ea1ea9269a0d0d898":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ba27587ca19f47699bbbe0be1afaeba0","placeholder":"​","style":"IPY_MODEL_a5d3074a02304ef28d3085274129ba2d","value":"Predicting DataLoader 0: 100%"}},"6a92bd22518744bfa7b137c32446bde5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6a94f61554a94bb7bea2191e8fb8d5ec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3b81d6d9075c4cd2bcdc45123fc9f2fb","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0c604776c1a24795abf86f76a3bdec4a","value":48}},"6aa70321c7d34db3864108dfffd894a7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6abb1f54fb5d49399e443e2ec53b391a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6abded3a4670478683d7c612030e82af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fae4af8e832f491f9182d70e86a93a9e","placeholder":"​","style":"IPY_MODEL_19d80e44538e4facaa7a387d7509248a","value":"model.safetensors: 100%"}},"6acb64b0cdd54e05bd30c38b7d0508b5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5294c8c2c33b477fa2117905fd64dc60","IPY_MODEL_3fddea7b298f477e95695997b6c47419","IPY_MODEL_109af11df0bc4ec2aea07a1b0e563893"],"layout":"IPY_MODEL_18ff327efdd74371b41ffb720f65f8bc"}},"6ad17b9f486348fc8184e32bcb8e181d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6ae84c1194f84a638ae5739e9abd3fa7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0cab8cf06efc48d6a762cc3e2548cfa0","IPY_MODEL_39d7a722ab414002927e63d17b4fb6f5","IPY_MODEL_76db2957df7e45ce880b0660dbab167c"],"layout":"IPY_MODEL_2529c9b0e4ac4285bfba326dbaca6d07"}},"6ae9984097634871ab9209c86bf449a4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_54a776fd57f24ca899ed727a8e9ed376","placeholder":"​","style":"IPY_MODEL_58c70e1217aa4294bab0757ba1489130","value":"Predicting DataLoader 0: 100%"}},"6aea35945ba54650929f1d3d75a5e17e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f1659c30a384a4c8d9caaa56e39a99c","placeholder":"​","style":"IPY_MODEL_3ef0d8038f9246a584b2223886ff7e88","value":"Predicting DataLoader 0: 100%"}},"6af279214bdc4019af403c9a79ce5528":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6b151768c16442e7a67966623d99c11f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6b2ca3bdcf5044d59eeffdcd1c0c4b71":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_caad500fe06e47968fc6a280cfd27c30","placeholder":"​","style":"IPY_MODEL_792aa62aaed645de9aae56527bcf017b","value":"Predicting DataLoader 0: 100%"}},"6b3512e4d6e9408db267c0baa740a427":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c4616934db1a46ed878eeb378f96d0e5","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_80ac242b634f4051969cc5609d65c410","value":48}},"6b35c2a4f6944132a4b7cb2c322fa61d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6b3f6dcaaf574a3b841b4a09ee74e807":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ef4cd4007034836b35394f82e27524d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_696c78c3e2eb43e3947f680fddb58417","value":48}},"6b42545343db42d58580dac053304696":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6b50705f65df417484c3d8ca4f6b48d0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6b7318af620b4544a677151174fcc5e4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6b856caf96464f4eb02bb0f1e92c09b2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6b95694f94384a32bfdd3351f736f64e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6ba32883aa914686bfab5fda762a55aa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6bc15876895642729a35d7225f6ffffe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_07d031399d724d3aa3b471a4875b7e9f","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f851a789360a42849e87fd0d2217d21f","value":60}},"6bec56a3df544506b46e85b2a1395a34":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5027cab2c93c484192dee78232fbfb1c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_446f43e387a741b195ae38db997cd7d4","value":48}},"6bf130d4fd434bd3931ff48fe266c86c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6bfe02f41972415d9952eb4598dd5dd6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c9de9c2463a640679e9a87f42e3830f1","placeholder":"​","style":"IPY_MODEL_16aa4fcae6f34246912d81108d451cfe","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"6c014eace93348be9ea5688ee9f4047f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_13ce8ac37c8649dba66f494d038a7ba9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_bed5bdb5906c41f390a4d426e927b1b7","value":48}},"6c07209e4c4f4421954fcc528e7c98f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6c261b62df554bcba82b04484cbb66e5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6c2f276d84064cac96147056bcce158d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6c30bb4481e04035b6a817b3950add8d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6c3167f6ceea4e29a09fd482985b1ead":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6c742255e9e34e36bf11f083019a5549":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"6c7bb46a6f6c4ca7a31d199d63a6137f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_95847df5f50c44ec8a9a20ecc9cc74c9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4ef4ac24deac4b4e93be51f5d801e6ca","value":48}},"6ca0ff1924734c6ebf57ad727ae43466":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_77d9f6ed81d244ecbae4b33018b6530d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a8864f4881ce4802bbc8978920a05ee1","value":48}},"6cca18ed9e0143faa5b74ecf552df334":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1127e6d9a7404725b2ad9431227b1bcf","placeholder":"​","style":"IPY_MODEL_21aee17b974b448588af1ebac76947eb","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"6cdcac56cefc476787c72029b1acebaa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6ce4b65f9cf1425c89f73d5774748c8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6cef95cbe5094b43bc1941905275b499":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c8a369110f4f43e7b2157a7f121f2623","IPY_MODEL_aae1d121816f4695a3f19fa86a28c47a","IPY_MODEL_6f6b8b4191794bff9bf7b9293257e4d9"],"layout":"IPY_MODEL_b022038c365043cb956fb7d486f5ffd5"}},"6cfadcf1501843538e96491090bf6513":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6d0d27ef84be4f61a1e78ed4f36c4b20":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6d1139d3906640cfb30068f762a159ef":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_58b7f8a93d1e43d38293f8fae47bee3d","IPY_MODEL_352b9d882c174262a2fc2927fa2d305a","IPY_MODEL_d26e4d2cacdc4d689e8e00ba5c257f8b"],"layout":"IPY_MODEL_e41b3887bff44080b02756cdf3818803"}},"6d1b4c4011354030b5d31080680334a1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6d1ee65df20244038a4947b9c88754c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"6d448bab2e3642cdb0d14575aeb295b9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6d46291d981443479626c687a47e0244":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6d4afb0e18d0491a9c9ddb6113496aec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6d75b68580cf43bbaaa60e2151859b7a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6d76609df30f472e9d68e2fa21fb81e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9d729c7bb038405d912946c544434cc5","IPY_MODEL_4f364e0b67c2424199fdd3e5997b3fc5","IPY_MODEL_038110af04544615b31ca4b1fb0d1ad8"],"layout":"IPY_MODEL_6b50705f65df417484c3d8ca4f6b48d0"}},"6d813689df124a02a3b84360e44cfd01":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6d96745b575b494dac221450be697af3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_515ca9daa65548a6a13fbbfaa637ef7f","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3d5f1c4761584f06a54511048eed10fe","value":48}},"6d9faccec44c4b6e8730a3d04e94ea61":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6dacfd44c0dd4000a5c591b20d40d7f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"6db2c95000214641857662a725f23986":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_56e5f1ff7f1440f49521e59b7e06c848","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e2f92d484ff941a099e2ad1cbff114b4","value":60}},"6dbba624a14647c48e3bec1e352cb7e4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6dc92b8e4be04b5494e33c3ca6f6648f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2552a40147234c11bb970cf760feacd8","placeholder":"​","style":"IPY_MODEL_45653b058b0244e1a8ae57c22ea33445","value":"Predicting DataLoader 0: 100%"}},"6dcf601f7c19414aad093fd138fc5b80":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6dd514ef3c8040dfb2c9a3d681d95454":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6de4177806aa4f9b9d059b5d5bf0f30a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_85500131bd98410fa38bb2bbf25fc6fb","placeholder":"​","style":"IPY_MODEL_7da02bc9e34c47e1bd50e2988ad55f93","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"6e26b62f3f0d4b9eb11e4b002538c8a8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6e4d3606b1fb4d30a8210dbde473ea72":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6e5071dc28d84105acb37b0e32b88a6f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_74eaedbe47e549bb94155c7bf82bc6b1","placeholder":"​","style":"IPY_MODEL_2a4862822cfd4eb4b4ac2e8f6b5f4b1d","value":"Predicting DataLoader 0: 100%"}},"6e6dce8a9b5943e3b13acead6d485e56":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_c67b08c9348645a6b6218f50be65d5dd","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e7d3bf3171f84cc48ba8e86a71dbdd53","value":60}},"6e6f374eacfb469a996e27e5ece899f0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"6e71acc654bb43ee8ea71035ac291105":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bbbbc52b8bd5449097d71b40a96f20c0","IPY_MODEL_061ae2b4cf774ebea65e02565c978c0f","IPY_MODEL_e87ddeff22054bd4a6080376f85583fd"],"layout":"IPY_MODEL_bce75358b6ca4ea091eca92ba77e9107"}},"6e7c604daea94cadbe9839d6a96cd6bd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6e83da3d495a4c87829d5ac46d53837a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4f0faffea925401895ce4c3cdb7d1ac0","placeholder":"​","style":"IPY_MODEL_8d0b0e52d7204242b125ccba0e8a26eb","value":"Validation DataLoader 0: 100%"}},"6e863e7bb62d4cbabcb6241e85a566c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6ebdbcc9df0147b0ac6bbc6c7dc8e85e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6ec15dd7142a4f8eba2bbd3238b16d98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6ec1e9ab13804ba2bf799c14db367588":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6ee45ffcb3e3405b895ead9524f4937c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_14cd39e560c34bf094bad039cb28ee57","placeholder":"​","style":"IPY_MODEL_7116c00426a34c5fa46591555c74f6df","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"6effe145a10f4c16bdd8a40a992e5af0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6f1c2e99b94849dba742ea94756d3cdd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6f30e8949fe142bf9f9b2156f6bafeeb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2402154cb2594e39a052ce80ab504f82","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_32dc686643ea46ffa7c53c4174381b90","value":48}},"6f50d0134cac4d03800d8d97faab7809":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d9971a2e4bf44169ae0d7f2d51b6a4a1","placeholder":"​","style":"IPY_MODEL_a8b0a44bc53142bc8edd11fc1585c603","value":"Predicting DataLoader 0: 100%"}},"6f6b8b4191794bff9bf7b9293257e4d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7143b57101294848b25d9f1b6ca639b2","placeholder":"​","style":"IPY_MODEL_24e900ce56b4479da4134159a475fda6","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"6f77d2bd20f542399df4fbdefacc158f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6f8293ff567640d3b11199d2a120eea7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"6f9140f495e34f2ca71a62f8cadabf90":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6f9604e843944879830fa0aca7bf2bcd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_65010c59e1db4dcda2f9632c91286501","placeholder":"​","style":"IPY_MODEL_5e490d99b7514c76bb68b614c8756394","value":"Validation DataLoader 0: 100%"}},"6fad89ed570649bab98bbb7ae6291df7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6fbb822c88ca4255a64245a20e025592":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6fc57924b7184818a4c4524dea177a22":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6fc98ce78f7445a88cd99ad075bf6c45":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_160b87a20a7941e0b14fe6d77f4f5eb9","placeholder":"​","style":"IPY_MODEL_1afd94da41b54002ab5025e3fec54b60","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"6fd8ca337408459a805a990d8421f6e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0d24e2dc099c4543aebf2a72bd2a59a0","placeholder":"​","style":"IPY_MODEL_633e43e1d6cf422aa8a3037211dc6649","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"6fe1f44d7ca7443281f4ea5d3c890a3a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1e2eed4092d349d4932212bbd70e8e10","placeholder":"​","style":"IPY_MODEL_096dd61d263c44a0b3c1c3f2037e6ceb","value":"Predicting DataLoader 0: 100%"}},"6ffb437e4b36476bb5015fbec8884e16":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_df05feefd7e94997bdbf415836feb0d6","placeholder":"​","style":"IPY_MODEL_7ed5f35653c847c7b009699c3acbb3e1","value":"Predicting DataLoader 0: 100%"}},"7002eefb3ee642c888f4725e688a56db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7003bb2356dc446da223ead791963df9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dd1582bf68aa456790d1c6ac385623c6","placeholder":"​","style":"IPY_MODEL_7a982bb0e25c494fad1f9e0d195b1bf7","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"7003cf529bbd4633b7fb18d44ae0064c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"70175f923ef748babf9b48ce6db1eddb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"701a157f22a340c6b23a6c4af04b2835":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"70215a2d871641c9919ad1d34d61ed06":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"702377335044440384bad010983c0399":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_add4deff317d400b8636045666e0841e","placeholder":"​","style":"IPY_MODEL_9c6540608376423794284ad302b7b2b2","value":"Predicting DataLoader 0: 100%"}},"706512f226284f499fd1b6e2dad999a5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_a2044d388e7b44d9952d1d6f22da7761","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_829fefe257ea4893a4afe28655214236","value":60}},"706a09f746bb49ad9b057d1afdb9869f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"706ac3180947496bbf1ef9450a441b39":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e3dc89909b0b457f94b0ecf4834ea113","IPY_MODEL_4870f5d2146e4f5092c0a03e824385b0","IPY_MODEL_da72a02991964c6d8c4d52ddab1f80b3"],"layout":"IPY_MODEL_d922ecd3187c48f8ab2e60a1e964f64c"}},"70742751a6f44991b4305daa98eed289":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"708f765d3fed48deb56b9ec13623fa21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"709a6e01e77b45f38b8f5e324882ffba":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"70a6a221f2724584a8cb7f83523e186e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"70b3b4e7ea714580bac6efab62671ab1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"70dee0dce0044f74ba6150c9ba063c3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"70eab961cc96467eb1ed92e087095a06":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7104e7b94bc04751abb479b26d85ead1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d1b9e3cc5282447aab7838f8fb1a084c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0309489d294441e2964c78dbedc4a238","value":48}},"7116c00426a34c5fa46591555c74f6df":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"711bca3929334af59318dcff4acc6997":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"712234e13b1348d6bcf14bf44843186a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_803fa921f39e47dfb7517088e492db5b","placeholder":"​","style":"IPY_MODEL_f45bd24e20684da08ec0ad10f89f0b97","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"713e0e2d62f34776960675147bfd764c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7143b57101294848b25d9f1b6ca639b2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"714ce964a1d540549be0e5b7f5271a67":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"715555590c6145429a1143466de4ea61":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"716286f8ba9c4d6881439eddf92ebc39":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"717bb59b341b466fa5c84243ff7c1992":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"717ec01740a1480f8d45c424755f29dd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_abe3f5759f284f2cb67978ac20f8bef9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_df184e965e0b43d0a358b1b7ed3a9547","value":48}},"7189b66307b348e7a4cba13cd1432448":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"71d43449af394058b2ebbcdf9555e428":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"71d669b6c1974c37a474b4ec4edde698":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8dabe2cb91b64f8eb953f86759ee4891","max":49335454,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ff49fa959e6b48f480e939ba667c6119","value":49335454}},"71d93103af5041fc9aeef080dbdddf4c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9e7fc230b072457eb9653e3a561b2b0d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fa68f14751224659be47917ab9f55916","value":48}},"71f3c338122d428cb99e411303bb760f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"72076d0bf3c442d9b0d5eb8fd4194578":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"721c966e1aec41e3ba83d939e1c19cf4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"721d1f1ba5b441f599656d5dd466d121":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2351449007774c4d8086871a7c1a881b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_31d16797a6e64e1094df5b511d9d6ad8","value":48}},"722524d9ba804d4dbff4a2e411121809":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7225c86d42f24663bd5ac3c2a30a1c8e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7229ac16e2dc47759f5ac07dd2c99709":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"723b8e157401407092f13268c4501acb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6a339619f634411491b493d380fe39d2","placeholder":"​","style":"IPY_MODEL_2c32c958311749ef85bbb6f54893681d","value":"Predicting DataLoader 0: 100%"}},"72423127425d4cffbe6be48c7360d970":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_164eb3ba40ef439888d83f98a1bbf5c4","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f20284a120a94a909171c8e7e5bdb7d3","value":60}},"7275840802184ada89681d415787fbba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"72791e36a7214ee48e73f5fb5ac2b11c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_71d43449af394058b2ebbcdf9555e428","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_29c86bd3aa8a47d98e7c2971399a3937","value":48}},"729f37a565c94b09a2673a6297e5f073":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"72a5c5515e74421e9168ec315ff0be59":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"72a74c8739d044fbaf3aca9f95c0e404":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"72a7e10d28314c5f99fbe0f22a8dbf7c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_87b61a3b7b30463f93a22fcf8abcffae","placeholder":"​","style":"IPY_MODEL_b2b0176a3bc941a396bd4a3bbcd29d71","value":"Validation DataLoader 0: 100%"}},"72f56ff244ce496aafe3f6946f2dde9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_29d17db08c08456a914d12cfb6aff3b5","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5a7863a70a934facbcb8701211d4b284","value":48}},"732b90eca016403f8da9c281a111af1b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f7592460c2c54bf9b1108be9b4d37f98","IPY_MODEL_1261ae1dc2324bd7a25de3e2df3820b5","IPY_MODEL_9b099e518100490c8e36010a7fd208b4"],"layout":"IPY_MODEL_4177de3a0a394488825c6d542512288a"}},"73344d9a5eb643d2b17975371ec734df":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"733f86e72dbb4d2684edfc246f0339d7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_01f919cb0fe4454b875576c1e2f8aaa0","IPY_MODEL_5fa494c763384e838632791833fbc259","IPY_MODEL_57f219da925e471aa146585bb175e707"],"layout":"IPY_MODEL_7e58cf2aa8134ec9ab49b7c27bd5982b"}},"735f6fcdd9b846deb243541a65098886":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"73722d8143d24c59b159de188e39ad9f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"737d4393e3e845cfa8646570647aa3fb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"738bb5ba65ca4225a835784079e1a56e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2d14ecfcd80c4422ac8df470577f8a4e","IPY_MODEL_f5104d9222474b779594a97077ffe07d","IPY_MODEL_6cca18ed9e0143faa5b74ecf552df334"],"layout":"IPY_MODEL_1a2b3f10ef864103a682c3403a97a147"}},"7393d19362fd4c6caee6cc00c2c71a41":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b413d563cdbe404b93126d3829d2bbbf","IPY_MODEL_e80be0f564934a2b963565ea0a56c8e0","IPY_MODEL_6bfe02f41972415d9952eb4598dd5dd6"],"layout":"IPY_MODEL_35b93067553b4fc7a7d70f88e1bd06ad"}},"73a0eecd2ce74d1cbe3501ce4e1f44bf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c226997402e84b97b6f3ba23fb0a4048","placeholder":"​","style":"IPY_MODEL_31e54e1212aa421ca6561cc2dbf2dc57","value":"Predicting DataLoader 0: 100%"}},"73b2de9512cf4998b6cced58bd943bdf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a1daeae957064947b32a5ea546f99f12","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fcd695dc38b94ef4872a4cf62c80c747","value":48}},"73e5bcfef4704d3d824af381d6978327":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"73fbc14d22f2415f8ce91564179c3449":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"740323a80d6c4728a058942adaecabc7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"74178b7d20bb40469c7ee20b670243d5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"74232bdcc59a47cd804979046a3f0ec3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7431b9a225f747b7b46e8e6b6f0d9ca0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_09bd956066294df2b1d7d77840d30991","placeholder":"​","style":"IPY_MODEL_7608f570e30d49d58c44c334e6ec8125","value":"Predicting DataLoader 0: 100%"}},"7439140377564125977d4bc8218c6c73":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e05a460360c44d869ad0863dfc1ab0cd","placeholder":"​","style":"IPY_MODEL_a4b596078ff1492495616fb9c1fefac5","value":"Predicting DataLoader 0: 100%"}},"7441f64490444006b4573c668c422317":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d4f85fccae1f406a8d6b2a8339cc94b5","placeholder":"​","style":"IPY_MODEL_f7573ccc024744c3912ffe7579c0e98e","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"7450ae0cd8734570bf2914b3a5692eeb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"745498384955435ebd0bbfbf568f9b0a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7454aa982e774c84b48a40b84bc9ba5d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"74733c12612a4395a995c2d158cf064d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7475b91f52d942dabc9c3eca5277c9c7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5ae3003ec2764cd1bcf3c0de11131642","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c2833a4ae0bd4bfcb8e9258aa2da3fcc","value":48}},"74783aad7e094f72a841bdecdc4e6cd6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9461c2b9ccff4f52ae2af9e6b73ac024","placeholder":"​","style":"IPY_MODEL_2117086eef4a45a9a9418f76cb16891b","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"747a85f39be047f6a5cd93522c2281a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"748d25eeb3e74675859d8273232b80dc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cf5fbd20ad9e4792bef82c55d0697368","placeholder":"​","style":"IPY_MODEL_6af279214bdc4019af403c9a79ce5528","value":"Predicting DataLoader 0: 100%"}},"74a3bec653934600a34c88bd12788662":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b8bf5af725c649b1a58a0bfe570e88c4","placeholder":"​","style":"IPY_MODEL_ba7f4e59df45436cb0b6530a7609f07a","value":"Validation DataLoader 0: 100%"}},"74af2f7cb3f34ba396217f907afbe00e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"74b04d741aab40c087fb89313d48f785":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"74b0fdf3e81a427aad806ba5a3d84e02":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"74c4e8d51ca746f5ae68295441c371b7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"74cae16f13344f9793ef316594c5e9cc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"74e27110c338428f987fca86bf8d1526":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"74eaedbe47e549bb94155c7bf82bc6b1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"74ebeba1b46848d28b600c61f661c790":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7511110f39ed4a6e9acb076c91e975ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0ad4a9b4082341ea945ceab272e5c2c7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_17556b3a740640909f2348dc1d32b85b","value":48}},"7512333d8aeb4f64b86bdf055459bc9a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e0ea2c4a81b14524bec85d1b5cc0a6c7","placeholder":"​","style":"IPY_MODEL_2fd339fe29f4427db6b6883a2137b4d2","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"751f1aa9baee46d6b11726ee112e6ef1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_46c024173dda4307aee3ad7f20164be0","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7cd1d830db954b34a68594689aa845ac","value":60}},"752655cbd8e14d7fba90ccf03350029d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_139f7ec9d4c94092a38f5e494e7ed28d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_b8205d421fb9419587c41aec4cc3764d","value":48}},"753d844d85ca438ea9e388261e8f0cc6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"754d612a89c142b2ad8868b1b24fbdac":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7555f21fce0d40d7b0bf7365a965a291":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"756020939eda4415a7decfb8f3750831":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ed97f7c45fc34bb692c4d53db91c0461","placeholder":"​","style":"IPY_MODEL_b9e4d19592b94d3691ccab89c416a7fe","value":"Predicting DataLoader 0: 100%"}},"7560fdb8a0f0426b993a3bcd136eeea8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8fa2943dadb7406fa165b8c536f0ca00","IPY_MODEL_a01c52ed3b5140a38171521b8adde3b9","IPY_MODEL_e9186bc576df44baabda8c1282bad2a9"],"layout":"IPY_MODEL_ab2c3d6ae4844ee1a43f58422f7ff7d3"}},"7590012388064430964ede1fad153f1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_01adf4e6d0704cfc90b6ad6b201b530a","placeholder":"​","style":"IPY_MODEL_442f410ab1d242cd91f8145b7314be30","value":" 48/48 [00:20&lt;00:00,  2.40it/s]"}},"7595c213fbdc4d088a3e124f9854cd5c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_00efc323fc37422fa12629836076816d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_17adef8348824947bf22631c9d68945e","value":48}},"75a06e21ca1443359bf0655777228263":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"75a33bc6dde24dfbae03205aa994c0e2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0547b5d685c444449c191a208f770523","placeholder":"​","style":"IPY_MODEL_a0f3802bdc1f4d118b78f7fa6a2d9702","value":"Predicting DataLoader 0: 100%"}},"75b69291ec894668bfe9311afffaa12e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"75cce1046aa8468090dd1e68011326f8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2033c0e61e704b5e80ec8a1ec1d101e8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_dadcc7c811f944c4b05b3a0b28923569","value":48}},"75cf3046d3f34d17950bb11be60f4041":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bc33981758d2492288218ba1328958f9","placeholder":"​","style":"IPY_MODEL_7e239461705e494c905a8fb6727fa7f4","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"75dd376cb39c460da870b1a921efd10b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"75f7276065264f818cc38a2ce745a752":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7608f570e30d49d58c44c334e6ec8125":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7609b0c416424cb78e700bd134d90627":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7634ba1c0052447f90e06fe9aa59a3c8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"763b2cb86631411b8786e99c1bf131af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a1e24ef7d7b242cf827858861d5b0043","IPY_MODEL_867f6488b36a458f879957ca443923f1","IPY_MODEL_61283584b9634b3ab523d410ce2fe69a"],"layout":"IPY_MODEL_cb6defbeb2d245459775ef0303c347f8"}},"76413dc7fde34f8c9781361d92ef6625":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"769486086a0f472c99abb01a23bce4de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"769e8d14c67e4607990bb2f888fde722":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_05defe83cfce4b67950741437f77c574","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_872a1f51df5642b8a2507820d9d02770","value":60}},"76a72d73081340e4a0efdf745340028d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_611301f751cf4533be82b2fd90d6b5e2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_decc538915eb4ea1ab1aaf47cbda906c","value":48}},"76a7a9c0c5ec44549f37705cb6f9b0c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"76b673393fea4afd9c988bc50a297a33":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"76bef1185db9469487abbde593f2d2d0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"76d4b76a9c79422ea3e89a5fe9f8dd58":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"76db2957df7e45ce880b0660dbab167c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5440fec7250d4d76a424c11999146dcf","placeholder":"​","style":"IPY_MODEL_b51e6687360d4c89b62f3187ead0861d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"76de77fc477f48ac8c12419572cb74f1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7708b61944e848c5a4e43c36883118d8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_26c0f118a3184971985b1994cec25495","placeholder":"​","style":"IPY_MODEL_5e81c92709a9403fae6f4a212bce01c5","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"771747414ea64434850ff48bc9a5ebea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"77637455ebf149548aded76aaf5ad39c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"776f1d6577f64d12804ab80a797dadcb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"777d2a08facf4e12930775f9730bb0ff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_74a3bec653934600a34c88bd12788662","IPY_MODEL_9c75ef28a20c4e16ac660ea59aa6f81b","IPY_MODEL_22d0bbfe0b454aacb2cf7b5509b9bb70"],"layout":"IPY_MODEL_bb155f9631634c40b3b9f537550be8e6"}},"778535637dae40a89b275edbbdb2cb44":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"77a923277e4a43ffa61e2d2fca339a55":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_628caf8ccd9846f39eabc34ad89fe31b","IPY_MODEL_8c2fb43c3c28425f87eae9bdfcc43685","IPY_MODEL_7708b61944e848c5a4e43c36883118d8"],"layout":"IPY_MODEL_31084047cad342b5a4f8f517d229b683"}},"77d9f6ed81d244ecbae4b33018b6530d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"77db886e0d58444e83394d6559545b68":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"77dfa58f3687404d929f399065862838":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_234ba00632d14f48829fe676258e6154","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_51058f71f2db4ae6985c24da449d4ce2","value":60}},"77e1d42ed6c04f9880c5370a336a9c64":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"77e31839e0264416bf937c13a39685f8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"77e3438f5c6441c6b2ca0c4d1ce07fa4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b5c63a814e7d47deb16065c5a492fdd2","IPY_MODEL_0d88417db4844079ac304ddd2f74200e","IPY_MODEL_01f5ddd968e4420699342a46aafbeb8e"],"layout":"IPY_MODEL_0809f2084acf4e70aad4d9d5fda05986"}},"77fe7622794e4e6cbac47ed3268a4d7d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f071c0e89b054aef834dc1e5377f8f6a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_49a0a95e4fd144a487846987a137c7fb","value":48}},"780af398bd83430ea20c9bd83a6b5900":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"781c30e839354628b8b0c49e3639cac0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7822fcb43fb04e24a9b63d31f4dccf05":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"783079f1ca8844eeaeba9421e84a09d7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"784e019d2cbf409fb6d2be5007bb2d0a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"784efeba6bfc4d4c9aaa0d6d3bae7a26":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"785a63f6300148afabf17ddb8cd5b5a1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3e47ef8d1b2c466bb43006ff3e9f4f1c","placeholder":"​","style":"IPY_MODEL_9c7224217fb1487c9e8b4d3af0b81dbc","value":"Predicting DataLoader 0: 100%"}},"786471543dee4174bee80707547d39c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"78719444733c4ccc931ad8389d449fa9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7877d75dc18748baa182b3b7e9985c23":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"78799e51c29e467389b00bdab2f3c3c9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_60ae67e1ff4e49b19f5482ddadb5f49d","placeholder":"​","style":"IPY_MODEL_b8c01acca58c4f4d8779ff9bed7f7431","value":"Predicting DataLoader 0: 100%"}},"7882f7d93471486eaa094157dfdead44":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"789544de6a5843e492913e1f6f97a2d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"78a684ae213c4a36adbee2c41953382b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_41656b23007c4e779a4573ce0c01b1c8","placeholder":"​","style":"IPY_MODEL_2cad6bdb3c114cb28e679c0872416bb2","value":"Predicting DataLoader 0: 100%"}},"78a7b9d7102b4df7afb25bc4cb913a94":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1282a8619b31403fa69b020495b26d20","placeholder":"​","style":"IPY_MODEL_ee33e3d1b5da46e18f744c056fa4e50a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"78be6db949a94a9bbd1f9fa53dceec8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_76bef1185db9469487abbde593f2d2d0","placeholder":"​","style":"IPY_MODEL_8e8647f31f7e44caab945d161330c924","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"78c0c5d1bfea4efea38a9cd38cdbd4f0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"78d74365bcdd4988baacc9efc194d056":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8ea4624f968b4e07bb2ceeef99f10c3f","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e182a073a24e43759b7dc0f08fa8bc60","value":48}},"78da3620d90b4805ae00870322138c7d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"78ecf133a10348ea8940757be9ce9614":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2757ef454fe5480ba248745008d7c8a6","placeholder":"​","style":"IPY_MODEL_196c553438894d02b1c551f2a347cc92","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"78fd039bb38a4b5b94eaa59d02e32cb8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_82991373b0a34c698bc83dfdfaba7171","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fb371a5656d5441593f74e6a322e5649","value":48}},"7926eeced56e410aa71974cf5c837c3e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7929585d9d224dd6945034dad2396b42":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"792aa62aaed645de9aae56527bcf017b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"79b2354163194d4f920a994258ba7189":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"79cab4c3fe214f55b28f0742f92f7f0d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"79d7d0ccb43a4207a5e3400322aa338f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"79e3d3d3224d473785e85f3f27b0b288":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"79e57cccce5b4bf2ba8044ba80a067c5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"79f804501ba14e768a3d6e56ccc29d58":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7a0460478ecc4ac1910945833e16e14b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7a0869d23da44162b5e16c556e34b4d8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7a13f8e65ee74780b1970bb23b65adca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7a38d310faf4406f8ce63a20c8127a28":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_56ef38d42b0f4ef7ae1ebd1f2d834a8b","placeholder":"​","style":"IPY_MODEL_06245dcc94c74f9e80d19deb7aa9cce2","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"7a4f2c2847944b3b8eb8564d166d46b5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7a801244532245658f1ed7ed04635b9b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_79cab4c3fe214f55b28f0742f92f7f0d","placeholder":"​","style":"IPY_MODEL_5baf8cadfece4052a45f52a62f80877d","value":"Predicting DataLoader 0: 100%"}},"7a982bb0e25c494fad1f9e0d195b1bf7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7aa7de142eb74ab19d508ef3f8049757":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7ac560bb19444f30aa89f89c64f2ca71":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_37aec5e3567c46f39a9eeee866bca192","placeholder":"​","style":"IPY_MODEL_cbf779864df144799cc549949efdae37","value":"Predicting DataLoader 0: 100%"}},"7adb3fc2f0d14b20905e96ccb597a40c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2aa00e22aadc41dabeeaff7f5e5ae5cd","IPY_MODEL_8f2bdbc3ac0e4e4e83c4f6957137f0b0","IPY_MODEL_c1ec686329484d228cae71396ee98aeb"],"layout":"IPY_MODEL_5e05983b72a24bf699615adc1928cba5"}},"7b17713ae4cf405782bacdcb5b86026c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7b2359a4f9ff4777a759de1843369ab6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7b23fdb924764fb3919bbea1582dea2b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7b35d8be52734ad4b3f93968f17899d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0c3da98a1b164bf2a89711f424a56fd9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a7ff037a8d044e7ea758472815507582","value":48}},"7b3f19c9a96c4db9a52e983bc3256911":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7b474013357c45379e56179edf15d702":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_70eab961cc96467eb1ed92e087095a06","placeholder":"​","style":"IPY_MODEL_83293637ff714bb9ab87a71f9198ea95","value":"Predicting DataLoader 0: 100%"}},"7b89ad5be870485087d91c9e15c4963e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ee0fdec011b648be9794eb28650b7eae","IPY_MODEL_c26f2f8ace284dd3840993e59e091311","IPY_MODEL_cfec4e28a49d460bb830db2354ac1f56"],"layout":"IPY_MODEL_7a0460478ecc4ac1910945833e16e14b"}},"7b9db72a2da64be5bc0906d794da4b40":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0968fc66d2de4fcbb9c2645021365c6a","placeholder":"​","style":"IPY_MODEL_63852ed2bb184fc2b46c3d6680f0a693","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"7ba15c7fe5834621bde4e2c44ee7b233":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7bb50904eec64e43955fe36dd7cb01fe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e02213634dcf4af18ae8c449e5c67063","placeholder":"​","style":"IPY_MODEL_d4fc3c860de8473f836fdb798c3ae1db","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"7bca81d277aa40cc96c52999c572085d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7bcc22fb168b4e18874626923ca25043":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7be7404ea77c4cc0944385b402f20ced":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7beb3345faaf4f3e9b59849b4704eefe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8e651037516b4eefaf44495077905053","placeholder":"​","style":"IPY_MODEL_00fe56bdd2504d3d9a1534be8063bc4d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"7c012791df8c497598317c803f9430ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9a5b1e23b8b94f918454aa9c282e5054","IPY_MODEL_c8861bfb9bf04709989113c2131fb697","IPY_MODEL_b0eafa3bb68441028976deb84d828501"],"layout":"IPY_MODEL_266d6e89494d4a19914fafb035845d4c"}},"7c187386be3f4b34898db761aaf8f77a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7c1e17d1a9854996aed5c8b1dc24368e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7c3c9a1cfbc54e309a4058f298b06b83":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7c46083450874c2783bbf8881227cc25":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c923d43aa134407e9fcf9a424c0aecac","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e4a0a6b7e16948eaac22b8eb0f404d42","value":48}},"7c65739e00ac4da0adb262721eaa1a8d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7c684f072d9b45a49c4541983517db95":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7c6e5681d24946bfb6e99ec6cf6a3c0f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_50259ab2e3c64849aaa874f4e7243e8c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_860ea0dc89ea45719ed37593e3523cf6","value":48}},"7c6fd5fd67974b729d437790d90d7917":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7c76c1cd8969460c88198068b461dac9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7c80413a81134a70990381d9aefcd17b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_861cef5d168047f2baa62dbbf6942b4d","placeholder":"​","style":"IPY_MODEL_65a7efbf749747058009ddd319671fb7","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"7c8416087a9b44459102915140b9f4c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d31da2843a954700b1194e1fa9d48845","IPY_MODEL_d356a644e441431d8a135dc532c953ff","IPY_MODEL_8ee98a2e69a64519a9fc843ba5e7e28e"],"layout":"IPY_MODEL_456dbb3e439449779edad96ed3141182"}},"7c84b55c1c564fd09f148cb1ff1c0848":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_632867e4ff0445959a8de97296220466","placeholder":"​","style":"IPY_MODEL_6ec15dd7142a4f8eba2bbd3238b16d98","value":"Predicting DataLoader 0: 100%"}},"7c9a0ea765dd4e47a5ce947c35b44bca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f93a2f19ac344a8599f4c6569365aa01","placeholder":"​","style":"IPY_MODEL_7002eefb3ee642c888f4725e688a56db","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"7cae34f335d54d478e3239f16dfb01c9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7cb4e901dae547c78d4536d79323def7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7cb99bb3fead46e09805f04d5cdda977":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3d70578a883b4793b7a5cf5a32b9ecb7","IPY_MODEL_b96ef5734b1c4c8096bb5590490ac7c0","IPY_MODEL_50436095fdb34dfd80f4ee405f7fbb89"],"layout":"IPY_MODEL_3110fe855cee4d0285cf67bb1ae831e3"}},"7cc0b583321a48aab9891f6d71f7c90f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7cd1d830db954b34a68594689aa845ac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7ce8c912e08a4487998f63ecb13193e2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e84a1976c7e74e128bf1816948b052c1","placeholder":"​","style":"IPY_MODEL_c555b5233c1144a6bf7503fa26d95509","value":" 480/480 [03:25&lt;00:00,  2.34it/s, v_num=0, train_loss_step=0.0631, train_auc_step=0.714, train_acc_step=0.980, lr_step=0.0001, val_loss_step=0.212, val_auc_step=0.709, val_acc_step=0.878, val_loss_epoch=0.677, val_auc_epoch=0.716, val_acc_epoch=0.769, train_loss_epoch=0.233, train_auc_epoch=0.572, train_acc_epoch=0.818, lr_epoch=0.0001]"}},"7cea1fc167df4f1c8d948a677c720127":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7cf38481af55449ba854d3f29ca868f2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7cf781b8834b4514a426dd7319d3b15d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7cfb540c98524562a952e3aae2dcb4d6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_de62412fca7f4620a86b3b0834df4b1c","IPY_MODEL_3320cf2f38e147b3b3a0c7d08ddd6b19","IPY_MODEL_74783aad7e094f72a841bdecdc4e6cd6"],"layout":"IPY_MODEL_af69bfb6c9664f7cb10e252a71a7b00e"}},"7d298c0fd1394df998d34ad233e24ddc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7d3381ad65b0421482b5f81ed3f1c943":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_aae3ae8e25124a2db0ddd97e3dccdc88","placeholder":"​","style":"IPY_MODEL_402d5cb2af52454a9a073a8d32a7059c","value":" 60/60 [00:16&lt;00:00,  3.64it/s]"}},"7d3f76784b274da4824cbd1196e4f327":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_685126f0f17c4d52bd4623faa202e1f9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3b8db58ee91d425bb72aa43f0f1fc7e0","value":48}},"7d5262880d21481785adb2dcd27fc3ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7d5fb422d6d44364a822bb1a9ba20574":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_454e292e0a5442b0879f91d418bc3981","IPY_MODEL_6bc15876895642729a35d7225f6ffffe","IPY_MODEL_bdbdd880eb5b4616b8d115415028d4e5"],"layout":"IPY_MODEL_75a06e21ca1443359bf0655777228263"}},"7d89c40969f4421f95cca5de6f9f9aba":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7d89e69b49a449759aa93ccf8847243f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7da02bc9e34c47e1bd50e2988ad55f93":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7da71cd26c0249608fd07626295343d1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f7adf0b9f17c4f809484978201e37abd","IPY_MODEL_101323e1ac47483fbf72f17d8b771134","IPY_MODEL_a35d414bb1e944e98b31b003f18b905c"],"layout":"IPY_MODEL_3f6d4308831841b998e5c6efd4d6d4a7"}},"7db819de5b7548eaa856fd2e724030de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_daa697cedcf44122ad9ac2b14dcf09cf","placeholder":"​","style":"IPY_MODEL_43eb97929cc14fd4bf40148b713d041d","value":"Validation DataLoader 0: 100%"}},"7dc22409ab114df8a3825b0b287b42bd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_921aaec6f76d4ca28a3da7c0a37c6f54","IPY_MODEL_bd31492b640b4d059ec65fea9a43ca98","IPY_MODEL_134a10b6971645508fb88a87b70a0f7b"],"layout":"IPY_MODEL_784efeba6bfc4d4c9aaa0d6d3bae7a26"}},"7dcbb40ed2b848ba9ae7b673fd8a9819":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7e07dc8028634126bb1570949980c0c4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7e109723aca94c00b4a4e717c8173663":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7e232afb9fe84da4b967c953fe9b32e3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7e239461705e494c905a8fb6727fa7f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7e33c63549714e1fa43d2b4fd3dd2ac0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7e3a3ee59ea34be6a07db8fc88c72f8a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_16b7ab4de4ee48e99a71ffcc1d011526","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4cbe3ab5be5148e0ae38254c7e816acf","value":48}},"7e46707a63014da9927feedd5e7e6a69":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9d25c9ed120e4e3fa39e3aeb4e3bb169","IPY_MODEL_bab7d2bd3b554491841e62c2fd227921","IPY_MODEL_e8cb37223e2a4351b5ebe85048ad9e1c"],"layout":"IPY_MODEL_ded49a2a31c9417691a089cf9e473c71"}},"7e58cf2aa8134ec9ab49b7c27bd5982b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7e65b862f0f34b52a7d2c3f0f5656515":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7e75cd5e91d44b189ef350534ad4b243":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7e884e0242634b42a888682713c85c8f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7e8c47991e0540918d5b681d1b2d15cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_254562d9c3004965b496c494f9d582ee","placeholder":"​","style":"IPY_MODEL_cd21b61931fa4f32a761aeb9ff4e762f","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"7e9a5505fc014ccfaf29d72f45de3388":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7ec1429155cb42098455c1c3ec801d7d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7ed5f35653c847c7b009699c3acbb3e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7edb82dea1dd448d88345e7fbc78022b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7ee2569461e6444692b70536d2253e3e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7ef534a338ac4cfe9d7b6edecd5e9a05":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7f278ae1cfef4da7b22c39e9531a2775":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7f31351ce91e4560be7f47cf8fdc6e09":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7f400a6590e9486cac356e8852451fdf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7f429573c3cf40318a6a9dc86d4f030e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7f48ac6629b9493b8923c81e3dabc1fc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7f48cff579cb49208a2f9f0fa110e465":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e2c7ecb5ef614548bbd8f8abf135dcea","placeholder":"​","style":"IPY_MODEL_05881d753a9c4b5d9844f30216903bc8","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"7f52d9b3b4914710bb2c39e865b102af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"7f635908183a4c1fbd9c3e27cf33a2ce":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"7f654d8a80cb452f87b4a0a2f392a41c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_353e48fb98cf4d8bb95773020401527d","IPY_MODEL_858fdf97f64e46f8aa8320347ccbc5dd","IPY_MODEL_15804e90b0d640bbbbae41b6f41ef4f4"],"layout":"IPY_MODEL_c7f7531e633f4ae79ab523e57dd4e7ea"}},"7f72ecc1525a48efbcce15d2e2b56717":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7f7c8a880e0c4e00ba0e61417c85d578":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5697413d95814c9295541e6fcf6e9fef","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_78719444733c4ccc931ad8389d449fa9","value":48}},"7f8fdb14483b480bb1dd7a412de84e1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7f95f2db68134077953dcc4ac883f14f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7f975ff234424b588fb55a26ecc676f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"7fa9b7e9346941b28b2b46a028f79233":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_78c0c5d1bfea4efea38a9cd38cdbd4f0","placeholder":"​","style":"IPY_MODEL_487c8c5b724a4acca6f786e8999d997f","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"7fb3a6dc51404f91b2f35d8eacbfb68c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d0ac7b50ef8e4d1eaac27384cd6b1c8b","placeholder":"​","style":"IPY_MODEL_0b3a672b84584bfab25170a8fd576c42","value":"Predicting DataLoader 0: 100%"}},"7fe0ff8a884d456498164a98785ff3aa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_39f8e3a8808c42948c4725e2cef88014","placeholder":"​","style":"IPY_MODEL_65040c043b114e4f8822818adfa81e57","value":" 60/60 [00:15&lt;00:00,  3.76it/s]"}},"7fe4ebf84b384e75acd323ea5a14efb2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7ff17ce5a39b48e6a73ec91597c39e39":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d0507c948f864115bf47c139209a695e","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_50a60d47b0554d94861864815a6e7c17","value":60}},"7ffd06fd68844227a1c3ff92015df32f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8004545849e34424a479edce77c155ad":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"800df3e3b33747efa8126715300d805d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a7bf267a472b4c2f84c765bdea77dcd6","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_46d8ee0361a94e4687db956d7d39c31a","value":48}},"800edab899ad433d9bebf88486db94e5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"802d64d7133a441fa2d502c187a2397f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"803fa921f39e47dfb7517088e492db5b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"804bab921b7c444c88edeed7d4ee7438":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"805d1445460b4862861a41112bdeadb5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"809e1f1492d54ae197b697d3fec29299":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4090ac145cb24c96b896c22cdc4e165c","IPY_MODEL_fefd7e55694147d0987f35050ab1dd3e","IPY_MODEL_9fdf35b8aa3046e5b3a3c5e3fe14e11f"],"layout":"IPY_MODEL_97c5e42fa006427e816135eef94dacc7"}},"80ac242b634f4051969cc5609d65c410":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"80bd21306f5c4ba8b1c18c1e09f5f3b5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"80c5ffaa6e50484bbf5580932d23d34b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"80f7321a86d347febc25385c1566d56c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"81322dbae7ca4840ab65142a7ebf330e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5b8c5ce9c5e648bb9328faca7482faf5","placeholder":"​","style":"IPY_MODEL_5d657236b1ca45e79e30a99ec22419a4","value":"Predicting DataLoader 0: 100%"}},"814375ac60ca4725841a019c450c272b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a2b925e2fca045728f9a36c06d9a5075","placeholder":"​","style":"IPY_MODEL_2c21b12ece2447a6b6cdbd6923f568df","value":" 60/60 [00:15&lt;00:00,  3.81it/s]"}},"814680fdb8ab4115b7c5acad852d282a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8160aac84a004c39b21719507ab63e7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_26b9e43c009544c18addbe5a6c6aa0dd","max":2,"min":0,"orientation":"horizontal","style":"IPY_MODEL_be9e688d902f4f96b485b1658693ddd5","value":2}},"8168df7a1ef54cc786c96e73fa77de27":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8f3230c2fefc4d0886a5aaf64ba8304a","placeholder":"​","style":"IPY_MODEL_997a7879b37d468398a1168eaad13098","value":"Predicting DataLoader 0: 100%"}},"817e5d25ca45432bbb142391b40d3fe0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"819314df86a146c089a803912eff60dd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"819b6ba09a3e449db67c0686072bef98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bae8117b1be74f3eba1cf749f59dc552","IPY_MODEL_e9849deda74b47078eee6b4fc62c266a","IPY_MODEL_633f907aa82546dc9b3ddbe7278aebb5"],"layout":"IPY_MODEL_18b95bf6d26b44198907d2336162c176"}},"81a9d6e908c84c1991686fb6c4a75d43":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0e27a423f056425399032f950ef68769","placeholder":"​","style":"IPY_MODEL_6f1c2e99b94849dba742ea94756d3cdd","value":"Predicting DataLoader 0: 100%"}},"81bc086b7b0948b59e8c70526ee8129e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"81c4f67269ab41a8ac14693138d37e28":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"81ce05a2ed7745e99ec9379498a4e29a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ac25f34a67624fb8ad9789774974ada2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d0985ec6f2e6462c88bef7aa48798ab4","value":48}},"81e3360d3797408c9592e35b6745d8bb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ec7edbfe15894ca390fb89d30f7680eb","IPY_MODEL_3e68c8f41932470995a31a568e1a9526","IPY_MODEL_50a9e775c6b64cc1a2bebc70a75ee3d2"],"layout":"IPY_MODEL_77db886e0d58444e83394d6559545b68"}},"8207ae87b3af4e2484be968cc14e54dd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cc7a4eb069d4409186b4fcff69670f6f","placeholder":"​","style":"IPY_MODEL_1e0dc21ddbbe40cda0014ba87e88008b","value":"Predicting DataLoader 0: 100%"}},"8262103db63f44f3a3f8dac004634233":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"826f7fe0a7f9470ea96527b0a10e22e7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"82911541058f4898ac2fd312406a144c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8294dad7e3414483981b290d97eb596e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"82991373b0a34c698bc83dfdfaba7171":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"829fefe257ea4893a4afe28655214236":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"82b3c90d15dd498fb26509de4b2674e5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"82c2fe7e5ce6469d9cbb3b02bb6b224c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"82cdc863a4a44ebcba61727df4362f43":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"82d7c7f30bec4c78b98bac30a8f0f28a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_de0cf78fdff14ae8ae55f46bdc5717b6","placeholder":"​","style":"IPY_MODEL_cb1b1b75bde84573be8ff5437296af0c","value":"Predicting DataLoader 0: 100%"}},"82d86ee989ff496aac4a3136ed2526b7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0c6199ce939e4480a39b94f8eca9c1a9","placeholder":"​","style":"IPY_MODEL_d275d27bae7e45b1bd6643bcede15cec","value":" 60/60 [00:24&lt;00:00,  2.41it/s]"}},"82d97b59138345d3b659c7ea2db45431":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e2dec886f0bb423db488341f41b063bf","placeholder":"​","style":"IPY_MODEL_f5950ea38709417d85be551a9380de7f","value":" 60/60 [00:15&lt;00:00,  3.99it/s]"}},"82e1f39e2216491fb5ba10f120505c8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"82e7ea23ca0e434496cc5111bce11cad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_51bfe93738854c70b1c1e558a659427c","IPY_MODEL_3431d3155d564e25b4609d97addcd45b","IPY_MODEL_ce4aa27725c041f582c8e2134208d1c9"],"layout":"IPY_MODEL_bd7fa76bd4e84379bd309aaf7bb595b6"}},"83046dd77d744505b6dbc0335c17815b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8315de85537e4a418682d83ee4322bad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"83293637ff714bb9ab87a71f9198ea95":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"832d61ed8e31460e8d9c26fd7a3f440d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"833a127d76d44b658cf1121277315446":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4d120ccaf95c4643aa287806ef52fb4e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_01956132a9ce4d47a1ceb7f7973dc149","value":48}},"8356a8de87bc4581a8f38758f27b71a5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9733e6c205704235b69c6228acac6a79","IPY_MODEL_e6f2aed8ecac432fbeb0ddd319f07d9e","IPY_MODEL_c6657cb0517b40799885c1de2128225d"],"layout":"IPY_MODEL_218f77f031b2445a85b56acc53b4ef5d"}},"8366ef3ebdfb471aa814cdd3ec04a86e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8372d534e1b74c798739651386a07015":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"837a17ef518340538d781f1704a0bc4e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"837d6e21d3bd4e2bb698b59cf0aa72d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"837ff38ed5184d7a861a38b797421c60":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"83843918093145898c9f7f2c7520089b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a7fda445a6ca477eb804fda0e178ca2b","placeholder":"​","style":"IPY_MODEL_368cf96f0ea54a899b64464a22474ca2","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"8386e8f17ce94d28bf040b6d59e2785e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"838a8842a97d4134a3f0c41ed057cce0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"839f467a002a46ea8ed57f43eca761bb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e66a5039266c47ed8044e9d6f88c064d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_df774036c77b4bc1927b0abf7e771fd4","value":48}},"83ae5e456c314b26adf8f4ec9ccedd53":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9bac7dec29d64a8b81f9cd17112ee0d6","IPY_MODEL_4040fb7e687f4d3bb78484dec6532b7a","IPY_MODEL_1b0da0ebbe724ac2a6ba827662b68027"],"layout":"IPY_MODEL_8ee820aceb1f41bc99b951bad4f5a44f"}},"83be8efcdc0a493d865fd7aae7bcfda8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"83c0fb60be9040748fca29a021e66628":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"83c568758ad34287bf5bf6ac8072bc24":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"83c9596451734206ad15d7e8bf2f4b34":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"83f5dbb016b14c1ba6135c2e1b0d5b2a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"840836580bd14260865acd1da248f5c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8ec17ebb3e0f44afa3fde4911f5e3cd6","placeholder":"​","style":"IPY_MODEL_564856121150461892898acc1dc8ed75","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8409c23697ad4d8dbba61a4e45662892":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"84174625b865449f8d15f6e00f23142a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8417a9fe08a346faa08786142de4b7e6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"84190d18462e43e4a67738ffcb828df1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_cf1db29b835b490597b359f75b4467f3","IPY_MODEL_c0ac34ee77a7416287e657e30aed7691","IPY_MODEL_9f34cc59693c4dc9a9e8f2cc014ad643"],"layout":"IPY_MODEL_018b7ebe46d947dfbcff0fade92db40a"}},"8423f5c964234db2a168df97bca13e77":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"845ac7b8ef5445cfb572726a66162105":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8479f3831fe64a118cff755b7312d32f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9b6657d024914cea84e05f3a2a1a6b18","placeholder":"​","style":"IPY_MODEL_22ec5ee520594f6cb31b956255f7bd81","value":"Validation DataLoader 0: 100%"}},"848de80eec1a4491af95f3d262f3dafe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8493687fde9744bd94dc32e4a3790238":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0705fcf2f26b4d6daa41246d26c928d8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5f81d25680ff4c9f8bac4fd83c798b0c","value":48}},"84938db34f9d4b3fac78b1c10ef99d01":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_107dfde7ce7e4eaf987f236ce3f019f6","IPY_MODEL_ff6dc5e6aa474266a4f6fea8d0c85483","IPY_MODEL_ca44df47013d49ed8adeed0da1d30ca9"],"layout":"IPY_MODEL_884deb1e726b466dadcb543006072d6c"}},"84a1ff83413b41bea5597e3a3db1e8ce":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"84a3cd600d904ceb8fbabf36927fe1a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_56256c57d349466d89347b15b7bf547b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7e07dc8028634126bb1570949980c0c4","value":48}},"84ab328ec86e4fb1acc45a312305237d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d4bb1d65b3f445ca99326a1cee0ed6d0","IPY_MODEL_a690830bb00c416fb46e068f2dc2c25c","IPY_MODEL_ca779198561b4def9a97f5ab3dfd9020"],"layout":"IPY_MODEL_87b28b3b37da437d80a57638b6a87177"}},"84d90a1be0064f54b305dd2af10c7e5e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"84f2770879114916aed8ddd0c58d9637":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8511d33de56f4b7ba90cdad947b0e4a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c415f5c401f54246bb37ec056cb90707","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ef1ecf2d56a3484ca66c6f617f3a5e1f","value":48}},"8541f82c867446b18b449ec3b0ff91ae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"85500131bd98410fa38bb2bbf25fc6fb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"855ba437804d4d1a9252aca87ab15aa0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"855d08bbf0f04fc9a969f2c90b51a29a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_94cd1b361aeb48e4aa9bb8f33cffe667","placeholder":"​","style":"IPY_MODEL_6b35c2a4f6944132a4b7cb2c322fa61d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8561a131bed4492aa49e55b234848cbd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_65b56d3f4496433e9884300660f7f401","placeholder":"​","style":"IPY_MODEL_8953c312cf3c4996a74d1abc794632b2","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"857c433db60044d4aeb7c8443f31dc7d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a8409efb56a24b92b464c5c28597e329","IPY_MODEL_2cedf7d1d05b4bebad0c5379ce4b7841","IPY_MODEL_f71365e047394e639b8b7a0a05f705b7"],"layout":"IPY_MODEL_5c35c46512b2402d82b3c4790cc41a59"}},"8580b6ff79b94d3fb9fc9edca621aa01":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"85819b13a15a459d931720dc86bd9a07":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5dd1f71c1e2b4bea9bb79d61f6e8eb58","IPY_MODEL_57a3cd023e0a4227895f6d4b700363fc","IPY_MODEL_3b58322199a2467a9d8713eb814eba03"],"layout":"IPY_MODEL_516cda3cc035431ca85e7489ad91a4c9"}},"858fdf97f64e46f8aa8320347ccbc5dd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_461cd67e084a48b48230b6348f65ae3e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_cc0499e448f64d25b478e38d717de901","value":48}},"8597c538eac042c1819a030612ef2299":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"85c0126f549244a195af434203f3af02":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_05ee3743d10146b9b69789c5d835f2e8","placeholder":"​","style":"IPY_MODEL_9c0c9eb4b6254b919aae50a8e21f91b6","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"86093767e150452da7c8bc6e4e8cda53":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"860ea0dc89ea45719ed37593e3523cf6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"861530614a1c4359a76fa063fcf81703":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_51da57cc4a0f424eb1102110459a1d40","placeholder":"​","style":"IPY_MODEL_18cf6840f3c74b3b8d31ae1f4940394c","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"861cef5d168047f2baa62dbbf6942b4d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"862320ca0856433cb963c41683d35474":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"862d29c2b8ff41dcab7ac06a746baa06":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"863246b28f8a4c4880ca55c94f7943fb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"86384870a9674282a59f4472c1d521cc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_77637455ebf149548aded76aaf5ad39c","placeholder":"​","style":"IPY_MODEL_2acccaea60bc4059b0e2f033098f2972","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"864058a44f704c829f53cb968ac9ca4f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"867107a81c154418a7bd467470827e27":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"867f6488b36a458f879957ca443923f1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8597c538eac042c1819a030612ef2299","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_848de80eec1a4491af95f3d262f3dafe","value":48}},"868c917462884f5eaee7f0dafa716522":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"868d6edb422b4922929d3cdcb0cce495":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"86973431575642358660005b7f2f4d55":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"86a359129a734244bfa9012b4c195497":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"86a99147f13546599b36a6ef959029a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5358dc1039af44a083daaca81705a644","IPY_MODEL_d518e7c03a2b4bbf904e32199b78e95c","IPY_MODEL_bf6ac2c468724d9ea12a346a63ecaa74"],"layout":"IPY_MODEL_96af7e9334ec41f5b0c3f79bb0e5e706"}},"86db36d9909f4ec6a8f161cc6f2beddd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4f020c7dd7bc411b86b640ecfa27fac0","placeholder":"​","style":"IPY_MODEL_233a227549fa419e9af7c6d54b05dbbe","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"87042d2e6cb84854a4168c7d63fcaeea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"871376c54bce4de597f4826a2d44dde7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8729095e4b0b4836bc51cf3b75d770cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"872a1f51df5642b8a2507820d9d02770":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"872fe8740f39473ea7145878d4a337ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"873d57eb60a84fe58e6d8af590381c39":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8762c84318134bb6a0ae2907bd1a137f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7cb4e901dae547c78d4536d79323def7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4a6bc43a3b3d4b769e900367e18ab036","value":48}},"877ea68490694b109a1f0f3eea8102c5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"878a5dd0d3ad41948e099a364aaf4145":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"87b28b3b37da437d80a57638b6a87177":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"87b2f5e5652f432eba1eaac662cfbad1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4693229285c3459d99378045de346e91","IPY_MODEL_d328133f341045d48ce15513556db935","IPY_MODEL_7c9a0ea765dd4e47a5ce947c35b44bca"],"layout":"IPY_MODEL_1369a77938024fbd996a731eeadcb4f2"}},"87b61a3b7b30463f93a22fcf8abcffae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"87be539f1ce5493192c01f01d044efc0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"87c68cb6bd364e03a71a986499cefd86":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"87d17720393342a9b4c32d7a5b6a2c1a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_491c48bd9de84949b705e66bf6428175","IPY_MODEL_7475b91f52d942dabc9c3eca5277c9c7","IPY_MODEL_0d8009195fa34495890fdbf4ee52eb5f"],"layout":"IPY_MODEL_4132287309eb4f8588c4b3478ce9187c"}},"87d9060b995b4312a825aca3a96cd194":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"881d46750b2742febabd07543de17155":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d8f1538ee81b48b2b13eb60359afde76","IPY_MODEL_d6b2b07fb44b42239fee61330e6ddeb1","IPY_MODEL_50e588e099f1458199ea301073b9a92d"],"layout":"IPY_MODEL_ff568e648c2142ebbefcaa923388aec4"}},"88226bf2ebe94832864d811c7be12457":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8823fa9019934c96b710672ee4b71b77":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8835c8e002294db5b036048cc0d0b624":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_babd0e078631440f916472b7f5e77c08","IPY_MODEL_3f356f5c1e884290be14f7ecc7086f2b","IPY_MODEL_a7eaf10dcf99431784604031b3d51e2d"],"layout":"IPY_MODEL_afa54ab4e164449bbee3f25bce8cfc28"}},"884a53900355401bbaaf04126554f5e2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ca0b5b0a153b4cd398c58b4857399dfb","IPY_MODEL_68884f371e564b869be5bbc87f08d746","IPY_MODEL_7ce8c912e08a4487998f63ecb13193e2"],"layout":"IPY_MODEL_5a845aa4373a4b918297c3f3aa75ec38"}},"884deb1e726b466dadcb543006072d6c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"885177a672f94e2a940b1b19b33106b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9a75cffdb72942d6bc9246a188fb550b","placeholder":"​","style":"IPY_MODEL_1255b542b2bb4ff18295a5e1bffe48fa","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"8884f3db8d9f4fbc991ac7cf8f9e75ec":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"889023a9b79d4300bca423f30bd72fe3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_69219d5a6ba347d19979abd8a3b63986","placeholder":"​","style":"IPY_MODEL_0e2778be45304c58b7906384f0e9e764","value":"Validation DataLoader 0: 100%"}},"8897fda62eb14c6093ef2afc30729b8a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_919e5f94108a445e8851841edf872f14","IPY_MODEL_047a8baf016640fe92fa2a7db8a9557f","IPY_MODEL_adeb94085354440bbb4a57e25e5cd50c"],"layout":"IPY_MODEL_8db3909381734047861b41b3f3d75eee"}},"88a3bdbe397d49c7a85a2f86728bdaf0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_75f7276065264f818cc38a2ce745a752","placeholder":"​","style":"IPY_MODEL_10cf22dcc47e42ad81f5a4dd4e22fc76","value":"Predicting DataLoader 0: 100%"}},"88d32b98e0a04a9997fe6b4f7f90f9ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f241aca4e1f84db4bd9926ae7774b6e0","placeholder":"​","style":"IPY_MODEL_049393579d5a4862a3fe689ef8c42605","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"88daa12fc32e43408162c91ee0095dd6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0f2ee682195c4bb3a75d6398ceadcdd3","IPY_MODEL_1a6ee3d67fb24cf1b87e2677c56d0989","IPY_MODEL_5a2e1390d92e4bae96d809c79dfde5ee"],"layout":"IPY_MODEL_832d61ed8e31460e8d9c26fd7a3f440d"}},"89450a7776ec4359993230d24cbb0c8b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8953c312cf3c4996a74d1abc794632b2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"89751ff613cf46cf886043820bd008b7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_21c53cfacc144d8faa2f11db7af02355","placeholder":"​","style":"IPY_MODEL_9764a7f62cce450080fc2267038dfb04","value":" 60/60 [00:17&lt;00:00,  3.52it/s]"}},"89805a214fac4804b4c2987f3de02a24":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"898510eb13614904a6378eb26c3417ef":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_af0f7a2a52094f11885c7e77a0ac2849","IPY_MODEL_68fdde393ce84c399db1be18d4b9a802","IPY_MODEL_a02867b168024190ad7fdf1fd77dca97"],"layout":"IPY_MODEL_28e2b78afb8c47e2b7b6790bbb615eb4"}},"8996d6b9443c4201b1867c5f680e4f82":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"89a6cf1cbb0e4ab78a889fb5608c8275":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"89a8fccbc6b046e7b7aff95f22ef158e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"89ca854091664d4194d91e9edb788579":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"89d38be6c49943edb9ff2a7ffea67ae0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2e404a6e4f6f407f96c65d389260ee92","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_30488ef461d647899fd1d2a490ef490f","value":60}},"89dd2d318ae74534a433841d90b09f0e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"89ec69aad38740af8c7963ce550c8bf4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8a0cf81d5bb042b5be09eba3f2369071":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8a1d8e520028464bb6d9e917ef522f9c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8a2736de563c46daa3484d9427db2b8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ef6ba73460940618c2a81d46bb457fe","placeholder":"​","style":"IPY_MODEL_5a885277565c42ca8314f50dfd8b3dfb","value":"Predicting DataLoader 0: 100%"}},"8a425e3e1d3d43bf8e2cf8aca07f1f5b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8a5d3c8918e241ff848fbce146b2ccb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8a651b84f54d4695ac6505ec553c354e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8a826396c30b4c2cbfc0bfedda8f4791":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8a83be8af8df468190106db117c557af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8a94e130a7634452ad5d230d5da3a07b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8aa56713835e425b845f1546271a4471":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_18cd14f9d4cc4f42ad95511c83d628c1","placeholder":"​","style":"IPY_MODEL_c6184a64ffae4268a10f4264d4be32a6","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8ac4b151880a477397b49b9b2240848d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ae16bbfad61249a6b9bf52d038b212d9","placeholder":"​","style":"IPY_MODEL_ed624cc0d76546f9b5129b4fd436ca25","value":"Predicting DataLoader 0: 100%"}},"8ad4ca9418524849882eef9f7e49aa2d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8ad77fe44e85462ea5cb226903177452":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8ae1fda65e5a458ebf5157acf4f5b8cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8ae929a455c642bba693c593ad4a2b37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e5b1ec1a83594bcc9f886474aa323521","placeholder":"​","style":"IPY_MODEL_49370228dbb349f09bc13be712f54f1e","value":"Validation DataLoader 0: 100%"}},"8afd50965484433ebc32ccab727b3ec5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8b0660cdf4f4436fb1e071dbfbf0f058":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8b066697859e424d8b7819f0970e37db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8b06fe4ac66d464c83a6806acdeb0ff8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8b152e2815364da3b2680c7c471fe89b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d3246aa5af2340c4998420a079289624","placeholder":"​","style":"IPY_MODEL_77e1d42ed6c04f9880c5370a336a9c64","value":"Validation DataLoader 0: 100%"}},"8b184a2671ab485c9596d3d162061b07":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_674371e3b6c3412ca78aefd3b9931f21","IPY_MODEL_e3e8b0b071a04a0c934dc64e90387598","IPY_MODEL_32960eff86d849f3b7e743c2842ae113"],"layout":"IPY_MODEL_61a4352241b64a89b21275c0ffd7fba7"}},"8b36dc396fd94e12bc13395a1bfb4456":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_698c71d6000a4c9ebc245f7cedb82c77","placeholder":"​","style":"IPY_MODEL_45b1220b577f4b3e931ca41f84c2248d","value":"Predicting DataLoader 0: 100%"}},"8b41118c83e246a991496c6c9f861183":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_49887988879f40cc90ccc4b8b1be2156","placeholder":"​","style":"IPY_MODEL_76a7a9c0c5ec44549f37705cb6f9b0c6","value":"Predicting DataLoader 0: 100%"}},"8b6549937eb141d08c8d9ce2a8e6109b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8b7313e0f0ec4f52988f019e20e4119c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e38963ad8ae346cea05840761bd7d051","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7003cf529bbd4633b7fb18d44ae0064c","value":48}},"8b832dc2d105497382c7f51e361600d2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8b934eb75b5744028275a1a7ee1e873a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_27e5e1c0eb6d4047b5fb176e41ed8dae","placeholder":"​","style":"IPY_MODEL_e57d875f71ed4d39a862c8ecd287bb97","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8b9d7ab983e143ea8465c05846fb26b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_519d827740854399a022e7b49e6aca4d","placeholder":"​","style":"IPY_MODEL_3e6ec88e261f4590bb55399cf882b2d9","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8bab5a1f34574eb6bfb89fb09b89ca9f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_442c4bc44add47e1928338c7056c02a0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1ef7d32d7ed14fc5843ec6ba36fa87fc","value":48}},"8bac95c0a69c415ab83bfb7a3d969f21":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8bbe5f8fc842451d8052777d4ce9441c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8bbe7799d24649b4b53fff176749c102":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f02dcb7d85674c63991f98e537396d11","placeholder":"​","style":"IPY_MODEL_3976be94d03343cf801d12026b865535","value":"Predicting DataLoader 0: 100%"}},"8bede8e2ae934dbdbb84925ee47fffc1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8bfaa76b3dcb4328b8618f85d6b5b921":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8bfd01e2466a4dc083df4214012eee3e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8c00f70f2b01401885bc214fe6bff90c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_96d4942c1c8a48c59afc830b5ffeaa0e","placeholder":"​","style":"IPY_MODEL_dda3a1fbe71348f6ba916863ef72342d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8c17feae2360402d9f492c4736164737":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e159a3bdd12f40f5994f7906048084f4","placeholder":"​","style":"IPY_MODEL_89805a214fac4804b4c2987f3de02a24","value":"Predicting DataLoader 0: 100%"}},"8c2848fdd38b46c28656d9c743d0d96f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_653ddb5edfb1497ba7503ceda451d3d5","placeholder":"​","style":"IPY_MODEL_84d90a1be0064f54b305dd2af10c7e5e","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8c2fb43c3c28425f87eae9bdfcc43685":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c666986707a047a88bcb7cc3c1c6bf64","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_bd8aa0aa6be44d6a81934b43720a6074","value":48}},"8c57417282fb4c8fb4febed64045b8da":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8c65d85a385b4d8293ac40e0baf453a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_db39186ff60b4bb9a12866636ebbce39","IPY_MODEL_7d3f76784b274da4824cbd1196e4f327","IPY_MODEL_e82a9d8f5b9748bc8e7ce38446d79d4c"],"layout":"IPY_MODEL_0b8b45d1643e4392a74e44b814186abc"}},"8c84f388f48946898c5a1f100f3fef86":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1696ee5ab64a4b74940af48a220959e6","placeholder":"​","style":"IPY_MODEL_cf4b010f1bfd47339a6788e7a03f582f","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8c99e6d3c1dd4a0c85c0c84dbd2f1493":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1664b18340c948ff99c9219652e420a1","placeholder":"​","style":"IPY_MODEL_7b23fdb924764fb3919bbea1582dea2b","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8cb8963397f144fa9ddcbd82ed6bbd04":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8ff961bd20834f67944c66989f1a18c0","IPY_MODEL_a4042ca097d84c61b5b5e1e0bad66bde","IPY_MODEL_d6baae01f0714a3a937b1d139f7605d7"],"layout":"IPY_MODEL_b2a257575c694b9eabc9af1556329da7"}},"8cba1ff93f77428e9d7cc6377c628078":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8d99d7f7664a48478dd86b3bd5b9b6c2","placeholder":"​","style":"IPY_MODEL_73e5bcfef4704d3d824af381d6978327","value":"Predicting DataLoader 0: 100%"}},"8cbf9982ca09455b89aeda8526459d7e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8ce3cd5c399c48f381ee216f37317f6c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8cf9d5998375440aa3668af0db9cdb11":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_31a69dec8da547b3b453b370d6e8dfea","placeholder":"​","style":"IPY_MODEL_10cff337a0bf413b8ed6cf4c139f4852","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"8cfe1b74a7f04e03b1ae067098da9d5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8d01bb7314884d7695e0090fd2f91472":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_38574feb5ca54319920ead36a2eb1d43","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5436794cabf14fcd9deeee9c08ebd10b","value":48}},"8d091b78b2bb4416a984baa69c1ee208":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8d0b0e52d7204242b125ccba0e8a26eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8d1ba27265c446418435f34ded200888":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8d2d35d93af34a91ab39d8da57a8b889":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8d32e9005dc54b7791d24e0a93a20bbb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8d46a561306547c39fb9defc1d741d51":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8d58b0ef19b34f37be6331560a6eb9d6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_db3e8ad384894bc6a8b5d588676e6a14","placeholder":"​","style":"IPY_MODEL_b47d89b3830e462c8130fb570a75034e","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8d770c2d2feb4d07b08e5bae4fbc864d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8d99d7f7664a48478dd86b3bd5b9b6c2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8daa70866a1b4dd3aebf21d631fb5418":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bbf5f2faa9f44290b31b6455e533a368","IPY_MODEL_50356712e8c24299a915333b43eb507d","IPY_MODEL_6464fea19f814f3aa9ef5837c9c7bbfb"],"layout":"IPY_MODEL_aaeb97d54a534fdaafc2774890ef1e72"}},"8dabe2cb91b64f8eb953f86759ee4891":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8db3909381734047861b41b3f3d75eee":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8dbbf5b25bcc4c66a7c22c6dfcf8e357":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8dce318d20c34e6c87500c926e7d44c2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8de06485b300424f82635e25189e1d4a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8de58a8c355b4b5fbb4161ac7dfefef6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ef0d26ec701a462584b510a5904d18a1","placeholder":"​","style":"IPY_MODEL_591097e6530a4040b52a2650712b9821","value":" 60/60 [00:16&lt;00:00,  3.72it/s]"}},"8e0f0cce5e5a4896ad39e1e4dd4a60c8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8e31f8ccf990404598d2637b8d70b6e8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2dd1fc0b3fd545b9b2b632ef7f8637df","placeholder":"​","style":"IPY_MODEL_facf482fd0fd44899082ac4da38749f9","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8e321cbfd53b4da6993a684fa9c4927c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8e3ce419cf33430ba9971feccba9f2ab":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8e3d775fcace40949245e7c36608d777":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8e4928621a97487d8026739d8c7fe212":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8479f3831fe64a118cff755b7312d32f","IPY_MODEL_f0f7af5ae6624c74b788f183fef42e5e","IPY_MODEL_82d97b59138345d3b659c7ea2db45431"],"layout":"IPY_MODEL_16568abdd694498a913bd299d1ae3a5d"}},"8e5131d376da4604bd54b6ab978f0eef":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_22fcb3994ce04bb6aff53a39056496f9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_22e1dc9b2e6c430e999966279f2e2ea0","value":48}},"8e651037516b4eefaf44495077905053":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8e6ce237998a45dda2662457fb9cc240":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8e7d58798e2145bc8c90e9c9c1908e30":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8e8385881aaa4b55bc691f129caa775a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8e8647f31f7e44caab945d161330c924":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8e96305f10ba41ccbc5312b4f38183b5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_dbc7adc433264a9799d5af3b34e1ddc2","IPY_MODEL_f2c12c87e4ca4772b54551a2f9dfe4e0","IPY_MODEL_98b14f58dd394e1ea32db7285ededd7b"],"layout":"IPY_MODEL_4cf562d9bfa9489a9dc8f09096ed3e45"}},"8e9e0b52f7dd4cbf85cd58451ff2e0b6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_72a7e10d28314c5f99fbe0f22a8dbf7c","IPY_MODEL_77dfa58f3687404d929f399065862838","IPY_MODEL_1f94e483aef3469cb4dc32d59f8d67b2"],"layout":"IPY_MODEL_3960da5b0e3343edb240f18c3052a97e"}},"8ea4624f968b4e07bb2ceeef99f10c3f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8eafe997a6b940e09aa77cdd6bf3dfd7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8eba68cfa096441788d3a4e50a26184f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8ec17ebb3e0f44afa3fde4911f5e3cd6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8ec61f778ee54783afc50f834e945c9e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8ee69fdca188456b8b66620c0e3bf583":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2c0dde7f7da74dc196dfa3f1dfc8c8f4","IPY_MODEL_721d1f1ba5b441f599656d5dd466d121","IPY_MODEL_e9a89c5aff004025a9e47f9b2dacdf0b"],"layout":"IPY_MODEL_442b9af566254020a39d07f20277793b"}},"8ee820aceb1f41bc99b951bad4f5a44f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"8ee98a2e69a64519a9fc843ba5e7e28e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d1ddaa9896704d7f88eec7870e0901a5","placeholder":"​","style":"IPY_MODEL_54a4231315e34285a97f146426c20dba","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"8ef7ec28f35347e8b152026a113be4ca":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8f0547f1f01340619233f58d1b18c42f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8f13728f35da41d8a9ac98acabdb89a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_79b2354163194d4f920a994258ba7189","placeholder":"​","style":"IPY_MODEL_de998c1c416145ea80acaef47006b30d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"8f2bdbc3ac0e4e4e83c4f6957137f0b0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8dce318d20c34e6c87500c926e7d44c2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a950a4c980a64c2e8c8ca766d9eb9f9e","value":48}},"8f3230c2fefc4d0886a5aaf64ba8304a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8f4417be1d364f93b629ac4eaad92bb3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c472e4917d99476ab53d289c1e07ee87","placeholder":"​","style":"IPY_MODEL_923792fa56a64bf28f9a734e13854ecc","value":"Predicting DataLoader 0: 100%"}},"8f6f5e949ae742e097e3729b2b02f3fc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0a3f206867774897978a1d738defac37","IPY_MODEL_1fe236ad7a234dc48321a1fc3efb2934","IPY_MODEL_59584196b2424360a22874e11a784acd"],"layout":"IPY_MODEL_09d6c53df26f4cf384ba4f31e2056299"}},"8f74bb6e8f8749f0ad3324bc0f203938":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ca003a8c99074648bf43396407da0fad","IPY_MODEL_8d01bb7314884d7695e0090fd2f91472","IPY_MODEL_cff2580720f248678c8d761189f922d5"],"layout":"IPY_MODEL_9619f59d6bf94471aa9ae1a40f524e17"}},"8f7778797ee04d84af75cac144594618":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_410d468936064d65874cb9b048d7d96c","IPY_MODEL_73b2de9512cf4998b6cced58bd943bdf","IPY_MODEL_1c806dac017f422cbd8fb7d5f9ef649f"],"layout":"IPY_MODEL_87042d2e6cb84854a4168c7d63fcaeea"}},"8fa2943dadb7406fa165b8c536f0ca00":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_318317ba80734a66beca8ff8a606c1d9","placeholder":"​","style":"IPY_MODEL_9ceabdd637ea4358b9ca27ed641d2b1b","value":"Predicting DataLoader 0: 100%"}},"8fa3f8700e9848ba8779f8cb1a9e636b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f8035eaf03be4e26a588eaf65164eed0","placeholder":"​","style":"IPY_MODEL_bf597210f4d34a87b846340e05441513","value":"Predicting DataLoader 0: 100%"}},"8fa883454c9f4d80bba2fba2930b3120":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ed7bd23d91fe4a8bab3736e3deab9076","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_66cbd8ccc2054c3cb59b96046c8185af","value":48}},"8fcedcb007a243b0b2f23a0730d51908":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8fdefe0d876840f8bedd89643989d939":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8fe9ee50dee04bfcb15685827fc4bab0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_14b8faba5ee547898f8d62f5c4b57748","IPY_MODEL_c93fc119da034a569462ecc28d75747c","IPY_MODEL_1e63ca81f6c44f04b6a24310433c9cea"],"layout":"IPY_MODEL_d7bb3254a292464396b617dcb295e2a4"}},"8ff961bd20834f67944c66989f1a18c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c3c7756c5c114c2f8a9efd3f82e00090","placeholder":"​","style":"IPY_MODEL_1adb78da43b54ac58f6da8d8424ea2d9","value":"Sanity Checking DataLoader 0: 100%"}},"90015e1aba1c4873a6cb6c58fee2367e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"902aa2d688a443f5931aa2be84c2840f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_38ccd38a7d2849f8b3830ce3626cb6a6","IPY_MODEL_d119b9daf06a4f358709e3887298e301","IPY_MODEL_4dc2eafd4c6d491d97894555c5b34c9e"],"layout":"IPY_MODEL_153a0e4273984ac7b8f4e94efb3e1a82"}},"905033ddeefb418fb6fff6157cae2f9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9051aa2d343840fb9e88e7329b9c9729":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"905e82bfe4cf4e8e87f0273a0ba5152b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"906fca948d8144a7a8c85e4d60ba3c24":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"90713ad9a32444bc9aec22088fd5f496":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"90765cf023954a1b9d4c31ddde551407":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"90912e6696fd40b8b3e173b6673576a3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"90b0649cd5104f1286bc29442b735328":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"90d142c7bde048b19f69279fab29d77d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f4860c48176f4eb5a59e55f75b71c579","placeholder":"​","style":"IPY_MODEL_dc692467a1b04abf8c1b7f7a2c5cad09","value":"Predicting DataLoader 0: 100%"}},"90ec151943af49a28adcf20e03fd9ab0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"90ec62a2e423428e805f7e2f9b623847":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"90f40c79b143461bbdc52fef360f3d48":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"91082f96eb884e5dbd03b17020146e93":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b6aefd2ae4e64607a934e1f77e2e88ba","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ff895a2262894d618841611562c5ee7c","value":48}},"91155bdddac74145bc7a43e75160439b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9118b70893c348129d480f97cc9f6b30":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_56a1bd7672e5424e85626cabe726ce84","placeholder":"​","style":"IPY_MODEL_07ac644054524141ae85a0c26eded3ed","value":"Predicting DataLoader 0: 100%"}},"9120efcfb0204bf6855485730b8cae89":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"912a99988a6640939ecd8d9f8289e3d2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"913ade58646241b6901293b2e5ecd4d7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"913bdb2098fc44c08c224045c612dcc6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9172e09e867543a4853be7e2fe0c7da9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"918bd1315c964a84ab54a57b32b38380":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_86a359129a734244bfa9012b4c195497","placeholder":"​","style":"IPY_MODEL_2f7566bfba104fac8a6bd8698cf92017","value":" 60/60 [00:16&lt;00:00,  3.56it/s]"}},"91964c5a40464182ba38c40102043b4f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"919e5f94108a445e8851841edf872f14":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6dcf601f7c19414aad093fd138fc5b80","placeholder":"​","style":"IPY_MODEL_31b9c61bc60d4626b31d7943c95e4972","value":"Predicting DataLoader 0: 100%"}},"91a0305ac6c4426ebe76d9793016d6f7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"91bdf9c828614e6c8cec5db748d5709f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7ee2569461e6444692b70536d2253e3e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_22a576355c5c4dcaa0aaa0867c65f290","value":48}},"91e42864f1694ea49c14f57afc3a6fff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"91e693ae2fc141b68ae89c49bc99a838":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_42e38cb942c74eeda7e14d0e25e6c626","placeholder":"​","style":"IPY_MODEL_be1c9dcd50c54d0da22dcf3f3b8129a2","value":"Predicting DataLoader 0: 100%"}},"91e94238b2a94424828bd5bf1f929f35":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"91f6b4b93067481780be83ee77f2a8fc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"91f7fcea54214c079034becd441a2242":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"91faa7582edf415592ecf0d5ef9871bd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"920a27ecfb16481b81fc3f36917bf53c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"921aaec6f76d4ca28a3da7c0a37c6f54":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_465563051dfb4d87b5ffaa3146d929df","placeholder":"​","style":"IPY_MODEL_1681a80f319a47a8a5737e4caaf85085","value":"Predicting DataLoader 0: 100%"}},"92219a279d324938964751b393ab33e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"923792fa56a64bf28f9a734e13854ecc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"923e6f814a99440bbf3e4e7962c4e1a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"925a1ef2d431452f85ed4632dd9d9edc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2da06b68e5c8487aac040527d304c91b","placeholder":"​","style":"IPY_MODEL_3bc766f02ec3436bb3df629a016529a3","value":"Predicting DataLoader 0: 100%"}},"92886d919496489c9936ba53b69c48dd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_357958b822e54aad8fde082efa7e14c0","placeholder":"​","style":"IPY_MODEL_6d9faccec44c4b6e8730a3d04e94ea61","value":"Sanity Checking DataLoader 0: 100%"}},"9289e782644e4e45ab8703b852c3f714":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"928a7c092b764b9ea95d3f1e34007914":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"929c87abed45491788337824e0726a0a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5533a4fd38c14f208613b79624a7d6c1","placeholder":"​","style":"IPY_MODEL_e49b96ddfb1a42398db57d29fe34fda2","value":"Predicting DataLoader 0: 100%"}},"92a2ee2d1c944d199dc49bd5f2fe2f49":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_dbed475fe75747ac8738cb6c8e0a4ca2","IPY_MODEL_8762c84318134bb6a0ae2907bd1a137f","IPY_MODEL_8c84f388f48946898c5a1f100f3fef86"],"layout":"IPY_MODEL_dfc74a3aed5244f38bd5caec132dd5ae"}},"92c7d9069913462ca348fb03546e8964":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"92cd44b3f5184c9698e3f90db09a5662":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ed9e1210a9ce489e931bec04ed4f781e","placeholder":"​","style":"IPY_MODEL_4080878b85b54e1196f5a0676e6d551c","value":"Predicting DataLoader 0: 100%"}},"92f16ea49ec746e797d903ca15061997":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7634ba1c0052447f90e06fe9aa59a3c8","placeholder":"​","style":"IPY_MODEL_a388e77b1b5749d1ab0a4772472ac8c5","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"9316d370b31148928808ae0e04dddd73":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9318a1ebd69743618809ea3a9d075ffa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d61196f19ed44cb2a7280fd63e02a73b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3e7bbc67460a4d2b890fdd36e102b606","value":48}},"931c1d917a4144ed84620e4058188b7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"933ea774cb414558b61528ae4a6c9171":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"93436b7d45034fadbccf1913a532e99d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"935c9290f4ba4bb890dde9b3b751caba":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"936b9bd31d5446adb2e4c1ea4918e81c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9399cbd7f2a54d979bafedc18fcbebcd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c370aa3b5b324b6bb50b498b4b69cb30","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e478386ec2f543199c1fce944738392e","value":48}},"93a4567b35d14eb29616a81b2442f70e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"93b8f68e5ae746c1acc5e92e31a1b2aa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1492e99eb33d424892e3a96a66e9e0b3","IPY_MODEL_8bab5a1f34574eb6bfb89fb09b89ca9f","IPY_MODEL_fad83c202ffe47398ffd3a886b42bef5"],"layout":"IPY_MODEL_b0158c7c47694e519f8fcc7f4735a188"}},"93c80190f554412f99f060a06404e15e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"93dcb29448284536936c7f68372897c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"93e684ebd3b74f54974a109201c6bfad":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"93fdb7855e8c4cbca28b79dcab2f5381":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_25915f5842524aed93fb45b5f66f2f8e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_cb3a273df05b4c36a877e47de6d4e62a","value":48}},"940b68c6dfc34f47ba247d2acc49dba7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"941d2fd705be482c9a3552e7d22a0ff8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"942bf21f584a4aa9a7ac0d6ab4c8bbbb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"94428917aa2745208f93631005e0fa70":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"944e199a79264f58bcf4f3db9974e05c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"944e8513783d454da6c07ce0f2fd149a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9455f2814706484b956409d2b355a859":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9461c2b9ccff4f52ae2af9e6b73ac024":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"94641bf4ccdc4b02a2e2995a280a9e4a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"947c08c9b79b441b89e4c60806eb2832":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f73a4a7d551f4649867170b6d6cdc894","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_19b6746bab704e34bfb8eedcce3dfd03","value":48}},"94a2f2894f0a4f0e89fdcf5fda88b80f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"94cd1b361aeb48e4aa9bb8f33cffe667":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"94fbc4c7cd0f4e21ae37d025d1d0b280":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9501ca975f2c4cf6bae55e34571f4774":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9503a5bc1f214b1cb52b4659952e9ecb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"950c45a1bf2f417cbc4738d6b3c58f81":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9571445dd2e3434b8521cdf2eff61457":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"95847df5f50c44ec8a9a20ecc9cc74c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"95aadaa896a44a83bbf9c92279ed8f02":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"95acdd5e96c64cb2b6620d9cf64443ea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"95adfbd63e504c65ae9eab1d49c25887":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"95bf54b3b4e441b5ba2ecfb91c67d8d1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_190cfbad498f48109f9b513597dfc2c0","placeholder":"​","style":"IPY_MODEL_47495cb944494bd691f37c319420d302","value":"Predicting DataLoader 0: 100%"}},"95c7f081003b4917a71ac6a4a3dc9958":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"95eed08a89a04c0ca7241abb6fdaa212":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"95f89ed86d8d4a6fbb8bef8dd0626d20":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5211d6514967487aa9d16b07fe15a5d0","placeholder":"​","style":"IPY_MODEL_40c05a2e7c9340b58ae5ba2d48db07ee","value":"Predicting DataLoader 0: 100%"}},"960de28773d94965b374b62cca44e86c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c018ee06a03341629fe7c45a62ccb3b8","IPY_MODEL_ade02848b90e48bbb96ab5b7e2da39b5","IPY_MODEL_7fe0ff8a884d456498164a98785ff3aa"],"layout":"IPY_MODEL_dbc63f6bea9d4068b191871cfbf03582"}},"9619f59d6bf94471aa9ae1a40f524e17":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"964c66bf58f143719e447eb621cc2c3f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"964e5048651440f38fc5e2d284da6495":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"965db047752a44918e04dc02c6b9006b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"967a71e7bba247ac8d493002bc594e48":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9687a71bd13d4460bf69006149fde8be":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_88a3bdbe397d49c7a85a2f86728bdaf0","IPY_MODEL_93fdb7855e8c4cbca28b79dcab2f5381","IPY_MODEL_840836580bd14260865acd1da248f5c0"],"layout":"IPY_MODEL_4a7ba31600314033b6a8b9f393ebdd30"}},"968a97460f4d44a49851e927eace8485":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_15c1e4ba3ef349ce9af8a0f478538435","placeholder":"​","style":"IPY_MODEL_b24101312aad45dea5aadad8bb8f91ba","value":"Epoch 10: 100%"}},"9699893c93a44acfab73ae12ef396f9a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"969ff7ee457b48389bbc8b76e01461a6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"96a00b6e00bc4b3f842f839bdffb2645":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"96a347c51e9d44e6b124ce14f0d4b751":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ee233187eb7d4acf93b9c1bc86487cd7","placeholder":"​","style":"IPY_MODEL_1015d78a95dd4679a7a1e8021948f72f","value":"Validation DataLoader 0: 100%"}},"96ae3e6fcd514c9b9089d3848556d911":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"96af7e9334ec41f5b0c3f79bb0e5e706":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"96b2ed19fbf143d2b59fd8d880a6c382":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9b2f2e74e96447daa3597ff3663fbdf7","placeholder":"​","style":"IPY_MODEL_ca4316463aa04990bb329d632ce57efe","value":"Predicting DataLoader 0: 100%"}},"96bbc43f9d694351b82e7173c2adf796":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"96ca4d7f37c64c1aaad7895f07e30b33":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"96d4942c1c8a48c59afc830b5ffeaa0e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"96ebf1fa119a4d5293dbc55b80f2fedd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"97110fff9abc4493ab5a8dd77eaa8476":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9733e6c205704235b69c6228acac6a79":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ff65a33a2d28468fbe59140895421e1c","placeholder":"​","style":"IPY_MODEL_de8b152b8cd7430ead2f76ef3e9b2d83","value":"Predicting DataLoader 0: 100%"}},"97377c26fbff41628b1e8a6368ba2c05":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"974782a6b30e4f80ad7e6f58d5f2c670":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8dbbf5b25bcc4c66a7c22c6dfcf8e357","placeholder":"​","style":"IPY_MODEL_35c98b379c9c454b803de4b6b956552c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"97536622e5914d838c75b96796d5c731":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9764a7f62cce450080fc2267038dfb04":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9788172674ac4f3980cfa08ad3ca4c43":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"97a79d9b3c95418ba4782b57211e39cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"97c5e42fa006427e816135eef94dacc7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"97cca35fd6b24ff7a76563526e82dfac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_11a30da59f01445ab246efbbe2323bf4","placeholder":"​","style":"IPY_MODEL_e3cde86942014341b7d701dbd45d8a93","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"97eb885a926e4dfab8fb2e0df2abca45":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"97eee9e126ef4e09bb897bae22edb6fe":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9821572f2b364bf3b6a5b7b65082dd5a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"982f76992c4d4d25b0de654fbc547774":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1caf871703b94adcaa1a9ee64041dcc9","IPY_MODEL_2732c6e807bd46bdbc6bdcaf66faba0a","IPY_MODEL_6ee45ffcb3e3405b895ead9524f4937c"],"layout":"IPY_MODEL_7c1e17d1a9854996aed5c8b1dc24368e"}},"984e8a0520494028a9d1fbe804975d1f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_28a5aa5673f64b3f875ff798d24c6dc8","placeholder":"​","style":"IPY_MODEL_52ab85c9978c4b31b7e1ff7eaddbe832","value":"Predicting DataLoader 0: 100%"}},"98546bd583ee42e4b3972f35358b4293":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9855f4377afc46eda133d9f9bb9bf848":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"985a2528699c4c4e8a62d43c8b477bcd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"98627d13de2f40079c08b5c9429f5f40":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_02bee374dbe34ef1a33a95d186b6f0c3","placeholder":"​","style":"IPY_MODEL_e7a1b08d471147b7b7f71f34e6f70f8f","value":"Predicting DataLoader 0: 100%"}},"9884ba5bbe5d43fda2903219a60112b5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9895f52353c44afb997f11334404516b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9898ea921b854f0b8ef18ae78161be6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"98b14f58dd394e1ea32db7285ededd7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a28c145e49f4432ab4ec5e7131c7f2e9","placeholder":"​","style":"IPY_MODEL_3da850a38dfd438981dffab3f2461e01","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"98c32fcae7cc49ae9623ed6e62496e24":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"98c3a537465d454b855b0e9863130f60":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"98c8163cc5cb4101ab6a94477fcf0e90":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4f206bf98ae74b9aa9b26405da518480","IPY_MODEL_ceb482d525874764aeda29b37ec3b0c9","IPY_MODEL_78a7b9d7102b4df7afb25bc4cb913a94"],"layout":"IPY_MODEL_47966e9ba2af47ca80e1e7b40204cce9"}},"98e640a160794c838cc5e52cc7f4a07b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"99081b8eb10f4364b945895444c8c404":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d409879ddfd04d8e944b2748bf84be9d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_501e64abb7ed461a9f7d929edb18aced","value":48}},"990c9ad25fd44949b642de3cb94132d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"991019be0f40403eb4a237ad06894391":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"99126a34cf2c4558be46249ca9729830":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9932fe3ae0464c22b6a4400eff9b2fd3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9936524fd11544f6aab98a1963528d7c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9941d6e3570843b0be1e951036ec5e1b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_10b2489559774905803b67e4391571a9","placeholder":"​","style":"IPY_MODEL_c6cab738ce04448a8d748b864c8a4914","value":"Predicting DataLoader 0: 100%"}},"9942d8db6520481798b58aa61c37f39b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"994cf00952154c7f8d649bb2d0ce67df":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ceea7295831c4f159f023ed31a2cc9cf","IPY_MODEL_4286e980ac8f4f4798fff0c3db72f4a7","IPY_MODEL_4a03cef571834a949204cd83362c9162"],"layout":"IPY_MODEL_fe8d572e940c4cfe8dc51272c1d27db4"}},"994ecf04de784a8fac36bf4203314c85":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ce67301584ef475baf5b7403f3e5e111","IPY_MODEL_34f86ae4791e4c69b08bc6947f8c615c","IPY_MODEL_2d156ffca57f46d5a3ee3e30dd6c1f49"],"layout":"IPY_MODEL_d47114f666a24c2d8a94f20582deb5e1"}},"99548aca12234d3d9a713a24410929d5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"99591c5dd1f04fca80f19f9238aa638d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"996b0509789248599042797112fdd1db":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"996c7dc54f094790a4a169671966621b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9978daca9390445fa64daefd1ce26e5d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a2ad8ab6d9a8471e824d3bb7465facb9","placeholder":"​","style":"IPY_MODEL_27060d1231df4765926e4da1bd468c8c","value":"Validation DataLoader 0: 100%"}},"997a7879b37d468398a1168eaad13098":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9990c539796b47c382a1008f79a9f7b7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ac02d92ae1e241c59e686749f4323ddd","placeholder":"​","style":"IPY_MODEL_01eeb23c48b54b0aaa8fbcf1286ccdb7","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"99a8d91fa60541b0bab241629b40776b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"99ca7d6c96544cf5b2fd13bd9d107784":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"99dc5f41db39487e90840e8f4ff0f286":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"99eef477a4fc470c82d27eac35588afc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"99f0127a0af2482c90a6f07e18211015":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"99f43ca6aed4472ca8721bce4248e701":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2065947e4d164a3680262aacc93d7fa9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d38eacb543ec427cb683d0f1b914c468","value":48}},"9a1cb7d6e94846cfbe97c3d77a577c46":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9a297d6bbcc44bd5b8327aea8aa6ed36":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9a34638f870740bb9bab12333b10fc33":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9a414b34dc5949fd877ac8e86cb4b7c4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9a5336c21f0344fcbd229d7920358fa0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9a5b1e23b8b94f918454aa9c282e5054":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f0e971ec1882469988b774766f27d21d","placeholder":"​","style":"IPY_MODEL_91f7fcea54214c079034becd441a2242","value":"Predicting DataLoader 0: 100%"}},"9a75cffdb72942d6bc9246a188fb550b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9a880f79fe254f91a52d528884cb4b55":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9aa7d4d5dbc741389a36789f194f9f3a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9ab6033d7a594bf380c6e02072420904":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9ac54b5e6754430385c6fa8055878db7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3344b200a82e4ad09aec190c0fc9a6de","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c95599bc06e345e6a76e84756b1ed40c","value":48}},"9accac8f39024209bc7a47bc2da85199":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9b099e518100490c8e36010a7fd208b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_709a6e01e77b45f38b8f5e324882ffba","placeholder":"​","style":"IPY_MODEL_c3e4a2cd6c6745b792ef37121c8471c6","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"9b0ebc4f7ea34fffa421908d11e90243":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9b2f2e74e96447daa3597ff3663fbdf7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9b326c0cef8d4d2bb4619746cbb4d0af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9b6657d024914cea84e05f3a2a1a6b18":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9b6ace47f3544b3386ef261b4f6f0fe1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9b88c3c48d2746af951806061698d2ec":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9ba41a538bde4cd58c96b70e677d26c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9ba6d59280b344d28e5f94cb7806fca1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9bac7dec29d64a8b81f9cd17112ee0d6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bf3f2c47a8a6470697286877f324d59c","placeholder":"​","style":"IPY_MODEL_e82bdb6163904b0082eb7058198084c5","value":"Predicting DataLoader 0: 100%"}},"9bfc6b0d929a448ab4c0a8c27fd2a4ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e65bb013d0b04a45ba8d4b76d8c55fcd","placeholder":"​","style":"IPY_MODEL_2efa84b4aa34427b992e2fe0f707344b","value":"Predicting DataLoader 0: 100%"}},"9c0c9eb4b6254b919aae50a8e21f91b6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9c23f6aca2744054be9a6c145eabf019":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9c2cccbdc5cb465c8b1d4bb95e87527c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9c33dcb843dc465bb0a1ae8e136f4d4b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9c34ec78ac72467bb268c58620b79cb9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_664266b133a44999b99717d69d0a0c72","IPY_MODEL_69d47836cdff4f49b1dda2339eef8311","IPY_MODEL_5d49c4e3f508442a98d282fe65de0414"],"layout":"IPY_MODEL_027846de72274cb2a221a9ee3096921c"}},"9c41f947e5e84257a72f217f13a9f5ee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9c6540608376423794284ad302b7b2b2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9c7224217fb1487c9e8b4d3af0b81dbc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9c72d8a8760b4605a50eb98564c5b8a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f4d779fce68946469a720ccc34344065","IPY_MODEL_72423127425d4cffbe6be48c7360d970","IPY_MODEL_029588c83e4f480ba77b8cee16fbc074"],"layout":"IPY_MODEL_81bc086b7b0948b59e8c70526ee8129e"}},"9c75ef28a20c4e16ac660ea59aa6f81b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_c22405a6a7494b2d9b2d1521fe807721","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5fa8222b8db04a1d878b8b4da3ac1a90","value":60}},"9c77e6477c954dce9ddc55521ca46f39":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9c81e19932b84605b0e80233d7b91601":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9c901f3bcca34b6b9f0dd4f0a76b03c3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f5792dcff9264cabb6016bf076a906fc","placeholder":"​","style":"IPY_MODEL_2f1fb64322b74420bd446e68ecfa0fb1","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"9c9b31a23d724f44a2edb107da5db470":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9cb21f01d9e74252aa3aba8e3cf1f943":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9cde4daa82e74ec0a3f359a92dc9365c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9ceabdd637ea4358b9ca27ed641d2b1b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9cf0e87c035648b994f658f2c8a08322":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9d0368c2abed4c42966d16d4061624f0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9d0390e67bbb40c4924e1e4d8535274c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9d0ae646fb9a418c8985a466ab2503ff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7db819de5b7548eaa856fd2e724030de","IPY_MODEL_e8ddc81b910b49d983fd81aa9bc6db97","IPY_MODEL_0f7d1170f2ac490ba887477f5fff3c33"],"layout":"IPY_MODEL_cb861c7cfd6748f5adb9b9feec14453d"}},"9d1fed2887b74972bbd782e7af4a8d6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9d25c9ed120e4e3fa39e3aeb4e3bb169":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_237a61fc79f94f6fa20be0e6bfe7c528","placeholder":"​","style":"IPY_MODEL_f234fa62bf774b178905a24ca3e1a6a2","value":"Predicting DataLoader 0: 100%"}},"9d4b0b7382d24662b9274860f993bc61":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9d675f5a5f554edd8e0a35ac899e1fd4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_cf08627517cc4be6842769d203abf649","IPY_MODEL_36fe817ad4e248208ff6c8bcdf51dd07","IPY_MODEL_4db18d7da36744d2873b5902a086b80a"],"layout":"IPY_MODEL_be665bd9541e4314a0b30a23a8941533"}},"9d6fc8c711004539bc074e69836cff2b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0b6839318e8f41fba1bfa281b619f784","placeholder":"​","style":"IPY_MODEL_6b42545343db42d58580dac053304696","value":"Predicting DataLoader 0: 100%"}},"9d729c7bb038405d912946c544434cc5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_21c0dd8adbdc48039c5dc5ace136468e","placeholder":"​","style":"IPY_MODEL_e36bb3a3436d4fd980f3a4ec8d63deb4","value":"Predicting DataLoader 0: 100%"}},"9d7fb7963a604511b0cfcc36c5c2fb18":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bd6d6429ef314110ba039d845cff17e9","placeholder":"​","style":"IPY_MODEL_c5856603d9f64586b9cdbc6148e92580","value":"Predicting DataLoader 0: 100%"}},"9d9a5c5abadf4fa88d4437a8164a9c14":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ae0b14732d3047a59d9b5f59ffaad093","placeholder":"​","style":"IPY_MODEL_2f1c54f6d4594d2597484ab364033b85","value":"Predicting DataLoader 0: 100%"}},"9dab2b97c61a454890b59252d1698f2c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9dab93365d984d799d68da063e54dd10":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9dacb7c3f813401ca50b27c222dc2582":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9db14dc3b5a44ebab3eb1b38c3e94b31":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4b68fc8817234c51b30f3bad7b2cb640","IPY_MODEL_5f31618d61b4491cb418690091fdc949","IPY_MODEL_4a211ee288a24e21ba78a429164a8d42"],"layout":"IPY_MODEL_23b4b32a915a41ffbbaea30eaf3e5c25"}},"9db16cc402da495eb478d52c26fe5f7d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9db649cc87084f74902d4c791f58c7a7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9dfc3db0d21c4beb9f3eee3f7102f9d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9e077ff5c0004329b3c6b09578d6329d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_8bfaa76b3dcb4328b8618f85d6b5b921","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_71f3c338122d428cb99e411303bb760f","value":60}},"9e0d6976cc8a46f68ee42ca259c6a5f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fee2509ce36b48e096addb8bd12ac31b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ec67b05a7e994357b845fb6e51584cad","value":48}},"9e2af167fb2047788bc5e92dac1295b5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9e370dfa11404f0f80fac557cfb83642":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9ee26bf5ed0d49c78e88c49fa28adaf7","IPY_MODEL_63fbf60138844de283f22eda5ef53d33","IPY_MODEL_09445a76731543ecbdc7f4a314822951"],"layout":"IPY_MODEL_bfe53da1b5cb4e3a9b68d26b18235c6a"}},"9e3eeda447de46b5a20f48db278cf36e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9e4acc3a30134367949184de6b7fc66e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9e4d0064ae95414c899f34b08faade84":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9e5f694d368b445590da3080bd169f01":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9e611f1e16f34138a2563736c1adafac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9e67c5139d944e948beb59a21100531b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9e7fc230b072457eb9653e3a561b2b0d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9e7fd0ad3f1640b09b22546f3c567a88":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8ec61f778ee54783afc50f834e945c9e","placeholder":"​","style":"IPY_MODEL_691962ab43cd4344837604e9ac051db8","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"9e7fdd48902d4315be8ac68f9ebb1955":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9e8713b6682642e29d84708a1e88922f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9e93d6013dd24b56b0d2d3a4761ae1ea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9ea929b6cd5c46f794461929e06cd2b3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9ebf703f6e4f4e658a3de3b3e4339018":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9ec2e6be7b414a71bef3bf3b1cd63cff":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9ec8220a9ebb43aa972233bd136664a6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9eced42f504e43519b113d0d82db7491":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9ed7b32cea89418d8e48482e2e6eb6db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9edd6ed81bcc41d6ac84a613429369d3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9ee26bf5ed0d49c78e88c49fa28adaf7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b0924beeaded4f278dab3b52c4382782","placeholder":"​","style":"IPY_MODEL_61fbb5d4b27a40a6b05e8da2d74ae3eb","value":"Validation DataLoader 0: 100%"}},"9f07715a116443dabdb4ee8d7d78a8f7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9f0b5b699b9440ee9e22a6f157fefe8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bc63f01ee7e74cc69c408902f1d0d3c7","placeholder":"​","style":"IPY_MODEL_66c98af881ee47cebb0dcd8e036dea7e","value":"Predicting DataLoader 0: 100%"}},"9f0bf8d15bba4e15a662ab96f7b2c884":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_23c55f2f41a947cf99a8a13aa6acc8d4","placeholder":"​","style":"IPY_MODEL_941d2fd705be482c9a3552e7d22a0ff8","value":"Validation DataLoader 0: 100%"}},"9f0d2c84f1a6497883a280df81939ce6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9f0fbe992d634f82ad7114cef5e1f909":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_35336115b5354880b019ef4dff1c886e","IPY_MODEL_44acee3171a440c1aa4ce1b5667d9832","IPY_MODEL_576ee7f950994ccbab00348fea8cb7ef"],"layout":"IPY_MODEL_9895f52353c44afb997f11334404516b"}},"9f1659c30a384a4c8d9caaa56e39a99c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9f1925a7880a4dd081045145a81d8607":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9f1b933a9cf149218c8df67bdbef77bd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9f30d7a9281843168b13fa0b4fa6be8d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9f34cc59693c4dc9a9e8f2cc014ad643":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2c6bdddd4a914be386fdfd6fe374334b","placeholder":"​","style":"IPY_MODEL_32d881f2393f4cae8942a2edbf580838","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"9f3e89e25e0c4613b63adf0b3989e279":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9f433ab7d6984688bd823ade2e868cd9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"9f583f3b6ab94fb585c1c1c1a140ad5c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9f657afa626f472eb65988104cb8e57a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9f673bf22f954cba94a43203331fe961":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"9f7762aa29b3429199c6f0315769f822":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9f7d6ab0baaa40eeacc1bcc92755f4e2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_10c9766adb3541bc940d9311bfa10a85","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_24d1d4a93adf4da480fb3af5d1e1e71e","value":48}},"9f80aa846c2348da9bee05902b443064":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_56c497c8c991483d8bb638facf683887","placeholder":"​","style":"IPY_MODEL_b076e1c1290548e39c505d9081b08d6a","value":"Predicting DataLoader 0: 100%"}},"9f90dfe05b974054a324c3a68f34a3d9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9fdc453189f84142baa56b8e3d53570d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9fdf35b8aa3046e5b3a3c5e3fe14e11f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d3eff4d5ffc04b1c958f870f71962b71","placeholder":"​","style":"IPY_MODEL_5cfe4a916edd4453aaf31c573a9c0c5a","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a01c52ed3b5140a38171521b8adde3b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_84174625b865449f8d15f6e00f23142a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5c1af48dd7c54429b5d5560eff8f1be4","value":48}},"a02470e7a167418c9699e3a5e40b1be7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_402336bbc3a8424d9e46222f4a226762","placeholder":"​","style":"IPY_MODEL_b74e0b36411d49198d11636f4dbe414b","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"a02867b168024190ad7fdf1fd77dca97":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6b7318af620b4544a677151174fcc5e4","placeholder":"​","style":"IPY_MODEL_9a34638f870740bb9bab12333b10fc33","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a04f42bcd34e40728dd289c243c02e34":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a0540f52efb543e0af7a5885a84059de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a07141d8620248b8a75a1899ce2a57d3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a07c61c2bdf54845add1c21150db0f75":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a07c6612a471487cb76bd6034cf5925f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a094f5bb3b9f4f299d61cb74b3a6eb65":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a099a3207e894d78b78c48807a89c4e2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a09ade4c8f384b02adc0dd9af4987c69":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a0ca2a9cd226468ea828c38db7369f89":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a0f3802bdc1f4d118b78f7fa6a2d9702":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a0fd69ad5edb460bb2e5672a68162bb0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a1122f39f41c484d980ce3b180767910":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f0a5898e29b44e54a611e0978d51a322","IPY_MODEL_421428d9142f4157af7e8015796cdc08","IPY_MODEL_2b8b59144e954c498bf39b6ef2427df9"],"layout":"IPY_MODEL_c714f68d86cd468d88713b97a4438386"}},"a1303a075f024907ab39bb6ad910b4b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fd4469aee3044b62ba65ee9c804ec85c","placeholder":"​","style":"IPY_MODEL_9f1b933a9cf149218c8df67bdbef77bd","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a142b90457f64843974c349dd5c2d2c3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0cf17d7cebaa473ca4c2679707479d10","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6dacfd44c0dd4000a5c591b20d40d7f3","value":48}},"a15376b2918d421dad71c065e409aab9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a15bd14d2f2a4083a28603293cbb7a9b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a15fd3897433436e97e157639d1ff40e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a1b4f36a21264e5eb056bf76f3852a60":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a1cb0beb180e4526b98c5e146670e89d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a1daeae957064947b32a5ea546f99f12":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a1dce9b4a69446a0bc481a46fd4358e2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_472404b3041c47fba7853d396d925556","IPY_MODEL_01bf557d35414078afad1cd3b01a44b0","IPY_MODEL_4722fa617d47403789408b6dc879da79"],"layout":"IPY_MODEL_ec00f3daab6649fe8f98e14b31faccca"}},"a1e24ef7d7b242cf827858861d5b0043":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fb2fbeb8ec3b494a910cced178cc278a","placeholder":"​","style":"IPY_MODEL_e2e555c5f3ec44cb90839089897f1420","value":"Predicting DataLoader 0: 100%"}},"a1f6917383ba4481a738347ec56779e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a2044d388e7b44d9952d1d6f22da7761":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a215e8b6658f43d8a407118b346afc25":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b58031278ea34573875630a5aee2ead7","IPY_MODEL_f4976d2f585e4f7c9661309291cdc237","IPY_MODEL_0fee061099cc4978bab142ee027093ce"],"layout":"IPY_MODEL_163be6c411e647ca87b371e071f7ff85"}},"a21bd34bf5914326a8cb06cbcc3f4ff2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a2402efb9e484a7cafefa9544da3ab77":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a243cf2abe8d457e841503df982beed2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a245cc277ae04cec80fc81875cb1df5e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e92d134acbd94f4ca6121536ca015bb1","IPY_MODEL_dc55d7c7a85a4b9c8577aa0b85b0b391","IPY_MODEL_df0b5644476449b7a65451e9ae30ebe4"],"layout":"IPY_MODEL_483cb0106f0645a2a753e5b3b52a0b13"}},"a25a6557cb6b4a8bb5ea77eba910fc13":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_32b29d6d8fa64d169439f26094eef047","IPY_MODEL_8511d33de56f4b7ba90cdad947b0e4a2","IPY_MODEL_b83093073a104544acb667706f8d0f3a"],"layout":"IPY_MODEL_10460ee87f2a4770a362656447d99e95"}},"a25e7d814b354a50bc67a8acbaf145e6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e3eac391c4be4cb6a9a275d7ee933759","IPY_MODEL_d8303395543c4a748addbb0b9e461720","IPY_MODEL_5003b1a519b54087ac871cecf9f38010"],"layout":"IPY_MODEL_00ff7af859a64e31a53503646eb3452d"}},"a2656065b1444161b41e389fee275f19":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d31f96f653f64426a01cdee545f458be","placeholder":"​","style":"IPY_MODEL_c05a39c2dcae473a9c477a57e03faedc","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"a2663a83e72345a8a59586913eeba1c4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a275b3e428e84c40b1c73b1e5f13777c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a276a3635a8d4db49d4852282a778b22":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a28c145e49f4432ab4ec5e7131c7f2e9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a293726c27494684897de908eccfb339":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_06af275b31994de0a8769ff307d6bab2","IPY_MODEL_8493687fde9744bd94dc32e4a3790238","IPY_MODEL_8cf9d5998375440aa3668af0db9cdb11"],"layout":"IPY_MODEL_583c477c8045450aa6d2eb749fdff800"}},"a298c99d45db43e1ba1c3edf5885143b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e67e2ddbee9a45c68a0c45381a7e4890","placeholder":"​","style":"IPY_MODEL_17c4798c292049e19b2b33a9666726d4","value":" 60/60 [00:16&lt;00:00,  3.70it/s]"}},"a2ad8ab6d9a8471e824d3bb7465facb9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a2b1a32456b34ae9a618ab37f8f0ae9b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1b93ad13c6cf4396abd362c13d0d4aaf","placeholder":"​","style":"IPY_MODEL_52ef2d97242a47d4bc59ed5197fcae52","value":"Predicting DataLoader 0: 100%"}},"a2b925e2fca045728f9a36c06d9a5075":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a2d5d523159141ae80f1351e18ad8ba9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_17f7ad83d3854daba12e1f082b786465","placeholder":"​","style":"IPY_MODEL_737d4393e3e845cfa8646570647aa3fb","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a2e0d2853e284a64b53fe30a006586e3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_52fc83c24beb4436bb6f827dd57cf189","placeholder":"​","style":"IPY_MODEL_df1f9e69e9674505bd98f18b4553068e","value":"Validation DataLoader 0: 100%"}},"a312229d91d24053a6398f1c541f4e1a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a329a3fc8f09403e91db58effc39f244":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a32fcc43b164401e88277e368fb72cea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6aea35945ba54650929f1d3d75a5e17e","IPY_MODEL_99081b8eb10f4364b945895444c8c404","IPY_MODEL_7e8c47991e0540918d5b681d1b2d15cd"],"layout":"IPY_MODEL_bb9cb683eb0e413d85216d77516aba7c"}},"a33809512cac4b8798b84b049fbe055c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a3450c069ce1414bb5880615ac257f37":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"a35d414bb1e944e98b31b003f18b905c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1df47bb096084d3090a427d918b3181b","placeholder":"​","style":"IPY_MODEL_38ee72fc701344abad2d7ab775662863","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a388e77b1b5749d1ab0a4772472ac8c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a390c86adc8040a5ab671e1c9263ce0e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a3c85119b8e84ecbb43865f006a99cfb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_33c73fb4f68441ffab7807aa1065d1c1","placeholder":"​","style":"IPY_MODEL_0817a6d3c518460b87c45fcf2f0624e5","value":"Predicting DataLoader 0: 100%"}},"a3cabf0459624a4fbbf8a58a4f17d1fe":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a4042ca097d84c61b5b5e1e0bad66bde":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_abcff7b314dd4dc5a0f47572e8a89cce","max":2,"min":0,"orientation":"horizontal","style":"IPY_MODEL_53074316cea84a61ae056ed02d0890d5","value":2}},"a40c7507488442c0a0ad82e1a714fcb4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a42079ada90d4568b4696778402522bc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a4367995116c4c3f8898325f1cece782":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a43d2620727f4fd395b64dfc410c0884":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f78bd4e2a27045b482515cc0d42d5c87","placeholder":"​","style":"IPY_MODEL_1bae11508a4242e3addc48b038b70cdf","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"a474338c39cb4d15a2b09ba9084fbb2f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a40c7507488442c0a0ad82e1a714fcb4","placeholder":"​","style":"IPY_MODEL_98546bd583ee42e4b3972f35358b4293","value":" 60/60 [00:15&lt;00:00,  3.85it/s]"}},"a4a30fc192624225a7864598738ff802":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_dcd8e3c5126542ef818d9739f4fdb0ff","IPY_MODEL_b1efcf4ee3a4460bb1ea61e15b36b6d8","IPY_MODEL_eb1792c8c41244e7b406dcdb78dcc06f"],"layout":"IPY_MODEL_ec31b5dff71445d0b78b16155a01cb50"}},"a4b596078ff1492495616fb9c1fefac5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a4cb7812adb34fcbbc05d2424db6f1a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a4db9ef8d8704d8b98898b87cf3ab195":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_25dfb1c17e434c00bfa7f9005d9951af","placeholder":"​","style":"IPY_MODEL_57e85cb1dad5421a9c0cf432c1118d12","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"a4f37a93beba4b66a315db3533db19c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a4fa7059b4714721a28944e22d21eb7d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b487ef19c4aa4247b226feec5ba92c66","IPY_MODEL_77fe7622794e4e6cbac47ed3268a4d7d","IPY_MODEL_6fc98ce78f7445a88cd99ad075bf6c45"],"layout":"IPY_MODEL_90b0649cd5104f1286bc29442b735328"}},"a5008edd1ec24407a6ab24c7e8dfd771":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a5379ac9f0d24e93a21034565c2669f8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"a53e557be2d54b0cbc6a1bc2ab4a914d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a5519ead98df4ef58d6b9b66b86bc862":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a553b5fad03746889c86b58fb478baf6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a55dc18033e748ddb77f5272e93bb2c2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2264c62328424db9ba7f021ceb37903c","placeholder":"​","style":"IPY_MODEL_94fbc4c7cd0f4e21ae37d025d1d0b280","value":"Predicting DataLoader 0: 100%"}},"a560dc10344541a4bd1a957bb2884345":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a59adfcf4b9249a083413186eec6b8ef":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_03b2aa79af6c42328314e148d73b0c7d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f2a53ab93f8c4e918787b4d64d1814af","value":48}},"a5a9e8678ccc4bca8236676d59b68c74":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a5d3074a02304ef28d3085274129ba2d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a5e6b46970524ab7965b68ab687e67a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a5f6d658fe5e40dbb9aa9c7f72d1cd6f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a5fa696c9f08466e85a9da2574d5b9b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a606e7ff08354d40954bed9a042231ba":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"a60aecd516d447488f2e994c685cbd29":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_22a1b8f39f154e188db61b2fcfa08fb1","IPY_MODEL_13e7fb85b8d546078ac98a6a17c3eca2","IPY_MODEL_e536d59a740d4c0596f145fea233e7aa"],"layout":"IPY_MODEL_95eed08a89a04c0ca7241abb6fdaa212"}},"a63e66e98f994d59a7b0977cebed8776":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a64896c32c7d4bde8730ed6a816b5499":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_44d337a1db8d4a8c81f991505b747f62","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_91e94238b2a94424828bd5bf1f929f35","value":48}},"a64c1d3a983b47949653d529a44340e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0aacba7ee14e4e80a2431cc0d9a87a1b","IPY_MODEL_f3f452d8bff64eb1a7c62fa5139c1dba","IPY_MODEL_75cf3046d3f34d17950bb11be60f4041"],"layout":"IPY_MODEL_156bd68083a0441e8dfe79f0569ba2f4"}},"a670d25ffa5e4e0ca6c6d028c3c4b7a0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8207ae87b3af4e2484be968cc14e54dd","IPY_MODEL_d036815c0eb643c69a6867efabffca1c","IPY_MODEL_a1303a075f024907ab39bb6ad910b4b4"],"layout":"IPY_MODEL_b03e2989fea84dc39f5c93112f9836b9"}},"a6762c9a16734344aebe83fe0845917a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a68a0c04a39346f8837a0a004f3ee306":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a68a1b36072245fb8acab45a7525a39a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a68ad0b041f448d8ab506cd2ba7978c2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a690830bb00c416fb46e068f2dc2c25c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_dbc845c3a10b415ebca7c98ec596a880","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9c81e19932b84605b0e80233d7b91601","value":60}},"a693667e8c974853a1bc4e490902f2c7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a695e20b54834c7fad76532ed071715f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c5863e3f44804dd4a2b4195dcc03b8d8","IPY_MODEL_0edb77f67b9148eca531b43a1fba4949","IPY_MODEL_fa74bbbcf6494b978628a01b5e2415d4"],"layout":"IPY_MODEL_9f30d7a9281843168b13fa0b4fa6be8d"}},"a6966d76f13142128cab7b903665bafc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a69e68aaf95544fc915db483b3379bfd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a6bee35b76a047998da39c41a2925e9e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8cba1ff93f77428e9d7cc6377c628078","IPY_MODEL_520a66c8bc18431eabf617cc7a647b2f","IPY_MODEL_ae4b4eb310354b5db5ec3c100b74f575"],"layout":"IPY_MODEL_4618e44ef70346aaaddeea699461d71a"}},"a6c3ccaaa6474304bfb9e3d863820457":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b5fcacfffa8d4749909819ba9a722d8c","placeholder":"​","style":"IPY_MODEL_128106d343774c82885031c249141758","value":"Predicting DataLoader 0: 100%"}},"a6d6c8d91c5345feb9176f1762552cb7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a6f5c6f25f19452ba590418c35506fa5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_735f6fcdd9b846deb243541a65098886","placeholder":"​","style":"IPY_MODEL_0b6affd0706c479290b8ea5ca9388314","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a7200b0c863d4253a11e9ec87cd9a583":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a72f9c8db64a4344850b38f025976bbb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a4367995116c4c3f8898325f1cece782","placeholder":"​","style":"IPY_MODEL_9cde4daa82e74ec0a3f359a92dc9365c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"a73ccaa1568c4268b3449e95f244a512":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a77bd458a626492090e2dfd5ddbbbcda":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a79c584ad63f408c86ebc5557e0b25f3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a7a51173dada46259c729128a75fbfab":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a7aeae9dae4d477f9f49a681d9d551c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a7bf267a472b4c2f84c765bdea77dcd6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a7cd0596640c4fd18972c4413b4ec8a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c4d66cccea2849969c93a57dbb5b77a2","placeholder":"​","style":"IPY_MODEL_9821572f2b364bf3b6a5b7b65082dd5a","value":"Predicting DataLoader 0: 100%"}},"a7e3f67479494bad8f64ccc264f09048":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a7eaf10dcf99431784604031b3d51e2d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_26b09de4916a4015a2f95f430f541615","placeholder":"​","style":"IPY_MODEL_09322b7d0b3847d8aab74957f3fdc593","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"a7f30bf049084b9e9c4e5b415d91874a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a7fda445a6ca477eb804fda0e178ca2b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a7ff037a8d044e7ea758472815507582":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a80a9e668c2a4ac0883c52ed1e52bb2d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a8109a3881f541698bf5b1d981302b5a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"a81e35b081de4674867d898027bad329":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a83087edb15441a2920cb6054dab8f1b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a83268936cb24875a33990ab43c2691f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a8359d55330148c98b1a63b4ee6ff488":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a8409efb56a24b92b464c5c28597e329":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_70215a2d871641c9919ad1d34d61ed06","placeholder":"​","style":"IPY_MODEL_091862edc8314c4c8d26fde1bba3f58a","value":"Predicting DataLoader 0: 100%"}},"a8454b3b8b42431491c2938b53c85c02":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"a84bc3c29c2c4b6a88ea699d4799dc65":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2486dbe3a255403893a9a0b6d1b2bd67","placeholder":"​","style":"IPY_MODEL_dad7350b050d49c396c319cfcdbc4cbd","value":" 49.3M/49.3M [00:00&lt;00:00, 95.2MB/s]"}},"a84e1c089daf4ce58d04bdf476467d25":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7a801244532245658f1ed7ed04635b9b","IPY_MODEL_52587ae7455c42f58fad52a1abd91c10","IPY_MODEL_074853b54ea2417faca2501c10b475e3"],"layout":"IPY_MODEL_cb9fb567ea1e45c8b4f086a4b68ef7cb"}},"a85e450dc6b8409eb684cc5de52e45d6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ab03e286a0764dee82214b820a9fd8ef","placeholder":"​","style":"IPY_MODEL_12e76c5ec0454f3ba52335feebf84354","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a862bebeedf544b5a2eb2359ad449ae8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a8864f4881ce4802bbc8978920a05ee1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a89b385bd520499787a8930daeff280b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a89b86db6af14092bc0e9f8198b8a439":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a8a0b99240914614ac0d71f5f522ef6c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a8a990b462f940c7a2b52b23a330c18f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a8abf611c1334afc84a7564c38841eb0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"a8b0a44bc53142bc8edd11fc1585c603":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a8cfbde1066e4d81acb89d196e526055":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b2d6b967ba554c23bdfc10bd271f0cf6","placeholder":"​","style":"IPY_MODEL_de0f65d3a6f9490a8e4da4090887b54d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"a8fe9fb1d9414d01b3f3b44f6d0bb997":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a90c6016dab1420bba7fcfecccc8a7a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9e4d0064ae95414c899f34b08faade84","placeholder":"​","style":"IPY_MODEL_acff8cb72d0b4763b1aa37fe24dc656b","value":"Predicting DataLoader 0: 100%"}},"a922826ea92745548f2ee625e70f6a86":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a92adf29294e418da6b887048b3f8e6a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a7f30bf049084b9e9c4e5b415d91874a","placeholder":"​","style":"IPY_MODEL_9dfc3db0d21c4beb9f3eee3f7102f9d4","value":"Predicting DataLoader 0: 100%"}},"a9380baeb10445918a36b4d81880af70":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5582e74818694cab9cc3cea85f4dcbbb","placeholder":"​","style":"IPY_MODEL_02f5da0bead643d6b51f781adab66c65","value":"Predicting DataLoader 0: 100%"}},"a93d5c552bdf413f8b4b504413a1a714":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5879dd19881749748d02c96402784ffe","placeholder":"​","style":"IPY_MODEL_c1e381291bac42d98f171a301e293a82","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a9400877675f4a15b851cfee53291d9a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a950a4c980a64c2e8c8ca766d9eb9f9e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a959207776364a178915b67a1f8be81f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a96117ace91a4e6b88da0d5cb5aa6982":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_91e693ae2fc141b68ae89c49bc99a838","IPY_MODEL_e00e2ba070064ed5b71e0d4e0b635cd5","IPY_MODEL_86384870a9674282a59f4472c1d521cc"],"layout":"IPY_MODEL_8ad77fe44e85462ea5cb226903177452"}},"a970fc5b8dd74acd968ac15697691c21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a9719c54adc04a79bae40715497536ac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_10e17ed9dc314c90b552ff316b8083e6","IPY_MODEL_1ba0b273e60c46148d5424acb21de647","IPY_MODEL_df95f4cae46e459a8a9736e14d041d8d"],"layout":"IPY_MODEL_442e930a44dc479b806ed5a961df3291"}},"a9726225277d44a8b5acb0e29cbe75d6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"a9884eefd7544275a9beaa5c0f733212":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a990d5068aba4b489d99fcf2bf155699":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a9af65f811ec44f7a7a9f8476ad603a5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c06d21fc9f284f0f8b703314d7f519c6","placeholder":"​","style":"IPY_MODEL_01819bf0067046e78a530ad90c6d937a","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"a9b97a994b3548ffb4b277288314b991":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a9ccfa3e4f17452dad26b49cff820c6f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a9cda8fa57fc44ad8b173779b745959b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c4e86206b8ce46c1813f744f491bae9f","IPY_MODEL_aff67e947ff34f3a984bd3f2d28ab9ca","IPY_MODEL_5a9cf2aeb1d746b4a04b144ae5580189"],"layout":"IPY_MODEL_6dbba624a14647c48e3bec1e352cb7e4"}},"a9d5f18ed8eb424d8904fb345765ff3f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a9ded3941a294b99afd51929c17eb278":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a9e0c6be54ca4d51b9082f7ca1ffe0c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"a9edd4c8512940dc898332f781178372":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a9f1194ec85548408eb2fb63eba8e373":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a9f621b4b2154507a99387303cf52873":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"aa2dd103e2814dfdbd0daf9e60d51566":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"aa31716a503f4b26b98c851af167860e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5ed5717a6fe74db0876ac4754b884e35","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1284cbdc133049bd9818e1cc8f6d41f3","value":48}},"aa33c20c14ac4dd6a910629e0c1c81c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"aa3d87b3198949d79fe2960ea5ed8c58":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"aa47ae922aa947c89818f38788aaa8e9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"aa6ff1817f8e400e86412bbaba399bc9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"aa726960057748cb992cd86105d5c86c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"aa88ad7eace641f49164f6aa4b2b0ee5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"aa9fe5312f0f47198be5583de61ef7c9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"aaa8c51205d143188e40aa7619c8260e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"aaabb41a00824122ae798bba004ecb69":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"aae0be11f31147338ebf53c48272c311":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"aae1d121816f4695a3f19fa86a28c47a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_de1b2e2be4b249629638603500028cef","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2538b0dce1764c7a98f35f239d40f153","value":48}},"aae3ae8e25124a2db0ddd97e3dccdc88":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"aaeb97d54a534fdaafc2774890ef1e72":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ab03e286a0764dee82214b820a9fd8ef":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ab0d6af1af094392aea68bd982f11caf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ab2c3d6ae4844ee1a43f58422f7ff7d3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ab33d43200e346c9aa524d36c37ce0a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_78a684ae213c4a36adbee2c41953382b","IPY_MODEL_81ce05a2ed7745e99ec9379498a4e29a","IPY_MODEL_8f13728f35da41d8a9ac98acabdb89a2"],"layout":"IPY_MODEL_fbda554ee58345ce870c5a994a2afe0d"}},"ab3eb10bddc44335ab0ed15e2765a890":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ab59fb1e86a24591a60061fe43233c97":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f43f2620277a4a07a5a2e399b774fa50","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9932fe3ae0464c22b6a4400eff9b2fd3","value":48}},"ab65d6fcb27d41cab98f855510c76e05":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1bead21d4e0742bcb3b298dcb446e104","placeholder":"​","style":"IPY_MODEL_8d091b78b2bb4416a984baa69c1ee208","value":"Validation DataLoader 0: 100%"}},"ab6bad644cd64e2189ef91588240ec42":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cfe5993e30ed4316bca4a4389216f31c","placeholder":"​","style":"IPY_MODEL_a21bd34bf5914326a8cb06cbcc3f4ff2","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"ab94aee2fa53456b81791862622142a8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d4e2f0c4047041dd9376c9e01d2c41a9","placeholder":"​","style":"IPY_MODEL_046aea32a3394f1e918cdf254eaf646c","value":"Predicting DataLoader 0: 100%"}},"abb20ff4a476437d93be456f7be5eb3d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"abcff7b314dd4dc5a0f47572e8a89cce":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"abd1c90d3f0c481b805c8c69c3ff6a4c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"abd1eb157016487d8a8713d5c9c92b03":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"abe3f5759f284f2cb67978ac20f8bef9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"abe91702e2004290a046b039f0bd6eaa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"abfb52b40172470ab5420a5b060dab84":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"abfdc12acd0b4061a3f111b0615fe029":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_1922318e89274b2798e4773de90ed7e9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_05df1437665a4252a0a46a5df28a7d4f","value":48}},"ac025163f9154cab87dbfee75d06b8be":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ac02d92ae1e241c59e686749f4323ddd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ac25f34a67624fb8ad9789774974ada2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ac2d168d1030441c97d89775d3c3eb27":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ac30b48711ba4f4aaf5598324e763617":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_311e5495b3054c639eb5a85b9ae61005","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2f9bbcf0ff7240ed848426613cef6585","value":48}},"ac43db1079694242833f28f37bd66a26":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ac4f5e28886b4575a4159ed94dfc4111":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ab65d6fcb27d41cab98f855510c76e05","IPY_MODEL_df082cd6aa7a4797be5e301b39a5b4bc","IPY_MODEL_8de58a8c355b4b5fbb4161ac7dfefef6"],"layout":"IPY_MODEL_d297b7b5e45d4b9597e7f3d2484c1f51"}},"ac4fd1a4ff234dafaee358445be65672":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_254962552c8a4fdba9d860c1f9c483a1","placeholder":"​","style":"IPY_MODEL_43ebf90bb3534c27b71b57f94ac2bbc7","value":"Predicting DataLoader 0: 100%"}},"ac50d54c3a4647828aa630f68bdba417":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ac79950d09844606a0d48a39be40f86b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ac898958a8e843e7a10cc280bdbb8cc7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ac98c11b304d4e94926d5c6a78fa857a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ac9944080352424a99922e506ec38be4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_16fbd93ddc4146f99b853e2feaafa270","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_da9a12874d184d739d38f95f9cadd2ae","value":48}},"ac9dfbca5d0a440f908b071ea5007c5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_88226bf2ebe94832864d811c7be12457","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f72f1d6b62e5423fba880f828f6f1529","value":60}},"acde221742e840999e20f1218dc4449c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"acff8cb72d0b4763b1aa37fe24dc656b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ad395afd959a4aa1a38f950e64111da1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_11f57f4b489a4576997a16a77de66437","IPY_MODEL_99f43ca6aed4472ca8721bce4248e701","IPY_MODEL_207be6d6e6ad4e4195e0d6f3da824ef6"],"layout":"IPY_MODEL_af02c83e2b3f423fb87e61cdd66406b2"}},"ad48ceda25934186b47e60cb1411ca75":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f75a8768bdb44cff874897cc2024cba9","IPY_MODEL_f7d5e58cc0e547cb961266f888903195","IPY_MODEL_b5bb6933b3bc42858f08013d6de47bd8"],"layout":"IPY_MODEL_0c1f3ce6fd774fd896dc8eb758987425"}},"ad53e6e74acd440996e7436be2ddc579":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3390474ec374421b90d1f78e8edb7cd3","IPY_MODEL_f9021f8009ad43d5aef7c17126de0fbb","IPY_MODEL_086cdee31731437889db0b60205ad985"],"layout":"IPY_MODEL_608808bec5074ca59556f8ce6c994127"}},"adc22ec51b6244679b671ad99c4496f0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_689f688863814554b22dce10e845f886","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9a414b34dc5949fd877ac8e86cb4b7c4","value":60}},"adcb02afcaad46e1bbfbb2967433601d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"add3922df3de44fb9e069bf0ca2afa8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_90765cf023954a1b9d4c31ddde551407","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6098b499450b4cc695ac151f38a4405b","value":48}},"add4deff317d400b8636045666e0841e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"addc1bd0306d4a219268c6df24cc8a8a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_263e9c4e0c294667a8bd674319fbb94f","IPY_MODEL_04268bfaa555424dbc0e8e7c64946da1","IPY_MODEL_5485a5d5d82f46f5895b3d78a682ed28"],"layout":"IPY_MODEL_554b92051f8649f382487273e00687d5"}},"ade02848b90e48bbb96ab5b7e2da39b5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_ac43db1079694242833f28f37bd66a26","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_53aa40750ece443dafd50c59b8b356ce","value":60}},"adeb94085354440bbb4a57e25e5cd50c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cca8f707992640068535208c35ba5fc3","placeholder":"​","style":"IPY_MODEL_0a351ca517364195906c6a74139f5107","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"ae0b14732d3047a59d9b5f59ffaad093":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ae16bbfad61249a6b9bf52d038b212d9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ae3590f4a81747cb9983b6fc3c8ceeec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ae4349479dd44737b07e1f7d7e5218d1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ae4b4eb310354b5db5ec3c100b74f575":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1ac953692dad4776bdf41b1f392a0cef","placeholder":"​","style":"IPY_MODEL_fbc0d865bc374520b449570d69cd769d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"ae570828f81544309b358970cf557f6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_663ae49adcef4448b465dc8d95413101","placeholder":"​","style":"IPY_MODEL_e8c7e03f733e4ed6b98fd166742d453b","value":" 60/60 [00:15&lt;00:00,  3.78it/s]"}},"ae632d50da304e15b76b900081886e35":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2c68d4fffd97489294a2f5fb6a3b55bf","placeholder":"​","style":"IPY_MODEL_9884ba5bbe5d43fda2903219a60112b5","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ae682168f66843069e183b57c387951d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ae6b60ef75a443c284459062c4971c0c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ae78ea6d835e4627a1d833817e0586e4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ae8654532fca4acda2a6505008ce22ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ae86e25095bc454f816a0f07fce011d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ae89b47f33b4461ab6125be17f981517":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ae930deb3c5649b3b9015f7f6cac1441":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e77fc1dbfcfe4032becb9e76411813f8","placeholder":"​","style":"IPY_MODEL_d63439d636c942b2a34f097563883fd1","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ae9bc258b82d44c782b07973118a3102":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"aea423532ca6442c8127af6236b84685":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f3e6ad6fce9c4d5a9d7325c7d8e03f78","placeholder":"​","style":"IPY_MODEL_e092b33280304a1c80b286cf64af66b8","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"aeb3a9f7673449d098ae820a30e1120b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"aec3015fa3bf4461aaac971744e123d7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"aecf9f63c28e4db4b06adcd85593030a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4c101ba9049848618bbc42a2dcd2359f","placeholder":"​","style":"IPY_MODEL_6196679d37b34b268de2923389c58715","value":"Predicting DataLoader 0: 100%"}},"aeed9d481d60421c9c8e42b4ca816ad2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dd3a03c617ab41368f4daa8fec1ba451","placeholder":"​","style":"IPY_MODEL_de02a4885c084a97ba0409fae8f90102","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"aeefb0f151a541b9b6f3f3db9f4707cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_26d68b478ae4421f924a107e1e6c23f7","IPY_MODEL_686c66f2fd5e45e484f7fe73f7bccf1c","IPY_MODEL_a2d5d523159141ae80f1351e18ad8ba9"],"layout":"IPY_MODEL_d4b3b70a464e42d4bbd4c5b5a193b294"}},"aef1ad1a614046e88a2f1ab527bdc98f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"af02c83e2b3f423fb87e61cdd66406b2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"af0f7a2a52094f11885c7e77a0ac2849":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ff1c7f8ede7540a9a67b5bdd44d452d1","placeholder":"​","style":"IPY_MODEL_a77bd458a626492090e2dfd5ddbbbcda","value":"Predicting DataLoader 0: 100%"}},"af1e6c95af254799af5d25d8827727d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"af1f2212c96a4389933a96f4f4cd44d1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"af3ef1ac03584d9ab074ec0fedeba10f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_785a63f6300148afabf17ddb8cd5b5a1","IPY_MODEL_b741fc89d10e45e7bd891a5ec01600ae","IPY_MODEL_b44bb4b2a1da40b985320489506bb8a3"],"layout":"IPY_MODEL_e6e7b93b2ebb4a8f902d2784165cfcbd"}},"af59223e613c4341b06128ec26ff3b1d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bdae6fee15464379a50367c50f09063d","placeholder":"​","style":"IPY_MODEL_c38a308e3bdf48228bbb7e7af453ffa7","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"af6014068e6c4d3aab12d7749ec0efc9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"af637f521c61413eb4ca1f0da0db92eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dcd2ad6b46c74a8db0ceac7c02a8d7e1","placeholder":"​","style":"IPY_MODEL_db15aca5e97342e594be464204a5638d","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"af69bfb6c9664f7cb10e252a71a7b00e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"af8557e3f1eb49ea99642e0a4e58f598":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"af867e25fed7402894f11c567077e935":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_296fa625ae4c4b2a8c0652f0ccff0610","placeholder":"​","style":"IPY_MODEL_d3a7eb4a928b451291f7d3189c832060","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"afa54ab4e164449bbee3f25bce8cfc28":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"afd2ba01eeef408d9fe4fdb0343023a3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"afd9c225be424c73873949cb49f1241e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"afecbce601ac40569e7d1dc36f045c90":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"aff67e947ff34f3a984bd3f2d28ab9ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7f31351ce91e4560be7f47cf8fdc6e09","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4e7bcefabfba412e9a062369187228b8","value":48}},"b0158c7c47694e519f8fcc7f4735a188":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b020ca3bcb9b4227b53bc01c0acdef8b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b022038c365043cb956fb7d486f5ffd5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b023861df74041bb89852cf273962799":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1d01ebcd27b142d7b60e967317843474","placeholder":"​","style":"IPY_MODEL_60586b5295404a26a12218834dff3a74","value":"Validation DataLoader 0: 100%"}},"b02e6f961cd24b07b5f1cc1570cfc132":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bab90077abdb497ab08d225cb6630187","placeholder":"​","style":"IPY_MODEL_ce66f85d7a3046c98e5ece4206203227","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b03014f4146c43e19c7c406f437fd61a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_548f40fcecd54f4498e96d5cc22b5248","placeholder":"​","style":"IPY_MODEL_5595b9b797ea416e82c4be7dae8f49b3","value":" 60/60 [00:15&lt;00:00,  3.83it/s]"}},"b031cdc010e041aeb8ce1ee06ceae28e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e298209e93954a7995fd545cf2718402","placeholder":"​","style":"IPY_MODEL_8e8385881aaa4b55bc691f129caa775a","value":"Predicting DataLoader 0: 100%"}},"b03e2989fea84dc39f5c93112f9836b9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b0466bfc0f4247f0902e4bd69886232b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b05c6fab0ede4b76b170afe163af6cf7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b071fecd2df542b5a450d5e4f4954792":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b076e0bd67e941a59e79262457b1b418":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9bfc6b0d929a448ab4c0a8c27fd2a4ea","IPY_MODEL_683d63c9294348b5b39faaf178cef475","IPY_MODEL_662e4498daff41978b269db00d580dd0"],"layout":"IPY_MODEL_23e5f804e80343f5a20913b40801d7e5"}},"b076e1c1290548e39c505d9081b08d6a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b0789a30a13e4ff39cec0d77644516e4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b086c8497e88409ea4621939e73023cf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b0924beeaded4f278dab3b52c4382782":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b0a808eb56e849ccb4f95e569802d84b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d20bda90120048fa80d2c3ee75f555ba","IPY_MODEL_6bec56a3df544506b46e85b2a1395a34","IPY_MODEL_cbd99f340a2446b8b1ca72ecc098cbbc"],"layout":"IPY_MODEL_27247b5113f0468c83161aa4e1b5d98c"}},"b0c03df3951243dfa2122a302fee828c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"b0ce616f7bea44c2be9d1efe6a6aecaf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b0d9c0ef2b5d4acca5d36e0ba0218d9d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b0da8ab158b847328a6d3d27eeb21760":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b0e4e88edd2c472fa4851d71d0f0da8c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_02fe2784e55f41a5ad4b5146e7435307","placeholder":"​","style":"IPY_MODEL_6bf130d4fd434bd3931ff48fe266c86c","value":"Validation DataLoader 0: 100%"}},"b0eafa3bb68441028976deb84d828501":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8d1ba27265c446418435f34ded200888","placeholder":"​","style":"IPY_MODEL_b229395f152a43c4a8ec91e2e47c7a36","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"b0f8cdbffbee42bd84bfbbb9db04406e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1c28ff60eb3c42d28c1f439869e6215c","placeholder":"​","style":"IPY_MODEL_91964c5a40464182ba38c40102043b4f","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b1071caa050645b2ae69ced000e4f013":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b1346735a6d3435d8c69a8e895be39e0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b13de5d977694d7dbb5f471054d4bc08":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b13e07b2533049459eea1a9ade38d7aa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b16b8fb650b64ff2ac6e902e87b65120":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b182249db7d24ac380a61a018f2d3050":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"b19aad00cc974542a2436f55798a895b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"b1ad3f4eb3364d79a4c48608263b91ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d75a4ed9eddd4f21b311feaa99841e58","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4d38bcd7254f4063a1dbc963410f3393","value":48}},"b1ade5e73c73498da3fbf3acb0108bed":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b1b687cd06da423cb0b4caedc47cc645":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b1d0db945a2644d8afcd7ac8b162345c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b1efcf4ee3a4460bb1ea61e15b36b6d8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_aa47ae922aa947c89818f38788aaa8e9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_623b8232e71148c580349dc63a1c5899","value":48}},"b20207c759314ee295150c07b8af50ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b21a823145c74ac8825502080d70a197":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b229395f152a43c4a8ec91e2e47c7a36":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b22b337edb48489b9f0b27dc440e6bd7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ca5eac48892349d4904ad8cf6e306b79","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e726c7c6c30845a695d4c4f363c9b5c6","value":48}},"b23c306795204ef7ac13808ea30c86f3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b24101312aad45dea5aadad8bb8f91ba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b2462a26193743aebabf97a1d97fe76a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5757d8e0e6aa4516b9c718fe35363788","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_140f05417fae42cbae7a04540af59be4","value":48}},"b271405856fd47519cac242d3d676c66":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b28d2fda03d64e34a6358aeccd645fdb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b291a7e58e9949158ab50c3514707a70":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b2a257575c694b9eabc9af1556329da7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"b2b0176a3bc941a396bd4a3bbcd29d71":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b2d6b967ba554c23bdfc10bd271f0cf6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b2e281219d9e4d5eb650d2a259d1b7c2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b2f000c3513a410fac7960730e73d6ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_08ac822ffaf14e1ebddaa144ae413583","IPY_MODEL_d1edfb41b36048b3865b8a0100c7946e","IPY_MODEL_19fefc143aa54a53b1c1d110832c1c51"],"layout":"IPY_MODEL_2973744dc4944e5091e195de8b57d270"}},"b2ff7fdf36a94b3c8322891e873e432a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_18fa4c1609384ad9972a61d32f922c95","placeholder":"​","style":"IPY_MODEL_368193de004e450893f79763a735a211","value":"Predicting DataLoader 0: 100%"}},"b30371da5a874ce9a0ae6b14f1f83669":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b30453e804ba41a69c5091f38add1c43":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b304ff2535a64fda9e0156f5606f7643":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b30d45070a1b44ac8ed5078576aeb2c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_97eee9e126ef4e09bb897bae22edb6fe","placeholder":"​","style":"IPY_MODEL_0c58c7daa4d5400e844bb3050475296f","value":"Predicting DataLoader 0: 100%"}},"b32980985cea4b45a16621d1d5986651":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b331b20b8a2f4dae8c5af4d7a92c7f5d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b6d7eea6a5244443b44dc042e2861593","placeholder":"​","style":"IPY_MODEL_c864d2be60294b46ae4597c7ccae0084","value":"Predicting DataLoader 0: 100%"}},"b34a4615d5e241b686e5b0672091f217":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_906fca948d8144a7a8c85e4d60ba3c24","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ac898958a8e843e7a10cc280bdbb8cc7","value":48}},"b38d9a63500542318a653f5dc25580c6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b3aef58d9fcd49f4a7c709a16b96dab4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b3c2b9376d514174b9c69e1616881ee2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b3c9ba46416248d4a33bd60ee4c1d786":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_074f084ecb3d4beca3163c7c2ac3ddda","placeholder":"​","style":"IPY_MODEL_ba4d1ecf6ebb47df95902e2f60917eef","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b3fd5f2bef334623b8db942e27f5b15a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8386e8f17ce94d28bf040b6d59e2785e","placeholder":"​","style":"IPY_MODEL_35c1121f34854bbcb7b291bd17b9b00a","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"b3ff9a77029f454fb58792b0c2f670a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a693667e8c974853a1bc4e490902f2c7","placeholder":"​","style":"IPY_MODEL_66d1273bc6af4e49b76772c5c0b69139","value":"Predicting DataLoader 0: 100%"}},"b4043af614ef4342a25b3e3d62bd5ce3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b071fecd2df542b5a450d5e4f4954792","placeholder":"​","style":"IPY_MODEL_faf539f0fcda4cb4b7f23fc176601268","value":" 60/60 [00:15&lt;00:00,  3.81it/s]"}},"b413d563cdbe404b93126d3829d2bbbf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c5e4ee55081243f7b2d75964d0d96b8b","placeholder":"​","style":"IPY_MODEL_16889b5f83fd4820b503e2ba9d33ac24","value":"Predicting DataLoader 0: 100%"}},"b44bb4b2a1da40b985320489506bb8a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_50b98293b2b5424e983ca22cf1c74d55","placeholder":"​","style":"IPY_MODEL_74e27110c338428f987fca86bf8d1526","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b44d8ab85bcb4113b987d3d1d5d09b69":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a92adf29294e418da6b887048b3f8e6a","IPY_MODEL_ac9dfbca5d0a440f908b071ea5007c5f","IPY_MODEL_006614f44dfa4efdb882c5a7eb1d0261"],"layout":"IPY_MODEL_4845c545009744f3b51576d9210da835"}},"b47d89b3830e462c8130fb570a75034e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b487ef19c4aa4247b226feec5ba92c66":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f418a76014e942559ca94fcb0b4ad921","placeholder":"​","style":"IPY_MODEL_4deb93e88bbb405ea06d6ba4c4b98774","value":"Predicting DataLoader 0: 100%"}},"b4a7d318fa644b2eb2d49c1f6899a50c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e83cf56bad604036928f345e6e1f02c0","placeholder":"​","style":"IPY_MODEL_967a71e7bba247ac8d493002bc594e48","value":"Predicting DataLoader 0: 100%"}},"b4c7e274b8864c9b8035aefca1ab1d2b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"b4d281fc4c83455c991db6b772c84ff6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b4dd32c6d60745c1b1a268052cc75bb8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_60a9731736d9407d92dd4bf4413415db","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d1b80110894f457292d1770dc5191419","value":48}},"b4de220797a64a849efe8d48d932c252":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fefa86e4fc5646d4a78e25963bc8dc5b","placeholder":"​","style":"IPY_MODEL_aeb3a9f7673449d098ae820a30e1120b","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b4f4333d45ef4fe9af0fcbe039d45b99":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b5053549c50e4ec0a92c19864f8d9c1e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b5074bb6210a4d4bb849f28ef9637b37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b51e6687360d4c89b62f3187ead0861d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b531a9aef7024e6c85ba392e2d39aedd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_c58e25a0bc7740148728843dae37764c","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5ab8ff1c4bbf4d959f832fa1e2b3f561","value":60}},"b5437cea3d8f491ca33959afba3af12b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_af1f2212c96a4389933a96f4f4cd44d1","placeholder":"​","style":"IPY_MODEL_211d399fc4b64b57b36efcf72b807a3c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b55932a8a55d47aca9b8ea8dd3cbdec8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b4a7d318fa644b2eb2d49c1f6899a50c","IPY_MODEL_28d391e6cc8d45b4bb36d7c282c387f8","IPY_MODEL_1b95ad32ffb64bed80b7c73f7451f776"],"layout":"IPY_MODEL_050239ea23b14f7489baffab80881c4e"}},"b55e506c80b642c19e3e5c0e11d706eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8823fa9019934c96b710672ee4b71b77","placeholder":"​","style":"IPY_MODEL_43d9918d371f45babb4f455267499f94","value":"Predicting DataLoader 0: 100%"}},"b572015844c64da29a67940d7b0b091d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b58031278ea34573875630a5aee2ead7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_97536622e5914d838c75b96796d5c731","placeholder":"​","style":"IPY_MODEL_5ec40a4d81844655b0dc35eea9823818","value":"Validation DataLoader 0: 100%"}},"b586f3eef598433c8f6fb0a9f3e87375":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b5bb6933b3bc42858f08013d6de47bd8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a9b97a994b3548ffb4b277288314b991","placeholder":"​","style":"IPY_MODEL_933ea774cb414558b61528ae4a6c9171","value":" 60/60 [00:15&lt;00:00,  3.79it/s]"}},"b5c63a814e7d47deb16065c5a492fdd2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4551c0503e234ad8909dcd0bb23ca35f","placeholder":"​","style":"IPY_MODEL_9ed7b32cea89418d8e48482e2e6eb6db","value":"Predicting DataLoader 0: 100%"}},"b5cb0f741c2a46109dd108eab3507d18":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e9a639b1b60a461f97d2825b504219cd","IPY_MODEL_c003ec0bb5a54a119f88223b5d98f4fb","IPY_MODEL_48382f4834864c479a3e0cc5545c5bdd"],"layout":"IPY_MODEL_bd11012588d7406ea6ed496ecc67d86c"}},"b5ce2aae76094d97a62d0fbe6cace340":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b5d8a00ad41c4da9a64341a9a7961f7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_17fe35c51ef34d688539b9028b8532ea","IPY_MODEL_5f5cada7a4f04d67a135aff0270b3624","IPY_MODEL_8b934eb75b5744028275a1a7ee1e873a"],"layout":"IPY_MODEL_969ff7ee457b48389bbc8b76e01461a6"}},"b5e7eb60140a4ee6b9d99002b4cb482b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bcd52feb0f6e4344bb13332a73420f06","IPY_MODEL_ac30b48711ba4f4aaf5598324e763617","IPY_MODEL_ce2c58fbcd274ea38850760aa367977a"],"layout":"IPY_MODEL_c22dc0331a11452b8acfe2419d774fd0"}},"b5fb59a36d38484f85f162cc870791c4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_928a7c092b764b9ea95d3f1e34007914","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8a425e3e1d3d43bf8e2cf8aca07f1f5b","value":48}},"b5fcacfffa8d4749909819ba9a722d8c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b606af302e864b96a985ace1d49335dc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_23eb64867bed4f078223571f4e354cfa","IPY_MODEL_22d6069dd9784fc7b6e988ecfa615d16","IPY_MODEL_c792b8f303e846d596afbcafa9da5b25"],"layout":"IPY_MODEL_db6900bb301d49d39f49a0896b4a3d4d"}},"b615d5db0b01467c91b3f8946a24faf4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b61cd427150a4985a2217d8c96085a01":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8eba68cfa096441788d3a4e50a26184f","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e75034d0ff9d40e8bd01a6d96a32d68d","value":48}},"b637b3020ac042e9bcd6de2bb0e3f935":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b65d6688bb744897a744ec89e7693ef5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ae8654532fca4acda2a6505008ce22ab","placeholder":"​","style":"IPY_MODEL_10694e6c16e94315b62b68398f9bd63e","value":"Predicting DataLoader 0: 100%"}},"b683e3089cb14440b57f276042e0d023":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5aad925f49354685baf0be6365180d87","IPY_MODEL_28a375df0c7e40d596b0b4b4dddeffe3","IPY_MODEL_1c3f1c2188ba410eab24a25f27140684"],"layout":"IPY_MODEL_c66942a5944745969bd96a72de322a49"}},"b695c354f6ff4e0b9bbbda402d282810":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d39226a4ab204fe388b7cab58677823b","placeholder":"​","style":"IPY_MODEL_fe1d35a7e246437db7e0ebfa17206c5e","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b6a1b317374540e7b4c02dee6d99ac2c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b6a625e4794c416db4099b0fae61bbe8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b6ab5670d11246349296c6203329b031":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b6aefd2ae4e64607a934e1f77e2e88ba":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b6b0fbb9eaa94a0c8ec56c120229b028":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c0bdd04792eb4211881204dd3759583e","placeholder":"​","style":"IPY_MODEL_8366ef3ebdfb471aa814cdd3ec04a86e","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b6d61093a2c64f099e65e57dcafbca04":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_539ee3c9a48245aebd2c9ab5b8c6613d","placeholder":"​","style":"IPY_MODEL_fdac3356fd3b4f74b7c1f783489f58c5","value":" 60/60 [00:16&lt;00:00,  3.62it/s]"}},"b6d7e2022a9a4f649d5c094918e3fd93":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b6d7eea6a5244443b44dc042e2861593":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b6db1d1eafb74a9f95d93d8edbde7d6c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c6eb779ec163466c958dfe230f1ce359","placeholder":"​","style":"IPY_MODEL_ba39427d3d0a4ac0b4a9eb25a0714b94","value":"Predicting DataLoader 0: 100%"}},"b6e206eb196a4f2cbeff815ea3cc74e8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_64b12235726a4539aa185d2c6cb39138","IPY_MODEL_be26779f9200425fa4f670bad7251754","IPY_MODEL_f56350bbb13342c4a34d9b9d7177eed2"],"layout":"IPY_MODEL_4d21c8c9ae684bb7b93c65a0057dd918"}},"b708cb2e6d40412f9662c7c00bed1380":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b70d6d991a9a44a697d1333cacdefa8d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b70d71ccff3148fd9c9fa21c539f5678":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bad6d5753ff54fc6b7ed6650f7e21b3b","placeholder":"​","style":"IPY_MODEL_04f9eaaa37b043249e4c77eef674b279","value":" 60/60 [00:24&lt;00:00,  2.40it/s]"}},"b73b800d06e944c885407047874e376c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9c23f6aca2744054be9a6c145eabf019","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f37996c36ad244eeb82f999e70e1c2ea","value":48}},"b741b424d5f04481856e52f8800a6c65":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5756d3c65b414a26b95c12e6e78b921a","IPY_MODEL_c39ace7afffc4502863b4ea1193955ec","IPY_MODEL_b5437cea3d8f491ca33959afba3af12b"],"layout":"IPY_MODEL_1b14510b9b4c4778a6fc7d3409abefe3"}},"b741fc89d10e45e7bd891a5ec01600ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5e86f3c6d24740e2b3b4af432b9b4aa4","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9e2af167fb2047788bc5e92dac1295b5","value":48}},"b74e0b36411d49198d11636f4dbe414b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b74e8728cbf0442a8b14685812a1d85b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_867107a81c154418a7bd467470827e27","placeholder":"​","style":"IPY_MODEL_f80995f6c83041f89ed4016453e809f2","value":"Predicting DataLoader 0: 100%"}},"b764b4e858a54e909e4fa6d9cb15288c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b76ab89d89104b6aacdb9f89ab15e0b8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b7713f1a2aa64fa788d505741239ef83":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b7727c7e5e6d4c3b87b4465bfa1d6b7b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b7729117a25341128bb224f33acd98a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b7815110e51c4ada97eccbe89dcf9c6d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b78d201ba2624e7f839f53ab090460ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_91155bdddac74145bc7a43e75160439b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8b066697859e424d8b7819f0970e37db","value":48}},"b7abb03156b94de6bb2fe2a155648cec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b7af10aec44d4a5c9bf26d63657eb781":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"b7ed4035d2de4dd095c2df5cd6fc59b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b8070548478e49eeb0b1f6aa79a623af":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b8205d421fb9419587c41aec4cc3764d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"b83093073a104544acb667706f8d0f3a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7c76c1cd8969460c88198068b461dac9","placeholder":"​","style":"IPY_MODEL_c5988fed740d447199548a5ebb2418d9","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b83779eb0bf646b884ea05831a174373":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_b13e07b2533049459eea1a9ade38d7aa","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_abd1eb157016487d8a8713d5c9c92b03","value":60}},"b83c8a7de5454cdbb6d9bda3c7e99fc8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b8537e0e64ca4f188befff4a1133277b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_150ba3c4dc524caea20cba793539660d","placeholder":"​","style":"IPY_MODEL_4e65b9a392054597a17d85df4b4b1f9a","value":"Predicting DataLoader 0: 100%"}},"b864168224024e14a9bf3e62b962a2e7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b8675939e75343fe928c5e0eca4ff60c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b894cb3e15d34d4eb153f7123fafc7cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b8a7b4966bf04b6da911470e128fbc4a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8a94e130a7634452ad5d230d5da3a07b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d7af8a18fc49438b8643b5290d32fda9","value":48}},"b8b7376769ea435ba3e782d69f05677b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b8bd6f51b6de42c2a8422f0ade677074":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"b8bf5af725c649b1a58a0bfe570e88c4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b8c01acca58c4f4d8779ff9bed7f7431":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b8d518fddc024096a7e1ec56141335cb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b8e9d3992d4846589f312608dd3db9ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c0f2fff5beeb428db41f405357c8aa13","placeholder":"​","style":"IPY_MODEL_4e2b5e93c7a8446aacf86d271c66fa87","value":"Predicting DataLoader 0: 100%"}},"b8ea5891b1be426d8adbf4acc4c6edbb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b9034aad7c9d409fa8b96e05e78f08d0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b94d21b387cd4091875c67a4e2660f3e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_365ede7c9ec64e68962c6543c863b1e3","placeholder":"​","style":"IPY_MODEL_e12cbce3ce964b3c996e6664f4906f03","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"b9571d1ef3f94949912c784e51a7019e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0c791b03dce14e47ba1cb663f76a598a","placeholder":"​","style":"IPY_MODEL_a5fa696c9f08466e85a9da2574d5b9b3","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"b9694ebd69e34a558a8050bae25ee596":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b96ef5734b1c4c8096bb5590490ac7c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d902f14e44a54e2293564f4935396ed5","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_75b69291ec894668bfe9311afffaa12e","value":48}},"b97ae21f0c2b4d8592861c09467bc096":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b9b467ab89644beab6f61047066d334b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b9b6bf364fdb40168232a41a89f83646":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bf8f0b90e4a543d79b599fab1f694013","IPY_MODEL_068a229c249a4219b159782c71589804","IPY_MODEL_fe8cd5f845bb4a4f85bbecd0d5ead847"],"layout":"IPY_MODEL_cacaaf1f8b9c42ce8cf11546d1ce35c6"}},"b9bd2a67ebd5454c84b23d93c4292fe9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"b9e0cbd997d9473a94ca9b1542327080":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"b9e2338cbbb246a48206792c13f3cf85":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b9e4d19592b94d3691ccab89c416a7fe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b9e5f5c259034554ac934a05c3146581":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ba1956f281604bafb8851a7b35c10e31":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d0b0447002f34f3290dd4c8da45078ab","placeholder":"​","style":"IPY_MODEL_a15bd14d2f2a4083a28603293cbb7a9b","value":"Validation DataLoader 0: 100%"}},"ba199c2d31d64028ba359142f4a9b4cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ba27587ca19f47699bbbe0be1afaeba0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ba2f0567f32a44c1bdb959e71ff3d39c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ba39427d3d0a4ac0b4a9eb25a0714b94":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ba3fc3bcea3644a5acff87278f851e72":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c00b7378e3e04bb5a031a3e3295ad031","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c8f4e27dc03543d29c5930d826dc33cb","value":48}},"ba4d1ecf6ebb47df95902e2f60917eef":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ba59bd39db36493187400869dbf28cc9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ba67036e768e42fca19bdc6d02ad6dcf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ff7f599a430a4bdeb01d58921eeb233c","placeholder":"​","style":"IPY_MODEL_bed0766eb03b40a7bb905d604d660f8a","value":"Predicting DataLoader 0: 100%"}},"ba7063f84d5c41c79db5f8721bf661f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_be080535594e43bcb20b9a1247943137","placeholder":"​","style":"IPY_MODEL_7cae34f335d54d478e3239f16dfb01c9","value":"Predicting DataLoader 0: 100%"}},"ba71fe0dc6884006a031b89cabb16161":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ba78147d215b440f9e08d5bf14f95efb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ba7f4e59df45436cb0b6530a7609f07a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"baa02d24018f41718c89dd9982b11a08":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bab7d2bd3b554491841e62c2fd227921":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_bcc369292b024d90b0923a4551559699","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_06422cb0939b42ad8be93133b1aff6c8","value":48}},"bab90077abdb497ab08d225cb6630187":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"babd0e078631440f916472b7f5e77c08":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_afd9c225be424c73873949cb49f1241e","placeholder":"​","style":"IPY_MODEL_54ebc8df2abf4251b3c7805047aa7e48","value":"Predicting DataLoader 0: 100%"}},"bac3a35d24204174b22847bed4566378":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_781c30e839354628b8b0c49e3639cac0","placeholder":"​","style":"IPY_MODEL_5e50a16af4654af8b4cb148e686855bc","value":"Predicting DataLoader 0: 100%"}},"bacc790ad0cc4a77a2568ffd95428ff0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_94641bf4ccdc4b02a2e2995a280a9e4a","placeholder":"​","style":"IPY_MODEL_9942d8db6520481798b58aa61c37f39b","value":"Predicting DataLoader 0: 100%"}},"bad5bb62e2d348b784b64323bb89fbfe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c3caabb48492441bbcfb06e911cf78a0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9f673bf22f954cba94a43203331fe961","value":48}},"bad6d5753ff54fc6b7ed6650f7e21b3b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bae8117b1be74f3eba1cf749f59dc552":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5365027dd58e4a7ea4da2e92278dcbe7","placeholder":"​","style":"IPY_MODEL_51b7a484db7d4cf89598d3991d5f9ff2","value":"Validation DataLoader 0: 100%"}},"bb003abe60814452a40f1a987405c79c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bb0ec772d23346db8972434c03f41614":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b74e8728cbf0442a8b14685812a1d85b","IPY_MODEL_002350d34bf6429f8429197661b724e4","IPY_MODEL_ef6fa5eef9b54f0e956f30aba8eaf27c"],"layout":"IPY_MODEL_b76ab89d89104b6aacdb9f89ab15e0b8"}},"bb103e30f33e4db082a22ba10e844e38":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bb155f9631634c40b3b9f537550be8e6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"bb38ca15d8ba480eaf5a2f620417f343":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bb5e026d8c6f4b65b162f6a9afd19160":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bb6c340ae4784cdd923f56d738ca7cce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_be751480a3a74a54b9a93957068777ae","placeholder":"​","style":"IPY_MODEL_45ddbe69c651415b8b0fed5336aa9641","value":" 60/60 [00:17&lt;00:00,  3.51it/s]"}},"bb7eb1f6509a4ebea235dcedb7c21869":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"bb9cb683eb0e413d85216d77516aba7c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bba10fca9b674d77b484bf701e87e146":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e593ba3df8084cd7b2f9d71e934c1f4e","IPY_MODEL_9318a1ebd69743618809ea3a9d075ffa","IPY_MODEL_23105f3176d64d4794c4c7dde4ee4aee"],"layout":"IPY_MODEL_c7468f79861c40848d6187ad5faf5e65"}},"bbbbc52b8bd5449097d71b40a96f20c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ce09c54c2f8d425c9dfe9b41ae7dd6d2","placeholder":"​","style":"IPY_MODEL_1012caab98994db8ab669a5abcab9451","value":"Predicting DataLoader 0: 100%"}},"bbca9f3cdfac4e0ab36d9858967cf8f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bbd0ce13b2fb4a5a9f6b5c1a14bbcdea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bbe3b93dc8074646bc85c070649e2102":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_186b5f25fa1d47fe9b68007898a2129a","IPY_MODEL_ef8bf3a40b1c4e12b4b330689cccd76c","IPY_MODEL_285fe2a6f9074a0b85cc14758f2ab814"],"layout":"IPY_MODEL_47fd7da6dbb44617994bdac67f68977b"}},"bbe6ed6ce0fe457daf9a933944c0ef37":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bbf5f2faa9f44290b31b6455e533a368":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c00e824e8417412981a7713412238776","placeholder":"​","style":"IPY_MODEL_d97da683a5844925a4fad1346b586628","value":"Predicting DataLoader 0: 100%"}},"bbf60d83f26a425e95f19710ca116245":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bc091e030ed548f8a2946c876a2e3d98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a90c6016dab1420bba7fcfecccc8a7a6","IPY_MODEL_0c2eabcee3084a07896841ca5d334e5f","IPY_MODEL_7bb50904eec64e43955fe36dd7cb01fe"],"layout":"IPY_MODEL_b30371da5a874ce9a0ae6b14f1f83669"}},"bc14d90ea6c54717987a312a441a8b6f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bc33981758d2492288218ba1328958f9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bc4a2175d0864d64a69ef08d0a248d75":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bc63f01ee7e74cc69c408902f1d0d3c7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bc742a9479ca48059e1b8e73fa5dad9c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bc8fbfa6666a4fda8b997832140be754":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_54950be8e568498da6e2ab5e3aa8d00d","placeholder":"​","style":"IPY_MODEL_d5640b35fa994f1eb6ef6449a20099d1","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"bc9e5dd07fa34be0a8ba316e1d6d37d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8ae929a455c642bba693c593ad4a2b37","IPY_MODEL_2fc191141aad47048590684ac05c3795","IPY_MODEL_2b012f9637e14be1af334c8e20a6d099"],"layout":"IPY_MODEL_f8ab134eb975466482c1d74d66bd5bb7"}},"bca7d793e8d045acb2af85c92c606f31":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bca7ea1b46c0402cb6b0bde809cf381e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bcbe96cfe4f1463b996257e4881ba06c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bcc369292b024d90b0923a4551559699":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bcc6f3ba1ea042278010a0edc6393049":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bcc8b292b7514db5961636fe8b90520e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0f9f9116947b41488ecf52431d0232c6","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e789de16db4946c998e6f86c079a97df","value":48}},"bccc325c26954b58b4f64488a3250977":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1d267ea5052a4679b5155ca10c2d13c0","placeholder":"​","style":"IPY_MODEL_d7f7a85c3cb04966a7c1dad423caa65c","value":"Predicting DataLoader 0: 100%"}},"bcd52feb0f6e4344bb13332a73420f06":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_69e5b5676853424b82b9cb50ff7542c0","placeholder":"​","style":"IPY_MODEL_e67a4e4d309443fe8ec87b8f8c691daf","value":"Predicting DataLoader 0: 100%"}},"bcdfbe7319cb48a688b9362f9f7fd687":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bce437b6422e48a88421d9037276c60b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bce75358b6ca4ea091eca92ba77e9107":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bce7f5ad5746468c99094eabe7187b0b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bd2ef904dc234dff99e3c5276dc77bcf","placeholder":"​","style":"IPY_MODEL_ca5c057941464b44804ba04e816c961a","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"bce970ee884d49afb5deba7cddf4a627":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bd05be5955344d7fb31b22f8477d2181":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bd11012588d7406ea6ed496ecc67d86c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bd1349b879ee432e81c7f6f48d074994":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_500a7cd911cc49248a9f8face2e5a737","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4f59e29c47b449c6aae28dbb686d60a2","value":48}},"bd2ef904dc234dff99e3c5276dc77bcf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bd31492b640b4d059ec65fea9a43ca98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_be8bc37f85a74cc4a077c121ef9f636c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_bc14d90ea6c54717987a312a441a8b6f","value":48}},"bd4905a73c964996b67f43cdb0807d36":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c262b31a62c74cbe80f54a9c73436a5d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7f72ecc1525a48efbcce15d2e2b56717","value":48}},"bd54a7d7989248ed94ae43d5d683565d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_723b8e157401407092f13268c4501acb","IPY_MODEL_273fe3a147f54d48bfc3c616212d3d37","IPY_MODEL_8c2848fdd38b46c28656d9c743d0d96f"],"layout":"IPY_MODEL_855ba437804d4d1a9252aca87ab15aa0"}},"bd564b5eda3341228971687e3a9966ef":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bd6d6429ef314110ba039d845cff17e9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bd6eaab8c699448da982a99595751df6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bd7343aa99e946799ae47da41f44116b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bd7b6f853f6542388f52f19308f8668f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bd7fa76bd4e84379bd309aaf7bb595b6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bd8aa0aa6be44d6a81934b43720a6074":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bd8b94be6711496fa1b8b5712055d313":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bd9f9dfd8f52477a8b9d9c8fa5fd263c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_25b7e1efabcd4b229168619067db3c61","placeholder":"​","style":"IPY_MODEL_6effe145a10f4c16bdd8a40a992e5af0","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"bdae6fee15464379a50367c50f09063d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bdbdd880eb5b4616b8d115415028d4e5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_10c8f16c4c8c4e7cbdcc73ae3b4d31dc","placeholder":"​","style":"IPY_MODEL_eec4b0bb91984fe1b8c54d07df3f464d","value":" 60/60 [00:16&lt;00:00,  3.74it/s]"}},"bdcfe4491ba94f6e8b2ec0e04237b980":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8e321cbfd53b4da6993a684fa9c4927c","placeholder":"​","style":"IPY_MODEL_25462fef7d13448d95efb156a184ebd5","value":"Predicting DataLoader 0: 100%"}},"bdd1185b583841feaa60987853668ae1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b8e9d3992d4846589f312608dd3db9ce","IPY_MODEL_0a5c4ed681fd4663a5fdb17315b2584d","IPY_MODEL_1124dc32792546969f535c405d09968f"],"layout":"IPY_MODEL_8d46a561306547c39fb9defc1d741d51"}},"bdd3a7ed57a14e7ab3722672c9d11b3b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bde1126a58b94b08b96e06c627afcb77":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bdf1b276be2245618769d7e0b5bf8c75":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bdf84704c44047ee82680b979cdf4a37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_54cbb85de8d74bd0a958b616405a009c","IPY_MODEL_f136b19724bd42ab97f7aa7e3d92b781","IPY_MODEL_431b7cb6a13c40b68f896d29af061870"],"layout":"IPY_MODEL_552cbfdfe6fe4fe1bfee62f5dc78af96"}},"bdf925685fea407c898d990231240855":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bdfa0308d1464be1bdf5ee652d8a3a7c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bdfe99765b124058a6686f053e229483":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_37baa57e391f410d888003fc9a57fba7","IPY_MODEL_bad5bb62e2d348b784b64323bb89fbfe","IPY_MODEL_50bb8c36730c4e2c8f132e70735caf1e"],"layout":"IPY_MODEL_e70e51b031e448e98b6aea4fa44f8f7b"}},"be080535594e43bcb20b9a1247943137":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"be0dbc5775b548cd81cbae9351280ad0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_78799e51c29e467389b00bdab2f3c3c9","IPY_MODEL_3217d41d1da0471ba94e8059a7053481","IPY_MODEL_4ba135c5679b41bda01e2e188784dd21"],"layout":"IPY_MODEL_040e2a6972c1449297d7406f5e81159a"}},"be1c9dcd50c54d0da22dcf3f3b8129a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"be26779f9200425fa4f670bad7251754":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d3aaf6787df447789f3f42b3d7779fa2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6795c57240dd44ab96659e6b7b6efbaf","value":48}},"be3a75be1a6049a19357de8fa506adee":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"be42eca313e4447eab6ae4b8b2981efa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_17e837d48fd44b6980a582aa4982552d","IPY_MODEL_3ae98aaed0a04a48bcbb7d60087911b3","IPY_MODEL_3631f392852747358976eab0908eefc4"],"layout":"IPY_MODEL_d271cd3374174bb1b95f79051db1d2e3"}},"be4837c6ec57407caa21f881a2dbbc7a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4a28c8d7cf3c438d8260912c4c7df03f","placeholder":"​","style":"IPY_MODEL_fc8e49857b6342899638939d0e88ab98","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"be5549557ad346d388cc0f832dfc47f7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fa23135bcc074a67b55cec32757bee0a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0ef169f124f34ab69b209dfbd748a93d","value":48}},"be5b1abfa4f443e8adfb82d7afddb796":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"be665bd9541e4314a0b30a23a8941533":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"be751480a3a74a54b9a93957068777ae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"be81a4ada79e437ea7be24ab38a8598f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"be87d00f78bd45f196f80a8c88079017":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fdf812734b864508b5091f1c44b688c7","placeholder":"​","style":"IPY_MODEL_df9cd6bf1b33493db66c341d9fa640c6","value":"Predicting DataLoader 0: 100%"}},"be88995edb5f4464b9fce6dcd1f5e929":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d11e79795b8f4444be5ee559f602be8b","IPY_MODEL_d527a4665b764f0babfe444135e3cfac","IPY_MODEL_f760342065cd45f7804b04ad191d13d7"],"layout":"IPY_MODEL_50a5d8d7857b43479a3844f474e487b9"}},"be8bc37f85a74cc4a077c121ef9f636c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"be9e688d902f4f96b485b1658693ddd5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bea359ee89914a19bb4fe349b3febeb9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3e8adfcd726a4e72acae14562e36e5bd","IPY_MODEL_6b3512e4d6e9408db267c0baa740a427","IPY_MODEL_353ee325e13541b0a15ea46db81b12a7"],"layout":"IPY_MODEL_2a6e174e51304053832447ed6cf8b47c"}},"bed0766eb03b40a7bb905d604d660f8a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bed5bdb5906c41f390a4d426e927b1b7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"bee0e99e480c4b3b984b348b6f185770":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_99eef477a4fc470c82d27eac35588afc","placeholder":"​","style":"IPY_MODEL_e7403f20e3d84846ab2c465a47c07413","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"bef9d0fbbf8c4dccac186656cfacd1f6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"befb895901ad4dd38dc30f814766baac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_623ce4fa5e804cd49060e8ccb4c2b4e3","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_255275ed80a5465489041b2e5957f9e7","value":60}},"bf1bf79ec611424185258f5d9a5ee062":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"bf3f2c47a8a6470697286877f324d59c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bf4262f8391c405cb942b17a76b9b2cc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bf4b365859474184b0e3fb3faf13905f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_385f12a113cd40139ccfe952d696fc7c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_57ca4d8fcf834ac0b78f5b7e379b1618","value":48}},"bf597210f4d34a87b846340e05441513":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bf6ac2c468724d9ea12a346a63ecaa74":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_50d3341b309942ed890c750642c73699","placeholder":"​","style":"IPY_MODEL_fa01006e09284570985d64c761323d89","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"bf88e03d01774118be229e6c27157375":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bf8f0b90e4a543d79b599fab1f694013":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_253a7a4964004b4fb65cc2502dfbc1de","placeholder":"​","style":"IPY_MODEL_0aa85b600d6c4d56b832bd50ba06fd73","value":"Validation DataLoader 0: 100%"}},"bf9d5ec5e3b84bef8cf312d20e90ce3a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"bfa1826301354961abc613728f12384a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bfa4478fc42e465a91ab2cef8ab22d31":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d83ad5495cd9402abb9b56844a9bb3aa","IPY_MODEL_2410c19613a042f098bc4ca839d3d848","IPY_MODEL_d075f21d284e491cb7e638c105c5c127"],"layout":"IPY_MODEL_b8070548478e49eeb0b1f6aa79a623af"}},"bfe334fef45b4db0a6f1b1d7cbcec3ad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"bfe53da1b5cb4e3a9b68d26b18235c6a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"bff51bacc11340e690721a8e6826c4f0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c003ec0bb5a54a119f88223b5d98f4fb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_db7480b8d8e240a3960dc6af6865f4dd","max":480,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f7f3cf2dacf848928d453d75ff82a48f","value":480}},"c00424c7a0594c7db69d432fb7225989":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_76de77fc477f48ac8c12419572cb74f1","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_66175337eeba4e1e884dddbb4becfa1d","value":48}},"c00b7378e3e04bb5a031a3e3295ad031":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c00e824e8417412981a7713412238776":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c018ee06a03341629fe7c45a62ccb3b8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a09ade4c8f384b02adc0dd9af4987c69","placeholder":"​","style":"IPY_MODEL_d9c43f6e979b4b2aa8ad5f39b189b281","value":"Validation DataLoader 0: 100%"}},"c05a39c2dcae473a9c477a57e03faedc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c065671b0e1b4d3fa482176db9ddb00f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c0683a19dc0e46a5a4f83f9505606639":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c06d21fc9f284f0f8b703314d7f519c6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c0953700b9c34bf6863ff482e2ae428c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c0a13ba92de6462c805da292d1ce0119":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c0a56007263d4467b11ccb372a6c0b00":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c0ac34ee77a7416287e657e30aed7691":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5fa9827863ac4ce99210357c550af0f7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_97377c26fbff41628b1e8a6368ba2c05","value":48}},"c0bdd04792eb4211881204dd3759583e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c0c327e8b0884a4f980e162484c16d5f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c0c43399afcb4051915f56b4ac8599fe":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c0e8dff4e4d549178ae23fd4869a704b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c0f2fff5beeb428db41f405357c8aa13":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c11affec01944bb9bcfef7aaffbda490":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c11b532725db457eb6c7936ed943097e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c11d1629549944dcae063a1d856c4491":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c120910a8e034926950cfe3d59939f36":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3e39edf8562e4e9a8ab57dfe0ad470ea","IPY_MODEL_df2c93876c6a4f90b54c99728048511d","IPY_MODEL_8c00f70f2b01401885bc214fe6bff90c"],"layout":"IPY_MODEL_9cf0e87c035648b994f658f2c8a08322"}},"c12f5283e71d45bf99ecffb4168b0178":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c162a6b7867a4823a4bb5a105e8a9e7d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c16c2518ab4e4bc89a2d7eb484393923":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_1df39303dddc4e238b65ca8201c22236","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ed5633701d1f4bbbbaa4e1e18f76eb60","value":48}},"c17ba3d8cefa40498501d3aa06e43c6f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c1857979bf8e4ae790cbead307491be9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c19d0b2b35f74b67bc844ed7360c2578":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_912a99988a6640939ecd8d9f8289e3d2","placeholder":"​","style":"IPY_MODEL_1a6d265e4baf4cc19d20a95c47cd0f1a","value":"Predicting DataLoader 0: 100%"}},"c1c14be39d8042c4b1659a9abe5ed06f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5cdbf28d34144eca808bc72d910276f3","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8a826396c30b4c2cbfc0bfedda8f4791","value":48}},"c1d6a67719104e96b17836bccf34589c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b1b687cd06da423cb0b4caedc47cc645","placeholder":"​","style":"IPY_MODEL_f2922e8fb0cb4f35a88982b37a6f323a","value":"Predicting DataLoader 0: 100%"}},"c1dd4b1bc59648db9778dc14592a103b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c1e381291bac42d98f171a301e293a82":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c1ebba8389d74814895fb6aa4bd93f2e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c1ec686329484d228cae71396ee98aeb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f6ab41efd18c45fa9cd1b5186121c3d7","placeholder":"​","style":"IPY_MODEL_160eb4b73d224655938a7398b60968df","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"c1ed3f8ddf9e4080a9086ab99fdb8c2f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c22405a6a7494b2d9b2d1521fe807721":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c226997402e84b97b6f3ba23fb0a4048":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c22dc0331a11452b8acfe2419d774fd0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c245ad43d3ab41589d3c8a30df1b3b41":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0a4474b95333436ea1a3a42b0e477dc5","placeholder":"​","style":"IPY_MODEL_ae86e25095bc454f816a0f07fce011d4","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"c254f5541b4f4a75a0c39bed091dd111":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c25d4f851be54bafa3fe3dc11760c86f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c261caf732df47668851b3916d66a9dc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c262b31a62c74cbe80f54a9c73436a5d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c26f2f8ace284dd3840993e59e091311":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d7f5bff96a5241ee844e66364e52d13b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a8fe9fb1d9414d01b3f3b44f6d0bb997","value":48}},"c2833a4ae0bd4bfcb8e9258aa2da3fcc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c2cac86954394187adea289c04428b67":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c2db0fd78f9f43c19da1a3c0190d9053":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"c2dea171ff394463859e4914fce87ce7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b1071caa050645b2ae69ced000e4f013","placeholder":"​","style":"IPY_MODEL_50e81a35ab34463897dd0457ce589043","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"c2fefc3321f44cf7b276d27bb23dd6d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c30269f4f6884e6eba2c5a1ea5926578":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3132daba9af8494dac7e86825dc5c918","placeholder":"​","style":"IPY_MODEL_82e1f39e2216491fb5ba10f120505c8c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"c303b180667d44ffabbf4921e7a11611":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c32f56830a9444a18f6aad03b0c9e109":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ac025163f9154cab87dbfee75d06b8be","placeholder":"​","style":"IPY_MODEL_dfda3ad7995d489e809bd0b456edd899","value":"Predicting DataLoader 0: 100%"}},"c3449c0965fa49c397015e181258d59c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c34c0aedf0744cd0b27418a6f713f516":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c370aa3b5b324b6bb50b498b4b69cb30":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c3877c94b4b94b69b43e7cc2ebc77442":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_08a56c795a4b4d2f989ed7af8c2a3773","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_31e6c784bc1b4351b83650f9c96823f3","value":48}},"c38a308e3bdf48228bbb7e7af453ffa7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c39ace7afffc4502863b4ea1193955ec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3ee288b778574fd09353c61862c2ec38","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6505cd450f254be2b20621a71b5dbd4f","value":48}},"c3c7756c5c114c2f8a9efd3f82e00090":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c3caabb48492441bbcfb06e911cf78a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c3cbeb4bd56841c9807f9b63914d7bf7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ea087e166d684d17b6870c8ca1ecaa92","placeholder":"​","style":"IPY_MODEL_cb69e401929c41ebb83e0ccc0cd99f74","value":" 60/60 [00:16&lt;00:00,  3.68it/s]"}},"c3d3b14f17aa4f8da7cadc53d7c7b803":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c3dd80edc1474d5db56cf09b6342addb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_59a869b437074594bde19f4aaaf89cdc","IPY_MODEL_04f4759f2fc94f7694baba42823e6e64","IPY_MODEL_289df6755b834d93ba973a38c69fe596"],"layout":"IPY_MODEL_4b96b8ab531f48619880152028443323"}},"c3e34e7bf3cd4a52bcfee23645451ab9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d647b08a2d1b43ccb19a08b8f2cd6716","IPY_MODEL_f4f687405083450093aebbfadfeae1cb","IPY_MODEL_5c96db923cc24f41a06946784ca3915e"],"layout":"IPY_MODEL_d04becd321c947f0857bdce98f8dadd7"}},"c3e4a2cd6c6745b792ef37121c8471c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c3eae800d4d649ec9ad2bcd3df620734":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_36569401746a441d81a27534480d45bf","IPY_MODEL_49173868e31b4018b9aafed095fc6feb","IPY_MODEL_b9571d1ef3f94949912c784e51a7019e"],"layout":"IPY_MODEL_615ab731952e44f6a958adf7f4067aea"}},"c3f49b77ec5c43b6bbcfd569a0f9520a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c4108260e3cf41b6bbbe1b83987ff44f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6d46291d981443479626c687a47e0244","placeholder":"​","style":"IPY_MODEL_72a74c8739d044fbaf3aca9f95c0e404","value":"Epoch 7: 100%"}},"c415f5c401f54246bb37ec056cb90707":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c435f3ee2b564cbb88e802f569ddd7d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c4616934db1a46ed878eeb378f96d0e5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c472e4917d99476ab53d289c1e07ee87":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c496480893de40ddba5e12f871056617":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_43e61cf20df0441b9ec75c3394160603","IPY_MODEL_1972ae23709147509aca69d628f7470c","IPY_MODEL_f0d063dc6ef941e0b6da4d385e6ed629"],"layout":"IPY_MODEL_a5379ac9f0d24e93a21034565c2669f8"}},"c497e58daa404748b0e8ee4bf167a553":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c4aad2f86c29488186e09d386e792f9e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_45e3ba29ee9a4cc1b9540a2d43b4b8fa","IPY_MODEL_76a72d73081340e4a0efdf745340028d","IPY_MODEL_efa912e71a044c60b10cc7437dda82f2"],"layout":"IPY_MODEL_d9ed1a655b9449ce8f824d0d4ef808b7"}},"c4b337e3cb4e421294f809c5171d2e17":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c4cf04c7811a40cf8df9af71b25b11fd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c4d4ef9ed86f47d9b88642ca2b33ed75":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c4d66cccea2849969c93a57dbb5b77a2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c4e86206b8ce46c1813f744f491bae9f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b708cb2e6d40412f9662c7c00bed1380","placeholder":"​","style":"IPY_MODEL_5216dd174daf4046b95dd9e625e424ae","value":"Predicting DataLoader 0: 100%"}},"c5023eac64544b699383d4885f6ad67c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c507072cf4ae4385a25fd17973f631b5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6abb1f54fb5d49399e443e2ec53b391a","placeholder":"​","style":"IPY_MODEL_654ce6bc8cb3462a94e680ed2578220f","value":"Predicting DataLoader 0: 100%"}},"c5357a4a3d6b416ebf858cf45d847e73":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c53aece8c8f64ae182bebba94d09db53":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_ff1eeef45d2245c49ede3689306b9152","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_cfbae0a539744bffaa186cb31b17d289","value":60}},"c555b5233c1144a6bf7503fa26d95509":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c55ebf6e94f04a898cd4e9d4627ec989":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b30d45070a1b44ac8ed5078576aeb2c5","IPY_MODEL_f02a867df50e420091e1cff0d400c90e","IPY_MODEL_3150caba9bbc4bf9aee6e2f07e0bffab"],"layout":"IPY_MODEL_25e8038671a54f6dba06d8fa56442f08"}},"c57b647f55274a49a3a35e6ac74f7c8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c57d4ebcfd234572b8b8650a30d2faf7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c58135119c034eba9216abed4a72d61f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c58311e923204673a3141d6ced1e5b8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6909d4c49bef487fa9e57951290aec41","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ba71fe0dc6884006a031b89cabb16161","value":48}},"c5856603d9f64586b9cdbc6148e92580":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c5863e3f44804dd4a2b4195dcc03b8d8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b6a1b317374540e7b4c02dee6d99ac2c","placeholder":"​","style":"IPY_MODEL_e564c53079634b888ab8fa50aeec15ca","value":"Predicting DataLoader 0: 100%"}},"c58e25a0bc7740148728843dae37764c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c59092894b0840d6b180f1b514eba4dc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c5988fed740d447199548a5ebb2418d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c5a6a4c9491c4796a602114c33228665":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c5e4ee55081243f7b2d75964d0d96b8b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c5e5e22d4d974502a7e6b2138f70fc15":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c5f0aeab34a7426cb3d63e5eafbbd1b1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b291a7e58e9949158ab50c3514707a70","placeholder":"​","style":"IPY_MODEL_582ea0014126485f8ab6d2dc69cb58db","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"c5f9812f039046e2b5092b592eec5201":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c5fdc5d0a102433ba15d694f80f2ade0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c617a4ec44764360b561ccc76b042e73":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c61804e9986e464dbf7efd33664f324c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c6184a64ffae4268a10f4264d4be32a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c6254e4d4e1b4188b6c63333a7860d71":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c65d3d0bd7e04cfd8a292cfa128fa098":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c660949d51ba4ee48de5c5ecd80e0675":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ed6767cb8b4d44cabd5ccc59c507bf92","placeholder":"​","style":"IPY_MODEL_ca7fe7ae06dc432e88dec8474b5e5b5f","value":"Predicting DataLoader 0: 100%"}},"c6657cb0517b40799885c1de2128225d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f1925a7880a4dd081045145a81d8607","placeholder":"​","style":"IPY_MODEL_e7668d55f5da4d069a7cfe1cb334843a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"c666986707a047a88bcb7cc3c1c6bf64":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c66942a5944745969bd96a72de322a49":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c67b08c9348645a6b6218f50be65d5dd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c683cba416374b9abe204d174e486926":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c5e5e22d4d974502a7e6b2138f70fc15","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d948c41adfc74340919b22e35eda2c1a","value":48}},"c68d23331ea54397aeae6b24a3a5d323":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c6971ba13f684a409ca78a7ba0c20578":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1f303d817c3f466ab59d25144240ab40","placeholder":"​","style":"IPY_MODEL_17fa635d307e42b1b2241c8f2f4f88b9","value":"Predicting DataLoader 0: 100%"}},"c6a3fe40be51489bb05bc72c4c90f3c5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c6cab738ce04448a8d748b864c8a4914":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c6d03bbe89c94145817fb8976430bca6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_57c3db2e4b504a3f96c9950e4b7b5694","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0549e088a24b40a4885b87b6c1977564","value":48}},"c6e745478ba14d459501aa1fcdf1f614":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c6eb779ec163466c958dfe230f1ce359":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c6fa3b5563c84190bfaf4aaf82aa4464":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_68eb03ca65d9484598f08c4ea99db4f4","IPY_MODEL_60fecd5af52c4f9f942db46db6ad6fd8","IPY_MODEL_195dbf58ad2b498fa7f45ab703d4dbfb"],"layout":"IPY_MODEL_0f958994092542f0a2e51d5792f33600"}},"c708df94ba5e4cd1a1b18b11b750cce2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c70d7610dfad48359e1849f4adef2ce9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c70ef51a0cf144ae95640b848b839826":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ee586ca0275b4b6286dd2aa572749191","placeholder":"​","style":"IPY_MODEL_9e611f1e16f34138a2563736c1adafac","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"c710440e7e2d43a3845d4d08276cd2cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c714f68d86cd468d88713b97a4438386":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c7246f1642224288a8b1ade3316c8d71":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c98296ab08264c1086ade2ad6033238e","placeholder":"​","style":"IPY_MODEL_1f3e1f9475f048388c579b1eb66b2957","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"c7468f79861c40848d6187ad5faf5e65":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c74aa9dd866f4fdd94e9869f8758bec3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_96bbc43f9d694351b82e7173c2adf796","placeholder":"​","style":"IPY_MODEL_2dc5abcef517477f93a168453ee65cb9","value":"Predicting DataLoader 0: 100%"}},"c74fe0609f5b4cd1a04ec6d3f9c72845":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c75bcca7cb314deeb1b5e7936e116764":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_50e0c3695fdc44c5801cba4df85769cc","IPY_MODEL_b78d201ba2624e7f839f53ab090460ea","IPY_MODEL_0bc1f631676a496abd4bc28340bcf284"],"layout":"IPY_MODEL_4fdba74232374f398e76c880724a90c7"}},"c760af4b77f847e2839323246b3c6975":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_cf3bd1d41cb34c80ac4051aa8ffae7e7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_717bb59b341b466fa5c84243ff7c1992","value":48}},"c792b8f303e846d596afbcafa9da5b25":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5894dd620768407c8de681f89aadb76f","placeholder":"​","style":"IPY_MODEL_0dab97ebf3ab4ac9b929e899ce540c9f","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"c7a7966f92f749f9a04e6a889be67d94":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7439140377564125977d4bc8218c6c73","IPY_MODEL_3a74737e731d4f42b05212fbedddffda","IPY_MODEL_a8cfbde1066e4d81acb89d196e526055"],"layout":"IPY_MODEL_4138429cea9c4c2f8580410dccf80b24"}},"c7c09d652d5343ed94ba02a84f08eaf0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c7d4ce593ae2437a82d24eacff6e2941":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9db649cc87084f74902d4c791f58c7a7","placeholder":"​","style":"IPY_MODEL_1923b44d86174218961831e0351324d7","value":"Predicting DataLoader 0: 100%"}},"c7e462d9e54c47788e8c37785d805eed":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c7f591bac8a146c6987aa037af73581c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c7f7531e633f4ae79ab523e57dd4e7ea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c7fb639575cb4eb3bec02c608d24f7c1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c81ddf1adf8a4a399f6ff2c889f5e191":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c84eb8e88dd14b84b73cd679605b1d1d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d776f930a5b54197a62d16244c9bc76a","placeholder":"​","style":"IPY_MODEL_09fac2733db244eda1801874dab91b36","value":"Predicting DataLoader 0: 100%"}},"c864d2be60294b46ae4597c7ccae0084":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c86658e06e3848a38b98067fb1a3acdd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c86a80adcf334bce81259cc35db21b9a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_eaa3ccbf66d4473898d466290e777e9a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1b33da63eb304e1282a480a71e9f85c5","value":48}},"c885fd584506412aabd83d5b639d5834":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c8861bfb9bf04709989113c2131fb697":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3dc75912cdd5498d8509cff6ceb408fb","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0de47bc0d70245f5ab230d738f1485cb","value":48}},"c8a369110f4f43e7b2157a7f121f2623":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8ad4ca9418524849882eef9f7e49aa2d","placeholder":"​","style":"IPY_MODEL_e1453e87d27f4939bafe341e5cbf4c03","value":"Predicting DataLoader 0: 100%"}},"c8b7000cb9354ebcb284424c75e03a37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e158e948ac0f410eb3674482ef6e4712","IPY_MODEL_b2462a26193743aebabf97a1d97fe76a","IPY_MODEL_bc8fbfa6666a4fda8b997832140be754"],"layout":"IPY_MODEL_c9bdd942939f423a898dfeb46ffcbc83"}},"c8bb39a2ac994883be8e9027da10a831":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a6d6c8d91c5345feb9176f1762552cb7","placeholder":"​","style":"IPY_MODEL_2855a56d836b4cf4aa776b75ee9df0e5","value":"Predicting DataLoader 0: 100%"}},"c8dd41a1715b4524b36d4027aa4e140e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c8e76a79db534a29b8854937192dfb19":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c8ea631b255e49bd858ce86f92426364":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6a3ed148b722458fb70e3361c6c8ea16","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0435ccd69ab547c59735fd5221ebea2d","value":48}},"c8edf49205c94e89b3cb4b2aba9e8ab9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c8f09d03b5c1409da45d6b767ca1a86a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c8f4e27dc03543d29c5930d826dc33cb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c910947c51ef4515bf0bea031185d233":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c923d43aa134407e9fcf9a424c0aecac":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c937da5dc2e744ae99bac07ff9bd7b6c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2478a51d08db4a36afb116a7a4abb571","IPY_MODEL_35c2381e1a7c4ea0b99e0ac63a92bfde","IPY_MODEL_18e3c66ae7cb4a41b31e8febad6e9c8e"],"layout":"IPY_MODEL_1d832f697db14be59a8c031ec3204084"}},"c93fc119da034a569462ecc28d75747c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_dcc277d1463c4012ba5c0fa639ccacff","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e922739f18af417ca88da953ccb3ddc5","value":48}},"c95599bc06e345e6a76e84756b1ed40c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c95aee15916b4dab929f2bf994bedae1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c97f5df109eb43ed9781d4d49302b32a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9118b70893c348129d480f97cc9f6b30","IPY_MODEL_0717fbea5c994ef68fbae1b93ad56fd7","IPY_MODEL_b6b0fbb9eaa94a0c8ec56c120229b028"],"layout":"IPY_MODEL_c710440e7e2d43a3845d4d08276cd2cd"}},"c98296ab08264c1086ade2ad6033238e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c9a917314ad34aa6b5eb0ae5e3008aaf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8a0cf81d5bb042b5be09eba3f2369071","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0e2a490cec1a4d788468555ba9def345","value":48}},"c9ae518f8dcf42a9a5050d4cc03eaddd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c9bdd942939f423a898dfeb46ffcbc83":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"c9de9c2463a640679e9a87f42e3830f1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"c9ed7a7b397b4bce9cdc9273f6d75610":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c9efe28f1ad44367bab514f35f0ac75e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c9f125b8bfc14c0183e6f2eecc4b4404":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ca003a8c99074648bf43396407da0fad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5e4cc75d52d745de919cc4656f11ab6e","placeholder":"​","style":"IPY_MODEL_f691bef384b24865a5eb58e2955b32d9","value":"Predicting DataLoader 0: 100%"}},"ca0b0a8865a047edb2b5c1d03247c7c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ca0b5b0a153b4cd398c58b4857399dfb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_152761fd663647c59171cd2409da342e","placeholder":"​","style":"IPY_MODEL_b8675939e75343fe928c5e0eca4ff60c","value":"Epoch 10: 100%"}},"ca123b115b0d4416b735e20715ab7e41":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"ca4316463aa04990bb329d632ce57efe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ca44df47013d49ed8adeed0da1d30ca9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9316d370b31148928808ae0e04dddd73","placeholder":"​","style":"IPY_MODEL_e6ad6b4169ff4f5b8ba6391a6936e6f6","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ca5c057941464b44804ba04e816c961a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ca5eac48892349d4904ad8cf6e306b79":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ca5f821bc4c447618cc1c1bb1111c6cc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ca6915f222c244f6839610cb1cbb230d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ca779198561b4def9a97f5ab3dfd9020":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_826f7fe0a7f9470ea96527b0a10e22e7","placeholder":"​","style":"IPY_MODEL_25055eeb175748a9875fd0778eb6f3c5","value":" 60/60 [00:16&lt;00:00,  3.70it/s]"}},"ca7dab32087f4df09b1eb83805ecaa86":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_93e684ebd3b74f54974a109201c6bfad","placeholder":"​","style":"IPY_MODEL_01827a9cad6a420da382f2daee70c6bb","value":" 60/60 [00:15&lt;00:00,  3.85it/s]"}},"ca7fe7ae06dc432e88dec8474b5e5b5f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ca8460627d0844b89c394bd9bea91589":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"caad500fe06e47968fc6a280cfd27c30":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cacaa76d57c341dbb1bf3f4f650f65c4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cacaaf1f8b9c42ce8cf11546d1ce35c6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"cad0b84937d94e4c845783ad0e031469":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ef969c59be934bd083ee3528a4cce86f","IPY_MODEL_ac9944080352424a99922e506ec38be4","IPY_MODEL_f9c11a1e4d384292aa49ee7e3d187e26"],"layout":"IPY_MODEL_79e57cccce5b4bf2ba8044ba80a067c5"}},"cad6fcb8ddea43acb13e03c5eb97240b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e5ab63ebc5614bb2b3ee0a5a3da058c0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a329a3fc8f09403e91db58effc39f244","value":48}},"caf1c86069ac433a845dcc064e47aac3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"caff21513f354f9c8c755fab9ba0226b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cb0e49f9356941ec845d32ddf264784c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0318a12c08a7472baa73c81ea723c2ee","placeholder":"​","style":"IPY_MODEL_12fce7ba4edf405a80a0edbe72f24a51","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"cb0eb6a24abf4d98af60b51809027b40":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cb1b1b75bde84573be8ff5437296af0c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cb2bcf381c244d4f937e899a017e2e02":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cb3a273df05b4c36a877e47de6d4e62a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"cb4982046e7841ff91e24057eace847b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_fbf27877a5b5470db9797b5bc4cf79d5","IPY_MODEL_1979b02566874829b060ea91661cc5e6","IPY_MODEL_814375ac60ca4725841a019c450c272b"],"layout":"IPY_MODEL_2af3057719834b56b46e189b27e8e05d"}},"cb69e401929c41ebb83e0ccc0cd99f74":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cb6defbeb2d245459775ef0303c347f8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"cb7b2ee7ab3446f3b03114da6869bf83":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e8c7939a509e46eea71d0c06a9f5a212","placeholder":"​","style":"IPY_MODEL_3a5bae3b020641f4ba32c305e05d9ea0","value":"Predicting DataLoader 0: 100%"}},"cb7f228df1db4b4b8ad98c4989ef401c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_345f26cb999e43498e2cef037a29a043","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_b9e0cbd997d9473a94ca9b1542327080","value":48}},"cb861c7cfd6748f5adb9b9feec14453d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"cb8d8bda0a2447989736716edabb199b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c74aa9dd866f4fdd94e9869f8758bec3","IPY_MODEL_de325e51a9484a66a9f410bfa7aa88b4","IPY_MODEL_7c80413a81134a70990381d9aefcd17b"],"layout":"IPY_MODEL_36f89dd990444034a15b97639396f99e"}},"cb9fb567ea1e45c8b4f086a4b68ef7cb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"cbbcfff7701f407884977071b6aa5611":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cbd33e7d0b1540758c28e09f9d71fd04":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_80c5ffaa6e50484bbf5580932d23d34b","placeholder":"​","style":"IPY_MODEL_b5053549c50e4ec0a92c19864f8d9c1e","value":"Predicting DataLoader 0: 100%"}},"cbd99f340a2446b8b1ca72ecc098cbbc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3061cb7e7c1f4bf797fe0ec292393724","placeholder":"​","style":"IPY_MODEL_c0a56007263d4467b11ccb372a6c0b00","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"cbe36f495323467cb6d26114a23de212":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b55e506c80b642c19e3e5c0e11d706eb","IPY_MODEL_263029521fd749a7b89bdbd7a56cb97c","IPY_MODEL_286a2ec64bd24afbbe4f25fa1a5b797f"],"layout":"IPY_MODEL_e29910f4177b483d8a26b446c62f065e"}},"cbe6cd434a4342a482dee2521b58af82":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_19f3b3cc78d94a37b3186bd48a7ccd62","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_10bc9d4532e441448f36a79d7429c3dd","value":60}},"cbf779864df144799cc549949efdae37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cc0499e448f64d25b478e38d717de901":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"cc1d3535a33f42cc929ef5dacceef3cc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1099f7ae5d2949de92b92e38677b9be7","placeholder":"​","style":"IPY_MODEL_fcde6b12a27545da9b7e7b70cbaf53bb","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"cc39824fb3924199ab47854b7f16f770":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cc485b8b447d4440872fcd946524f191":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d723f69850a14437b99f7144dc5686bb","IPY_MODEL_002a3491dc664aae9d06cba7ad75f18c","IPY_MODEL_6fd8ca337408459a805a990d8421f6e0"],"layout":"IPY_MODEL_0f6826a94e9c40c2a24373921fbfb789"}},"cc782eec3e1247bb96653ab1bad6e34e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cc7a4eb069d4409186b4fcff69670f6f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cca8f707992640068535208c35ba5fc3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cccba7e4f85845a69505ee30aabc328b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ccde7579e445426aba3286f51fad266b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d63cf8dbd85d439eb077270285880c6f","IPY_MODEL_7ff17ce5a39b48e6a73ec91597c39e39","IPY_MODEL_45658adb2f704c13ab41b0ff2c348429"],"layout":"IPY_MODEL_0d4b30609ca14ad58f47f566bbb4c485"}},"ccf2376eb2d8405d9ebe9d319dcb3c36":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_39270afaa3bc4936994b36404ce538b1","IPY_MODEL_50c4c7600e394891b0b6ef43a3ced685","IPY_MODEL_7a38d310faf4406f8ce63a20c8127a28"],"layout":"IPY_MODEL_32c68308e4dc404f96118493c15017a6"}},"ccfffd9e2ed74b399ea5a5e314eed421":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cd21b61931fa4f32a761aeb9ff4e762f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cd2e86b3a76c4a38b7027cd6037393cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2228c6f2259b45f09395a14df1a1fb37","IPY_MODEL_3b7420f5932840308b913fc7546aeb2a","IPY_MODEL_1d62a12c10e44aafa7f1b60814a05e17"],"layout":"IPY_MODEL_b0466bfc0f4247f0902e4bd69886232b"}},"cd3ce4e68f3f4e29bfe322458a5d589b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cd669c0845cd44f88758eb7d96056674":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2f8336062699400f89a3bdeda6ad0a1a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c3d3b14f17aa4f8da7cadc53d7c7b803","value":48}},"cd78baedeebe453b9957e824a936a993":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cd79dc11b55444eb8effdb1cb0464f38":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cd7f0d30d9134aa0b1ee3714b1d8f56c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_21151caa9ea6497d961929843fc62488","IPY_MODEL_1beea1dfdbc442d09b7ace44d0f838e0","IPY_MODEL_8aa56713835e425b845f1546271a4471"],"layout":"IPY_MODEL_54ee4d8a01634f8f9e1e0f4dc0b7c5eb"}},"cd82d409dd034e9c9de35c079f8f7199":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cd8a5785e7234235b9beb901ea80e405":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cdd119578e6540da92733823207a07b7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"cddbd1e3a6b945dd9bcd1369b1c0d8e6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cdf39994dad94273ade86d149003fab9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cc39824fb3924199ab47854b7f16f770","placeholder":"​","style":"IPY_MODEL_3fa409fafff24392bdb75b89bd6c607f","value":"Predicting DataLoader 0: 100%"}},"ce09c54c2f8d425c9dfe9b41ae7dd6d2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ce22d92eab4c41f494e74fa0ed61b0a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_bca7ea1b46c0402cb6b0bde809cf381e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d06de4353a5c47848739d7cf357aee7b","value":48}},"ce23b887cdc54506994feb66456e54b8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ce2c58fbcd274ea38850760aa367977a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_32212d1f7f814a3bbdd6b1551c8740de","placeholder":"​","style":"IPY_MODEL_6282249a748148059d91a444bf2bc598","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ce4aa27725c041f582c8e2134208d1c9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0c8e9afd16d44780bb35d22626c40658","placeholder":"​","style":"IPY_MODEL_3bcb37026d0b49fb9fb3cc9e4a57ed6d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"ce512fd93c41460a849c49afbbd77dde":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_31ed74af7b6f464d9f4cfa3f0c8c1709","IPY_MODEL_0c8fa9e684ed44fd85cc9140d46fcbaa","IPY_MODEL_47ae93d4881d40b0a7a57639b76ca3fc"],"layout":"IPY_MODEL_7aa7de142eb74ab19d508ef3f8049757"}},"ce66f85d7a3046c98e5ece4206203227":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ce67301584ef475baf5b7403f3e5e111":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7e33c63549714e1fa43d2b4fd3dd2ac0","placeholder":"​","style":"IPY_MODEL_94428917aa2745208f93631005e0fa70","value":"Predicting DataLoader 0: 100%"}},"ce78af2c29814ac8a054dcd7bca04f5b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4250cd5ff42a45adaedcd7bae3dacb55","placeholder":"​","style":"IPY_MODEL_15e8a0c109474bdbaab1cacdc1c0946b","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ce7b4f525ca54065927367c3a46d9381":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ce833f7a8df74caa8c7efcd5bea304db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2ed1b1145899415bbd59eb97c8b3d0d7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_02cc61c5644245a9a2fc31c951b4ce45","value":48}},"ce85f9ff592b4e15830d7b9275da9b1a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ce884feef0084f02bc4513aacba5daf6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ceafc532105447cd9191dffd62ea31b8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a9edd4c8512940dc898332f781178372","placeholder":"​","style":"IPY_MODEL_cbbcfff7701f407884977071b6aa5611","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ceb482d525874764aeda29b37ec3b0c9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_868d6edb422b4922929d3cdcb0cce495","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1c6d29f432864bcab3408583880b3037","value":48}},"ced39cdc544d49bba90742fbc7597324":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6ec1e9ab13804ba2bf799c14db367588","placeholder":"​","style":"IPY_MODEL_218de6b87c9e450d9510408c2806b613","value":"Predicting DataLoader 0: 100%"}},"ced8ac2203004f0b9403e93ee7c9f13f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ceea7295831c4f159f023ed31a2cc9cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2d5bad920acf4df4be527bab8352d5f6","placeholder":"​","style":"IPY_MODEL_ed3b7f83b39040da96dcd21097fa8e4f","value":"Predicting DataLoader 0: 100%"}},"cef609536a6b428581280dee305e167d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cf08627517cc4be6842769d203abf649":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7229ac16e2dc47759f5ac07dd2c99709","placeholder":"​","style":"IPY_MODEL_89dd2d318ae74534a433841d90b09f0e","value":"Predicting DataLoader 0: 100%"}},"cf1db29b835b490597b359f75b4467f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fc1b6e234a3f4598ab9527bccf3ddbbb","placeholder":"​","style":"IPY_MODEL_f7af2853caa149aab647d562910072c7","value":"Predicting DataLoader 0: 100%"}},"cf3bd1d41cb34c80ac4051aa8ffae7e7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cf3bf9541be047248cb0f5b5f0a93b1f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9e8713b6682642e29d84708a1e88922f","placeholder":"​","style":"IPY_MODEL_7c187386be3f4b34898db761aaf8f77a","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"cf4b010f1bfd47339a6788e7a03f582f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cf4d2ac911aa4b69a4bc243e950930f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"cf58ace3077942439b78cd513c2b12e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_1c8d173522e74859b1e3fc6d4e7c3148","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e2be142c44774f9ab848334a39a608ab","value":48}},"cf5fbd20ad9e4792bef82c55d0697368":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cf6e6052364a45f88f04c51c8c0f38fd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"cf7308f68bd44c4796b7112af4960f02":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cf7b97b4c6e84321a94cce0133cae931":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cf8eb1d4d20b41df81b175524c6015f0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cfae30adaa194bfcb44a52dc3f4e88ec":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cfbae0a539744bffaa186cb31b17d289":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"cfbea203fe644ce7a708a1e29fd0d14b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cfe5993e30ed4316bca4a4389216f31c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cfea2695f6a94861a4bc005b6fcc6459":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cfec4e28a49d460bb830db2354ac1f56":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2a11d5bdaa744642bda726bc6d9d9a9f","placeholder":"​","style":"IPY_MODEL_3b0799609f544d939cf38fcda10b200b","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"cff2580720f248678c8d761189f922d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9ba6d59280b344d28e5f94cb7806fca1","placeholder":"​","style":"IPY_MODEL_bdd3a7ed57a14e7ab3722672c9d11b3b","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d000f8dd186c480d91d04c3c78383599":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d00a39b020cc4880855977d8c9a39bd3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5b234fdbf2e1418e85dfa125c63eff8d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_94a2f2894f0a4f0e89fdcf5fda88b80f","value":48}},"d0296189f5d04ffeaf6bc0ccc72e52ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_b031cdc010e041aeb8ce1ee06ceae28e","IPY_MODEL_697e95c9e1c54f82aec2733059c62e2e","IPY_MODEL_2f241adad8cc462f8f7b700126a6447b"],"layout":"IPY_MODEL_6371a3c4c056493e902b2e807bbf2423"}},"d036815c0eb643c69a6867efabffca1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_25e2d7f72fb54c55a52966526a082664","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_bdf1b276be2245618769d7e0b5bf8c75","value":48}},"d040e9cc571a46b48173a7d1f82b5120":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d04becd321c947f0857bdce98f8dadd7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"d0507c948f864115bf47c139209a695e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d06de4353a5c47848739d7cf357aee7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d075f21d284e491cb7e638c105c5c127":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f7aa1aca600442aa9a49ea44cea5d50c","placeholder":"​","style":"IPY_MODEL_c497e58daa404748b0e8ee4bf167a553","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d07a0cc435b14f4e991dc8af9b1d5443":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9fdc453189f84142baa56b8e3d53570d","placeholder":"​","style":"IPY_MODEL_98c32fcae7cc49ae9623ed6e62496e24","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d0985ec6f2e6462c88bef7aa48798ab4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d0ac7b50ef8e4d1eaac27384cd6b1c8b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d0b0447002f34f3290dd4c8da45078ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d119b9daf06a4f358709e3887298e301":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_67b904f91e5e4a7990a18126626c81ab","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1809e818501f474e86519ae9d51307ea","value":48}},"d11e79795b8f4444be5ee559f602be8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_76b673393fea4afd9c988bc50a297a33","placeholder":"​","style":"IPY_MODEL_ae682168f66843069e183b57c387951d","value":"Predicting DataLoader 0: 100%"}},"d13b16ef7d52445191a03ae42e1ec513":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d14d64728aed4171abb9aa50e6da5d54":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_cdf39994dad94273ade86d149003fab9","IPY_MODEL_22fc36a0dbb74816b692fa211900169d","IPY_MODEL_6059bab8dc764fe8a04d9b65764adcbc"],"layout":"IPY_MODEL_45d63792cff44b83999778084c896b54"}},"d166d9bafe2a46f3bb287917b3a1db21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d1971da0ca0b4571a793297947b84cad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1e67d495ddb94628bb4d82890a16bc32","IPY_MODEL_72f56ff244ce496aafe3f6946f2dde9c","IPY_MODEL_e969015a08204ff8b5411f50f77e584c"],"layout":"IPY_MODEL_58e2a01fc3d04eb3b53600b5347a7d4e"}},"d1b80110894f457292d1770dc5191419":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d1b8b212731249568baadf8cc1f5a192":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d1b9e3cc5282447aab7838f8fb1a084c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d1c0cfd3ca2e490fb4636631a60c3fc4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d1ca306750b141198c29fca79b35302a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d1d9c5b26c074855ab0e1a72f94f23e6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d1ddaa9896704d7f88eec7870e0901a5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d1edfb41b36048b3865b8a0100c7946e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6d75b68580cf43bbaaa60e2151859b7a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_dca981214e91453f84027409701884bb","value":48}},"d1f6537e460e411ead5f9b4329c511f4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d1fb01a4e879463b9492e8a6b6d44bba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fdc9c138c77644caab42a9c30c983840","placeholder":"​","style":"IPY_MODEL_ca8460627d0844b89c394bd9bea91589","value":"Predicting DataLoader 0: 100%"}},"d1fb2b245c534659915c82f93224670a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"d203750b2e7d468988f499f8851ef900":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d20bda90120048fa80d2c3ee75f555ba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_201122012700448e9e2c9dd43683aacf","placeholder":"​","style":"IPY_MODEL_aa726960057748cb992cd86105d5c86c","value":"Predicting DataLoader 0: 100%"}},"d22ac887fed549cebb585291e8cd9508":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_1bc039f9962f4758b874c73b9d8d7f68","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6669f208c8aa42d79296228a16e5b453","value":48}},"d22b4d0e54ab4d6faf126dcd1e3e047f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3e97bcfdf45e4bd7950fdaddae50b03a","placeholder":"​","style":"IPY_MODEL_aa33c20c14ac4dd6a910629e0c1c81c0","value":" 60/60 [00:16&lt;00:00,  3.54it/s]"}},"d240cd8ad92e421fa5d7009ed279cb35":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d246dc141d724b9cbe9dd94860389bea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d26b4806cd754a528dd39044984c85a9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2724e91d54204a8ea46f0efbf8d9d041","placeholder":"​","style":"IPY_MODEL_c7e462d9e54c47788e8c37785d805eed","value":"Predicting DataLoader 0: 100%"}},"d26e4d2cacdc4d689e8e00ba5c257f8b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2bb1ac39343c476a810c21a6a2bc4423","placeholder":"​","style":"IPY_MODEL_70a6a221f2724584a8cb7f83523e186e","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"d271cd3374174bb1b95f79051db1d2e3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d275d27bae7e45b1bd6643bcede15cec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d27f75caa7a64007a2b384395357321f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c6a3fe40be51489bb05bc72c4c90f3c5","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a4f37a93beba4b66a315db3533db19c8","value":48}},"d282dc0b96e14590bcc200c7d2bf8e5a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_cfbea203fe644ce7a708a1e29fd0d14b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_67e9ccabf01c4ce1928dbd61c3bedd8c","value":48}},"d29114a9b7ba460b8b0822882eba1ed1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d291c1828bea47abb4999a250a421568":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9d4b0b7382d24662b9274860f993bc61","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e36fbde7bcac473d97afe27d15eda051","value":48}},"d295bd5020c14793807ab2e0f09f3faa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8eafe997a6b940e09aa77cdd6bf3dfd7","placeholder":"​","style":"IPY_MODEL_771747414ea64434850ff48bc9a5ebea","value":"Predicting DataLoader 0: 100%"}},"d297b7b5e45d4b9597e7f3d2484c1f51":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"d3004596c0f14d59aa91709e8bd5c233":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d30252454b81484b81a3000451c1f723":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d302a103786b4fa6affb4e75cd93c4e0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d30d3bda607b49d1ae2322eccf2b8a05":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d31707310c204a60a4901991787defaf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4e16e6270e034dae93fedbdd3a98510d","placeholder":"​","style":"IPY_MODEL_0c639df0ced64dd7b3e1ac5e4c589987","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d31d57645b6b402dad19f3c4bf445e37":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d31da2843a954700b1194e1fa9d48845":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c162a6b7867a4823a4bb5a105e8a9e7d","placeholder":"​","style":"IPY_MODEL_db493da9ccfc4b70bd727fbb2595a23c","value":"Predicting DataLoader 0: 100%"}},"d31f96f653f64426a01cdee545f458be":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d3246aa5af2340c4998420a079289624":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d328133f341045d48ce15513556db935":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0d80a8ea9795437b83619ab8b3f5fd92","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f74e823124a642229dd4e7e073049780","value":48}},"d356a644e441431d8a135dc532c953ff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8541f82c867446b18b449ec3b0ff91ae","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_57437af61ec04d7d9db92074cea5d3e3","value":48}},"d36ea80635d34ea1a9ea99b14abd5369":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d38cca4416484471a95b6781ed12d257":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_694a8c4c2f3e4eef9d138153646bba86","IPY_MODEL_78fd039bb38a4b5b94eaa59d02e32cb8","IPY_MODEL_0cb276e08c45438796ae7b8b7ec1d2bf"],"layout":"IPY_MODEL_754d612a89c142b2ad8868b1b24fbdac"}},"d38eacb543ec427cb683d0f1b914c468":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d39226a4ab204fe388b7cab58677823b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d3a5851efed04b808010123bf9e671de":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d832b077069b49528417e510a576f90a","placeholder":"​","style":"IPY_MODEL_b4d281fc4c83455c991db6b772c84ff6","value":"Predicting DataLoader 0: 100%"}},"d3a7eb4a928b451291f7d3189c832060":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d3aaf6787df447789f3f42b3d7779fa2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d3ee43198b884b9691d4868d4047daac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d3eff4d5ffc04b1c958f870f71962b71":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d4004e12ec334c1aa0a85ab40b63daa5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d409879ddfd04d8e944b2748bf84be9d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d4098fe3d13644639108bed31777cd3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d4104d2f4ff14dffa39dfda2c5c2dd1d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d41d7f2a206642debb1cef5b748f6dc7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d9ceee4fb3aa461bbf5db9765ecbad71","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3b9c5ed63e2e427fafe6a1b8ad3af980","value":48}},"d4363e378d4a41edacba75f24b5a8493":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d4427666b78a4f8f8afefa8f1dc6fd8c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d47114f666a24c2d8a94f20582deb5e1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d48451ee8f9c4a018699e7e3704755db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_84a1ff83413b41bea5597e3a3db1e8ce","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8afd50965484433ebc32ccab727b3ec5","value":48}},"d48a2edeec5c4ecc912c5ab52b2de555":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d49f559d15414c9a8049462336230a7b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d4b3b70a464e42d4bbd4c5b5a193b294":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d4bb1d65b3f445ca99326a1cee0ed6d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_73722d8143d24c59b159de188e39ad9f","placeholder":"​","style":"IPY_MODEL_8e3d775fcace40949245e7c36608d777","value":"Validation DataLoader 0: 100%"}},"d4bb3bb69c754b48b1cb73fa2f2eceec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cd8a5785e7234235b9beb901ea80e405","placeholder":"​","style":"IPY_MODEL_97a79d9b3c95418ba4782b57211e39cd","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d4bf1f0cbda04f4998bc07e21dbc3c52":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d4d1e4f4d2c24e5d9de941598c2bfcb5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d4e2f0c4047041dd9376c9e01d2c41a9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d4f85fccae1f406a8d6b2a8339cc94b5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d4fc3c860de8473f836fdb798c3ae1db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d5172d1d6d4946f7add8df75366aa1ec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d518e7c03a2b4bbf904e32199b78e95c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4b50ab45e1494423b47c1ca37163aec9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8315de85537e4a418682d83ee4322bad","value":48}},"d5226b00fa394007afea3f56f23416e8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d527a4665b764f0babfe444135e3cfac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_87be539f1ce5493192c01f01d044efc0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9a5336c21f0344fcbd229d7920358fa0","value":48}},"d52ab38cb9c94fb487ad9241e1a70f27":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d52ef37dd38947808849ccae7ccf61e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_be81a4ada79e437ea7be24ab38a8598f","placeholder":"​","style":"IPY_MODEL_a89b385bd520499787a8930daeff280b","value":" 60/60 [00:15&lt;00:00,  3.80it/s]"}},"d53acd2164b24329be3b13e80f7ffa0e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3f652b6624584381a3a24411c60d12b4","IPY_MODEL_01d119e1884e4b9f88358c050837714a","IPY_MODEL_a02470e7a167418c9699e3a5e40b1be7"],"layout":"IPY_MODEL_9120efcfb0204bf6855485730b8cae89"}},"d5416fc1ff13441da19e323d1207250f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_9c9b31a23d724f44a2edb107da5db470","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_163d3420b86a4a30a4f7948febf36370","value":60}},"d550747327734ecb83ee19d7ca47b3e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2c975626038b41a7b437fc8d4912bf5f","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a9ded3941a294b99afd51929c17eb278","value":48}},"d5570bd1f813418590da8ad9499ed054":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_33d88bf16c91496ca11d8b0356b339f9","IPY_MODEL_080aa2c7b6214dd49b7fd9833a2b40dc","IPY_MODEL_456d45adc5f344c9926201d05e90c752"],"layout":"IPY_MODEL_c5357a4a3d6b416ebf858cf45d847e73"}},"d5640b35fa994f1eb6ef6449a20099d1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d564d63f65444e27b6ef0a094ff3335d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d5682055f8e441feba1ee7846000bcc6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e0c31bf991424032ae1a9181790d9cb1","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_6d1ee65df20244038a4947b9c88754c8","value":48}},"d58e0ab26ba74dd9b33b0754c98dc134":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d59de5aa169a4f288cf8427f82ebdf98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d5a3b238074a42209195026e3503f141":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d5bab6c024fc472eb4a9c11e4b62d6a3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9d9a5c5abadf4fa88d4437a8164a9c14","IPY_MODEL_7511110f39ed4a6e9acb076c91e975ca","IPY_MODEL_cb0e49f9356941ec845d32ddf264784c"],"layout":"IPY_MODEL_68cf339b45ab4f039658f974d42e446a"}},"d5c8a0b0aa6743d9b50b7df8a88931da":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"d5f1111e2ced475fbb22a23fec54bbd2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2bf4d0b53b8b47beac49d061271682f1","placeholder":"​","style":"IPY_MODEL_efde1531d10d40c898ae03001176b9a8","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d6059664e04e4282a7f925d436a35a9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a63e66e98f994d59a7b0977cebed8776","placeholder":"​","style":"IPY_MODEL_a1f6917383ba4481a738347ec56779e7","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d61196f19ed44cb2a7280fd63e02a73b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d6269b33f0244e4fb48be9f93bb76663":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d63439d636c942b2a34f097563883fd1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d63cf8dbd85d439eb077270285880c6f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_74ebeba1b46848d28b600c61f661c790","placeholder":"​","style":"IPY_MODEL_a312229d91d24053a6398f1c541f4e1a","value":"Predicting DataLoader 0: 100%"}},"d63f11fb48544c0ca23c3bb1be23278d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d647b08a2d1b43ccb19a08b8f2cd6716":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d4bf1f0cbda04f4998bc07e21dbc3c52","placeholder":"​","style":"IPY_MODEL_0442e47db84248bfa065318ca25dd4a3","value":"Sanity Checking DataLoader 0: 100%"}},"d64c7d878d3d4f8aa8e32fdce459c24f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d66261db7bc24f7eafeb603ca6ece5d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d68bae044ecb4dadbbf321fd263aa7f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f41f9d30149345939ca59bb6a8fd536d","placeholder":"​","style":"IPY_MODEL_d66261db7bc24f7eafeb603ca6ece5d0","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"d69f7a01eca048d7a5cdb6438855b31e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d6a795feff52490f9de1dd655d1b29d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d6aac51f24604455a7e430ffdc693767":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d6b2b07fb44b42239fee61330e6ddeb1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_aa6ff1817f8e400e86412bbaba399bc9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_60ae050143934d12b637f2d1caf986c7","value":48}},"d6baae01f0714a3a937b1d139f7605d7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_868c917462884f5eaee7f0dafa716522","placeholder":"​","style":"IPY_MODEL_eb0a3453a5284a0d9ee48be3449205b9","value":" 2/2 [00:00&lt;00:00,  3.90it/s]"}},"d6beace4184743a284aa85bb7f6d2ab3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d6deb1bc412a41179fd6c8d575d9faf5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d6e5ca100889460e885d8ce97afab773":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d6f0b6985aa84ea696139a8af9050615":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f8614c638695489f8a6e2b62458b5450","placeholder":"​","style":"IPY_MODEL_282383da74dd422484954173932ff02f","value":"Predicting DataLoader 0: 100%"}},"d70044b2ea1949e2b641ff83d5f2422e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_3cc5742255cb4a7780a90525e0901297","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_10d49eb678e24f06ae41be076ef1b978","value":60}},"d723f69850a14437b99f7144dc5686bb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f522b0e8bbf645b28cef47337a8d262a","placeholder":"​","style":"IPY_MODEL_74af2f7cb3f34ba396217f907afbe00e","value":"Predicting DataLoader 0: 100%"}},"d72c73142a974ed1aba54d56b7414dbb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6fbb822c88ca4255a64245a20e025592","placeholder":"​","style":"IPY_MODEL_517ca0898136406aab5bb98abd8566f8","value":"Predicting DataLoader 0: 100%"}},"d7334da8782844b49ba2799a570b7cd0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_4fd13265dcf24c6a92fb2e8483896a23","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8e3ce419cf33430ba9971feccba9f2ab","value":60}},"d75a4ed9eddd4f21b311feaa99841e58":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d75fd09632cb4cd6a770ba370f8a4c50":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_25603f385b964c2e85e5ae9608f02417","placeholder":"​","style":"IPY_MODEL_a1cb0beb180e4526b98c5e146670e89d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"d776f930a5b54197a62d16244c9bc76a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d79b1b0aa0df4727a5bcae6127522c5a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d7a04b4288314e649c757502b1d03c32":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d7af8a18fc49438b8643b5290d32fda9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d7b6229ecc0f4d9881495f3a2a532673":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6ae9984097634871ab9209c86bf449a4","IPY_MODEL_7595c213fbdc4d088a3e124f9854cd5c","IPY_MODEL_5aa87aad1e1f43959d994086f10668de"],"layout":"IPY_MODEL_b70d6d991a9a44a697d1333cacdefa8d"}},"d7bb3254a292464396b617dcb295e2a4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d7c59ea9af8742268e556c8680e231b8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3839f76bbcb64adb83a53988069d6212","IPY_MODEL_3a81918bea664f9cbf5283e177d1958f","IPY_MODEL_c245ad43d3ab41589d3c8a30df1b3b41"],"layout":"IPY_MODEL_f237569c9c7549ac981113a2215cd1fa"}},"d7c7768721784713a5c61bbf0e8d11b6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d7f5bff96a5241ee844e66364e52d13b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d7f7a85c3cb04966a7c1dad423caa65c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d809185acda742cf9d03e8ca0929195d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d80e5d2a6a4b4329be63cf19cc081cbb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f6866658fbe8487383c1ee653d17af2f","IPY_MODEL_7c46083450874c2783bbf8881227cc25","IPY_MODEL_7beb3345faaf4f3e9b59849b4704eefe"],"layout":"IPY_MODEL_6179380bf233493fa9c1ee838bd53603"}},"d82767ebbc624d0abc20b0090290ca9f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d8303395543c4a748addbb0b9e461720":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_00d4c55676b941e091c88750f8aa25e8","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d6e5ca100889460e885d8ce97afab773","value":48}},"d832b077069b49528417e510a576f90a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d83ad5495cd9402abb9b56844a9bb3aa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d29114a9b7ba460b8b0822882eba1ed1","placeholder":"​","style":"IPY_MODEL_7cc0b583321a48aab9891f6d71f7c90f","value":"Predicting DataLoader 0: 100%"}},"d843853d4292476282c985a67ff06352":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d848238a88d048dc9e082f1cabdab6d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d88f027327df4284b2ee65b8310955de":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d8abcce179d047868fa7773c330ef76c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d8d5bdb6064d44d39994b625d06d0370":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d8f1538ee81b48b2b13eb60359afde76":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d88f027327df4284b2ee65b8310955de","placeholder":"​","style":"IPY_MODEL_99126a34cf2c4558be46249ca9729830","value":"Predicting DataLoader 0: 100%"}},"d8f93c473bba45fabde52562c11cd444":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d901b13f16494253a34de70064476255":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d902f14e44a54e2293564f4935396ed5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d90516c6cf0b415b8984c832f2bb6463":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d90f8aa2c2fc4089bf531f0b7b87959e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d91aba7f0df74de98321abec387d3542":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"d922ecd3187c48f8ab2e60a1e964f64c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d926e3ce45bf4491901443e5a6099b09":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d948c41adfc74340919b22e35eda2c1a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"d97ce7b49c7045dfb53d2aab46a5f3ff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d97da683a5844925a4fad1346b586628":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d981425922d34dcabcddc821b53dbf64":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d981f72b63ee42e39de37fdebef6c15d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d9971a2e4bf44169ae0d7f2d51b6a4a1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d9c43f6e979b4b2aa8ad5f39b189b281":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d9ceee4fb3aa461bbf5db9765ecbad71":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d9dddee8c45b49ba867194eb94f428fb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d9ed1a655b9449ce8f824d0d4ef808b7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"d9fa5cf6cfab48bc99d755060f7c2992":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3b220b7a8c3c457686b2e475898769cd","placeholder":"​","style":"IPY_MODEL_61057c45772147dea7b545aa55c71b1f","value":"Predicting DataLoader 0: 100%"}},"da3f8f7018b446229cb13df361386ee5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"da61518217a94f029a86410c27edaf58":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4d3bcd4a879e4eceb7d36f349d657520","IPY_MODEL_ba3fc3bcea3644a5acff87278f851e72","IPY_MODEL_ce78af2c29814ac8a054dcd7bca04f5b"],"layout":"IPY_MODEL_99548aca12234d3d9a713a24410929d5"}},"da6ee4be378149c1b4d2a4305c512a9b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_748d25eeb3e74675859d8273232b80dc","IPY_MODEL_614298e147724ab6a9c17e4f95bfcf0d","IPY_MODEL_af867e25fed7402894f11c567077e935"],"layout":"IPY_MODEL_ed3e16f3ade64b489eba603f8ead3c22"}},"da72a02991964c6d8c4d52ddab1f80b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9accac8f39024209bc7a47bc2da85199","placeholder":"​","style":"IPY_MODEL_1693ec7a5a6a449d98c709444ac91cca","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"da7ff585f9f04aca90299823e71383f4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ed01f0e1ee3245358e4ef9a7eecb4143","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fc55a33767eb4c74a039da1f1f30061e","value":60}},"da8ddb52c3eb45cea9984be5c87d735f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7c6fd5fd67974b729d437790d90d7917","placeholder":"​","style":"IPY_MODEL_93a4567b35d14eb29616a81b2442f70e","value":"Predicting DataLoader 0: 100%"}},"da96c3cdf1d149c999f22de7202a323b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_c8e76a79db534a29b8854937192dfb19","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a68a0c04a39346f8837a0a004f3ee306","value":60}},"da970b7001d94d4da336ec2bb548c613":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_a07141d8620248b8a75a1899ce2a57d3","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9d1fed2887b74972bbd782e7af4a8d6d","value":60}},"da9a12874d184d739d38f95f9cadd2ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"daa32b6665fb4d3d959e97a7bbbcff09":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"daa697cedcf44122ad9ac2b14dcf09cf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dab4d36abf114d60b098665f5c4bd683":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3ee603038a224ae49ce961eb7ade6334","IPY_MODEL_432005171bf44c49b94afc2a89891184","IPY_MODEL_49b6a182403e49a3b0304db735bfc915"],"layout":"IPY_MODEL_bdf925685fea407c898d990231240855"}},"dabee68bd0284fcb9e3a004b64a3cbea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"dad7350b050d49c396c319cfcdbc4cbd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"dadcc7c811f944c4b05b3a0b28923569":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"dae291fb779b464699dfcb0a365c65de":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dae419bce304440487a39784de5992d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c507072cf4ae4385a25fd17973f631b5","IPY_MODEL_752655cbd8e14d7fba90ccf03350029d","IPY_MODEL_885177a672f94e2a940b1b19b33106b3"],"layout":"IPY_MODEL_f295b3eecdd24afc9bf24e5e4d6ac6ab"}},"daee3edf5d974c318ed1952a4d9736d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_28bbaf73d7ab42b888bfa2a0b399a8e8","IPY_MODEL_51e43e027df94eaca723c720eddab2e1","IPY_MODEL_3fa6ae381ed447e7bd9f990ec2f60aae"],"layout":"IPY_MODEL_1ea1b0c2e4b848e0ae49dedd76ca0a54"}},"db15aca5e97342e594be464204a5638d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"db1de1e49ea443e0b52ad63d187c82ca":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"db346795ed7142eeaba2788eb07b605d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6b2ca3bdcf5044d59eeffdcd1c0c4b71","IPY_MODEL_71d93103af5041fc9aeef080dbdddf4c","IPY_MODEL_3275984e700e4d94b52405c539a53a79"],"layout":"IPY_MODEL_fe797e5bbb484ba08f95fb3d0e8f5521"}},"db39186ff60b4bb9a12866636ebbce39":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e4c9060c24764d1fb6e3592b1c7b2355","placeholder":"​","style":"IPY_MODEL_32520b4fc3d746aaa8ffb197a6f0efab","value":"Predicting DataLoader 0: 100%"}},"db3e8ad384894bc6a8b5d588676e6a14":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"db493da9ccfc4b70bd727fbb2595a23c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"db6900bb301d49d39f49a0896b4a3d4d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"db7480b8d8e240a3960dc6af6865f4dd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"db7f912ab54243639b4bf8d8cefe156d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"db8194fba46e4961bba78a5a886cee0c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_96ca4d7f37c64c1aaad7895f07e30b33","placeholder":"​","style":"IPY_MODEL_4816955248f34f6d98af98107b75c59c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"dbae1e5963bb41dca36fec43610db81f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e1dfdea6d4b3497fa162a9ce5a2a2fab","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2e7fc63f507741669d415fe225ae9e58","value":48}},"dbc63f6bea9d4068b191871cfbf03582":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"dbc7adc433264a9799d5af3b34e1ddc2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6c30bb4481e04035b6a817b3950add8d","placeholder":"​","style":"IPY_MODEL_7b2359a4f9ff4777a759de1843369ab6","value":"Predicting DataLoader 0: 100%"}},"dbc845c3a10b415ebca7c98ec596a880":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dbed475fe75747ac8738cb6c8e0a4ca2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fa53c8974e78428bae25a7416035b11f","placeholder":"​","style":"IPY_MODEL_20da9e96f54741f6829109aac62242bc","value":"Predicting DataLoader 0: 100%"}},"dbed92b48b444a459bba706499cb33db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1f6e8555aea74208a0cb91316da8c38c","IPY_MODEL_9e077ff5c0004329b3c6b09578d6329d","IPY_MODEL_5a8e6588ccd447cbbd1f2ec81695a8f0"],"layout":"IPY_MODEL_b4c7e274b8864c9b8035aefca1ab1d2b"}},"dbedad132921401f9dff5ae9c70561eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1fd5f54a01f648a5bdb169f8254acf76","placeholder":"​","style":"IPY_MODEL_eeb9b3a29a1247acbb2acdfc74f63455","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"dc13baa8676241d3bbbdb3de91b2448f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dc3c254c01e4461887594b1a54fbd05c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dc4fe8f821ca441da6ac434bf73c74e8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"dc55d7c7a85a4b9c8577aa0b85b0b391":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_864058a44f704c829f53cb968ac9ca4f","max":2,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5adb3dccc3f349e1b271a7600921e615","value":2}},"dc692467a1b04abf8c1b7f7a2c5cad09":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"dca981214e91453f84027409701884bb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"dcb80f1207a8434cb34b7c34ae601e30":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bb103e30f33e4db082a22ba10e844e38","placeholder":"​","style":"IPY_MODEL_a2402efb9e484a7cafefa9544da3ab77","value":"Predicting DataLoader 0: 100%"}},"dcc277d1463c4012ba5c0fa639ccacff":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dcced587baca43e49c8a1ef7da69ed7f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dcd2ad6b46c74a8db0ceac7c02a8d7e1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dcd8e3c5126542ef818d9739f4fdb0ff":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5dc03701cfe947adae9c4cfa800c096a","placeholder":"​","style":"IPY_MODEL_62b08c89fc44447483d598e764798918","value":"Predicting DataLoader 0: 100%"}},"dcf5e7588775428cb38577dd183aee4c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"dd1582bf68aa456790d1c6ac385623c6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dd2c1019094d499b9ee8b4ec179753f6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bac3a35d24204174b22847bed4566378","IPY_MODEL_5b286906d8a049e8bb55011df5d3f90c","IPY_MODEL_8c99e6d3c1dd4a0c85c0c84dbd2f1493"],"layout":"IPY_MODEL_f70891ea6fb4425d9fe9cb90a5048351"}},"dd2d2c8fa4884f9d9073711627d98153":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dd3a03c617ab41368f4daa8fec1ba451":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dd58ff7393e144449976f60f31c77c47":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dd755043e49a4ea484a71e5f4a22117b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_ce884feef0084f02bc4513aacba5daf6","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9699893c93a44acfab73ae12ef396f9a","value":60}},"dda3a1fbe71348f6ba916863ef72342d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ddb95347cb6e41cbb241f94375bc012c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ddc06314d7c242fda01848525cffeac3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f8b510a994cf46af93c1d12ce20bbb20","placeholder":"​","style":"IPY_MODEL_bbd0ce13b2fb4a5a9f6b5c1a14bbcdea","value":"Predicting DataLoader 0: 100%"}},"ddd58e22bcd24f5b9aee2096e7a6b5f0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9d6fc8c711004539bc074e69836cff2b","IPY_MODEL_6a94f61554a94bb7bea2191e8fb8d5ec","IPY_MODEL_e2f9f77d7cd349f9af68e606725f082d"],"layout":"IPY_MODEL_512e0f2127b64d03a0ba552b31e9b992"}},"de02a4885c084a97ba0409fae8f90102":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"de09210cc64d4ad8bcace9710e8a90d5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"de0cf78fdff14ae8ae55f46bdc5717b6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"de0f65d3a6f9490a8e4da4090887b54d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"de1b2e2be4b249629638603500028cef":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"de2063e8b7164011b0b792418289810a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"de2bd2da8c3046988eaa3e2264409731":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"de325e51a9484a66a9f410bfa7aa88b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2fbf60784fc24e35aba7d140a3d886cb","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_905033ddeefb418fb6fff6157cae2f9c","value":48}},"de62412fca7f4620a86b3b0834df4b1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8bbe5f8fc842451d8052777d4ce9441c","placeholder":"​","style":"IPY_MODEL_b3aef58d9fcd49f4a7c709a16b96dab4","value":"Predicting DataLoader 0: 100%"}},"de6aead2cba1441894153e542d8d93d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"de8b152b8cd7430ead2f76ef3e9b2d83":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"de998c1c416145ea80acaef47006b30d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"de9fc0097c7a4630b065566e68905f11":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_139b1d986edd4f9e96bfe0394c9ce131","placeholder":"​","style":"IPY_MODEL_571cf8ae8df244f5af18e5fb34affa20","value":" 60/60 [00:16&lt;00:00,  3.57it/s]"}},"deb9e4f924044487aa9fe6d97b09f340":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8bac95c0a69c415ab83bfb7a3d969f21","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_9dacb7c3f813401ca50b27c222dc2582","value":48}},"decc538915eb4ea1ab1aaf47cbda906c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"deccead793c5464a8ae0842316f9db64":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f31c5ec0ca4f4c71b42d107498cbfd9d","IPY_MODEL_df7b9d7b2fa849079ec5635afb086ab1","IPY_MODEL_1e874c89a6424039a13dc627a29c9def"],"layout":"IPY_MODEL_b020ca3bcb9b4227b53bc01c0acdef8b"}},"ded49a2a31c9417691a089cf9e473c71":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"deeb6187273146dd98b937243d93a171":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"def4fc407ee342f78b085479b74a09ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a07c6612a471487cb76bd6034cf5925f","placeholder":"​","style":"IPY_MODEL_0b79acc6dec1454a8893ec635117af35","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"df05feefd7e94997bdbf415836feb0d6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"df082cd6aa7a4797be5e301b39a5b4bc":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_55d82a6ff5934335924acc5b2bb970fa","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ce23b887cdc54506994feb66456e54b8","value":60}},"df0b5644476449b7a65451e9ae30ebe4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_026ea78da6064275a22fd6fdf5ffeaaa","placeholder":"​","style":"IPY_MODEL_3802aea15a7e41cba538b7eb6f512cc6","value":" 2/2 [00:00&lt;00:00,  3.90it/s]"}},"df16e9e62cd446a182f0bcc273235c43":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c1d6a67719104e96b17836bccf34589c","IPY_MODEL_ce833f7a8df74caa8c7efcd5bea304db","IPY_MODEL_f688a1dc99a74aaf8f6c14f8baea39f8"],"layout":"IPY_MODEL_0abb23953a20454db8b2971feb4412fb"}},"df184e965e0b43d0a358b1b7ed3a9547":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"df1918cd0d85459babbc4192a4025da6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c8bb39a2ac994883be8e9027da10a831","IPY_MODEL_0f6cb589a8a74a08bd3d911c8683639d","IPY_MODEL_fa63155f38af4b57bb1c3f0c85ccd7f9"],"layout":"IPY_MODEL_3621a2f2a10b453f897ed907fce18a9a"}},"df1f3894685749a3aa8ab80c4d5feedf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"df1f9e69e9674505bd98f18b4553068e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"df2c93876c6a4f90b54c99728048511d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b21a823145c74ac8825502080d70a197","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_eab8f33aa2804fbf92e27e07f1578ea1","value":48}},"df4be0d5ac7a45a5be4f5c334b1eb6f9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c32f56830a9444a18f6aad03b0c9e109","IPY_MODEL_b22b337edb48489b9f0b27dc440e6bd7","IPY_MODEL_cf3bf9541be047248cb0f5b5f0a93b1f"],"layout":"IPY_MODEL_10f32b7b274b40e1acd1156fb7a76ac6"}},"df5640e813e3466f8dc215d7cb65654f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"df774036c77b4bc1927b0abf7e771fd4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"df7b9d7b2fa849079ec5635afb086ab1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b0d9c0ef2b5d4acca5d36e0ba0218d9d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3e18b1db3ad04b6d8a1fc0360573fb90","value":48}},"df95f4cae46e459a8a9736e14d041d8d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b97ae21f0c2b4d8592861c09467bc096","placeholder":"​","style":"IPY_MODEL_9898ea921b854f0b8ef18ae78161be6d","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"df9cd6bf1b33493db66c341d9fa640c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"dfa29a7383234c7b85ba22fde5287300":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2c5f7591e19943f09f04fb6fa53bbff0","IPY_MODEL_0251f6fc7c744704bea0b0f23f882359","IPY_MODEL_85c0126f549244a195af434203f3af02"],"layout":"IPY_MODEL_8004545849e34424a479edce77c155ad"}},"dfb8bc38c5b54ca9bf67aba6ead2cf86":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e8b4c05a4fb0481ca162f0820906dfbb","IPY_MODEL_1a1d5beb8081430ca9ced50d1b28dbc8","IPY_MODEL_1ad8e1deb67f48a588b50e0cbf7902f4"],"layout":"IPY_MODEL_5bd9a00fbdac4e3da69bfdf8fb464361"}},"dfc74a3aed5244f38bd5caec132dd5ae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"dfda3ad7995d489e809bd0b456edd899":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"dfe8dffb51ba4fa796c565bf5c00c694":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_515f2835bc9640d4a20b3ad66583aa76","placeholder":"​","style":"IPY_MODEL_1111a796ca884cf0ba8df8728ec9990c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"dffb824f981f40b496995f088d81ff9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f39568f2426941ad9d6aab9afcaa6db9","placeholder":"​","style":"IPY_MODEL_8fcedcb007a243b0b2f23a0730d51908","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e00e2ba070064ed5b71e0d4e0b635cd5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_30bb81e54c4c4dbda60d8278d6ce2666","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f956ab50666b4dbabdb3fb1e381e771b","value":48}},"e02213634dcf4af18ae8c449e5c67063":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e02f49066e2e4ca189b79c86d6080b76":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_066b56677b9e4f6e8572d4cecf07cf66","IPY_MODEL_d282dc0b96e14590bcc200c7d2bf8e5a","IPY_MODEL_0c97eafeedb8478f85f40d47bead776a"],"layout":"IPY_MODEL_b086c8497e88409ea4621939e73023cf"}},"e037f05b6a734ed2b225f157fcffe6a5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e03ec07ebacc4599aec18e3c5cd6f418":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e05a460360c44d869ad0863dfc1ab0cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e06937a7a39e4dc1862f9cef6c038514":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_862320ca0856433cb963c41683d35474","placeholder":"​","style":"IPY_MODEL_8cfe1b74a7f04e03b1ae067098da9d5f","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e08ae5df6cbe4bcdb318bdcb403b08ae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e092b33280304a1c80b286cf64af66b8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e0c31bf991424032ae1a9181790d9cb1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e0e3dec5f6e8490f935c6d44ac16e12a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e0ea2c4a81b14524bec85d1b5cc0a6c7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e10b45d5a4524ac39ee5a48dd3aa5642":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e12b711a22f541f398fde291312f9367":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_f19c9587b0f944638fd4231311972cd7","IPY_MODEL_aa31716a503f4b26b98c851af167860e","IPY_MODEL_1115bf02908e4e108c2785298160ca13"],"layout":"IPY_MODEL_c8edf49205c94e89b3cb4b2aba9e8ab9"}},"e12cbce3ce964b3c996e6664f4906f03":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e1453e87d27f4939bafe341e5cbf4c03":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e1552af33afb4cb49e0bd4971167afcd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a55dc18033e748ddb77f5272e93bb2c2","IPY_MODEL_ff1ca21cb9174f58866efcbb519a6679","IPY_MODEL_e95990084a744fecbcc302f18c96d830"],"layout":"IPY_MODEL_2b43902cb81142b3ac9efe51362f6b80"}},"e158e948ac0f410eb3674482ef6e4712":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6386ffe8d47f4911886f84d0dc40cfa6","placeholder":"​","style":"IPY_MODEL_fe7c60443a7545d3a613742b0e1f62f2","value":"Predicting DataLoader 0: 100%"}},"e159a3bdd12f40f5994f7906048084f4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e182a073a24e43759b7dc0f08fa8bc60":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e1836a90b0584139a2163a0ddb2c5e11":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e1a3e8e085a2409bb128c9c724659484":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e1bbf4f416074952b7088121a4d626db":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_216a26b6ca40417385caee3ff1e2a958","IPY_MODEL_f7b7728ac09342e4bf3208f81bd1649d","IPY_MODEL_e5853d0cf22449efb1712391123ac901"],"layout":"IPY_MODEL_3a23d0647c0d43349a788c6ebac4182d"}},"e1cfb69b16714e52b71cfa09b996d342":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2dc523506c934328b529417785087b8c","IPY_MODEL_91082f96eb884e5dbd03b17020146e93","IPY_MODEL_5f4671c3ee9e4185b7adc88089260bd2"],"layout":"IPY_MODEL_277cb480c1914f338ac9ef1d20f2e034"}},"e1dfdea6d4b3497fa162a9ce5a2a2fab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e1e62b3dfe9c4d20aec1cab6898024c1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_984e8a0520494028a9d1fbe804975d1f","IPY_MODEL_add3922df3de44fb9e069bf0ca2afa8c","IPY_MODEL_34a3fb822e1e4562bd4b978aa0cada22"],"layout":"IPY_MODEL_a8abf611c1334afc84a7564c38841eb0"}},"e1fde41fe7b44ffe8dcda34cb872b706":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_43485b65dcb343c89748703d6de31689","IPY_MODEL_1edf55e5e7e6459397f9fe983d435b2a","IPY_MODEL_49a208ccaccc4336b0a26cc49bc07000"],"layout":"IPY_MODEL_4b16ed3a8851434eb8acc9ff382c4020"}},"e200571ff1314118adc5c861b30d7720":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9978daca9390445fa64daefd1ce26e5d","IPY_MODEL_f2c9d8b3f6e246688308abd3ebfda4eb","IPY_MODEL_252eeb3e7c4e405eb48ade2da2626fcd"],"layout":"IPY_MODEL_5a1be24b2ffb47b1985693b0a25a328c"}},"e2109d836ff34c8fabdaed3f863e8aec":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_35c63748f7744ea3932a9ca8e452748b","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_481cf9d640654c1ab6c341efff938466","value":48}},"e226ef4bf3e2443aa54e5c020a515325":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e298209e93954a7995fd545cf2718402":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e29910f4177b483d8a26b446c62f065e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e2af4f97fc2147369f87e9bbf3c0c082":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e2be142c44774f9ab848334a39a608ab":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e2bec830f79748a29a75534425d3e430":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"e2c2b1d810c14f858b8fd10843dca7df":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_2a960aabaedb46189e0408d595431f34","IPY_MODEL_cb7f228df1db4b4b8ad98c4989ef401c","IPY_MODEL_97cca35fd6b24ff7a76563526e82dfac"],"layout":"IPY_MODEL_f68cfd2aee0c4da68394d3f5ee3974f3"}},"e2c7ecb5ef614548bbd8f8abf135dcea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e2dec886f0bb423db488341f41b063bf":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e2e555c5f3ec44cb90839089897f1420":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e2f92d484ff941a099e2ad1cbff114b4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e2f9f77d7cd349f9af68e606725f082d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bff51bacc11340e690721a8e6826c4f0","placeholder":"​","style":"IPY_MODEL_7cf781b8834b4514a426dd7319d3b15d","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e325789c969b49b68bb3212f89b2bac7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e343e9d3d8474e8db1fd3cd19da94504":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e7ad02be85734d70a84c60b192f4c1e4","placeholder":"​","style":"IPY_MODEL_1b1ed0f111d944beaf548fd4e982511c","value":"Predicting DataLoader 0: 100%"}},"e352e1cdd1d64362a44c338c81c6be53":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_da8ddb52c3eb45cea9984be5c87d735f","IPY_MODEL_e413467ea6f24872912b11acc843d84d","IPY_MODEL_7512333d8aeb4f64b86bdf055459bc9a"],"layout":"IPY_MODEL_41006926dc5b4c4ead2adc40cbce84ce"}},"e3573b54f6704e60aec7fe28cabe9e2b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e36bb3a3436d4fd980f3a4ec8d63deb4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e36fbde7bcac473d97afe27d15eda051":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e36fc5adcde74533b54eab8e2c2b5ad2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e38963ad8ae346cea05840761bd7d051":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e3b64c5e4a00424b856a392eb72663c0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e3b98548744c406a8bec36352aa08b1b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e3cde86942014341b7d701dbd45d8a93":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e3dc89909b0b457f94b0ecf4834ea113":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9d0390e67bbb40c4924e1e4d8535274c","placeholder":"​","style":"IPY_MODEL_2f606aeb34304f25913c6d781b53acd8","value":"Predicting DataLoader 0: 100%"}},"e3e8b0b071a04a0c934dc64e90387598":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_3f7aa2b3849e4472a1a833958513456b","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1c4b5705cc23452d9dcb9129f502d5c8","value":60}},"e3eac391c4be4cb6a9a275d7ee933759":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_324d8dff8042422998b85e537720f4c9","placeholder":"​","style":"IPY_MODEL_1b8ba6ceaa6d4cb4a21590f36dcd1b76","value":"Predicting DataLoader 0: 100%"}},"e400098cbd8d43318b10c2e5e360da48":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e400e582a11b4c438eb25b54bcfa24dd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_317b311857d54ff7b4510e07a759638a","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_49545a9ddfae447883e8ffad77346ac2","value":48}},"e413467ea6f24872912b11acc843d84d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_92c7d9069913462ca348fb03546e8964","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_90713ad9a32444bc9aec22088fd5f496","value":48}},"e41b3887bff44080b02756cdf3818803":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e41ce3819d3c418fa075fc758d077136":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e423f26e4a504e3f8e4e6b8aafe5b860":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e4748b7fa58d45139061a41e1232c609":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e478386ec2f543199c1fce944738392e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e49325b4c88d4763bf61e572f3e9fcee":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4bdcb49632cf41d6b4196cfa317717a9","IPY_MODEL_091ebb2f365345b285f9467c195638c3","IPY_MODEL_c3cbeb4bd56841c9807f9b63914d7bf7"],"layout":"IPY_MODEL_ee4c513ee517400094963c1248c3ce6c"}},"e49b96ddfb1a42398db57d29fe34fda2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e4a0a6b7e16948eaac22b8eb0f404d42":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e4c12c0de58944a4a3c1077993784c52":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_bccc325c26954b58b4f64488a3250977","IPY_MODEL_d27f75caa7a64007a2b384395357321f","IPY_MODEL_cc1d3535a33f42cc929ef5dacceef3cc"],"layout":"IPY_MODEL_b8d518fddc024096a7e1ec56141335cb"}},"e4c9060c24764d1fb6e3592b1c7b2355":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e4fb385b73e647998ed2f94b5ef39c52":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e5192ffd78f2444eb7a82e7f02a8daf3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e52706aeba714dcc980ab683884e8db5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e536d59a740d4c0596f145fea233e7aa":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4ab932b57c6c4a629b8d0d9a5f0cb016","placeholder":"​","style":"IPY_MODEL_cd78baedeebe453b9957e824a936a993","value":" 60/60 [00:25&lt;00:00,  2.40it/s]"}},"e53f692305be4ccf84d6b15431ea5bf8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e561992115594a22ba042c29ebc68c9c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_60a53cd2827143819b62ceea414e13a0","placeholder":"​","style":"IPY_MODEL_6825e5b270db41b19515e9f9c02b6410","value":"Validation DataLoader 0: 100%"}},"e564c53079634b888ab8fa50aeec15ca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e57478eb6a62481ab8601b47a4b4ba76":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6d813689df124a02a3b84360e44cfd01","placeholder":"​","style":"IPY_MODEL_20789fbd9d9245ee8cf972fb8ecb9741","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e57b665f74094ed3953269b19c27a061":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e57c207de1af4371b119c9615d893bee":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e57d875f71ed4d39a862c8ecd287bb97":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e57f3cadee464a4699ac835642f846c7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0a0468a3c51c406ea9bd34fff855355b","IPY_MODEL_c53aece8c8f64ae182bebba94d09db53","IPY_MODEL_ca7dab32087f4df09b1eb83805ecaa86"],"layout":"IPY_MODEL_ca123b115b0d4416b735e20715ab7e41"}},"e5853d0cf22449efb1712391123ac901":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_697790849536493ba9c59d04663856a5","placeholder":"​","style":"IPY_MODEL_63de5addf5c14de18e88b82b31cc395b","value":" 60/60 [00:15&lt;00:00,  3.77it/s]"}},"e593ba3df8084cd7b2f9d71e934c1f4e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_60edd26925e64b3eb0edceb1b390e480","placeholder":"​","style":"IPY_MODEL_0b77e65054a6472fb0098d6079a36587","value":"Predicting DataLoader 0: 100%"}},"e5ab63ebc5614bb2b3ee0a5a3da058c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e5b1ec1a83594bcc9f886474aa323521":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e5bb1817fcb84eaeb64d5732821f48e2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_845ac7b8ef5445cfb572726a66162105","placeholder":"​","style":"IPY_MODEL_0c72d942b23c4a40b8bdb4d42ba878aa","value":"Validation DataLoader 0: 100%"}},"e5d905f0b30c4ea6bcdf3c293d87de3b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e5f60a043225437088309bffa6b24b7f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e64c2dc617c34bf89871355b0d51b1af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e655b829ec1243dd8ac22ddd369738a0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e65bb013d0b04a45ba8d4b76d8c55fcd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e66a5039266c47ed8044e9d6f88c064d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e67a4e4d309443fe8ec87b8f8c691daf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e67e2ddbee9a45c68a0c45381a7e4890":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e69dcfdf1fa840b097312ceccdaabe38":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e6ad6b4169ff4f5b8ba6391a6936e6f6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e6e7b93b2ebb4a8f902d2784165cfcbd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e6e97a71550144ba87a89da3265fb878":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e6f2aed8ecac432fbeb0ddd319f07d9e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b9e5f5c259034554ac934a05c3146581","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7f8fdb14483b480bb1dd7a412de84e1e","value":48}},"e6fe155df8a946539c0f7d5749e57340":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_65b915c6e7d140b2823c9f09d6f3831d","placeholder":"​","style":"IPY_MODEL_0a9fe9282ae84c3493eea39fff14f140","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e70de287d83744dfb0d92df2a2a75354":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7c84b55c1c564fd09f148cb1ff1c0848","IPY_MODEL_113cb0737bf349f29b8fd59a82be9fa9","IPY_MODEL_d6059664e04e4282a7f925d436a35a9c"],"layout":"IPY_MODEL_26b265cc063e4bd9b0f158457efc74be"}},"e70e51b031e448e98b6aea4fa44f8f7b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e726c7c6c30845a695d4c4f363c9b5c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e736629822154a97836fb53ac5b56154":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e73fb821663a411fa1ae7abdba0e0102":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e7403f20e3d84846ab2c465a47c07413":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e75034d0ff9d40e8bd01a6d96a32d68d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e76023331d2a4a5e8726f09f0598d623":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_144dbfde8cb747848a19700ebebb1218","placeholder":"​","style":"IPY_MODEL_fc32ec9d282c48a89f7aa1439f4e1774","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e76671581ce848058127ea4fbd29f043":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_efee7854e5b54838a93894a3cca9259d","IPY_MODEL_4db8a336ccb944df9b81a37211db9769","IPY_MODEL_19193d3c487f4acf8f42c16ac92aae9c"],"layout":"IPY_MODEL_03a573083e5840488813b5781e059a62"}},"e7668d55f5da4d069a7cfe1cb334843a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e76df374f95e49fbb8e2b99524461cb7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e779d3e4db2f48e89a1e36ae7ef3353e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f010179085f43f29e936f2af8edff85","placeholder":"​","style":"IPY_MODEL_8d770c2d2feb4d07b08e5bae4fbc864d","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e77fc1dbfcfe4032becb9e76411813f8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e789de16db4946c998e6f86c079a97df":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e7a1b08d471147b7b7f71f34e6f70f8f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e7aba6d39ddd40f1a2aa0b8aa171b50f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e7ad02be85734d70a84c60b192f4c1e4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e7b2ad66b83e4eb7ba2a040d0a0e3323":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ba78147d215b440f9e08d5bf14f95efb","placeholder":"​","style":"IPY_MODEL_b13de5d977694d7dbb5f471054d4bc08","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e7ca65a096fe425b9318c7c9e9b4dffb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ccfffd9e2ed74b399ea5a5e314eed421","placeholder":"​","style":"IPY_MODEL_e52706aeba714dcc980ab683884e8db5","value":"Predicting DataLoader 0: 100%"}},"e7d3bf3171f84cc48ba8e86a71dbdd53":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e7dc954af6d74b00afe305b5e27ea04c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e7f723a3e44e4283bb766aa7fca4cfae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a922826ea92745548f2ee625e70f6a86","placeholder":"​","style":"IPY_MODEL_aa2dd103e2814dfdbd0daf9e60d51566","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e7f803763d8d441ca965c0592d6c18d9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e80be0f564934a2b963565ea0a56c8e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_819314df86a146c089a803912eff60dd","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_12c971401d5e4c2b8471bb2d6111c0f2","value":48}},"e82a9d8f5b9748bc8e7ce38446d79d4c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5685da73339f454a861aa32e32a2806f","placeholder":"​","style":"IPY_MODEL_d8abcce179d047868fa7773c330ef76c","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e82bdb6163904b0082eb7058198084c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e82d430766394cb387aa3d20e3a4c18f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e8309178d40d4d24b70e3512af0ffe3c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_873d57eb60a84fe58e6d8af590381c39","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_ee110feca78e4cb09dc1e7c5e2aafc7c","value":48}},"e83cf56bad604036928f345e6e1f02c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e84a1976c7e74e128bf1816948b052c1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e87ddeff22054bd4a6080376f85583fd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_65c192040652471db1bcfe6fc87d4606","placeholder":"​","style":"IPY_MODEL_310cbf07db2b4b46b1263fa37ec245e9","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e880a218f3444985b655d0bc72401844":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e88e33a0e24549608d38080b85f6e69d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e8b4c05a4fb0481ca162f0820906dfbb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1097e63f58664cf4bcd32498c07d0fb9","placeholder":"​","style":"IPY_MODEL_f6ea32ab4c4c4bbaa356b5a36c315212","value":"Predicting DataLoader 0: 100%"}},"e8c7939a509e46eea71d0c06a9f5a212":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e8c7e03f733e4ed6b98fd166742d453b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e8cb37223e2a4351b5ebe85048ad9e1c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_431c7d9202fa41e4a1646876744a0b7e","placeholder":"​","style":"IPY_MODEL_6cdcac56cefc476787c72029b1acebaa","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e8ddc81b910b49d983fd81aa9bc6db97":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_fa8ca58c5e7448c6a88d67be82697819","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a553b5fad03746889c86b58fb478baf6","value":60}},"e8eae88379224960bf755a1b878bf6d7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"e9180b1b9ec74fb08bf469ae596091c7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4d65fba40d9f4301b513ef422dc2fcfc","placeholder":"​","style":"IPY_MODEL_129bafc858f84ad690d02a6b2f096850","value":" 60/60 [00:16&lt;00:00,  3.74it/s]"}},"e9186bc576df44baabda8c1282bad2a9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b1346735a6d3435d8c69a8e895be39e0","placeholder":"​","style":"IPY_MODEL_d166d9bafe2a46f3bb287917b3a1db21","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e922739f18af417ca88da953ccb3ddc5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e9234cac3764438dbb02273a3eef48c0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e92d134acbd94f4ca6121536ca015bb1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3a9c798bae1f46e0a1788848ed9f929e","placeholder":"​","style":"IPY_MODEL_580bdb31142146adb774f93cb1e02d2c","value":"Sanity Checking DataLoader 0: 100%"}},"e93cc6b54d474fe28b8fe1fb66e4d736":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_095c225a039a43aa8a673ac75e11acbd","placeholder":"​","style":"IPY_MODEL_670ba0157ac842a095fabaf1f8425e1c","value":"Predicting DataLoader 0: 100%"}},"e944b71f19b94a60ab58076f394df83d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e9542240faae485ab04d25527732733e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_60d16ca3741848ef85731ed4d5185da5","placeholder":"​","style":"IPY_MODEL_a8359d55330148c98b1a63b4ee6ff488","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e95491091e19401983f6294f204c371b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_caf1c86069ac433a845dcc064e47aac3","placeholder":"​","style":"IPY_MODEL_bfa1826301354961abc613728f12384a","value":"Validation DataLoader 0: 100%"}},"e95990084a744fecbcc302f18c96d830":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6d0d27ef84be4f61a1e78ed4f36c4b20","placeholder":"​","style":"IPY_MODEL_67afa410217249d2b63123aa090a8cd5","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"e969015a08204ff8b5411f50f77e584c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_73344d9a5eb643d2b17975371ec734df","placeholder":"​","style":"IPY_MODEL_af1e6c95af254799af5d25d8827727d4","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e981957c83534f7ab0a0854999836120":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3841801489d347ddbc49ba2b910265df","placeholder":"​","style":"IPY_MODEL_e3573b54f6704e60aec7fe28cabe9e2b","value":"Sanity Checking DataLoader 0: 100%"}},"e981b21cf1e64700aa982cdfbd2688c8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_75a33bc6dde24dfbae03205aa994c0e2","IPY_MODEL_ee69a7ea1c7348cbb2e9b7232246aad3","IPY_MODEL_44f936f0d4d14d11bf0478f2c17ac3a5"],"layout":"IPY_MODEL_76413dc7fde34f8c9781361d92ef6625"}},"e9849deda74b47078eee6b4fc62c266a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_9855f4377afc46eda133d9f9bb9bf848","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_99591c5dd1f04fca80f19f9238aa638d","value":60}},"e9a639b1b60a461f97d2825b504219cd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_200ea50b8bc846ae8e47fe80325e9d75","placeholder":"​","style":"IPY_MODEL_6713f586af3f4f63b18a4f673a8f5da8","value":"Epoch 12: 100%"}},"e9a89c5aff004025a9e47f9b2dacdf0b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ffea8e4660e1406cb19ea4f7ad175d84","placeholder":"​","style":"IPY_MODEL_df1f3894685749a3aa8ab80c4d5feedf","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"e9b81ebf3ae84be0bc7c7bf40ef12f5d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3aa30e8e8534416ab6ad012adc5520f3","placeholder":"​","style":"IPY_MODEL_563fc3eb80364b79ae637b10286c89a0","value":"Predicting DataLoader 0: 100%"}},"e9becbbda95945daba387fc8b764d92d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a6c3ccaaa6474304bfb9e3d863820457","IPY_MODEL_5e3a02cf3bf84abb89f788d7282c496d","IPY_MODEL_2ad3b967169b4abdb73c78c34a57f6db"],"layout":"IPY_MODEL_84f2770879114916aed8ddd0c58d9637"}},"e9cc5da6f72442759b5568e656061e09":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e9d60f9af5be4a4fac0e9d97327bcada":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e9e215f23cee49c9b2544f4dacb59082":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_de2063e8b7164011b0b792418289810a","max":480,"min":0,"orientation":"horizontal","style":"IPY_MODEL_afecbce601ac40569e7d1dc36f045c90","value":480}},"e9e3f3c4041b4561bf6b5d417b1f89c6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ea087e166d684d17b6870c8ca1ecaa92":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ea2905ec497544aba5b4e283e620cc3f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2d1abe33d836479887fbc0778f1429ee","placeholder":"​","style":"IPY_MODEL_0d1f45e5789a4bf1901a5ccd24fc5a7d","value":" 60/60 [00:15&lt;00:00,  3.84it/s]"}},"ea2af63a0a284e718f0cab9995768e78":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a73ccaa1568c4268b3449e95f244a512","placeholder":"​","style":"IPY_MODEL_63ec8b229b744d308ee9d244fa5188ea","value":"Predicting DataLoader 0: 100%"}},"ea64533bd5ab461eb4c2be6d2d1b9fd5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ea6ad6ed46ef41fbb4f10a92ddce3d8d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_bcdfbe7319cb48a688b9362f9f7fd687","placeholder":"​","style":"IPY_MODEL_f6b69a875bbe462a84dcd29cc555ae0d","value":"Predicting DataLoader 0: 100%"}},"ea8a5978c748487683f7c961dfc9abe4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"eaa3ccbf66d4473898d466290e777e9a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"eab8f33aa2804fbf92e27e07f1578ea1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"eafb1cb22ef64373b686182ea9f150f1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c84eb8e88dd14b84b73cd679605b1d1d","IPY_MODEL_b1ad3f4eb3364d79a4c48608263b91ce","IPY_MODEL_2b26983a0121439fa5058dc8045b761c"],"layout":"IPY_MODEL_95aadaa896a44a83bbf9c92279ed8f02"}},"eb0a3453a5284a0d9ee48be3449205b9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"eb1792c8c41244e7b406dcdb78dcc06f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_89a6cf1cbb0e4ab78a889fb5608c8275","placeholder":"​","style":"IPY_MODEL_3f808500cfca4f77995ff8b858b74795","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"eb2192dffa8944c8a4cb7777a1bc9b89":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_bb5e026d8c6f4b65b162f6a9afd19160","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_70175f923ef748babf9b48ce6db1eddb","value":48}},"eb40d9d2d75b47b7bd62dfc56980a950":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"eb44f9beae8d4f169617cb75e1a43fa4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"eb4d606e104a413fa73d363ea9f54fa6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5b78d2308ef14573b955efb5739b9c52","placeholder":"​","style":"IPY_MODEL_b764b4e858a54e909e4fa6d9cb15288c","value":"Predicting DataLoader 0: 100%"}},"eb51e6f400d24574bea68798cea3ffa1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1317329a593945e18db15a619226b7ab","placeholder":"​","style":"IPY_MODEL_9ebf703f6e4f4e658a3de3b3e4339018","value":" 2/2 [00:03&lt;00:00,  0.61it/s]"}},"eb7d523cd0844fa28122614d8c2566bf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"eba55451e79b46669b1dc54d054d7b1a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2d6d7dcdca71485c8a05819a2e7b26ea","placeholder":"​","style":"IPY_MODEL_2bc7aaba643b4f5581f17458bbb7663e","value":"Validation DataLoader 0: 100%"}},"ec00f3daab6649fe8f98e14b31faccca":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ec0224b3f08f49b49ea612fb130f183e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_3889fec42dab4bd185e1135b1a2e0cea","IPY_MODEL_355e96770e7d4b80a17623ec083e05cb","IPY_MODEL_a93d5c552bdf413f8b4b504413a1a714"],"layout":"IPY_MODEL_7929585d9d224dd6945034dad2396b42"}},"ec31b5dff71445d0b78b16155a01cb50":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ec3bcf338f57441480dd45632bfbc0af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_c11b532725db457eb6c7936ed943097e","placeholder":"​","style":"IPY_MODEL_01a9145b530642409563b65844dfc2e7","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"ec462f4bed9a4e7c8e76d378e685b9a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a9884eefd7544275a9beaa5c0f733212","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_06396764fadc4bae987385dc3594d293","value":48}},"ec570e1d520847aa8ed0d5e47bb63cea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ec67b05a7e994357b845fb6e51584cad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ec7edbfe15894ca390fb89d30f7680eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_68bb3e5636e44e6cae4af4fb06804a68","placeholder":"​","style":"IPY_MODEL_381aab31a48c48ef8cf3b62f9481eb50","value":"Predicting DataLoader 0: 100%"}},"ec85869c938f40abb79a36e9c4c66914":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_63796b7234ae408ebbe20fba512409ae","IPY_MODEL_026d23ffe6974d3db557cd1b7342e6ab","IPY_MODEL_7003bb2356dc446da223ead791963df9"],"layout":"IPY_MODEL_6ba32883aa914686bfab5fda762a55aa"}},"ecebcaef9e8c42ada1c45889f5e00219":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f15e31a3dcdd4a1899b507efe6aad77c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e037f05b6a734ed2b225f157fcffe6a5","value":48}},"ed01f0e1ee3245358e4ef9a7eecb4143":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ed08186ef1a04dbb80666f64e7c9a685":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_1792629f5ff44d8d9ef330d82b78f9ec","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fbefb4b068df4e3fb4363b1f869f2fd5","value":60}},"ed23a7195dda4537ad9f06a0150d4f66":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ed312edb99f84982883d1505693d0b7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ed328c265304472f9d8652c6df34bef7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_7f400a6590e9486cac356e8852451fdf","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1faab634b8f542d0890ba4ce82ab78cc","value":48}},"ed3b7f83b39040da96dcd21097fa8e4f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ed3e16f3ade64b489eba603f8ead3c22":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ed5633701d1f4bbbbaa4e1e18f76eb60":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ed624cc0d76546f9b5129b4fd436ca25":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ed6767cb8b4d44cabd5ccc59c507bf92":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ed7bd23d91fe4a8bab3736e3deab9076":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ed97f7c45fc34bb692c4d53db91c0461":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ed9e1210a9ce489e931bec04ed4f781e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"edc6fd98242b4b82bc717bc32e88c910":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_d72c73142a974ed1aba54d56b7414dbb","IPY_MODEL_c6d03bbe89c94145817fb8976430bca6","IPY_MODEL_4b90afdfa2f24cdab6e50964b0ed31a2"],"layout":"IPY_MODEL_d4427666b78a4f8f8afefa8f1dc6fd8c"}},"ee092c09a82047859bf4932ddcbb4c38":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ee0fdec011b648be9794eb28650b7eae":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b586f3eef598433c8f6fb0a9f3e87375","placeholder":"​","style":"IPY_MODEL_bbca9f3cdfac4e0ab36d9858967cf8f2","value":"Predicting DataLoader 0: 100%"}},"ee110feca78e4cb09dc1e7c5e2aafc7c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ee1a22670f8342c2846c029877e1c195":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"ee1d3ac039e943f7a0e5c2526ce32dac":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ee220607e09d48dda3154b27b75d6c26":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ee233187eb7d4acf93b9c1bc86487cd7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ee33e3d1b5da46e18f744c056fa4e50a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ee4c513ee517400094963c1248c3ce6c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"ee586ca0275b4b6286dd2aa572749191":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ee67a72c674c4ee18be13d9bf6cda03a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_2c322b5578494247b57864496a888c4d","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3d67fcc3f4b041e9ac4dc2219376c3e0","value":48}},"ee69a7ea1c7348cbb2e9b7232246aad3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_28d002979f7c43338b72f9cc25b62449","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_23544a80d235457fa7f8d9605d612d66","value":48}},"ee74d4b44f9145fea53ebe74123ec00f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ee85091ca57243ca8274e448c2ae1451":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ee9778d60d8844abbdd7d354027ad395":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5938d8a315f54f3192651f0200859cab","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7e9a5505fc014ccfaf29d72f45de3388","value":48}},"eeb9b3a29a1247acbb2acdfc74f63455":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"eec4b0bb91984fe1b8c54d07df3f464d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ef01c6fd0ca640edb4abb47b267cfd8a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ef0d26ec701a462584b510a5904d18a1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ef1ecf2d56a3484ca66c6f617f3a5e1f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ef20d67f90ea495b96130d6cabc701b8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ef43fac76a5c4d3dbc14233aade058e2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0fcac7346d8046e5a30df1d4d55a79c5","placeholder":"​","style":"IPY_MODEL_cccba7e4f85845a69505ee30aabc328b","value":"Predicting DataLoader 0: 100%"}},"ef6f4cdd011148c0adca09a19fba2798":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ef6fa5eef9b54f0e956f30aba8eaf27c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9aa7d4d5dbc741389a36789f194f9f3a","placeholder":"​","style":"IPY_MODEL_68af44679afd4db7ae964e1d386fa44b","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ef8bf3a40b1c4e12b4b330689cccd76c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4dc5bb6ad68e44529658e0d6851ef929","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e1a3e8e085a2409bb128c9c724659484","value":48}},"ef969c59be934bd083ee3528a4cce86f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a390c86adc8040a5ab671e1c9263ce0e","placeholder":"​","style":"IPY_MODEL_ca0b0a8865a047edb2b5c1d03247c7c0","value":"Predicting DataLoader 0: 100%"}},"efa912e71a044c60b10cc7437dda82f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7609b0c416424cb78e700bd134d90627","placeholder":"​","style":"IPY_MODEL_814680fdb8ab4115b7c5acad852d282a","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"efad56185565475c945502281768a5c4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"efadbad190ed4a5198bb18a1bbb57769":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"efcd46b00c524890b2b036618340a4e7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"efd98ef9f8f74fafa774453155e09c46":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"efde1531d10d40c898ae03001176b9a8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"efee7854e5b54838a93894a3cca9259d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_216f90934ff740baad540ba997a73de8","placeholder":"​","style":"IPY_MODEL_bd05be5955344d7fb31b22f8477d2181","value":"Predicting DataLoader 0: 100%"}},"f01e9f627f654b05a838ace33f9d1cfb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_61c698f6a5574ef2aefcc7ac591b2d76","placeholder":"​","style":"IPY_MODEL_8d32e9005dc54b7791d24e0a93a20bbb","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"f028bce3707d4fc89636619722db7556":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8e6ce237998a45dda2662457fb9cc240","placeholder":"​","style":"IPY_MODEL_b28d2fda03d64e34a6358aeccd645fdb","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"f02a867df50e420091e1cff0d400c90e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_ed23a7195dda4537ad9f06a0150d4f66","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_aef1ad1a614046e88a2f1ab527bdc98f","value":48}},"f02dcb7d85674c63991f98e537396d11":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f02f87839c1b49a5b24e82355f501eea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f06632149c8c492a82fc95331a728dea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f071c0e89b054aef834dc1e5377f8f6a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f09415d33d6f4e9296512d6772da0ff6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_cf7b97b4c6e84321a94cce0133cae931","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_309caa8dff58402dbefa10ab96fb3c0b","value":48}},"f097116a95d24750a381dcbd485bff7f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_74733c12612a4395a995c2d158cf064d","placeholder":"​","style":"IPY_MODEL_ac79950d09844606a0d48a39be40f86b","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"f09a4521ae084a9daf28106a6635a4e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_38a772475f3d440bb6c542c418b1c41a","IPY_MODEL_c58311e923204673a3141d6ced1e5b8b","IPY_MODEL_05c3fa22f12d4ce38f6844a8bd32d259"],"layout":"IPY_MODEL_c11affec01944bb9bcfef7aaffbda490"}},"f0a5898e29b44e54a611e0978d51a322":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2cafa76ff69a4befa56764bf75ad2965","placeholder":"​","style":"IPY_MODEL_ddb95347cb6e41cbb241f94375bc012c","value":"Predicting DataLoader 0: 100%"}},"f0b0e26129a348a7a34239bbaa05fc89":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f0ccd5f4e6e346c7a1c70c4add736326":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f0d063dc6ef941e0b6da4d385e6ed629":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_de09210cc64d4ad8bcace9710e8a90d5","placeholder":"​","style":"IPY_MODEL_de6aead2cba1441894153e542d8d93d0","value":" 60/60 [00:15&lt;00:00,  3.89it/s]"}},"f0e971ec1882469988b774766f27d21d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f0f163b5a9de4e09a48db04f50a1b730":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f0f7af5ae6624c74b788f183fef42e5e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_4eaa6f6795e84038b623f021eba29cb8","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3c57bfcf66b0446a857711ed4e96366a","value":60}},"f12c09026ffc4c98817044bef2fe5f51":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b9034aad7c9d409fa8b96e05e78f08d0","placeholder":"​","style":"IPY_MODEL_7ffd06fd68844227a1c3ff92015df32f","value":"Predicting DataLoader 0: 100%"}},"f136b19724bd42ab97f7aa7e3d92b781":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_80f7321a86d347febc25385c1566d56c","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_4fd1309549ba40de8c0a05e185f38d8a","value":48}},"f14d6a0430584d44bb68b72f1b8036b3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f156f73483bb4a6db99f9e1d24f6377a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f15e31a3dcdd4a1899b507efe6aad77c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f176f16cf8b94ffca09d1d3872423f04":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f17f8048ae994effb216daf3a9d8ccd6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_abd1c90d3f0c481b805c8c69c3ff6a4c","placeholder":"​","style":"IPY_MODEL_990c9ad25fd44949b642de3cb94132d3","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"f18202c13962495cb3c93409999a8cb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_63aa8e9305194d56a485f180e5705475","IPY_MODEL_d7334da8782844b49ba2799a570b7cd0","IPY_MODEL_f4d1fa2c830948d3b52b8cc8a221f2e5"],"layout":"IPY_MODEL_2e16ab5fe6324c9887deddd1105a5a34"}},"f19c9587b0f944638fd4231311972cd7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_14c4f97b52654a5085cee39df448dcf1","placeholder":"​","style":"IPY_MODEL_fe348a201f934b16bf0746adae0178cb","value":"Predicting DataLoader 0: 100%"}},"f1d75df9e187469a929d4bd867d244c1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f1eb50bb8d604220b39ce3c98e2c0cd7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f1f42035b121485b816a053afc2ef001":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"f1f7c88c80414d5bb9cdc0b03a3cb42e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_529a939b53ef4d09adfb1fff7199e2bd","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_14ddd07b1e2244429529eec52eb833c8","value":48}},"f20284a120a94a909171c8e7e5bdb7d3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f2317ab6a3bf4805b52aaade01861808":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_740323a80d6c4728a058942adaecabc7","placeholder":"​","style":"IPY_MODEL_36b80f5d2aa8470abcf4389f8347d8ea","value":"Validation DataLoader 0: 100%"}},"f234fa62bf774b178905a24ca3e1a6a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f237569c9c7549ac981113a2215cd1fa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"f241aca4e1f84db4bd9926ae7774b6e0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f24317f3d0094faf85113734d7b409f3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7a0869d23da44162b5e16c556e34b4d8","placeholder":"​","style":"IPY_MODEL_c58135119c034eba9216abed4a72d61f","value":"Predicting DataLoader 0: 100%"}},"f2800f5032c74e1e99c3161bbd92f7c1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f2922e8fb0cb4f35a88982b37a6f323a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f295b3eecdd24afc9bf24e5e4d6ac6ab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"f2a53ab93f8c4e918787b4d64d1814af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f2af4f43c402484fad27a6e1ed336e13":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f2b09efb9e9d4fa7a1c6962b9519231f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5e4e8b350eb44509b47f14918506965e","IPY_MODEL_d5682055f8e441feba1ee7846000bcc6","IPY_MODEL_ffc82a36b1ca4562851170bc33ce3e53"],"layout":"IPY_MODEL_b9bd2a67ebd5454c84b23d93c4292fe9"}},"f2c12c87e4ca4772b54551a2f9dfe4e0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_0b1d8459691a4d5d8f5e3d72d9424f52","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_07170b692a674e9ca90defcd40bb6fcc","value":48}},"f2c9d8b3f6e246688308abd3ebfda4eb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_478a0f270c7d44a2b2a6a89c44f64c4b","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_3ba9c867bfbf42a298eef254e90a26c0","value":60}},"f2d74e4dd526493eb2162f197443514e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f2f593b653ef4e7696452da0bb31d4cf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_ef43fac76a5c4d3dbc14233aade058e2","IPY_MODEL_7e3a3ee59ea34be6a07db8fc88c72f8a","IPY_MODEL_f3655b3677514b988e1762c293911664"],"layout":"IPY_MODEL_40251132a4984edabec84b1fc9966147"}},"f30d2368077a413d83d4bc00c50fadea":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f31c5ec0ca4f4c71b42d107498cbfd9d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a5a9e8678ccc4bca8236676d59b68c74","placeholder":"​","style":"IPY_MODEL_a42079ada90d4568b4696778402522bc","value":"Predicting DataLoader 0: 100%"}},"f342d7a15e124ee3a583960ea2c1c143":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f34d6a80192f4c9e90ca99f01cd49e35":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f3655b3677514b988e1762c293911664":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dd2d2c8fa4884f9d9073711627d98153","placeholder":"​","style":"IPY_MODEL_778535637dae40a89b275edbbdb2cb44","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"f3696ec2cb6e4bae9f6b6233410da710":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f371520c23c0423e9d75a605f6421aad":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5cad26757f5e47b89e7cc2fce0b1907a","IPY_MODEL_fd04cd8c8bfe4758a3982a418a557c00","IPY_MODEL_7590012388064430964ede1fad153f1c"],"layout":"IPY_MODEL_e5192ffd78f2444eb7a82e7f02a8daf3"}},"f373b8f937174bc9a5f416ed56c6e70a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f37996c36ad244eeb82f999e70e1c2ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f3820490df0e46a583573273792bd3b2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f39568f2426941ad9d6aab9afcaa6db9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f3bedf306a2c4a099b174c58f0a202c3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_16f7cf853dd04eeab4a015247e028a86","placeholder":"​","style":"IPY_MODEL_26363e4e6783436db848b54f2938d18d","value":"Predicting DataLoader 0: 100%"}},"f3e360100a9b4f2e8de7914bf18ab043":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f3e6ad6fce9c4d5a9d7325c7d8e03f78":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f3f452d8bff64eb1a7c62fa5139c1dba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d31d57645b6b402dad19f3c4bf445e37","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0ed0aeb9ecc046ff9dea350dd231e0a2","value":48}},"f404314f3b3241938b2a46bb18d38b40":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_e7ca65a096fe425b9318c7c9e9b4dffb","IPY_MODEL_34bb3433803347cfa1cfd6a8d287c4cf","IPY_MODEL_a72f9c8db64a4344850b38f025976bbb"],"layout":"IPY_MODEL_0f6c234235394efd82ebb97324320574"}},"f418a76014e942559ca94fcb0b4ad921":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f41f9d30149345939ca59bb6a8fd536d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f43f2620277a4a07a5a2e399b774fa50":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f45bd24e20684da08ec0ad10f89f0b97":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f47825cca8b64bebbdaed6defd9b93ec":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"f479eab1df6d43ef8cfc0f619a29a482":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7fe4ebf84b384e75acd323ea5a14efb2","placeholder":"​","style":"IPY_MODEL_39350d68d7d1445096d5c98bba100aa3","value":"Predicting DataLoader 0: 100%"}},"f4860c48176f4eb5a59e55f75b71c579":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f4976d2f585e4f7c9661309291cdc237":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_f77df5f829604d6a93f4cbe1298af249","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_42a8935095104aafb1c41fc80cb9d2c5","value":60}},"f4b762415b524d5f9b2d4b2feedc605d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"f4be33daa9674ac981fbaf9f58a80f10":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f4c681324be0477fb7c048f812c1f67b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dcced587baca43e49c8a1ef7da69ed7f","placeholder":"​","style":"IPY_MODEL_aaabb41a00824122ae798bba004ecb69","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"f4d1fa2c830948d3b52b8cc8a221f2e5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_3d62480fe0ee4b5181d949bd370f5d96","placeholder":"​","style":"IPY_MODEL_3012d70d5d8a4e64bc984dbcc90194ea","value":" 60/60 [00:16&lt;00:00,  3.61it/s]"}},"f4d779fce68946469a720ccc34344065":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9e3eeda447de46b5a20f48db278cf36e","placeholder":"​","style":"IPY_MODEL_0c8210a66fb7486a91be389909dd51f7","value":"Validation DataLoader 0: 100%"}},"f4f687405083450093aebbfadfeae1cb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_9f7762aa29b3429199c6f0315769f822","max":2,"min":0,"orientation":"horizontal","style":"IPY_MODEL_7e884e0242634b42a888682713c85c8f","value":2}},"f5104d9222474b779594a97077ffe07d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a9f1194ec85548408eb2fb63eba8e373","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0b3ad095caa44ff1855e71de5a869dcd","value":48}},"f522b0e8bbf645b28cef47337a8d262a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f56350bbb13342c4a34d9b9d7177eed2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_fad0d5277e824976b87ace63a5c34540","placeholder":"​","style":"IPY_MODEL_6509e348782b4223ac8a3104854a5330","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"f565640c6e8b487495d1f5c0c6923c14":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f5792dcff9264cabb6016bf076a906fc":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f5950ea38709417d85be551a9380de7f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f6144c44d5f3482e931baba09a80f2ae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f65b50e7e7544b9c9dd69253f50d6cb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f6797bc073914365b73635ead42ae4a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f67b722d3e9d42739f9f4ddec83fae3d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_22cb2cd48d80464c8d72684b59809807","placeholder":"​","style":"IPY_MODEL_b7ed4035d2de4dd095c2df5cd6fc59b4","value":"Predicting DataLoader 0: 100%"}},"f6866658fbe8487383c1ee653d17af2f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1e7ffd500ba54e92bf27ae174047bfef","placeholder":"​","style":"IPY_MODEL_4fa5a0817b6b4833a0c109f5a9ca6a3c","value":"Predicting DataLoader 0: 100%"}},"f688a1dc99a74aaf8f6c14f8baea39f8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_0da6560fa42f4bf38e00f794589fa9a6","placeholder":"​","style":"IPY_MODEL_0d70391df6b743bf9c11fd726eac2531","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"f68cfd2aee0c4da68394d3f5ee3974f3":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"f691bef384b24865a5eb58e2955b32d9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f6ab41efd18c45fa9cd1b5186121c3d7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f6b69a875bbe462a84dcd29cc555ae0d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f6bec7c7c51f472b9816be5b8569505a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7454aa982e774c84b48a40b84bc9ba5d","placeholder":"​","style":"IPY_MODEL_0fa7eabd937d4fa88d94c5103b573876","value":"Predicting DataLoader 0: 100%"}},"f6c526d289f9442597f9982f376d92bd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f6ccbfe751784372bb5bfecafcd0c5e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f6d1bd73e2c64539a51b9a688e9d117d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5bb59655c31041f7a2780c5b68850827","placeholder":"​","style":"IPY_MODEL_d30d3bda607b49d1ae2322eccf2b8a05","value":"Predicting DataLoader 0: 100%"}},"f6e1a28060524090b8de77447fe8e5f1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f6e7762a703c449ab16e8267e8021b2e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_d4004e12ec334c1aa0a85ab40b63daa5","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_362a26d830e0405193b758f225df50c0","value":48}},"f6e7fdd811a34d899a389f06b8f87858":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_d040e9cc571a46b48173a7d1f82b5120","placeholder":"​","style":"IPY_MODEL_d97ce7b49c7045dfb53d2aab46a5f3ff","value":"Predicting DataLoader 0: 100%"}},"f6ea32ab4c4c4bbaa356b5a36c315212":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f70891ea6fb4425d9fe9cb90a5048351":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"f71365e047394e639b8b7a0a05f705b7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1c0aa49abfc449929b7586246b91a723","placeholder":"​","style":"IPY_MODEL_1b86a0cbf1d14a6b8174fec0cd0c0481","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"f71bf55393e14762985a5d2b9af06dca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f72f1d6b62e5423fba880f828f6f1529":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f7346eca1b2741c2bc2972f8221e29c7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_062dce00cc3d498bbffa5520a4d64039","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_331fe44140ac4f1290eba11f0578f697","value":48}},"f73a4a7d551f4649867170b6d6cdc894":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f74e823124a642229dd4e7e073049780":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f7573ccc024744c3912ffe7579c0e98e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f7592460c2c54bf9b1108be9b4d37f98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7450ae0cd8734570bf2914b3a5692eeb","placeholder":"​","style":"IPY_MODEL_297b2551417948f4b15dcd8b3c1e1ce5","value":"Predicting DataLoader 0: 100%"}},"f75a8768bdb44cff874897cc2024cba9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_02a2f69ed4d643c794357786dae81858","placeholder":"​","style":"IPY_MODEL_2e4508b9ba944c42a1f9dd86823f0bf4","value":"Validation DataLoader 0: 100%"}},"f760342065cd45f7804b04ad191d13d7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_b6a625e4794c416db4099b0fae61bbe8","placeholder":"​","style":"IPY_MODEL_4c2c616fda7a43c2a9e50bb1e8afc5ac","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"f768d37d7b834360a7c6fb262f43ff96":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8b41118c83e246a991496c6c9f861183","IPY_MODEL_097c67efd1aa431bb45016841f60f84f","IPY_MODEL_dffb824f981f40b496995f088d81ff9c"],"layout":"IPY_MODEL_c7c09d652d5343ed94ba02a84f08eaf0"}},"f77df5f829604d6a93f4cbe1298af249":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f78bd4e2a27045b482515cc0d42d5c87":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f7aa1aca600442aa9a49ea44cea5d50c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f7adf0b9f17c4f809484978201e37abd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ee220607e09d48dda3154b27b75d6c26","placeholder":"​","style":"IPY_MODEL_1e782bdfb2064f099d59fc2cfab91d6b","value":"Predicting DataLoader 0: 100%"}},"f7af2853caa149aab647d562910072c7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f7b36fcba0674032b32e0acba6054e44":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f7b7728ac09342e4bf3208f81bd1649d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_7926eeced56e410aa71974cf5c837c3e","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f342d7a15e124ee3a583960ea2c1c143","value":60}},"f7b789a2db0746ab95a585434da625b0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f7cc8c84868040ee8e818bcf1edfedcd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a15376b2918d421dad71c065e409aab9","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fc01c47096064be88835da474327ab83","value":48}},"f7d5e58cc0e547cb961266f888903195":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_308c76251a0f4b74a20fa4b7fce56d9b","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_f6e1a28060524090b8de77447fe8e5f1","value":60}},"f7f3cf2dacf848928d453d75ff82a48f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f8035eaf03be4e26a588eaf65164eed0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f80995f6c83041f89ed4016453e809f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f80fa85bb0fb4503b6fcac89841b19f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_89a8fccbc6b046e7b7aff95f22ef158e","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_92219a279d324938964751b393ab33e7","value":48}},"f82112fd62c74827bc8a97494ff95e41":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f8511ad5c82a4ffb8a0514f75a0eda37":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_f6c526d289f9442597f9982f376d92bd","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_bdfa0308d1464be1bdf5ee652d8a3a7c","value":48}},"f851a789360a42849e87fd0d2217d21f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f8614c638695489f8a6e2b62458b5450":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f86c61151a8340a4a0a69668a389f05a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f8a8794ba66447239cd6527b66075e31":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_7fb3a6dc51404f91b2f35d8eacbfb68c","IPY_MODEL_800df3e3b33747efa8126715300d805d","IPY_MODEL_ae930deb3c5649b3b9015f7f6cac1441"],"layout":"IPY_MODEL_bd8b94be6711496fa1b8b5712055d313"}},"f8ab134eb975466482c1d74d66bd5bb7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":"hidden","width":"100%"}},"f8b510a994cf46af93c1d12ce20bbb20":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f8e1e54c04cd47338373a902f5ef55b3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f8fc89fb81474baea4a3ee6c563292c1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f9021f8009ad43d5aef7c17126de0fbb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_69df7a05fab54e53920251fc2c1c1530","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_a9d5f18ed8eb424d8904fb345765ff3f","value":48}},"f90782a74b614436890341b8cfb77b0c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_11f2d34552154a0cba574f572953c961","placeholder":"​","style":"IPY_MODEL_1d9ce621e32c4a60988f878d376416ee","value":"Validation DataLoader 0: 100%"}},"f935d8fe7c9d44bf839d3cb5ec81b7d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a099a3207e894d78b78c48807a89c4e2","placeholder":"​","style":"IPY_MODEL_424706f9b16d4ff19dc8366d123d8ad1","value":"Predicting DataLoader 0: 100%"}},"f9384c8f15c645788b1ea3f2eec369ce":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"","description":"","description_tooltip":null,"layout":"IPY_MODEL_9e7fdd48902d4315be8ac68f9ebb1955","max":60,"min":0,"orientation":"horizontal","style":"IPY_MODEL_783079f1ca8844eeaeba9421e84a09d7","value":60}},"f93a2f19ac344a8599f4c6569365aa01":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f956ab50666b4dbabdb3fb1e381e771b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"f9703c30c8bd44af93d0fd074d5f7d7f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_5741581771574937acb4ee27dc4dbc59","IPY_MODEL_f80fa85bb0fb4503b6fcac89841b19f2","IPY_MODEL_e9542240faae485ab04d25527732733e"],"layout":"IPY_MODEL_e8eae88379224960bf755a1b878bf6d7"}},"f97b3309259642a69f01accfe090d0b9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f9815eda5cea432895b856f9b3c4fcb4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e9234cac3764438dbb02273a3eef48c0","placeholder":"​","style":"IPY_MODEL_56481197a2f3492d9a9cfd5cbaa782c8","value":"Validation DataLoader 0: 100%"}},"f985090610904f818075d52aa364b680":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"f98debb5a7d24f029802e5bfd7442b26":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f9a8da59ad8341d58762eaa50f013f18":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"f9c11a1e4d384292aa49ee7e3d187e26":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9a880f79fe254f91a52d528884cb4b55","placeholder":"​","style":"IPY_MODEL_bef9d0fbbf8c4dccac186656cfacd1f6","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"f9f0bdb6d74b41ddb2b41febcb74f6d0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_74cae16f13344f9793ef316594c5e9cc","placeholder":"​","style":"IPY_MODEL_0dd6465114594074b0b417cbe9530f73","value":" 60/60 [00:16&lt;00:00,  3.69it/s]"}},"f9ff3991c5bd47b6a7d79255361db5ad":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"fa01006e09284570985d64c761323d89":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fa0b87474da348fe98cb105299741249":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fa23135bcc074a67b55cec32757bee0a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fa38f7f1362346eb98221ae8323ffe88":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_497abb7f809443bf83ecbe8ef2e1a982","placeholder":"​","style":"IPY_MODEL_8417a9fe08a346faa08786142de4b7e6","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"fa3ac9c2440c4f26bef5ea8abff86843":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fa53c8974e78428bae25a7416035b11f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fa5dece199b64f9d9281f3f9fe8afdab":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fa63155f38af4b57bb1c3f0c85ccd7f9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_326dde155cf048be8f3b72dc485f0e86","placeholder":"​","style":"IPY_MODEL_40aae479d06240f0b64301197f3ec6cb","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"fa68f14751224659be47917ab9f55916":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fa6d287030f14add8386d1787d63abf7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_81322dbae7ca4840ab65142a7ebf330e","IPY_MODEL_579169eb11c04f9ebe79b6b0b96bc1d5","IPY_MODEL_405bcee0ab09429189a934407c556e1c"],"layout":"IPY_MODEL_ae9bc258b82d44c782b07973118a3102"}},"fa74bbbcf6494b978628a01b5e2415d4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_72076d0bf3c442d9b0d5eb8fd4194578","placeholder":"​","style":"IPY_MODEL_e3b64c5e4a00424b856a392eb72663c0","value":" 48/48 [00:19&lt;00:00,  2.44it/s]"}},"fa8ca58c5e7448c6a88d67be82697819":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"faa4c2605cab470aa870a4e3f6bdc4d6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"faa4facd49e84313950e600ef0cb04e5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_90ec151943af49a28adcf20e03fd9ab0","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_73fbc14d22f2415f8ce91564179c3449","value":48}},"fabe81ebcca14ab8af521f429653ec51":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fabf8173b7524be3b5b1d5d91f9392d0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"facee20843074a869d46f6639422b97e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"facf482fd0fd44899082ac4da38749f9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fad0d5277e824976b87ace63a5c34540":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fad6eed1278e4621b81c8bf430ff5b1e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fad7edd37e4e4683ae64c693e17f3a0c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"fad83c202ffe47398ffd3a886b42bef5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_af6014068e6c4d3aab12d7749ec0efc9","placeholder":"​","style":"IPY_MODEL_09112e7fbcde4ee6b375ef7fc093545a","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"fae4af8e832f491f9182d70e86a93a9e":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"faf539f0fcda4cb4b7f23fc176601268":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fafd6fe87fb840a49266c0cda499171f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a3c85119b8e84ecbb43865f006a99cfb","IPY_MODEL_b8a7b4966bf04b6da911470e128fbc4a","IPY_MODEL_e7f723a3e44e4283bb766aa7fca4cfae"],"layout":"IPY_MODEL_4bb422cbeb42473fb6f55437da770686"}},"fb0f10c587ad49aaa240713d8c50b9dd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fb2fbeb8ec3b494a910cced178cc278a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fb371a5656d5441593f74e6a322e5649":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fb3999f163774ea6b81413e77b69abd4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fb7a8e5733244f1089e3bc48b0e18d7b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8b832dc2d105497382c7f51e361600d2","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_8bfd01e2466a4dc083df4214012eee3e","value":48}},"fb7c40ceaeec41f7ae894eec78c1e190":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_62b179b098b84a5bb8190be9fe8ba68b","placeholder":"​","style":"IPY_MODEL_3db484fe1a4345b184fcb273ed7739f0","value":"Validation DataLoader 0: 100%"}},"fbad5bfa739742d9b4668e6bbd2739eb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"fbb1d53a990a4314b854fd5decef91af":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fbc0d865bc374520b449570d69cd769d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fbda554ee58345ce870c5a994a2afe0d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"fbefb4b068df4e3fb4363b1f869f2fd5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fbf27877a5b5470db9797b5bc4cf79d5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2f9730fad8654619b84b570341b0185e","placeholder":"​","style":"IPY_MODEL_680fadd772dd4a51be114351578316b9","value":"Validation DataLoader 0: 100%"}},"fc01c47096064be88835da474327ab83":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fc1b6e234a3f4598ab9527bccf3ddbbb":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fc2cf9699f7e4c4aa235e9509cebbc01":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_06addaf8696e4f5aae9a9520178d1190","placeholder":"​","style":"IPY_MODEL_4cf97cd83f534af28eb0bc722781c19c","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"fc32ec9d282c48a89f7aa1439f4e1774":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fc55a33767eb4c74a039da1f1f30061e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fc65a60608df49dfb1d14f2a49037704":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_9b88c3c48d2746af951806061698d2ec","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_e9e3f3c4041b4561bf6b5d417b1f89c6","value":48}},"fc66889e279b4ac8a024f4b404873912":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"fc830cd42e384ec28bee61cdaebb1f18":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_efd98ef9f8f74fafa774453155e09c46","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_c435f3ee2b564cbb88e802f569ddd7d5","value":48}},"fc8e49857b6342899638939d0e88ab98":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fca707f0f28f41b0b84efb3385accc68":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_45763c64b2a84e67a88b1188c0e906fb","IPY_MODEL_c9a917314ad34aa6b5eb0ae5e3008aaf","IPY_MODEL_be4837c6ec57407caa21f881a2dbbc7a"],"layout":"IPY_MODEL_036eaec7a40845cda3ebeac25b623044"}},"fcb5ee8fbeb04d04ae8b63812061f513":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fcd695dc38b94ef4872a4cf62c80c747":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"fcde6b12a27545da9b7e7b70cbaf53bb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fce3b82b90654e278bc8e43c3d103ac0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_17f8875db7944580819bf1edeffa6096","placeholder":"​","style":"IPY_MODEL_8b0660cdf4f4436fb1e071dbfbf0f058","value":"Predicting DataLoader 0: 100%"}},"fceb90d3889940fc85cba6c8ffb90285":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fd04cd8c8bfe4758a3982a418a557c00":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6492db8ff1d3405cad17e13c070e5fe3","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_2fda88fba6e747c281bd98f94b80ea89","value":48}},"fd3fc9c318c442068285c59e6998ba4d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fd4469aee3044b62ba65ee9c804ec85c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fd72fedff8cf49cb8c57c47947ea480d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_26c806a499e149c995d1ffbf27a57a98","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_d4098fe3d13644639108bed31777cd3c","value":48}},"fd79456c3885492aab2f8acc359f1c88":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fdac3356fd3b4f74b7c1f783489f58c5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fdc96d1df6e54d6ca9e487211dcd6913":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fdc9c138c77644caab42a9c30c983840":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fdf812734b864508b5091f1c44b688c7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fe1166bade554295b4d670c464f3662f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fe1d35a7e246437db7e0ebfa17206c5e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fe2908d17bd342cebb0547b8158323f9":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fe29d2cab7f94947973a22ae3db56460":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9f80aa846c2348da9bee05902b443064","IPY_MODEL_11a5788ce2cb42e995a685ff9a43a501","IPY_MODEL_8561a131bed4492aa49e55b234848cbd"],"layout":"IPY_MODEL_58c9735fd76b4acfa22f697b6b8004bc"}},"fe348a201f934b16bf0746adae0178cb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fe400c8d843447e586c1593573ff0742":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_a2e0d2853e284a64b53fe30a006586e3","IPY_MODEL_4db39b3649e34460bcb035f76551007d","IPY_MODEL_89751ff613cf46cf886043820bd008b7"],"layout":"IPY_MODEL_4f341363dada4ebb84731ab0fbe3b62c"}},"fe444afaf6174f21b2d94b01a5753680":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fe68a8ce56584ff69b1c7d496f23d476":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_06fe2e4d6a664a5a816195c299c1c031","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_1fd027d4902f41df89ee9eba592431bf","value":48}},"fe6c46e49a9a45d582bc38a24051bbae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fe797e5bbb484ba08f95fb3d0e8f5521":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"fe7c60443a7545d3a613742b0e1f62f2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fe8cd5f845bb4a4f85bbecd0d5ead847":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_57ee2ba622a74657af617fddf5002798","placeholder":"​","style":"IPY_MODEL_f8fc89fb81474baea4a3ee6c563292c1","value":" 60/60 [00:16&lt;00:00,  3.66it/s]"}},"fe8d572e940c4cfe8dc51272c1d27db4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"fede90b7e3ae4b189b9b31c37416cbb7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fee2509ce36b48e096addb8bd12ac31b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fefa86e4fc5646d4a78e25963bc8dc5b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fefd7e55694147d0987f35050ab1dd3e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_c4cf04c7811a40cf8df9af71b25b11fd","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_30b8a01254eb457c8069a53decd84c6d","value":48}},"ff1ab612f4f64d368ee3fe6dcae42cb2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ff1c7f8ede7540a9a67b5bdd44d452d1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ff1ca21cb9174f58866efcbb519a6679":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_21864e07cee8400caf06456998b45ba7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_b182249db7d24ac380a61a018f2d3050","value":48}},"ff1eeef45d2245c49ede3689306b9152":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":"2","flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ff44009e25834464b3860b5607e3f770":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_70b3b4e7ea714580bac6efab62671ab1","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_043dd8cfd9ff4234bc852fc9e60922db","value":48}},"ff49fa959e6b48f480e939ba667c6119":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ff568e648c2142ebbefcaa923388aec4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":"inline-flex","flex":null,"flex_flow":"row wrap","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"100%"}},"ff5db88b4e6448068170e06f78e98659":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_061682ac9fab414da94228f597f3bc11","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_fabe81ebcca14ab8af521f429653ec51","value":48}},"ff5f5c83a6324676ae9eee5293f5473f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_9f0b5b699b9440ee9e22a6f157fefe8c","IPY_MODEL_be5549557ad346d388cc0f832dfc47f7","IPY_MODEL_7f48cff579cb49208a2f9f0fa110e465"],"layout":"IPY_MODEL_964c66bf58f143719e447eb621cc2c3f"}},"ff624030d736494e819f3ff26e400ef4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ff65346d1bef47bfbeb25f99da1b4fe5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_312220ec3c5b4a36959967a4d9cf3a1d","placeholder":"​","style":"IPY_MODEL_362f9b57448649989f65a9619e5f26b9","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ff65a33a2d28468fbe59140895421e1c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ff68f1f2c15045e3b934e3f2a703bc16":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8168df7a1ef54cc786c96e73fa77de27","IPY_MODEL_cf58ace3077942439b78cd513c2b12e1","IPY_MODEL_14a431db901a4b53938fc56b75084c28"],"layout":"IPY_MODEL_c12f5283e71d45bf99ecffb4168b0178"}},"ff6dc5e6aa474266a4f6fea8d0c85483":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_91a0305ac6c4426ebe76d9793016d6f7","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_0692129b9d284599b3e25b9faa6eca43","value":48}},"ff6f1ccb1bbc4342bec0d04e289fddb8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ff7083174776445dba9886c8589659e9":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_4769b634d9f744519960ad0ead325610","max":48,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5294c8610ba64b9bb6ef9303129d1611","value":48}},"ff7f599a430a4bdeb01d58921eeb233c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ff895a2262894d618841611562c5ee7c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"ffc82a36b1ca4562851170bc33ce3e53":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dae291fb779b464699dfcb0a365c65de","placeholder":"​","style":"IPY_MODEL_79e3d3d3224d473785e85f3f27b0b288","value":" 48/48 [00:19&lt;00:00,  2.43it/s]"}},"ffdbb4a23c3341c59c3d6310dac76a73":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9788172674ac4f3980cfa08ad3ca4c43","placeholder":"​","style":"IPY_MODEL_1f7d850ce73041bfbf94da0421de6e18","value":"Validation DataLoader 0: 100%"}},"ffea8e4660e1406cb19ea4f7ad175d84":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}}},"version_major":2,"version_minor":0}}},"nbformat_minor":5,"nbformat":4,"cells":[{"cell_type":"code","source":"class Config:\n    '''general'''\n    debug = False\n    seed = 42\n    num_workers = 4\n    \n    '''data'''\n    batch_size = 16\n    \n    '''model'''\n    # 'regnety_002', 'efficientnet_b3', 'efficientnet_b0', \n    # 'vit_base_patch16_224', 'tf_efficientnet_b4_ns'\n    model_name = 'tf_efficientnet_b3_ns'\n    # number of predictors\n    targets = 7\n    # input image size send to network can be like 256, 512, 768, 1028\n    input_size = 512\n    # freeze backbone network\n    freeze_backbone = False\n    \n    '''training'''\n    n_fold = 5\n    trn_folds = [0, 1, 2, 3, 4]\n    epochs = 1000\n    print_freq = 10\n    lr = 1e-4\n    train = True\n    # for fp16 training change it to 16\n    precision = 16\n    patience = 5\n    \n    '''gradients'''\n    #adamw', 'adam'\n    optimizer = 'adamw'\n    weight_decay = 1e-6\n    gradient_accumulation_steps= 1\n    max_grad_norm = 1000\n    \n    '''lr scheduler'''\n    #'ReduceLROnPlateau', 'CosineAnnealingLR', 'CosineAnnealingWarmRestarts'\n    lr_scheduler = 'CosineAnnealingWarmRestarts'\n    factor = 0.2 # ReduceLROnPlateau\n    patience = 4 # ReduceLROnPlateau\n    eps = 1e-6 # ReduceLROnPlateau\n    T_max = 15 # CosineAnnealingLR\n    T_0 = 10 # CosineAnnealingWarmRestarts\n    min_lr = 1e-6\n    warmup_epochs = 0\n    multiplier = 10\n    \n    '''loggers'''\n    loggers = True","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-03-11T09:58:51.845013Z","iopub.status.busy":"2024-03-11T09:58:51.844667Z","iopub.status.idle":"2024-03-11T09:58:51.85901Z","shell.execute_reply":"2024-03-11T09:58:51.858155Z"},"papermill":{"duration":0.034373,"end_time":"2024-03-11T09:58:51.860881","exception":false,"start_time":"2024-03-11T09:58:51.826508","status":"completed"},"tags":[]},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":"# Installing dependencies","metadata":{"papermill":{"duration":0.016971,"end_time":"2024-03-11T09:58:51.894522","exception":false,"start_time":"2024-03-11T09:58:51.877551","status":"completed"},"tags":[]}},{"cell_type":"code","source":"# dependencies installation","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:58:51.930621Z","iopub.status.busy":"2024-03-11T09:58:51.930341Z","iopub.status.idle":"2024-03-11T09:58:51.934005Z","shell.execute_reply":"2024-03-11T09:58:51.933197Z"},"papermill":{"duration":0.024124,"end_time":"2024-03-11T09:58:51.936001","exception":false,"start_time":"2024-03-11T09:58:51.911877","status":"completed"},"tags":[]},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":"# Import Dependencies","metadata":{"papermill":{"duration":0.016195,"end_time":"2024-03-11T09:58:51.969034","exception":false,"start_time":"2024-03-11T09:58:51.952839","status":"completed"},"tags":[]}},{"cell_type":"code","source":"import os\nimport gc\nimport random\nimport time\nimport math\n\nimport numpy as np\nimport pandas as pd\nimport cv2\nimport matplotlib.pyplot as plt\n\nfrom tqdm.auto import tqdm\nimport albumentations as A\nfrom albumentations.pytorch import ToTensorV2\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\n\nimport pytorch_lightning as pl\nimport torchmetrics as metrics\nimport timm\n\nfrom kaggle_datasets import KaggleDatasets\n\nimport sklearn.model_selection as ms\nfrom scipy.stats import mode, rankdata, gmean\n\nfrom functools import partial\n\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:58:52.003841Z","iopub.status.busy":"2024-03-11T09:58:52.003195Z","iopub.status.idle":"2024-03-11T09:59:07.310599Z","shell.execute_reply":"2024-03-11T09:59:07.309347Z"},"papermill":{"duration":15.328061,"end_time":"2024-03-11T09:59:07.313346","exception":false,"start_time":"2024-03-11T09:58:51.985285","status":"completed"},"tags":[]},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"train_data_path = \"/kaggle/input/aiml-general-championship/KCDH2024_Training_Input_10K/KCDH2024_Training_Input_10K\"\ntest_data_path = \"/kaggle/input/aiml-general-championship/KCDH2024_Test_Input/KCDH2024_Test_Input\"","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:07.352311Z","iopub.status.busy":"2024-03-11T09:59:07.352003Z","iopub.status.idle":"2024-03-11T09:59:07.356398Z","shell.execute_reply":"2024-03-11T09:59:07.35543Z"},"papermill":{"duration":0.025825,"end_time":"2024-03-11T09:59:07.358464","exception":false,"start_time":"2024-03-11T09:59:07.332639","status":"completed"},"tags":[]},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"train_csv = pd.read_csv(\"/kaggle/input/aiml-general-championship/KCDH2024_Training_GroundTruth.csv\")\ntrain_csv.head(15)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:07.395588Z","iopub.status.busy":"2024-03-11T09:59:07.395304Z","iopub.status.idle":"2024-03-11T09:59:07.448435Z","shell.execute_reply":"2024-03-11T09:59:07.447589Z"},"papermill":{"duration":0.074643,"end_time":"2024-03-11T09:59:07.450691","exception":false,"start_time":"2024-03-11T09:59:07.376048","status":"completed"},"tags":[]},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>image</th>\n","      <th>MEL</th>\n","      <th>NV</th>\n","      <th>BCC</th>\n","      <th>AKIEC</th>\n","      <th>BKL</th>\n","      <th>DF</th>\n","      <th>VASC</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0024306</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0024307</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0024308</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0024309</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0024310</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>ISIC_0024311</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>ISIC_0024312</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>ISIC_0024313</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>ISIC_0024314</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>ISIC_0024315</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>ISIC_0024316</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>ISIC_0024317</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>ISIC_0024318</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>ISIC_0024319</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>ISIC_0024320</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           image  MEL  NV  BCC  AKIEC  BKL  DF  VASC\n","0   ISIC_0024306    0   1    0      0    0   0     0\n","1   ISIC_0024307    0   1    0      0    0   0     0\n","2   ISIC_0024308    0   1    0      0    0   0     0\n","3   ISIC_0024309    0   1    0      0    0   0     0\n","4   ISIC_0024310    1   0    0      0    0   0     0\n","5   ISIC_0024311    0   1    0      0    0   0     0\n","6   ISIC_0024312    0   0    0      0    1   0     0\n","7   ISIC_0024313    1   0    0      0    0   0     0\n","8   ISIC_0024314    0   1    0      0    0   0     0\n","9   ISIC_0024315    1   0    0      0    0   0     0\n","10  ISIC_0024316    0   1    0      0    0   0     0\n","11  ISIC_0024317    0   1    0      0    0   0     0\n","12  ISIC_0024318    0   0    0      0    0   1     0\n","13  ISIC_0024319    0   1    0      0    0   0     0\n","14  ISIC_0024320    0   1    0      0    0   0     0"]},"metadata":{}}]},{"cell_type":"code","source":"\"number of training samples\", len(train_csv)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:07.486359Z","iopub.status.busy":"2024-03-11T09:59:07.486091Z","iopub.status.idle":"2024-03-11T09:59:07.49161Z","shell.execute_reply":"2024-03-11T09:59:07.490794Z"},"papermill":{"duration":0.025185,"end_time":"2024-03-11T09:59:07.493683","exception":false,"start_time":"2024-03-11T09:59:07.468498","status":"completed"},"tags":[]},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":["('number of training samples', 10015)"]},"metadata":{}}]},{"cell_type":"code","source":"\"label columns\", train_csv.columns[1:]","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:07.53032Z","iopub.status.busy":"2024-03-11T09:59:07.529874Z","iopub.status.idle":"2024-03-11T09:59:07.538042Z","shell.execute_reply":"2024-03-11T09:59:07.537127Z"},"papermill":{"duration":0.029045,"end_time":"2024-03-11T09:59:07.540131","exception":false,"start_time":"2024-03-11T09:59:07.511086","status":"completed"},"tags":[]},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":["('label columns',\n"," Index(['MEL', 'NV', 'BCC', 'AKIEC', 'BKL', 'DF', 'VASC'], dtype='object'))"]},"metadata":{}}]},{"cell_type":"code","source":"\"Check if any column has multiple labels\", np.argmax(np.sum(train_csv[train_csv.columns[1:]].values, axis=1) > 1)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:07.578544Z","iopub.status.busy":"2024-03-11T09:59:07.578284Z","iopub.status.idle":"2024-03-11T09:59:07.591759Z","shell.execute_reply":"2024-03-11T09:59:07.590815Z"},"papermill":{"duration":0.034642,"end_time":"2024-03-11T09:59:07.593666","exception":false,"start_time":"2024-03-11T09:59:07.559024","status":"completed"},"tags":[]},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":["('Check if any column has multiple labels', 0)"]},"metadata":{}}]},{"cell_type":"markdown","source":"Since 0, this implies all rows are single labels.","metadata":{"papermill":{"duration":0.018015,"end_time":"2024-03-11T09:59:07.630057","exception":false,"start_time":"2024-03-11T09:59:07.612042","status":"completed"},"tags":[]}},{"cell_type":"code","source":"new_train_df = train_csv.copy()\nnew_train_df[\"classes\"] = np.argmax(new_train_df[new_train_df.columns[1:]].values, axis=1)\nnew_train_df.head(15)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:07.66648Z","iopub.status.busy":"2024-03-11T09:59:07.666197Z","iopub.status.idle":"2024-03-11T09:59:07.684044Z","shell.execute_reply":"2024-03-11T09:59:07.6832Z"},"papermill":{"duration":0.037938,"end_time":"2024-03-11T09:59:07.6863","exception":false,"start_time":"2024-03-11T09:59:07.648362","status":"completed"},"tags":[]},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>image</th>\n","      <th>MEL</th>\n","      <th>NV</th>\n","      <th>BCC</th>\n","      <th>AKIEC</th>\n","      <th>BKL</th>\n","      <th>DF</th>\n","      <th>VASC</th>\n","      <th>classes</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0024306</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0024307</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0024308</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0024309</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0024310</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>ISIC_0024311</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>ISIC_0024312</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>ISIC_0024313</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>ISIC_0024314</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>ISIC_0024315</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>ISIC_0024316</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>ISIC_0024317</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>ISIC_0024318</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>5</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>ISIC_0024319</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>ISIC_0024320</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           image  MEL  NV  BCC  AKIEC  BKL  DF  VASC  classes\n","0   ISIC_0024306    0   1    0      0    0   0     0        1\n","1   ISIC_0024307    0   1    0      0    0   0     0        1\n","2   ISIC_0024308    0   1    0      0    0   0     0        1\n","3   ISIC_0024309    0   1    0      0    0   0     0        1\n","4   ISIC_0024310    1   0    0      0    0   0     0        0\n","5   ISIC_0024311    0   1    0      0    0   0     0        1\n","6   ISIC_0024312    0   0    0      0    1   0     0        4\n","7   ISIC_0024313    1   0    0      0    0   0     0        0\n","8   ISIC_0024314    0   1    0      0    0   0     0        1\n","9   ISIC_0024315    1   0    0      0    0   0     0        0\n","10  ISIC_0024316    0   1    0      0    0   0     0        1\n","11  ISIC_0024317    0   1    0      0    0   0     0        1\n","12  ISIC_0024318    0   0    0      0    0   1     0        5\n","13  ISIC_0024319    0   1    0      0    0   0     0        1\n","14  ISIC_0024320    0   1    0      0    0   0     0        1"]},"metadata":{}}]},{"cell_type":"markdown","source":"remove bad images those are in csv file but not in folder","metadata":{"papermill":{"duration":0.018929,"end_time":"2024-03-11T09:59:07.726007","exception":false,"start_time":"2024-03-11T09:59:07.707078","status":"completed"},"tags":[]}},{"cell_type":"code","source":"bad_images_index = []\ndata_files = os.listdir(train_data_path)\nfor i, img in enumerate(new_train_df[\"image\"]):\n    img_path = img+\".jpg\"\n    if not (img_path in data_files):\n        bad_images_index.append(i)\nlen(bad_images_index)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:07.765519Z","iopub.status.busy":"2024-03-11T09:59:07.765218Z","iopub.status.idle":"2024-03-11T09:59:09.440418Z","shell.execute_reply":"2024-03-11T09:59:09.439402Z"},"papermill":{"duration":1.697576,"end_time":"2024-03-11T09:59:09.4428","exception":false,"start_time":"2024-03-11T09:59:07.745224","status":"completed"},"tags":[]},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":["415"]},"metadata":{}}]},{"cell_type":"code","source":"\"train dataframe shape before bad images\", new_train_df.shape","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:09.481668Z","iopub.status.busy":"2024-03-11T09:59:09.481347Z","iopub.status.idle":"2024-03-11T09:59:09.486992Z","shell.execute_reply":"2024-03-11T09:59:09.486101Z"},"papermill":{"duration":0.027084,"end_time":"2024-03-11T09:59:09.488998","exception":false,"start_time":"2024-03-11T09:59:09.461914","status":"completed"},"tags":[]},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":["('train dataframe shape before bad images', (10015, 9))"]},"metadata":{}}]},{"cell_type":"code","source":"new_train_df = new_train_df.drop(bad_images_index)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:09.527147Z","iopub.status.busy":"2024-03-11T09:59:09.526842Z","iopub.status.idle":"2024-03-11T09:59:09.537052Z","shell.execute_reply":"2024-03-11T09:59:09.536235Z"},"papermill":{"duration":0.031805,"end_time":"2024-03-11T09:59:09.539332","exception":false,"start_time":"2024-03-11T09:59:09.507527","status":"completed"},"tags":[]},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"\"train dataframe shape after remove bad images\", new_train_df.shape","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:09.582035Z","iopub.status.busy":"2024-03-11T09:59:09.581265Z","iopub.status.idle":"2024-03-11T09:59:09.587326Z","shell.execute_reply":"2024-03-11T09:59:09.586408Z"},"papermill":{"duration":0.028568,"end_time":"2024-03-11T09:59:09.589253","exception":false,"start_time":"2024-03-11T09:59:09.560685","status":"completed"},"tags":[]},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":["('train dataframe shape after remove bad images', (9600, 9))"]},"metadata":{}}]},{"cell_type":"code","source":"new_train_df.to_csv(\"train_data.csv\", index=False)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:09.628497Z","iopub.status.busy":"2024-03-11T09:59:09.628006Z","iopub.status.idle":"2024-03-11T09:59:09.671395Z","shell.execute_reply":"2024-03-11T09:59:09.670648Z"},"papermill":{"duration":0.065121,"end_time":"2024-03-11T09:59:09.673366","exception":false,"start_time":"2024-03-11T09:59:09.608245","status":"completed"},"tags":[]},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"test_files = [x for x in os.listdir(test_data_path) if x.lower().endswith(('.jpg', '.jpeg'))]","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:09.714901Z","iopub.status.busy":"2024-03-11T09:59:09.714607Z","iopub.status.idle":"2024-03-11T09:59:10.048619Z","shell.execute_reply":"2024-03-11T09:59:10.047641Z"},"papermill":{"duration":0.357809,"end_time":"2024-03-11T09:59:10.05111","exception":false,"start_time":"2024-03-11T09:59:09.693301","status":"completed"},"tags":[]},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"\"number of test images\", len(test_files)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.090852Z","iopub.status.busy":"2024-03-11T09:59:10.090545Z","iopub.status.idle":"2024-03-11T09:59:10.09664Z","shell.execute_reply":"2024-03-11T09:59:10.095795Z"},"papermill":{"duration":0.028173,"end_time":"2024-03-11T09:59:10.098618","exception":false,"start_time":"2024-03-11T09:59:10.070445","status":"completed"},"tags":[]},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":["('number of test images', 1512)"]},"metadata":{}}]},{"cell_type":"code","source":"test_df = pd.DataFrame.from_dict({\"ID\": sorted([x.split(\".\")[0] for x in test_files])})\ntest_df[\"Class\"] = 0\ntest_df.head()","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.13849Z","iopub.status.busy":"2024-03-11T09:59:10.137825Z","iopub.status.idle":"2024-03-11T09:59:10.149519Z","shell.execute_reply":"2024-03-11T09:59:10.148587Z"},"papermill":{"duration":0.033865,"end_time":"2024-03-11T09:59:10.151538","exception":false,"start_time":"2024-03-11T09:59:10.117673","status":"completed"},"tags":[]},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0034524</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0034525</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0034526</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0034527</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0034528</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             ID  Class\n","0  ISIC_0034524      0\n","1  ISIC_0034525      0\n","2  ISIC_0034526      0\n","3  ISIC_0034527      0\n","4  ISIC_0034528      0"]},"metadata":{}}]},{"cell_type":"code","source":"test_df.to_csv(\"test_data.csv\", index=False)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.231632Z","iopub.status.busy":"2024-03-11T09:59:10.231282Z","iopub.status.idle":"2024-03-11T09:59:10.240206Z","shell.execute_reply":"2024-03-11T09:59:10.239308Z"},"papermill":{"duration":0.031971,"end_time":"2024-03-11T09:59:10.242345","exception":false,"start_time":"2024-03-11T09:59:10.210374","status":"completed"},"tags":[]},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"train_csv = pd.read_csv(\"train_data.csv\")\ntest_csv = pd.read_csv(\"test_data.csv\")","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.287623Z","iopub.status.busy":"2024-03-11T09:59:10.287257Z","iopub.status.idle":"2024-03-11T09:59:10.308638Z","shell.execute_reply":"2024-03-11T09:59:10.30763Z"},"papermill":{"duration":0.04658,"end_time":"2024-03-11T09:59:10.310984","exception":false,"start_time":"2024-03-11T09:59:10.264404","status":"completed"},"tags":[]},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"train_csv[\"path\"] = train_csv[\"image\"].apply(lambda x: os.path.join(train_data_path, x+\".jpg\"))\ntest_csv[\"path\"] = test_csv[\"ID\"].apply(lambda x: os.path.join(test_data_path, x+\".jpg\"))","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.356318Z","iopub.status.busy":"2024-03-11T09:59:10.35593Z","iopub.status.idle":"2024-03-11T09:59:10.392533Z","shell.execute_reply":"2024-03-11T09:59:10.391642Z"},"papermill":{"duration":0.061687,"end_time":"2024-03-11T09:59:10.394665","exception":false,"start_time":"2024-03-11T09:59:10.332978","status":"completed"},"tags":[]},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"train_csv.head()","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.43966Z","iopub.status.busy":"2024-03-11T09:59:10.439326Z","iopub.status.idle":"2024-03-11T09:59:10.453485Z","shell.execute_reply":"2024-03-11T09:59:10.452516Z"},"papermill":{"duration":0.039266,"end_time":"2024-03-11T09:59:10.455832","exception":false,"start_time":"2024-03-11T09:59:10.416566","status":"completed"},"tags":[]},"execution_count":21,"outputs":[{"execution_count":21,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>image</th>\n","      <th>MEL</th>\n","      <th>NV</th>\n","      <th>BCC</th>\n","      <th>AKIEC</th>\n","      <th>BKL</th>\n","      <th>DF</th>\n","      <th>VASC</th>\n","      <th>classes</th>\n","      <th>path</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0024306</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0024307</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0024308</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0024309</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0024310</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          image  MEL  NV  BCC  AKIEC  BKL  DF  VASC  classes  \\\n","0  ISIC_0024306    0   1    0      0    0   0     0        1   \n","1  ISIC_0024307    0   1    0      0    0   0     0        1   \n","2  ISIC_0024308    0   1    0      0    0   0     0        1   \n","3  ISIC_0024309    0   1    0      0    0   0     0        1   \n","4  ISIC_0024310    1   0    0      0    0   0     0        0   \n","\n","                                                path  \n","0  /kaggle/input/aiml-general-championship/KCDH20...  \n","1  /kaggle/input/aiml-general-championship/KCDH20...  \n","2  /kaggle/input/aiml-general-championship/KCDH20...  \n","3  /kaggle/input/aiml-general-championship/KCDH20...  \n","4  /kaggle/input/aiml-general-championship/KCDH20...  "]},"metadata":{}}]},{"cell_type":"code","source":"test_csv.head()","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.500408Z","iopub.status.busy":"2024-03-11T09:59:10.500116Z","iopub.status.idle":"2024-03-11T09:59:10.510213Z","shell.execute_reply":"2024-03-11T09:59:10.50919Z"},"papermill":{"duration":0.03489,"end_time":"2024-03-11T09:59:10.512518","exception":false,"start_time":"2024-03-11T09:59:10.477628","status":"completed"},"tags":[]},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID</th>\n","      <th>Class</th>\n","      <th>path</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0034524</td>\n","      <td>0</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0034525</td>\n","      <td>0</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0034526</td>\n","      <td>0</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0034527</td>\n","      <td>0</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0034528</td>\n","      <td>0</td>\n","      <td>/kaggle/input/aiml-general-championship/KCDH20...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             ID  Class                                               path\n","0  ISIC_0034524      0  /kaggle/input/aiml-general-championship/KCDH20...\n","1  ISIC_0034525      0  /kaggle/input/aiml-general-championship/KCDH20...\n","2  ISIC_0034526      0  /kaggle/input/aiml-general-championship/KCDH20...\n","3  ISIC_0034527      0  /kaggle/input/aiml-general-championship/KCDH20...\n","4  ISIC_0034528      0  /kaggle/input/aiml-general-championship/KCDH20..."]},"metadata":{}}]},{"cell_type":"code","source":"# if debug mode use only 1000 samples for testing only make debug=False for actual training\nif Config.debug:\n    print(\"debug mode on\")\n    Config.epochs = 2\n    Config.print_freq = 100\n    Config.trn_folds = [0]\n    Config.loggers = False\n    #train_csv = train_csv.sample(n=1000, random_state=Config.seed).reset_index(drop=True)\nelse:\n    Config.loggers = True\n    print(\"debug mode off\")","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.558437Z","iopub.status.busy":"2024-03-11T09:59:10.558147Z","iopub.status.idle":"2024-03-11T09:59:10.564563Z","shell.execute_reply":"2024-03-11T09:59:10.563562Z"},"papermill":{"duration":0.031605,"end_time":"2024-03-11T09:59:10.566909","exception":false,"start_time":"2024-03-11T09:59:10.535304","status":"completed"},"tags":[]},"execution_count":23,"outputs":[{"name":"stdout","output_type":"stream","text":"debug mode off\n"}]},{"cell_type":"code","source":"pl.seed_everything(Config.seed)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.611497Z","iopub.status.busy":"2024-03-11T09:59:10.611211Z","iopub.status.idle":"2024-03-11T09:59:10.62195Z","shell.execute_reply":"2024-03-11T09:59:10.621002Z"},"papermill":{"duration":0.035421,"end_time":"2024-03-11T09:59:10.624032","exception":false,"start_time":"2024-03-11T09:59:10.588611","status":"completed"},"tags":[]},"execution_count":24,"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":["42"]},"metadata":{}}]},{"cell_type":"code","source":"Config.target_col = \"classes\"","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.667854Z","iopub.status.busy":"2024-03-11T09:59:10.667556Z","iopub.status.idle":"2024-03-11T09:59:10.67157Z","shell.execute_reply":"2024-03-11T09:59:10.6706Z"},"papermill":{"duration":0.02782,"end_time":"2024-03-11T09:59:10.673679","exception":false,"start_time":"2024-03-11T09:59:10.645859","status":"completed"},"tags":[]},"execution_count":25,"outputs":[]},{"cell_type":"code","source":"class_counts = train_csv[Config.target_col].value_counts().to_dict()\n\"Unique class counts\", class_counts","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.71946Z","iopub.status.busy":"2024-03-11T09:59:10.718708Z","iopub.status.idle":"2024-03-11T09:59:10.73244Z","shell.execute_reply":"2024-03-11T09:59:10.73148Z"},"papermill":{"duration":0.039416,"end_time":"2024-03-11T09:59:10.734649","exception":false,"start_time":"2024-03-11T09:59:10.695233","status":"completed"},"tags":[]},"execution_count":26,"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":["('Unique class counts',\n"," {1: 6457, 4: 1055, 0: 1015, 2: 495, 3: 327, 6: 138, 5: 113})"]},"metadata":{}}]},{"cell_type":"markdown","source":"# Define Helpers","metadata":{"papermill":{"duration":0.020819,"end_time":"2024-03-11T09:59:10.777179","exception":false,"start_time":"2024-03-11T09:59:10.75636","status":"completed"},"tags":[]}},{"cell_type":"code","source":"class CrossValidation:\n    def __init__(self, df, shuffle,random_state=None):\n        self.df = df\n        self.random_state = random_state\n        self.shuffle = shuffle\n        if shuffle is True:\n            self.df = df.sample(frac=1,\n                random_state=self.random_state).reset_index(drop=True)\n        else:\n            self.random_state=None\n\n    def hold_out_split(self,percent,stratify=None):\n        if stratify is not None:\n            y = self.df[stratify]\n            train,val = ms.train_test_split(self.df, test_size=percent/100,\n                stratify=y, random_state=self.random_state)\n            return train,val\n        size = len(self.df) - int(len(self.df)*(percent/100))\n        train = self.df.iloc[:size,:]\n        val = self.df.iloc[size:,:]\n        return train, val\n\n    def kfold_split(self, splits, stratify=None):\n        if stratify is not None:\n            kf = ms.StratifiedKFold(n_splits=splits, \n                                    shuffle=self.shuffle,\n                                    random_state=self.random_state\n                                    )\n            y = self.df[stratify]\n            for train, val in kf.split(X=self.df,y=y):\n                t = self.df.iloc[train,:]\n                v = self.df.iloc[val, :]\n                yield t, v\n        else:\n            kf = ms.KFold(n_splits=splits, shuffle=self.shuffle,\n                random_state=self.random_state)\n            for train, val in kf.split(X=self.df):\n                t = self.df.iloc[train,:]\n                v = self.df.iloc[val, :]\n                yield t, v","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.818595Z","iopub.status.busy":"2024-03-11T09:59:10.818287Z","iopub.status.idle":"2024-03-11T09:59:10.829992Z","shell.execute_reply":"2024-03-11T09:59:10.829183Z"},"papermill":{"duration":0.034572,"end_time":"2024-03-11T09:59:10.831922","exception":false,"start_time":"2024-03-11T09:59:10.79735","status":"completed"},"tags":[]},"execution_count":27,"outputs":[]},{"cell_type":"markdown","source":"### Dataset loader helper","metadata":{"papermill":{"duration":0.01998,"end_time":"2024-03-11T09:59:10.87173","exception":false,"start_time":"2024-03-11T09:59:10.85175","status":"completed"},"tags":[]}},{"cell_type":"code","source":"class GCDataset(torch.utils.data.Dataset):\n    def __init__(self, csv_file, augmentations=None, test=False):\n        super(GCDataset, self).__init__()\n        self.csv = csv_file\n        self.test = test\n        self.augs = augmentations\n        self.length = len(self.csv)\n    \n    def __len__(self):\n        return self.length\n    \n    def __getitem__(self, idx):\n        name = \"path\"\n        path = self.csv.iloc[idx][\"path\"]\n        img = cv2.imread(path)\n        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n        if self.augs is not None:\n            img = self.augs(image=img)['image']\n        else:\n            img = torch.from_numpy(img).float()\n            img = img.permute(2, 0, 1)\n        if self.test:\n            return img\n        label = torch.tensor(self.csv.iloc[idx][\"classes\"], dtype=torch.int64)\n        return img, label","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.914578Z","iopub.status.busy":"2024-03-11T09:59:10.914308Z","iopub.status.idle":"2024-03-11T09:59:10.922803Z","shell.execute_reply":"2024-03-11T09:59:10.922002Z"},"papermill":{"duration":0.031625,"end_time":"2024-03-11T09:59:10.924571","exception":false,"start_time":"2024-03-11T09:59:10.892946","status":"completed"},"tags":[]},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"class ImageAugmentations:\n    '''\n        image_size: resize image to -> (width, height)\n        train_augs: include augmentations like random crop, rotation etc training if false then return\n                    only resize image as pytorch tensor\n    '''\n    def __init__(self, image_size, apply_augs=False):\n        self.image_size = image_size\n        self.apply_augs = apply_augs\n        \n    def train_augs(self):\n        if self.apply_augs:\n            return A.Compose([A.Resize(self.image_size, self.image_size),\n                              A.HorizontalFlip(p=.5),\n                              A.ChannelShuffle(p=.1),\n                              A.ColorJitter(p=.2),\n                              A.RandomGamma(p=.1),\n                              A.Sharpen(p=.1),\n                              A.CoarseDropout(p=0.2),\n                              # imagenet normalization\n                              A.Normalize(mean=[0.485, 0.456, 0.406],\n                                          std=[0.229, 0.224, 0.225],\n                                          max_pixel_value=255.0,\n                                          p=1.0),\n                              ToTensorV2()])\n        return A.Compose([A.Resize(self.image_size, self.image_size),\n                          A.Normalize(mean=[0.485, 0.456, 0.406],\n                                      std=[0.229, 0.224, 0.225],\n                                      max_pixel_value=255.0,\n                                      p=1.0),\n                          ToTensorV2()])\n    \n    def valid_augs(self):\n        return A.Compose([A.Resize(self.image_size, self.image_size),\n                          A.Normalize(mean=[0.485, 0.456, 0.406],\n                                      std=[0.229, 0.224, 0.225],\n                                      max_pixel_value=255.0,\n                                      p=1.0),\n                          ToTensorV2()])","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:10.967159Z","iopub.status.busy":"2024-03-11T09:59:10.966909Z","iopub.status.idle":"2024-03-11T09:59:10.977167Z","shell.execute_reply":"2024-03-11T09:59:10.976227Z"},"papermill":{"duration":0.034183,"end_time":"2024-03-11T09:59:10.979405","exception":false,"start_time":"2024-03-11T09:59:10.945222","status":"completed"},"tags":[]},"execution_count":29,"outputs":[]},{"cell_type":"markdown","source":"### plotting images from dataset","metadata":{"papermill":{"duration":0.020881,"end_time":"2024-03-11T09:59:11.021853","exception":false,"start_time":"2024-03-11T09:59:11.000972","status":"completed"},"tags":[]}},{"cell_type":"code","source":"augs = ImageAugmentations(Config.input_size, apply_augs=True)\nds = GCDataset(train_csv, augmentations=augs.train_augs())\nloader = torch.utils.data.DataLoader(ds,\n                                     shuffle=True,\n                                     batch_size=16)\nimages, labels = next(iter(loader))\nplt.figure(figsize=(15, 15))\nfor step, (image, label) in enumerate(zip(images, labels)):\n    plt.subplot(4, 4, step+1)\n    plt.imshow(image.permute(1, 2, 0).numpy())\n    plt.axis('off')\n    plt.title(f'Class: {int(label)}')","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:11.062913Z","iopub.status.busy":"2024-03-11T09:59:11.062356Z","iopub.status.idle":"2024-03-11T09:59:14.697568Z","shell.execute_reply":"2024-03-11T09:59:14.696279Z"},"papermill":{"duration":3.67889,"end_time":"2024-03-11T09:59:14.720196","exception":false,"start_time":"2024-03-11T09:59:11.041306","status":"completed"},"tags":[]},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"image/png":"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","text/plain":["<Figure size 1500x1500 with 16 Axes>"]},"metadata":{}}]},{"cell_type":"code","source":"class GCModel(nn.Module):\n    def __init__(self, cfg, pretrained=False):\n        super(GCModel, self).__init__()\n        self.cfg = cfg\n        timm_model = timm.create_model(self.cfg.model_name, \n                                       pretrained=pretrained, \n                                       in_chans=3)\n        \n        if self.cfg.freeze_backbone:\n            modules = []\n            for module in timm_model.children():\n                for param in module.parameters():\n                    param.requires_grad = False\n                modules.append(module)\n        else:\n            modules = list(timm_model.children())\n        \n        self.classifier = modules[-1]\n        cnn_out_features = self.classifier.in_features\n        classifier_out_features = self.classifier.out_features\n        \n        self.cnn = nn.Sequential(*modules[:-1])\n        self.dropout = nn.Dropout(0.2)\n        \n        self.classifier = nn.Sequential(nn.Linear(cnn_out_features, 64),\n                                        nn.ReLU(),\n                                        nn.Linear(64, cfg.targets))\n        \n    def forward(self, img):\n        cnn_features = self.cnn(img)\n        cnn_features = self.dropout(cnn_features)\n        return self.classifier(cnn_features)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:14.820814Z","iopub.status.busy":"2024-03-11T09:59:14.820111Z","iopub.status.idle":"2024-03-11T09:59:14.830509Z","shell.execute_reply":"2024-03-11T09:59:14.829612Z"},"papermill":{"duration":0.063152,"end_time":"2024-03-11T09:59:14.832597","exception":false,"start_time":"2024-03-11T09:59:14.769445","status":"completed"},"tags":[]},"execution_count":31,"outputs":[]},{"cell_type":"markdown","source":"### Lightning Module","metadata":{"papermill":{"duration":0.038038,"end_time":"2024-03-11T09:59:14.908255","exception":false,"start_time":"2024-03-11T09:59:14.870217","status":"completed"},"tags":[]}},{"cell_type":"code","source":"class LitGC(pl.LightningModule):\n    def __init__(self, cfg, model, fold, class_weights: torch.Tensor = None,):\n        super(LitGC, self).__init__()\n        self.cfg = cfg\n        self.model = model\n        if class_weights is not None:\n            self.criterion = nn.CrossEntropyLoss(weight=class_weights)\n        else:\n            self.criterion = nn.CrossEntropyLoss()\n        self.auc = metrics.classification.MulticlassAUROC(num_classes=cfg.targets)\n        self.acc = metrics.Accuracy(task=\"multiclass\", num_classes=cfg.targets, average='macro')\n        self.fold = fold\n        self.val_outputs = []\n        self.train_outputs = []\n        \n    def forward(self, img):\n        return self.model(img)\n\n    def configure_optimizers(self):\n        self.optimizer = self.__get_optimizer()\n        self.lr_scheduler = self.__get_lr_scheduler()\n        return {'optimizer': self.optimizer, 'lr_scheduler': self.lr_scheduler}\n    \n    def training_step(self, batch, batch_idx):\n        img, y = batch\n        y_hat = self(img)\n        loss = self.criterion(y_hat, y)\n        auc = self.auc(y_hat, y)\n        acc = self.acc(y_hat, y)\n        logs = {'train_loss': loss, \n                'train_auc': auc,\n                'train_acc': acc,\n                'lr': self.optimizer.param_groups[0]['lr']}\n        self.train_outputs.append(logs)\n        self.log_dict(\n            logs,\n            on_step=True, on_epoch=True, prog_bar=True, logger=True\n        )\n        return loss\n    \n    def on_train_epoch_end(self):\n        outputs = self.train_outputs\n        auc = torch.stack([x['train_auc'] for x in outputs]).mean()\n        loss = torch.stack([x['train_loss'] for x in outputs]).mean()\n        acc = torch.stack([x['train_acc'] for x in outputs]).mean()\n        lr = [x['lr'] for x in outputs][-1]\n        print(f'Train | LR: {lr} : Epoch {self.current_epoch} : Fold {self.fold} -> loss: {loss}\\t AUC: {auc}\\t Accuracy: {acc}')\n        return outputs\n    \n    def validation_step(self, batch, batch_idx):\n        img, y = batch\n        y_hat = self(img)\n        loss = self.criterion(y_hat, y)\n        auc = self.auc(y_hat, y)\n        acc = self.acc(y_hat, y)\n        logs = {'val_loss': loss, \n                'val_auc': auc,\n                'val_acc': acc}\n        self.val_outputs.append(logs)\n        self.log_dict(\n            logs,\n            on_step=True, on_epoch=True, prog_bar=True, logger=True\n        )\n        return logs\n    \n    def on_validation_epoch_end(self):\n        outputs = self.val_outputs\n        auc = torch.stack([x['val_auc'] for x in outputs]).mean()\n        loss = torch.stack([x['val_loss'] for x in outputs]).mean()\n        acc = torch.stack([x['val_acc'] for x in outputs]).mean()\n        print(f'Validation | Epoch {self.current_epoch} : Fold {self.fold} -> loss: {loss}\\t AUC: {auc}\\t Accuracy: {acc}')\n        return outputs\n    \n    def predict_step(self, batch, batch_idx, dataloader_idx=None):\n        if isinstance(batch, list):\n            img, _ = batch\n        else:\n            img = batch\n        out = self(img)\n        return out\n\n    def __get_optimizer(self):\n        optimizer = None\n        if self.cfg.optimizer == 'adam':\n            optimizer = torch.optim.Adam(self.parameters(), lr=self.cfg.lr, \n                                         weight_decay=self.cfg.weight_decay, \n                                         amsgrad=False)\n        elif self.cfg.optimizer == 'adamw':\n            optimizer = torch.optim.AdamW(self.parameters(), lr=self.cfg.lr, \n                                          weight_decay=self.cfg.weight_decay)\n        return optimizer\n\n    def __get_lr_scheduler(self):\n        scheduler = None\n        if self.cfg.lr_scheduler=='ReduceLROnPlateau':\n            scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(self.optimizer, mode='min', \n                                                                   factor=self.cfg.factor, \n                                                                   patience=self.cfg.patience, \n                                                                   eps=self.cfg.eps)\n        elif self.cfg.lr_scheduler=='CosineAnnealingLR':\n            scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(self.optimizer, \n                                                                   T_max=self.cfg.T_max, \n                                                                   eta_min=self.cfg.min_lr, \n                                                                   last_epoch=-1)\n        elif self.cfg.lr_scheduler=='CosineAnnealingWarmRestarts':\n            scheduler = torch.optim.lr_scheduler.CosineAnnealingWarmRestarts(self.optimizer,\n                                                                             T_0=self.cfg.T_0,\n                                                                             eta_min=self.cfg.min_lr,\n                                                                             last_epoch=-1)\n        return scheduler","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:14.985319Z","iopub.status.busy":"2024-03-11T09:59:14.985015Z","iopub.status.idle":"2024-03-11T09:59:15.009443Z","shell.execute_reply":"2024-03-11T09:59:15.008519Z"},"papermill":{"duration":0.065143,"end_time":"2024-03-11T09:59:15.011505","exception":false,"start_time":"2024-03-11T09:59:14.946362","status":"completed"},"tags":[]},"execution_count":32,"outputs":[]},{"cell_type":"markdown","source":"### Lightning data module","metadata":{"papermill":{"duration":0.039422,"end_time":"2024-03-11T09:59:15.089714","exception":false,"start_time":"2024-03-11T09:59:15.050292","status":"completed"},"tags":[]}},{"cell_type":"code","source":"class GCDataModule(pl.LightningDataModule):\n    def __init__(self, \n                 train_files, \n                 val_files,\n                 batch_size: int = 32,\n                 image_size: int = Config.input_size,\n                 apply_augmentations: bool = False):\n        super(GCDataModule, self).__init__()\n        self.train_files = train_files\n        self.val_files = val_files\n        self.batch_size = batch_size\n        self.augs = ImageAugmentations(image_size, apply_augs=apply_augmentations)\n\n    def setup(self, stage=None):\n        self.train_ds = GCDataset(self.train_files,\n                                augmentations=self.augs.train_augs(),\n                                test=False)\n        self.val_ds = GCDataset(self.val_files,\n                                augmentations=self.augs.valid_augs(),\n                                test=False)\n\n    def train_dataloader(self):\n        return torch.utils.data.DataLoader(self.train_ds,\n                                           shuffle=True,\n                                           num_workers=Config.num_workers, \n                                           pin_memory=True,\n                                           drop_last=True,\n                                           batch_size=self.batch_size)\n\n    def val_dataloader(self):\n        return torch.utils.data.DataLoader(self.val_ds,\n                                           shuffle=False,\n                                           num_workers=Config.num_workers, \n                                           pin_memory=True,\n                                           drop_last=False,\n                                           batch_size=self.batch_size*2)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:15.169855Z","iopub.status.busy":"2024-03-11T09:59:15.169167Z","iopub.status.idle":"2024-03-11T09:59:15.178569Z","shell.execute_reply":"2024-03-11T09:59:15.177673Z"},"papermill":{"duration":0.051529,"end_time":"2024-03-11T09:59:15.180486","exception":false,"start_time":"2024-03-11T09:59:15.128957","status":"completed"},"tags":[]},"execution_count":33,"outputs":[]},{"cell_type":"code","source":"def model_checkpointing_callbacks(fold):\n    return [pl.callbacks.ModelCheckpoint(monitor='val_loss',\n                                         dirpath=\"./\",\n                                         save_top_k=1, \n                                         save_last=False, \n                                         save_weights_only=True, \n                                         filename=f'best/{Config.model_name}_best_loss_fold{fold}', \n                                         verbose=True, \n                                         mode='min'),\n            pl.callbacks.ModelCheckpoint(monitor='val_auc',\n                                         dirpath=\"./\",\n                                         save_top_k=1, \n                                         save_last=False, \n                                         save_weights_only=True, \n                                         filename=f'best/{Config.model_name}_best_auc_fold{fold}', \n                                         verbose=True,\n                                         mode='max'),\n           pl.callbacks.ModelCheckpoint(monitor='val_acc',\n                                         dirpath=\"./\",\n                                         save_top_k=1, \n                                         save_last=False, \n                                         save_weights_only=True, \n                                         filename=f'best/{Config.model_name}_best_acc_fold{fold}', \n                                         verbose=True,\n                                         mode='max')]","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:15.2583Z","iopub.status.busy":"2024-03-11T09:59:15.258012Z","iopub.status.idle":"2024-03-11T09:59:15.265169Z","shell.execute_reply":"2024-03-11T09:59:15.264222Z"},"papermill":{"duration":0.048928,"end_time":"2024-03-11T09:59:15.267334","exception":false,"start_time":"2024-03-11T09:59:15.218406","status":"completed"},"tags":[]},"execution_count":34,"outputs":[]},{"cell_type":"code","source":"def get_loggers(fold):\n    if Config.loggers:\n        return [pl.loggers.CSVLogger(\"logs\", name=f\"{Config.model_name}_fold{fold}\")]\n    return None","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:15.348008Z","iopub.status.busy":"2024-03-11T09:59:15.347675Z","iopub.status.idle":"2024-03-11T09:59:15.352489Z","shell.execute_reply":"2024-03-11T09:59:15.351612Z"},"papermill":{"duration":0.047734,"end_time":"2024-03-11T09:59:15.354551","exception":false,"start_time":"2024-03-11T09:59:15.306817","status":"completed"},"tags":[]},"execution_count":35,"outputs":[]},{"cell_type":"markdown","source":"# Training","metadata":{"papermill":{"duration":0.037409,"end_time":"2024-03-11T09:59:15.430033","exception":false,"start_time":"2024-03-11T09:59:15.392624","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"### Finding class weights for calculating cross entropy loss","metadata":{"papermill":{"duration":0.036428,"end_time":"2024-03-11T09:59:15.505415","exception":false,"start_time":"2024-03-11T09:59:15.468987","status":"completed"},"tags":[]}},{"cell_type":"code","source":"class_weights_dict = {}\ntotal_samples = len(train_csv)\nfor key, count in class_counts.items():\n    class_weights_dict[key] = total_samples / (len(class_counts) * count)\nclass_weights_dict =  dict(sorted(class_weights_dict.items()))\n\"Class weights are\", class_weights_dict","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:15.580734Z","iopub.status.busy":"2024-03-11T09:59:15.580407Z","iopub.status.idle":"2024-03-11T09:59:15.587522Z","shell.execute_reply":"2024-03-11T09:59:15.586648Z"},"papermill":{"duration":0.046738,"end_time":"2024-03-11T09:59:15.589558","exception":false,"start_time":"2024-03-11T09:59:15.54282","status":"completed"},"tags":[]},"execution_count":36,"outputs":[{"execution_count":36,"output_type":"execute_result","data":{"text/plain":["('Class weights are',\n"," {0: 1.3511611541168191,\n","  1: 0.21239407951503353,\n","  2: 2.7705627705627704,\n","  3: 4.193971166448231,\n","  4: 1.2999322951929586,\n","  5: 12.13653603034134,\n","  6: 9.937888198757763})"]},"metadata":{}}]},{"cell_type":"code","source":"class_weights = torch.tensor([x for _, x in class_weights_dict.items()], \n                             dtype=torch.float32)\n\"Class weights tensor\", class_weights","metadata":{"execution":{"iopub.execute_input":"2024-03-11T09:59:15.667589Z","iopub.status.busy":"2024-03-11T09:59:15.6672Z","iopub.status.idle":"2024-03-11T09:59:15.713665Z","shell.execute_reply":"2024-03-11T09:59:15.712738Z"},"papermill":{"duration":0.088249,"end_time":"2024-03-11T09:59:15.715703","exception":false,"start_time":"2024-03-11T09:59:15.627454","status":"completed"},"tags":[]},"execution_count":37,"outputs":[{"execution_count":37,"output_type":"execute_result","data":{"text/plain":["('Class weights tensor',\n"," tensor([ 1.3512,  0.2124,  2.7706,  4.1940,  1.2999, 12.1365,  9.9379]))"]},"metadata":{}}]},{"cell_type":"code","source":"if Config.train:\n    cv = CrossValidation(train_csv, shuffle=True, random_state=Config.seed)\n    for fold, (train_, val_) in enumerate(cv.kfold_split(splits=Config.n_fold)):\n        if fold in Config.trn_folds:\n            print(f\"{'='*10} Fold {fold} {'='*10}\")\n            datamodule = GCDataModule(train_, \n                                      val_,\n                                      batch_size=Config.batch_size,\n                                      apply_augmentations=True)\n            datamodule.setup()\n            loggers = get_loggers(fold)\n            callbacks = [pl.callbacks.EarlyStopping(monitor='val_loss', \n                                                    patience=Config.patience, \n                                                    mode='min')]\n            model = GCModel(Config, pretrained=True)\n            checkpoint_callbacks = model_checkpointing_callbacks(fold)\n            lit = LitGC(Config, model, fold=fold, class_weights=class_weights)\n            trainer_params = {\"max_epochs\": Config.epochs,\n                              \"accumulate_grad_batches\": Config.gradient_accumulation_steps,\n                              \"precision\": Config.precision,\n                              \"callbacks\": callbacks+checkpoint_callbacks,\n                              \"logger\": loggers}\n            trainer = pl.Trainer(**trainer_params)\n            # Train the model\n            trainer.fit(lit, datamodule)","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2024-03-11T09:59:15.794948Z","iopub.status.busy":"2024-03-11T09:59:15.794239Z","iopub.status.idle":"2024-03-11T12:58:16.703036Z","shell.execute_reply":"2024-03-11T12:58:16.701582Z"},"papermill":{"duration":10740.950788,"end_time":"2024-03-11T12:58:16.706313","exception":false,"start_time":"2024-03-11T09:59:15.755525","status":"completed"},"tags":[]},"execution_count":38,"outputs":[{"name":"stdout","output_type":"stream","text":"========== Fold 0 ==========\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"44e99987b12746dab1ca1c7203cadc6f","version_major":2,"version_minor":0},"text/plain":["model.safetensors:   0%|          | 0.00/49.3M [00:00<?, ?B/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"422c1cf671d041958902c8d6110427e9","version_major":2,"version_minor":0},"text/plain":["Sanity Checking: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 0 -> loss: 1.9420738220214844\t AUC: 0.192735493183136\t Accuracy: 0.1462053656578064\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"19f07daded454b82b6c978d25b9695ee","version_major":2,"version_minor":0},"text/plain":["Training: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"27e77cbdc93042e6a418c095756d8309","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 0 -> loss: 0.8525068759918213\t AUC: 0.6522693037986755\t Accuracy: 0.560658872127533\n\nTrain | LR: 0.0001 : Epoch 0 : Fold 0 -> loss: 1.3995811939239502\t AUC: 0.49379149079322815\t Accuracy: 0.38741588592529297\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e200571ff1314118adc5c861b30d7720","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 1 : Fold 0 -> loss: 0.7161402702331543\t AUC: 0.6664119362831116\t Accuracy: 0.6210010647773743\n\nTrain | LR: 9.757729755661011e-05 : Epoch 1 : Fold 0 -> loss: 1.088435411453247\t AUC: 0.5233767032623291\t Accuracy: 0.47323077917099\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a215e8b6658f43d8a407118b346afc25","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 2 : Fold 0 -> loss: 0.6404702663421631\t AUC: 0.6744747757911682\t Accuracy: 0.6514327526092529\n\nTrain | LR: 9.05463412215599e-05 : Epoch 2 : Fold 0 -> loss: 0.9146910309791565\t AUC: 0.5357145071029663\t Accuracy: 0.5294137597084045\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"62104d470a374f56abd9be5d0a490060","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 3 : Fold 0 -> loss: 0.6056753396987915\t AUC: 0.6786270141601562\t Accuracy: 0.6690337061882019\n\nTrain | LR: 7.959536998847742e-05 : Epoch 3 : Fold 0 -> loss: 0.7884169816970825\t AUC: 0.5446903705596924\t Accuracy: 0.5771871209144592\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f18202c13962495cb3c93409999a8cb7","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 4 : Fold 0 -> loss: 0.5716729760169983\t AUC: 0.6819235682487488\t Accuracy: 0.6896460056304932\n\nTrain | LR: 6.57963412215599e-05 : Epoch 4 : Fold 0 -> loss: 0.6899920701980591\t AUC: 0.5509319305419922\t Accuracy: 0.6150200366973877\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"42eeb62cf54f4d5db3c47bffc3ff8ee6","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 5 : Fold 0 -> loss: 0.5446276068687439\t AUC: 0.6842774152755737\t Accuracy: 0.7086238265037537\n\nTrain | LR: 5.05e-05 : Epoch 5 : Fold 0 -> loss: 0.6163280010223389\t AUC: 0.5543856024742126\t Accuracy: 0.6496523022651672\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1d0bbb8ce12342498ba5d075b16e8b2e","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 6 : Fold 0 -> loss: 0.5224009156227112\t AUC: 0.6863818764686584\t Accuracy: 0.7234952449798584\n\nTrain | LR: 3.5203658778440106e-05 : Epoch 6 : Fold 0 -> loss: 0.5554997324943542\t AUC: 0.5581949353218079\t Accuracy: 0.6773600578308105\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1edc889f3ffa4cb4831fff9d27555679","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 7 : Fold 0 -> loss: 0.5095070600509644\t AUC: 0.687930703163147\t Accuracy: 0.7340061664581299\n\nTrain | LR: 2.1404630011522586e-05 : Epoch 7 : Fold 0 -> loss: 0.5063239932060242\t AUC: 0.5615285038948059\t Accuracy: 0.7004368305206299\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"19aee0d31a1f402cbf2604b9f3a3a324","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 8 : Fold 0 -> loss: 0.4975948631763458\t AUC: 0.6890522241592407\t Accuracy: 0.7423601150512695\n\nTrain | LR: 1.0453658778440109e-05 : Epoch 8 : Fold 0 -> loss: 0.46583351492881775\t AUC: 0.5640773177146912\t Accuracy: 0.7192375659942627\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4e152d11c0e74df08cd0b157002d906a","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 9 : Fold 0 -> loss: 0.48906800150871277\t AUC: 0.6900942921638489\t Accuracy: 0.7496162056922913\n\nTrain | LR: 3.4227024433899e-06 : Epoch 9 : Fold 0 -> loss: 0.43103140592575073\t AUC: 0.5666399002075195\t Accuracy: 0.7370242476463318\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"84ab328ec86e4fb1acc45a312305237d","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 10 : Fold 0 -> loss: 0.49184516072273254\t AUC: 0.6906838417053223\t Accuracy: 0.7524282932281494\n\nTrain | LR: 0.0001 : Epoch 10 : Fold 0 -> loss: 0.41370144486427307\t AUC: 0.5671766400337219\t Accuracy: 0.744341254234314\n\n========== Fold 1 ==========\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a245cc277ae04cec80fc81875cb1df5e","version_major":2,"version_minor":0},"text/plain":["Sanity Checking: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 1 -> loss: 1.959380865097046\t AUC: 0.3726186156272888\t Accuracy: 0.02336956560611725\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a1dce9b4a69446a0bc481a46fd4358e2","version_major":2,"version_minor":0},"text/plain":["Training: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"333f8003f63948629f0839e558f5d2c4","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 1 -> loss: 0.8433355093002319\t AUC: 0.6974332332611084\t Accuracy: 0.5792942047119141\n\nTrain | LR: 0.0001 : Epoch 0 : Fold 1 -> loss: 1.3892934322357178\t AUC: 0.49211040139198303\t Accuracy: 0.39867129921913147\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1fd42f324f834dce813212b35349e82e","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 1 : Fold 1 -> loss: 0.7141101360321045\t AUC: 0.7122388482093811\t Accuracy: 0.6355959177017212\n\nTrain | LR: 9.757729755661011e-05 : Epoch 1 : Fold 1 -> loss: 1.102388858795166\t AUC: 0.5185994505882263\t Accuracy: 0.47525426745414734\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"595aafffc08d4d0faf787b72f02cd3ed","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 2 : Fold 1 -> loss: 0.642911970615387\t AUC: 0.7196042537689209\t Accuracy: 0.6742565631866455\n\nTrain | LR: 9.05463412215599e-05 : Epoch 2 : Fold 1 -> loss: 0.9248965978622437\t AUC: 0.5309398770332336\t Accuracy: 0.5329888463020325\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9db14dc3b5a44ebab3eb1b38c3e94b31","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 3 : Fold 1 -> loss: 0.6146153211593628\t AUC: 0.7235816121101379\t Accuracy: 0.6940706372261047\n\nTrain | LR: 7.959536998847742e-05 : Epoch 3 : Fold 1 -> loss: 0.8026400804519653\t AUC: 0.5395479202270508\t Accuracy: 0.5751174092292786\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8e9e0b52f7dd4cbf85cd58451ff2e0b6","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 4 : Fold 1 -> loss: 0.5890322923660278\t AUC: 0.7264642119407654\t Accuracy: 0.7101981043815613\n\nTrain | LR: 6.57963412215599e-05 : Epoch 4 : Fold 1 -> loss: 0.705886960029602\t AUC: 0.5448876023292542\t Accuracy: 0.6132466793060303\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e57f3cadee464a4699ac835642f846c7","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 5 : Fold 1 -> loss: 0.5778700709342957\t AUC: 0.728203535079956\t Accuracy: 0.7137501835823059\n\nTrain | LR: 5.05e-05 : Epoch 5 : Fold 1 -> loss: 0.6302698254585266\t AUC: 0.5491891503334045\t Accuracy: 0.6470429301261902\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9d0ae646fb9a418c8985a466ab2503ff","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 6 : Fold 1 -> loss: 0.5711447596549988\t AUC: 0.7302866578102112\t Accuracy: 0.7269441485404968\n\nTrain | LR: 3.5203658778440106e-05 : Epoch 6 : Fold 1 -> loss: 0.5713061094284058\t AUC: 0.5522909760475159\t Accuracy: 0.6733168363571167\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1599646805e9497da671c93d23389715","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 7 : Fold 1 -> loss: 0.5632920861244202\t AUC: 0.732023298740387\t Accuracy: 0.7351152300834656\n\nTrain | LR: 2.1404630011522586e-05 : Epoch 7 : Fold 1 -> loss: 0.5200684070587158\t AUC: 0.5554242730140686\t Accuracy: 0.697733998298645\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c937da5dc2e744ae99bac07ff9bd7b6c","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 8 : Fold 1 -> loss: 0.5567371249198914\t AUC: 0.7333934903144836\t Accuracy: 0.7403587102890015\n\nTrain | LR: 1.0453658778440109e-05 : Epoch 8 : Fold 1 -> loss: 0.47800710797309875\t AUC: 0.5575604438781738\t Accuracy: 0.7173083424568176\n\n========== Fold 2 ==========\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c3e34e7bf3cd4a52bcfee23645451ab9","version_major":2,"version_minor":0},"text/plain":["Sanity Checking: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 2 -> loss: 1.9134998321533203\t AUC: 0.36157137155532837\t Accuracy: 0.15833333134651184\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b5cb0f741c2a46109dd108eab3507d18","version_major":2,"version_minor":0},"text/plain":["Training: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e49325b4c88d4763bf61e572f3e9fcee","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 2 -> loss: 0.8510537147521973\t AUC: 0.6853381395339966\t Accuracy: 0.5792148113250732\n\nTrain | LR: 0.0001 : Epoch 0 : Fold 2 -> loss: 1.3211674690246582\t AUC: 0.4978989362716675\t Accuracy: 0.3878217935562134\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ac4f5e28886b4575a4159ed94dfc4111","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 1 : Fold 2 -> loss: 0.7542095184326172\t AUC: 0.7024695873260498\t Accuracy: 0.6035798788070679\n\nTrain | LR: 9.757729755661011e-05 : Epoch 1 : Fold 2 -> loss: 1.0629775524139404\t AUC: 0.5194939374923706\t Accuracy: 0.47074151039123535\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4e0a545755554e8caaeafee4e9528350","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 2 : Fold 2 -> loss: 0.6611455678939819\t AUC: 0.707913339138031\t Accuracy: 0.6411422491073608\n\nTrain | LR: 9.05463412215599e-05 : Epoch 2 : Fold 2 -> loss: 0.8910115957260132\t AUC: 0.5309131145477295\t Accuracy: 0.5321055054664612\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ad48ceda25934186b47e60cb1411ca75","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 3 : Fold 2 -> loss: 0.6044643521308899\t AUC: 0.7126128077507019\t Accuracy: 0.6724212169647217\n\nTrain | LR: 7.959536998847742e-05 : Epoch 3 : Fold 2 -> loss: 0.7763286828994751\t AUC: 0.5398707985877991\t Accuracy: 0.5793917775154114\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"523c7c1f643d4ed19ff82370e18585c4","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 4 : Fold 2 -> loss: 0.5753881931304932\t AUC: 0.7155026793479919\t Accuracy: 0.6881175637245178\n\nTrain | LR: 6.57963412215599e-05 : Epoch 4 : Fold 2 -> loss: 0.688206672668457\t AUC: 0.5466675162315369\t Accuracy: 0.6169611811637878\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4a4777879b054ba8aeb3e7ae662a2410","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 5 : Fold 2 -> loss: 0.5487281680107117\t AUC: 0.7183773517608643\t Accuracy: 0.7064425945281982\n\nTrain | LR: 5.05e-05 : Epoch 5 : Fold 2 -> loss: 0.6167263984680176\t AUC: 0.5506342053413391\t Accuracy: 0.6485249996185303\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"25f47b7385544ebaaa24fe1484ab1745","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 6 : Fold 2 -> loss: 0.5281375646591187\t AUC: 0.7205148339271545\t Accuracy: 0.7231717705726624\n\nTrain | LR: 3.5203658778440106e-05 : Epoch 6 : Fold 2 -> loss: 0.558198869228363\t AUC: 0.552937388420105\t Accuracy: 0.6755861639976501\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e1bbf4f416074952b7088121a4d626db","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 7 : Fold 2 -> loss: 0.514041006565094\t AUC: 0.7221626043319702\t Accuracy: 0.7367104291915894\n\nTrain | LR: 2.1404630011522586e-05 : Epoch 7 : Fold 2 -> loss: 0.5076897740364075\t AUC: 0.555493950843811\t Accuracy: 0.6995018124580383\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"819b6ba09a3e449db67c0686072bef98","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 8 : Fold 2 -> loss: 0.5001843571662903\t AUC: 0.7235393524169922\t Accuracy: 0.7460368871688843\n\nTrain | LR: 1.0453658778440109e-05 : Epoch 8 : Fold 2 -> loss: 0.4682123064994812\t AUC: 0.5575463175773621\t Accuracy: 0.7190801501274109\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2d227a69bbd545dda85ff3eb2c18e78a","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 9 : Fold 2 -> loss: 0.490937739610672\t AUC: 0.7246467471122742\t Accuracy: 0.7540872693061829\n\nTrain | LR: 3.4227024433899e-06 : Epoch 9 : Fold 2 -> loss: 0.4336364269256592\t AUC: 0.5599579811096191\t Accuracy: 0.73602294921875\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7d5fb422d6d44364a822bb1a9ba20574","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 10 : Fold 2 -> loss: 0.4948493540287018\t AUC: 0.7254122495651245\t Accuracy: 0.7555511593818665\n\nTrain | LR: 0.0001 : Epoch 10 : Fold 2 -> loss: 0.41735607385635376\t AUC: 0.5610299110412598\t Accuracy: 0.7433204054832458\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b9b6bf364fdb40168232a41a89f83646","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 11 : Fold 2 -> loss: 0.4970013201236725\t AUC: 0.7258917689323425\t Accuracy: 0.758216381072998\n\nTrain | LR: 9.757729755661011e-05 : Epoch 11 : Fold 2 -> loss: 0.4006558060646057\t AUC: 0.5626136064529419\t Accuracy: 0.7505649328231812\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"16b7dc7b07ad43db87f43469c62695d7","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 12 : Fold 2 -> loss: 0.4974089562892914\t AUC: 0.726370632648468\t Accuracy: 0.762362003326416\n\nTrain | LR: 9.05463412215599e-05 : Epoch 12 : Fold 2 -> loss: 0.3842201828956604\t AUC: 0.563734233379364\t Accuracy: 0.7581663131713867\n\n========== Fold 3 ==========\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"47db1779ae784588974c6b624008c828","version_major":2,"version_minor":0},"text/plain":["Sanity Checking: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 3 -> loss: 1.9640061855316162\t AUC: 0.3205694556236267\t Accuracy: 0.0714285746216774\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"411e34003d6b42959c640147baaf8ec3","version_major":2,"version_minor":0},"text/plain":["Training: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"960de28773d94965b374b62cca44e86c","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 3 -> loss: 0.9566323757171631\t AUC: 0.6544318795204163\t Accuracy: 0.5399163961410522\n\nTrain | LR: 0.0001 : Epoch 0 : Fold 3 -> loss: 1.3272031545639038\t AUC: 0.4983634948730469\t Accuracy: 0.4226337671279907\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"05ac0a8b4d704cf6aed78f956b325fa5","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 1 : Fold 3 -> loss: 0.7536048889160156\t AUC: 0.6757746934890747\t Accuracy: 0.6175655722618103\n\nTrain | LR: 9.757729755661011e-05 : Epoch 1 : Fold 3 -> loss: 1.0472612380981445\t AUC: 0.5206409692764282\t Accuracy: 0.4914468824863434\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9e370dfa11404f0f80fac557cfb83642","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 2 : Fold 3 -> loss: 0.6817238926887512\t AUC: 0.683911919593811\t Accuracy: 0.6578922867774963\n\nTrain | LR: 9.05463412215599e-05 : Epoch 2 : Fold 3 -> loss: 0.8741799592971802\t AUC: 0.5338544845581055\t Accuracy: 0.548439621925354\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2fd4e91e995d4361b6b38d8bb025ec2f","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 3 : Fold 3 -> loss: 0.6186464428901672\t AUC: 0.6895572543144226\t Accuracy: 0.6879501938819885\n\nTrain | LR: 7.959536998847742e-05 : Epoch 3 : Fold 3 -> loss: 0.7567152976989746\t AUC: 0.5418094396591187\t Accuracy: 0.5934293270111084\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"35031090560e4c68ab2f1cb2d7130d48","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 4 : Fold 3 -> loss: 0.5988670587539673\t AUC: 0.6927587985992432\t Accuracy: 0.7045661807060242\n\nTrain | LR: 6.57963412215599e-05 : Epoch 4 : Fold 3 -> loss: 0.6644442081451416\t AUC: 0.5465847849845886\t Accuracy: 0.6303679347038269\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8e4928621a97487d8026739d8c7fe212","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 5 : Fold 3 -> loss: 0.577278196811676\t AUC: 0.6950978636741638\t Accuracy: 0.7184828519821167\n\nTrain | LR: 5.05e-05 : Epoch 5 : Fold 3 -> loss: 0.5924716591835022\t AUC: 0.5505701303482056\t Accuracy: 0.6599247455596924\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cb4982046e7841ff91e24057eace847b","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 6 : Fold 3 -> loss: 0.5622977018356323\t AUC: 0.6971441507339478\t Accuracy: 0.7318174242973328\n\nTrain | LR: 3.5203658778440106e-05 : Epoch 6 : Fold 3 -> loss: 0.5339392423629761\t AUC: 0.5537200570106506\t Accuracy: 0.6873299479484558\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c496480893de40ddba5e12f871056617","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 7 : Fold 3 -> loss: 0.5485190749168396\t AUC: 0.6987981796264648\t Accuracy: 0.740943193435669\n\nTrain | LR: 2.1404630011522586e-05 : Epoch 7 : Fold 3 -> loss: 0.4871917963027954\t AUC: 0.5563367605209351\t Accuracy: 0.7085071802139282\n\n========== Fold 4 ==========\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8cb8963397f144fa9ddcbd82ed6bbd04","version_major":2,"version_minor":0},"text/plain":["Sanity Checking: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 4 -> loss: 1.9535728693008423\t AUC: 0.349173367023468\t Accuracy: 0.10476191341876984\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"884a53900355401bbaaf04126554f5e2","version_major":2,"version_minor":0},"text/plain":["Training: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2d9d9f886659402dae538620b7e03ab4","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 0 : Fold 4 -> loss: 0.8688926100730896\t AUC: 0.6830824613571167\t Accuracy: 0.6232261657714844\n\nTrain | LR: 0.0001 : Epoch 0 : Fold 4 -> loss: 1.3963124752044678\t AUC: 0.49255311489105225\t Accuracy: 0.4145197868347168\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fe400c8d843447e586c1593573ff0742","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 1 : Fold 4 -> loss: 0.7455084919929504\t AUC: 0.6942594647407532\t Accuracy: 0.6710230708122253\n\nTrain | LR: 9.757729755661011e-05 : Epoch 1 : Fold 4 -> loss: 1.0903350114822388\t AUC: 0.5224255323410034\t Accuracy: 0.4900803565979004\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2701e694bf4241f4bc3c7a56c121a452","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 2 : Fold 4 -> loss: 0.6912375092506409\t AUC: 0.6996099352836609\t Accuracy: 0.6802955865859985\n\nTrain | LR: 9.05463412215599e-05 : Epoch 2 : Fold 4 -> loss: 0.911999523639679\t AUC: 0.5361859798431396\t Accuracy: 0.5450645685195923\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"31d011571fee4801809bf003d3a14990","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 3 : Fold 4 -> loss: 0.6564679741859436\t AUC: 0.7044529318809509\t Accuracy: 0.6928825378417969\n\nTrain | LR: 7.959536998847742e-05 : Epoch 3 : Fold 4 -> loss: 0.7867743968963623\t AUC: 0.5441477298736572\t Accuracy: 0.591450035572052\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"002d87a904f4478da6db6f62bdbc5f4a","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 4 : Fold 4 -> loss: 0.6251038908958435\t AUC: 0.7074814438819885\t Accuracy: 0.7095019817352295\n\nTrain | LR: 6.57963412215599e-05 : Epoch 4 : Fold 4 -> loss: 0.6946782469749451\t AUC: 0.5501040816307068\t Accuracy: 0.6281286478042603\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4588a61b61ca4b03a2ac157cc8c82bba","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 5 : Fold 4 -> loss: 0.5952768921852112\t AUC: 0.7097412943840027\t Accuracy: 0.7249205708503723\n\nTrain | LR: 5.05e-05 : Epoch 5 : Fold 4 -> loss: 0.618908703327179\t AUC: 0.5532833933830261\t Accuracy: 0.6597433090209961\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9c72d8a8760b4605a50eb98564c5b8a6","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 6 : Fold 4 -> loss: 0.5716172456741333\t AUC: 0.7117646336555481\t Accuracy: 0.7377483248710632\n\nTrain | LR: 3.5203658778440106e-05 : Epoch 6 : Fold 4 -> loss: 0.5568230748176575\t AUC: 0.5566019415855408\t Accuracy: 0.6860784292221069\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"777d2a08facf4e12930775f9730bb0ff","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 7 : Fold 4 -> loss: 0.5572401881217957\t AUC: 0.7132366299629211\t Accuracy: 0.7474702596664429\n\nTrain | LR: 2.1404630011522586e-05 : Epoch 7 : Fold 4 -> loss: 0.5053370594978333\t AUC: 0.5589386224746704\t Accuracy: 0.708912193775177\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"dbed92b48b444a459bba706499cb33db","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 8 : Fold 4 -> loss: 0.5469287037849426\t AUC: 0.71449875831604\t Accuracy: 0.7569479942321777\n\nTrain | LR: 1.0453658778440109e-05 : Epoch 8 : Fold 4 -> loss: 0.46342548727989197\t AUC: 0.5610265135765076\t Accuracy: 0.7282457947731018\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"551aaac4d8454f8ab7ea0bc51e68c431","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 9 : Fold 4 -> loss: 0.5380991697311401\t AUC: 0.7154911160469055\t Accuracy: 0.7643319964408875\n\nTrain | LR: 3.4227024433899e-06 : Epoch 9 : Fold 4 -> loss: 0.4293767809867859\t AUC: 0.5633226633071899\t Accuracy: 0.7446779608726501\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bc9e5dd07fa34be0a8ba316e1d6d37d5","version_major":2,"version_minor":0},"text/plain":["Validation: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Validation | Epoch 10 : Fold 4 -> loss: 0.5506853461265564\t AUC: 0.7155139446258545\t Accuracy: 0.764758825302124\n\nTrain | LR: 0.0001 : Epoch 10 : Fold 4 -> loss: 0.41149407625198364\t AUC: 0.5641434788703918\t Accuracy: 0.7513493299484253\n"}]},{"cell_type":"markdown","source":"# Inference","metadata":{"papermill":{"duration":0.072734,"end_time":"2024-03-11T12:58:16.84779","exception":false,"start_time":"2024-03-11T12:58:16.775056","status":"completed"},"tags":[]}},{"cell_type":"code","source":"def get_weights_path(fold, mode):\n    return os.path.join(\"best\", f\"{Config.model_name}_best_{mode}_fold{fold}.ckpt\")","metadata":{"execution":{"iopub.execute_input":"2024-03-11T12:58:16.971005Z","iopub.status.busy":"2024-03-11T12:58:16.97057Z","iopub.status.idle":"2024-03-11T12:58:16.976244Z","shell.execute_reply":"2024-03-11T12:58:16.975196Z"},"papermill":{"duration":0.069837,"end_time":"2024-03-11T12:58:16.978279","exception":false,"start_time":"2024-03-11T12:58:16.908442","status":"completed"},"tags":[]},"execution_count":39,"outputs":[]},{"cell_type":"code","source":"def get_fold_predictions(fold, data, ensemble_fn=None, logits=False):\n    print(\"=\"*10)\n    print(\"Predictions using Fold: \", fold)\n    print(\"=\"*10)\n    augs = ImageAugmentations(Config.input_size, apply_augs=False)\n    ds = GCDataset(data,\n                   augmentations=augs.valid_augs(),\n                   test=False)\n    weights = [get_weights_path(fold, \"loss\"),\n               get_weights_path(fold, \"auc\"),\n               get_weights_path(fold, \"acc\")]\n    preds = []\n    for weight in weights:\n        print(\"Using weights: \", weight)\n        loader = torch.utils.data.DataLoader(ds,\n                                             shuffle=False,\n                                             num_workers=Config.num_workers, \n                                             pin_memory=True,\n                                             drop_last=False,\n                                             batch_size=Config.batch_size*2)\n        model = GCModel(Config, pretrained=False)\n        lit = LitGC.load_from_checkpoint(weight, cfg=Config, model=model, fold=fold, class_weights=class_weights)\n        trainer = pl.Trainer()\n        predictions = trainer.predict(lit, loader)\n        predictions = torch.cat([x for x in predictions]).detach().cpu().numpy()\n        preds.append(predictions)\n    if ensemble_fn is not None:\n        preds = ensemble_fn(preds, logits=logits)\n    return preds","metadata":{"execution":{"iopub.execute_input":"2024-03-11T12:58:17.099807Z","iopub.status.busy":"2024-03-11T12:58:17.099343Z","iopub.status.idle":"2024-03-11T12:58:17.111324Z","shell.execute_reply":"2024-03-11T12:58:17.110604Z"},"papermill":{"duration":0.07939,"end_time":"2024-03-11T12:58:17.113722","exception":false,"start_time":"2024-03-11T12:58:17.034332","status":"completed"},"tags":[]},"execution_count":40,"outputs":[]},{"cell_type":"code","source":"def get_test_fold_predictions(fold, test_csv, tta_steps=0, ensemble_fn=None, logits=False):\n    print(\"=\"*10)\n    print(\"Predictions using fold\", fold)\n    print(\"=\"*10)\n    augs = ImageAugmentations(Config.input_size, apply_augs=True)\n    weights = [get_weights_path(fold, \"loss\"),\n               get_weights_path(fold, \"auc\"),\n               get_weights_path(fold, \"acc\")]\n    preds = []\n    for weight in weights:\n        print(\"Using weights: \", weight)\n        model = GCModel(Config, pretrained=False)\n        lit = LitGC.load_from_checkpoint(weight, cfg=Config, model=model, fold=fold, class_weights=class_weights)\n        trainer = pl.Trainer()\n        for tta in range(tta_steps):\n            if tta == 0:\n                ds = GCDataset(test_csv,\n                               augmentations=augs.valid_augs(),\n                               test=True)\n            else:\n                ds = GCDataset(test_csv,\n                               augmentations=augs.train_augs(),\n                               test=True)\n            loader = torch.utils.data.DataLoader(ds,\n                                                 shuffle=False,\n                                                 num_workers=Config.num_workers, \n                                                 pin_memory=True,\n                                                 drop_last=False,\n                                                 batch_size=Config.batch_size*2)\n            predictions = trainer.predict(lit, loader)\n            predictions = torch.cat([x for x in predictions]).detach().cpu().numpy()\n            preds.append(predictions)\n    if ensemble_fn is not None:\n        preds = ensemble_fn(preds, logits=logits)\n    return preds","metadata":{"execution":{"iopub.execute_input":"2024-03-11T12:58:17.228155Z","iopub.status.busy":"2024-03-11T12:58:17.227625Z","iopub.status.idle":"2024-03-11T12:58:17.238184Z","shell.execute_reply":"2024-03-11T12:58:17.237313Z"},"papermill":{"duration":0.068422,"end_time":"2024-03-11T12:58:17.240403","exception":false,"start_time":"2024-03-11T12:58:17.171981","status":"completed"},"tags":[]},"execution_count":41,"outputs":[]},{"cell_type":"code","source":"def geometric_mean_ensembling(predictions, logits=False):\n    if logits:\n        return gmean(predictions, axis=0)\n    return np.argmax(gmean(predictions, axis=0), axis=1)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T12:58:17.352136Z","iopub.status.busy":"2024-03-11T12:58:17.351787Z","iopub.status.idle":"2024-03-11T12:58:17.356703Z","shell.execute_reply":"2024-03-11T12:58:17.355866Z"},"papermill":{"duration":0.062544,"end_time":"2024-03-11T12:58:17.35871","exception":false,"start_time":"2024-03-11T12:58:17.296166","status":"completed"},"tags":[]},"execution_count":42,"outputs":[]},{"cell_type":"code","source":"def rank_average_ensembling(predictions, mode=\"average\", logits=False):\n    def __check_rank_modes(mode):\n        modes = [\"average\", \"min\", \"max\", \"dense\", \"ordinal\"]\n        if mode not in modes:\n            raise Exception(f\"mode send is not defined use any of {modes}\")\n    __check_rank_modes(mode)\n    predictions = rankdata(predictions, method=mode, axis=1)\n    if logits:\n        return np.mean(predictions, axis=0)\n    return np.argmax(np.mean(predictions, axis=0), axis=1)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T12:58:17.468377Z","iopub.status.busy":"2024-03-11T12:58:17.468041Z","iopub.status.idle":"2024-03-11T12:58:17.475376Z","shell.execute_reply":"2024-03-11T12:58:17.474531Z"},"papermill":{"duration":0.064409,"end_time":"2024-03-11T12:58:17.477301","exception":false,"start_time":"2024-03-11T12:58:17.412892","status":"completed"},"tags":[]},"execution_count":43,"outputs":[]},{"cell_type":"code","source":"def voting_ensembling(predictions, voting=\"hard\", input_logits=True, *args, **kwargs):\n    if voting==\"hard\":\n        if input_logits:\n            predictions = np.argmax(predictions, axis=2)\n        predictions, _ = mode(predictions, axis=0)\n        return predictions\n    elif voting==\"soft\":\n        if input_logits == False:\n            raise Exception(\"logits cannot be False for soft voting\")\n        predictions = np.mean(predictions, axis=0)\n        predictions = np.argmax(predictions, axis=2)\n        return predictions\n    else:\n        raise Exception(\"voting type not defined choose from [hard, soft]\")","metadata":{"execution":{"iopub.execute_input":"2024-03-11T12:58:17.587546Z","iopub.status.busy":"2024-03-11T12:58:17.586549Z","iopub.status.idle":"2024-03-11T12:58:17.594522Z","shell.execute_reply":"2024-03-11T12:58:17.593624Z"},"papermill":{"duration":0.0661,"end_time":"2024-03-11T12:58:17.596884","exception":false,"start_time":"2024-03-11T12:58:17.530784","status":"completed"},"tags":[]},"execution_count":44,"outputs":[]},{"cell_type":"code","source":"logits = []\ntargets = []\noof_df = pd.DataFrame()\ncv = CrossValidation(train_csv, shuffle=True, random_state=Config.seed)\nfor fold, (_, val_) in enumerate(cv.kfold_split(splits=Config.n_fold)):\n    if fold in Config.trn_folds:\n        _oof_df = pd.DataFrame()\n        _oof_df[\"image\"] = val_[\"image\"]\n        _oof_df[\"classes\"] = val_[\"classes\"]\n        preds_logits = get_fold_predictions(fold, val_, rank_average_ensembling, logits=True)\n        _oof_df[\"predictions\"] = np.argmax(preds_logits, axis=1)\n        _oof_df[\"logits\"] = [\" \".join(str(x)) for x in preds_logits.tolist()]\n        _oof_df[\"probability\"] = [\" \".join(str(x)) for x in torch.softmax(torch.tensor(preds_logits), dim=1).tolist()]\n        logits.append(preds_logits)\n        targets.append(val_[\"classes\"])\n        oof_df = pd.concat([oof_df, _oof_df])\noof_df.to_csv(f\"oof_{Config.model_name}.csv\", index=False)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T12:58:17.714998Z","iopub.status.busy":"2024-03-11T12:58:17.714312Z","iopub.status.idle":"2024-03-11T13:05:25.938222Z","shell.execute_reply":"2024-03-11T13:05:25.937118Z"},"papermill":{"duration":428.284171,"end_time":"2024-03-11T13:05:25.940615","exception":false,"start_time":"2024-03-11T12:58:17.656444","status":"completed"},"tags":[]},"execution_count":45,"outputs":[{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using Fold:  0\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold0.ckpt\n"},{"name":"stderr","output_type":"stream","text":"2024-03-11 12:58:21.478872: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n\n2024-03-11 12:58:21.479010: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n\n2024-03-11 12:58:21.637535: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8b184a2671ab485c9596d3d162061b07","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5459cdcc32e248fcbb1fa3e166d2e8ca","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3b723183eae644549d2d96ad60439612","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using Fold:  1\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2e41add995a449beb634dbf705b0d789","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b44d8ab85bcb4113b987d3d1d5d09b69","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"994ecf04de784a8fac36bf4203314c85","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using Fold:  2\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"55072ecc533f444b859afa0296c480a6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"55e8dd547c034dd4b303b89459dd567c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c6fa3b5563c84190bfaf4aaf82aa4464","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using Fold:  3\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b683e3089cb14440b57f276042e0d023","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ccde7579e445426aba3286f51fad266b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3fddd818da0443218215de947772f161","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using Fold:  4\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d5570bd1f813418590da8ad9499ed054","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2ef1b4266ad544fca6d9874a71366889","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a60aecd516d447488f2e994c685cbd29","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}}]},{"cell_type":"code","source":"logits = torch.from_numpy(np.array(logits).reshape(-1, 7))\ntargets = torch.from_numpy(np.array(targets).reshape(-1))","metadata":{"execution":{"iopub.execute_input":"2024-03-11T13:05:26.066461Z","iopub.status.busy":"2024-03-11T13:05:26.065637Z","iopub.status.idle":"2024-03-11T13:05:26.071999Z","shell.execute_reply":"2024-03-11T13:05:26.070999Z"},"papermill":{"duration":0.071617,"end_time":"2024-03-11T13:05:26.073973","exception":false,"start_time":"2024-03-11T13:05:26.002356","status":"completed"},"tags":[]},"execution_count":46,"outputs":[]},{"cell_type":"code","source":"auc_metrics = metrics.classification.MulticlassAUROC(num_classes=Config.targets)\nacc_metrics = metrics.Accuracy(task=\"multiclass\", num_classes=Config.targets, average='macro')","metadata":{"execution":{"iopub.execute_input":"2024-03-11T13:05:26.189701Z","iopub.status.busy":"2024-03-11T13:05:26.189172Z","iopub.status.idle":"2024-03-11T13:05:26.195404Z","shell.execute_reply":"2024-03-11T13:05:26.194668Z"},"papermill":{"duration":0.065695,"end_time":"2024-03-11T13:05:26.197208","exception":false,"start_time":"2024-03-11T13:05:26.131513","status":"completed"},"tags":[]},"execution_count":47,"outputs":[]},{"cell_type":"code","source":"auc_score = auc_metrics(logits, targets)\nacc_score = acc_metrics(logits, targets)\nprint(\"Accuracy Score for Whole Dataset with cross validation: \", acc_score.item())\nprint(\"AUC Score for Whole Dataset with cross validation: \", auc_score.item())","metadata":{"execution":{"iopub.execute_input":"2024-03-11T13:05:26.31946Z","iopub.status.busy":"2024-03-11T13:05:26.319153Z","iopub.status.idle":"2024-03-11T13:05:26.365805Z","shell.execute_reply":"2024-03-11T13:05:26.364933Z"},"papermill":{"duration":0.111226,"end_time":"2024-03-11T13:05:26.367863","exception":false,"start_time":"2024-03-11T13:05:26.256637","status":"completed"},"tags":[]},"execution_count":48,"outputs":[{"name":"stdout","output_type":"stream","text":"Accuracy Score for Whole Dataset with cross validation:  0.7831358313560486\n\nAUC Score for Whole Dataset with cross validation:  0.9253316521644592\n"}]},{"cell_type":"code","source":"oof = pd.read_csv(f\"oof_{Config.model_name}.csv\")\noof.head()","metadata":{"execution":{"iopub.execute_input":"2024-03-11T13:05:26.49212Z","iopub.status.busy":"2024-03-11T13:05:26.491723Z","iopub.status.idle":"2024-03-11T13:05:26.559135Z","shell.execute_reply":"2024-03-11T13:05:26.557941Z"},"papermill":{"duration":0.133834,"end_time":"2024-03-11T13:05:26.561713","exception":false,"start_time":"2024-03-11T13:05:26.427879","status":"completed"},"tags":[]},"execution_count":49,"outputs":[{"execution_count":49,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>image</th>\n","      <th>classes</th>\n","      <th>predictions</th>\n","      <th>logits</th>\n","      <th>probability</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0025624</td>\n","      <td>1</td>\n","      <td>6</td>\n","      <td>[ 4 2 3 . 3 3 3 3 3 3 3 3 3 3 3 3 3 ,   1 6 7 ...</td>\n","      <td>[ 0 . 0 ,   6 . 8 4 7 0 0 6 7 6 4 7 4 3 0 0 8 ...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0029697</td>\n","      <td>1</td>\n","      <td>4</td>\n","      <td>[ 1 0 3 6 . 6 6 6 6 6 6 6 6 6 6 6 6 7 ,   1 1 ...</td>\n","      <td>[ 1 . 9 3 1 3 8 3 1 8 7 7 4 0 4 9 7 e - 8 7 , ...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0024989</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>[ 5 3 4 . 6 6 6 6 6 6 6 6 6 6 6 6 6 ,   7 9 5 ...</td>\n","      <td>[ 0 . 0 ,   0 . 0 ,   3 . 4 6 4 1 0 0 4 5 5 9 ...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0024652</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>[ 1 8 2 9 . 6 6 6 6 6 6 6 6 6 6 6 6 7 ,   3 7 ...</td>\n","      <td>[ 1 . 0 ,   0 . 0 ,   0 . 0 ,   0 . 0 ,   3 . ...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0031787</td>\n","      <td>1</td>\n","      <td>5</td>\n","      <td>[ 7 6 . 0 ,   1 5 5 1 . 6 6 6 6 6 6 6 6 6 6 6 ...</td>\n","      <td>[ 0 . 0 ,   3 . 9 0 3 6 5 3 9 2 8 1 4 2 8 6 1 ...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          image  classes  predictions  \\\n","0  ISIC_0025624        1            6   \n","1  ISIC_0029697        1            4   \n","2  ISIC_0024989        1            3   \n","3  ISIC_0024652        0            0   \n","4  ISIC_0031787        1            5   \n","\n","                                              logits  \\\n","0  [ 4 2 3 . 3 3 3 3 3 3 3 3 3 3 3 3 3 ,   1 6 7 ...   \n","1  [ 1 0 3 6 . 6 6 6 6 6 6 6 6 6 6 6 6 7 ,   1 1 ...   \n","2  [ 5 3 4 . 6 6 6 6 6 6 6 6 6 6 6 6 6 ,   7 9 5 ...   \n","3  [ 1 8 2 9 . 6 6 6 6 6 6 6 6 6 6 6 6 7 ,   3 7 ...   \n","4  [ 7 6 . 0 ,   1 5 5 1 . 6 6 6 6 6 6 6 6 6 6 6 ...   \n","\n","                                         probability  \n","0  [ 0 . 0 ,   6 . 8 4 7 0 0 6 7 6 4 7 4 3 0 0 8 ...  \n","1  [ 1 . 9 3 1 3 8 3 1 8 7 7 4 0 4 9 7 e - 8 7 , ...  \n","2  [ 0 . 0 ,   0 . 0 ,   3 . 4 6 4 1 0 0 4 5 5 9 ...  \n","3  [ 1 . 0 ,   0 . 0 ,   0 . 0 ,   0 . 0 ,   3 . ...  \n","4  [ 0 . 0 ,   3 . 9 0 3 6 5 3 9 2 8 1 4 2 8 6 1 ...  "]},"metadata":{}}]},{"cell_type":"markdown","source":"# Test Data Inference","metadata":{"papermill":{"duration":0.059553,"end_time":"2024-03-11T13:05:26.68302","exception":false,"start_time":"2024-03-11T13:05:26.623467","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"fold logits to max votes","metadata":{"papermill":{"duration":0.057804,"end_time":"2024-03-11T13:05:26.799855","exception":false,"start_time":"2024-03-11T13:05:26.742051","status":"completed"},"tags":[]}},{"cell_type":"code","source":"fold_test_predictions = []\nfor fold in Config.trn_folds:\n    preds = get_test_fold_predictions(fold, test_csv, tta_steps=10, \n                                      ensemble_fn=rank_average_ensembling, \n                                      logits=True)\n    fold_test_predictions.append(preds)\n    \nfold_test_predictions = np.array(fold_test_predictions)","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2024-03-11T13:05:26.92001Z","iopub.status.busy":"2024-03-11T13:05:26.919144Z","iopub.status.idle":"2024-03-11T13:59:57.732679Z","shell.execute_reply":"2024-03-11T13:59:57.731526Z"},"papermill":{"duration":3270.875667,"end_time":"2024-03-11T13:59:57.735828","exception":false,"start_time":"2024-03-11T13:05:26.860161","status":"completed"},"tags":[]},"execution_count":50,"outputs":[{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 0\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f371520c23c0423e9d75a605f6421aad","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e1552af33afb4cb49e0bd4971167afcd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a1122f39f41c484d980ce3b180767910","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e1cfb69b16714e52b71cfa09b996d342","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2d2e2c3314a7426a836a7580d179950f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"221992de37a94e97857662425a28712c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"47531a57981d46cbb95377bac3eda670","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a4a30fc192624225a7864598738ff802","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"22ad614aeb5c4cd2be4182e9033418c2","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2997650ba8a6422ea0bd5fcbb5df3d0b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ccf2376eb2d8405d9ebe9d319dcb3c36","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a4fa7059b4714721a28944e22d21eb7d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"77a923277e4a43ffa61e2d2fca339a55","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b076e0bd67e941a59e79262457b1b418","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"87b2f5e5652f432eba1eaac662cfbad1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"deccead793c5464a8ae0842316f9db64","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5160cb31f52b4ce0aec09ffe0a774802","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"daee3edf5d974c318ed1952a4d9736d9","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4d1674866abc4747a3503035885e9699","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2a862f6420254c8eb1e1c509d24dc941","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"01495ff4d1f24cf3bd81053f84dbdf63","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0e6100bd8de54b5ebe63039f6a65c2ca","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f2f593b653ef4e7696452da0bb31d4cf","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bc091e030ed548f8a2946c876a2e3d98","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a670d25ffa5e4e0ca6c6d028c3c4b7a0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3e443eebfe5e4d5498b3362438e6303b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a25a6557cb6b4a8bb5ea77eba910fc13","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fafd6fe87fb840a49266c0cda499171f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"30b9d72cf8d24b9f9d4613d1459805ff","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a32fcc43b164401e88277e368fb72cea","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 1\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d14d64728aed4171abb9aa50e6da5d54","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"129ef29501054fa38231ffd635d9149f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"097a8b13c974491594ad9bd429665cb9","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1e758db6935b4fd4a3a5930b0e00ae7c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"307040770cd444b2ac68756a406a1f6d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f2b09efb9e9d4fa7a1c6962b9519231f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"245097c6a5644830b0efc65caa4b5a38","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"39d116033a71431d923af288c01ab124","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d5bab6c024fc472eb4a9c11e4b62d6a3","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fe29d2cab7f94947973a22ae3db56460","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"46ceeeb8723b4d698ef6a6b2a3cc673f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"291f552345ee408cbe37a7b8b5146409","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5be6e7136c5e44d38f7a4314dbab0c27","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6467ea679188464f947786e96865153c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"763b2cb86631411b8786e99c1bf131af","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"332e3bf733ba48cc8b18849e683aa9d3","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6ae84c1194f84a638ae5739e9abd3fa7","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3e7e5c340683470384f01ff9ae52ba83","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"db346795ed7142eeaba2788eb07b605d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6711552f01e84729910dc5be6f6be2a2","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fca707f0f28f41b0b84efb3385accc68","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5e983b3b779b4f7fb6289d0152d07afd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"706ac3180947496bbf1ef9450a441b39","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"21d56fdab67046078025e8d7c58a6352","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8897fda62eb14c6093ef2afc30729b8a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e76671581ce848058127ea4fbd29f043","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"03744e709afc423cb8ac1f9d38952b54","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"82e7ea23ca0e434496cc5111bce11cad","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c7a7966f92f749f9a04e6a889be67d94","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bdfe99765b124058a6686f053e229483","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 2\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"857c433db60044d4aeb7c8443f31dc7d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e1e62b3dfe9c4d20aec1cab6898024c1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"305d77a12d804767aa47e576a484e389","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8c65d85a385b4d8293ac40e0baf453a6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"84938db34f9d4b3fac78b1c10ef99d01","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4390ee08fea443ef89ffb572c29e1668","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3c8f1855bd524f77b29ec083e4315876","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7e46707a63014da9927feedd5e7e6a69","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"00a6b9b7fcce4a0e83f829809f8c5cb7","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a9719c54adc04a79bae40715497536ac","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"36fcf668eaa7458da696080d8eb5bd6a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8fe9ee50dee04bfcb15685827fc4bab0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6cef95cbe5094b43bc1941905275b499","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5e91ebe65b174ae49c70a5010d0b536d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"34cec26e57f447cd8d3921a847d0c3de","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d1971da0ca0b4571a793297947b84cad","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"39fac345b671473cb48cb0137f1d5fa1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"edc6fd98242b4b82bc717bc32e88c910","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"881d46750b2742febabd07543de17155","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"08850ba2a39c4f56957e82a61103d766","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"044f9de959b04dc08a844b07038d78b1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8daa70866a1b4dd3aebf21d631fb5418","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"84190d18462e43e4a67738ffcb828df1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f9703c30c8bd44af93d0fd074d5f7d7f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0d1a2d5d9d9e42e180c233bcf3bcc4ef","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a293726c27494684897de908eccfb339","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4c5d6c13affb4426890e24c227a7929b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9f0fbe992d634f82ad7114cef5e1f909","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"19b9bfcd2a4541eab6cc76e20b0fc536","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4c57f416d80f46289c4d32d9811a64b1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 3\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b0a808eb56e849ccb4f95e569802d84b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e9becbbda95945daba387fc8b764d92d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b6e206eb196a4f2cbeff815ea3cc74e8","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"461f55cecb2d4d3888f6a99df45a4504","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7cb99bb3fead46e09805f04d5cdda977","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"212c3f33770e4356b28205348d042b97","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"51e66daff86645b8ae01e31b285b5f54","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"198772dc972b4e809f39d09a08d869b9","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2b58fc3a19e1466ea73c2cad0adb5cd6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b741b424d5f04481856e52f8800a6c65","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d7c59ea9af8742268e556c8680e231b8","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c8b7000cb9354ebcb284424c75e03a37","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bdf84704c44047ee82680b979cdf4a37","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ad53e6e74acd440996e7436be2ddc579","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7c012791df8c497598317c803f9430ca","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b2f000c3513a410fac7960730e73d6ce","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d80e5d2a6a4b4329be63cf19cc081cbb","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e4c12c0de58944a4a3c1077993784c52","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f09a4521ae084a9daf28106a6635a4e7","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5e37753dc67a49eeba086d476476e56c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"81e3360d3797408c9592e35b6745d8bb","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2981faaf1a2e4109959d5bf65887c919","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"316fa170fac1448b835643af357f087c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"337f2e419f3645bbb3bd2277c2b5341b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"88daa12fc32e43408162c91ee0095dd6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"86a99147f13546599b36a6ef959029a6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"eafb1cb22ef64373b686182ea9f150f1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"27b22ad29072420b890b895b13e6461b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8f6f5e949ae742e097e3729b2b02f3fc","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7c8416087a9b44459102915140b9f4c5","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 4\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3bd48fa6bbaf462a8c4ebbf5de5c57f3","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7b89ad5be870485087d91c9e15c4963e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"85819b13a15a459d931720dc86bd9a07","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2fd281f375254835af527f428d7ccd0d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4c78e1bb40ea4208bfa54f671b4d45cd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"da6ee4be378149c1b4d2a4305c512a9b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5aa8873e177644d4b55e55ab00a6ddcc","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"027c55dbfe8a4901bedd55219b263917","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a64c1d3a983b47949653d529a44340e7","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"54b441a500ce46dc911405200b7d2979","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e70de287d83744dfb0d92df2a2a75354","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"206e2b671a624291a885c7f89486d3d7","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9687a71bd13d4460bf69006149fde8be","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"af3ef1ac03584d9ab074ec0fedeba10f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ff68f1f2c15045e3b934e3f2a703bc16","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c75bcca7cb314deeb1b5e7936e116764","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ff5f5c83a6324676ae9eee5293f5473f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a84e1c089daf4ce58d04bdf476467d25","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"733f86e72dbb4d2684edfc246f0339d7","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3db693befa0e4d39ad5d9742dca4da85","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2d81dfa83ad44eee9298ae80b699ae29","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5a2086dfe5c04257ae49ccbbec326d46","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"df16e9e62cd446a182f0bcc273235c43","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"902aa2d688a443f5931aa2be84c2840f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1ef277ba7e394f3ab27e42b0b7bf8b6d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"02fbd9a9bbe14e70a4be1e388a183d5f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"63671fe9f0184560a2fcfa26ed8367bd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"809e1f1492d54ae197b697d3fec29299","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"50b4c2a49e114e9097dd55e93658d39a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9c34ec78ac72467bb268c58620b79cb9","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}}]},{"cell_type":"code","source":"test_predictions = voting_ensembling(fold_test_predictions, input_logits=True)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T13:59:57.922278Z","iopub.status.busy":"2024-03-11T13:59:57.921913Z","iopub.status.idle":"2024-03-11T13:59:58.016307Z","shell.execute_reply":"2024-03-11T13:59:58.015288Z"},"papermill":{"duration":0.184548,"end_time":"2024-03-11T13:59:58.018254","exception":false,"start_time":"2024-03-11T13:59:57.833706","status":"completed"},"tags":[]},"execution_count":51,"outputs":[]},{"cell_type":"code","source":"test_csv[\"Class\"] = test_predictions\nsub_csv = test_csv[[\"ID\", \"Class\"]]\nsub_csv.to_csv(\"submission.csv\", index=False)\nsub_csv.head()","metadata":{"execution":{"iopub.execute_input":"2024-03-11T13:59:58.199978Z","iopub.status.busy":"2024-03-11T13:59:58.199398Z","iopub.status.idle":"2024-03-11T13:59:58.216604Z","shell.execute_reply":"2024-03-11T13:59:58.215626Z"},"papermill":{"duration":0.110355,"end_time":"2024-03-11T13:59:58.218641","exception":false,"start_time":"2024-03-11T13:59:58.108286","status":"completed"},"tags":[]},"execution_count":52,"outputs":[{"execution_count":52,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0034524</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0034525</td>\n","      <td>5</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0034526</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0034527</td>\n","      <td>6</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0034528</td>\n","      <td>4</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             ID  Class\n","0  ISIC_0034524      1\n","1  ISIC_0034525      5\n","2  ISIC_0034526      3\n","3  ISIC_0034527      6\n","4  ISIC_0034528      4"]},"metadata":{}}]},{"cell_type":"markdown","source":"labels to max voting for each fold","metadata":{"papermill":{"duration":0.088595,"end_time":"2024-03-11T13:59:58.401128","exception":false,"start_time":"2024-03-11T13:59:58.312533","status":"completed"},"tags":[]}},{"cell_type":"code","source":"fold_test_predictions = []\nfor fold in Config.trn_folds:\n    preds = get_test_fold_predictions(fold, test_csv, tta_steps=10, \n                                      ensemble_fn=rank_average_ensembling, \n                                      logits=False)\n    fold_test_predictions.append(preds)\n    \nfold_test_predictions = np.array(fold_test_predictions)","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2024-03-11T13:59:58.584064Z","iopub.status.busy":"2024-03-11T13:59:58.583313Z","iopub.status.idle":"2024-03-11T14:54:31.421941Z","shell.execute_reply":"2024-03-11T14:54:31.420884Z"},"papermill":{"duration":3272.934324,"end_time":"2024-03-11T14:54:31.424979","exception":false,"start_time":"2024-03-11T13:59:58.490655","status":"completed"},"tags":[]},"execution_count":53,"outputs":[{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 0\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bd54a7d7989248ed94ae43d5d683565d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3b706e0f220046e0856d6f3428c73779","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"39246a4f26a34d509a8587bad8d62828","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c3eae800d4d649ec9ad2bcd3df620734","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f404314f3b3241938b2a46bb18d38b40","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cbe36f495323467cb6d26114a23de212","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"98c8163cc5cb4101ab6a94477fcf0e90","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7393d19362fd4c6caee6cc00c2c71a41","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8835c8e002294db5b036048cc0d0b624","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"39636a0edab2475893c7ce6ca1303a15","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bfa4478fc42e465a91ab2cef8ab22d31","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"dd2c1019094d499b9ee8b4ec179753f6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"603a4e4febdf426b9609234d69b8d03f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2ac6e3bb01ac405ea2e9ffccc9a56a3c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7cfb540c98524562a952e3aae2dcb4d6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"32b0d2f4c9e64d65a9cdd6f27bb2e66e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a9cda8fa57fc44ad8b173779b745959b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e02f49066e2e4ca189b79c86d6080b76","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"34366b70ae534923937e5d01f3e6764a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"93b8f68e5ae746c1acc5e92e31a1b2aa","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold0.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2d8af426cd7149429cdea1620a79ddad","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c3dd80edc1474d5db56cf09b6342addb","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3baf31a9d32f40e58d3cd5c3c808985a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6d76609df30f472e9d68e2fa21fb81e1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fa6d287030f14add8386d1787d63abf7","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b5e7eb60140a4ee6b9d99002b4cb482b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7da71cd26c0249608fd07626295343d1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e2c2b1d810c14f858b8fd10843dca7df","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c97f5df109eb43ed9781d4d49302b32a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a96117ace91a4e6b88da0d5cb5aa6982","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 1\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2dbd55b594cf4618946f09f96d0f5167","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"470144502bf141e9aa7f0e6b3a3cddf5","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"df1918cd0d85459babbc4192a4025da6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cc485b8b447d4440872fcd946524f191","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ec85869c938f40abb79a36e9c4c66914","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"43fe167b541643bdba319662d57e90d5","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"01f8177b9389413392c6bb1dae997a8b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7adb3fc2f0d14b20905e96ccb597a40c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ec0224b3f08f49b49ea612fb130f183e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"732b90eca016403f8da9c281a111af1b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2a3a6b79bf00407387adf31cde016f32","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"dab4d36abf114d60b098665f5c4bd683","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6e71acc654bb43ee8ea71035ac291105","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"898510eb13614904a6378eb26c3417ef","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1494f229340d4145a755acd4f8658e1d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ddd58e22bcd24f5b9aee2096e7a6b5f0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5ef9f78ebe844998b37f70b27861523d","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d7b6229ecc0f4d9881495f3a2a532673","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"07a25e2ccb854d8cae1c57adeb5da945","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"dfa29a7383234c7b85ba22fde5287300","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold1.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5a9e55ff6258483ead5b2c7674bfc020","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8e96305f10ba41ccbc5312b4f38183b5","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"53da526fff5c41978c62a0da2bd027fd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c120910a8e034926950cfe3d59939f36","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1063a3c103cf478ab202a2be315cd4cf","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2e6b71f09b134a2b9617806b15092e1e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f768d37d7b834360a7c6fb262f43ff96","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e981b21cf1e64700aa982cdfbd2688c8","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"25719198efe34c5293b50b1c057136f1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8f74bb6e8f8749f0ad3324bc0f203938","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 2\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a695e20b54834c7fad76532ed071715f","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"27bb017a64744fcf8cbd57fec3812434","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f8a8794ba66447239cd6527b66075e31","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"92a2ee2d1c944d199dc49bd5f2fe2f49","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e12b711a22f541f398fde291312f9367","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"49bcac0947fd476d94bf96751f8ec610","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3b951c841fe84ed5827897038960589b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4a9bde72cfcc4ebe8f85a992a6718d7e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"55872a98a16d48999c3b790f7cbddaee","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4fc464e6f8c7498ba6a6ba4b22edd01a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b55932a8a55d47aca9b8ea8dd3cbdec8","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"09aefe8f1cab43e9b9a5852ae2a9e9eb","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2e12c501bb994959b826e4bd13c46a1e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7560fdb8a0f0426b993a3bcd136eeea8","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5655b7f296a54fd5937389ca814c31d0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0ff921ac256045f79c576fc692bd7f68","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a6bee35b76a047998da39c41a2925e9e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"da61518217a94f029a86410c27edaf58","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4951b58bae0b41918e08641821fcfaaa","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a25e7d814b354a50bc67a8acbaf145e6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold2.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6acb64b0cdd54e05bd30c38b7d0508b5","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"34730daa65564624b31d392b12530aac","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e1fde41fe7b44ffe8dcda34cb872b706","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b606af302e864b96a985ace1d49335dc","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3c277a0d3b6e4db198ce78f9d154adb4","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"be0dbc5775b548cd81cbae9351280ad0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8f7778797ee04d84af75cac144594618","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0383715d98524eeab9d1c7987e202b15","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cad0b84937d94e4c845783ad0e031469","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"738bb5ba65ca4225a835784079e1a56e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 3\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"df4be0d5ac7a45a5be4f5c334b1eb6f9","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d0296189f5d04ffeaf6bc0ccc72e52ce","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d53acd2164b24329be3b13e80f7ffa0e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2cc31a5922c6492fa372f79bc15e830c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"be88995edb5f4464b9fce6dcd1f5e929","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"338ec49d584045c584697d0a22072b13","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"be42eca313e4447eab6ae4b8b2981efa","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4b77db3cea6d4cfc910a0b654081ab1e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"87d17720393342a9b4c32d7a5b6a2c1a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"027f9e41170e4a2692db288ac80b3401","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9d675f5a5f554edd8e0a35ac899e1fd4","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1aab7f1b5f524aeca27beeda6a5788a8","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bb0ec772d23346db8972434c03f41614","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"661830c469a748f296edcef889a5ca3c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"aeefb0f151a541b9b6f3f3db9f4707cd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"34fa8bc374424846bad1dd82d15962a0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2e36156706e243ed9282674fae770a9e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8ee69fdca188456b8b66620c0e3bf583","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"02d31c3fecc3418cbffbe6273fabef6a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4921d860e343420a9cbbf60c11c6c1b8","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold3.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b5d8a00ad41c4da9a64341a9a7961f7b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e352e1cdd1d64362a44c338c81c6be53","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cd2e86b3a76c4a38b7027cd6037393cd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bdd1185b583841feaa60987853668ae1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4be7cb22b63c4cd3b5fdcedb2a853287","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4d82b38897234eb09a7ea7759e92e76b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cd7f0d30d9134aa0b1ee3714b1d8f56c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"addc1bd0306d4a219268c6df24cc8a8a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"dfb8bc38c5b54ca9bf67aba6ead2cf86","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"dae419bce304440487a39784de5992d0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"==========\n\nPredictions using fold 4\n\n==========\n\nUsing weights:  best/tf_efficientnet_b3_ns_best_loss_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"77e3438f5c6441c6b2ca0c4d1ce07fa4","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4f5f378464e947f3bbf0fce890c465ad","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ce512fd93c41460a849c49afbbd77dde","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c55ebf6e94f04a898cd4e9d4627ec989","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d38cca4416484471a95b6781ed12d257","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c4aad2f86c29488186e09d386e792f9e","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bea359ee89914a19bb4fe349b3febeb9","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1526278687d24e8ab2051477e1f8a6c0","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6498af478dfe4916b9be5a93382b6111","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"83ae5e456c314b26adf8f4ec9ccedd53","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_auc_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ab33d43200e346c9aa524d36c37ce0a2","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5525c50f10114ee7adb872d338fc1c13","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4d1c7c5c00e34e46bd822c31776f5fe6","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"994cf00952154c7f8d649bb2d0ce67df","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5006a1ac72b54f8f976c14bdd9a42e72","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7f654d8a80cb452f87b4a0a2f392a41c","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0a8665b75d024461b8e77be8ab2168f5","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0093902b290049ae838ec3656ad4c558","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1bc06b40aa64426aa7088c709e48e078","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bbe3b93dc8074646bc85c070649e2102","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Using weights:  best/tf_efficientnet_b3_ns_best_acc_fold4.ckpt\n"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bba10fca9b674d77b484bf701e87e146","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8356a8de87bc4581a8f38758f27b71a5","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cb8d8bda0a2447989736716edabb199b","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ad395afd959a4aa1a38f950e64111da1","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7dc22409ab114df8a3825b0b287b42bd","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"982f76992c4d4d25b0de654fbc547774","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2f64fcd7d06e41b3b46e5198c70bb2de","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6d1139d3906640cfb30068f762a159ef","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0e4b10d90056470a8519e8a4eebfb3ee","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"67d1d7ae13c7462c9a1eb68f35b4333a","version_major":2,"version_minor":0},"text/plain":["Predicting: |          | 0/? [00:00<?, ?it/s]"]},"metadata":{}}]},{"cell_type":"code","source":"test_predictions = voting_ensembling(fold_test_predictions, input_logits=False)","metadata":{"execution":{"iopub.execute_input":"2024-03-11T14:54:31.676452Z","iopub.status.busy":"2024-03-11T14:54:31.676043Z","iopub.status.idle":"2024-03-11T14:54:31.769122Z","shell.execute_reply":"2024-03-11T14:54:31.768254Z"},"papermill":{"duration":0.213016,"end_time":"2024-03-11T14:54:31.771375","exception":false,"start_time":"2024-03-11T14:54:31.558359","status":"completed"},"tags":[]},"execution_count":54,"outputs":[]},{"cell_type":"code","source":"test_csv[\"Class\"] = test_predictions\nsub_csv = test_csv[[\"ID\", \"Class\"]]\nsub_csv.to_csv(\"submission_1.csv\", index=False)\nsub_csv.head()","metadata":{"execution":{"iopub.execute_input":"2024-03-11T14:54:32.001227Z","iopub.status.busy":"2024-03-11T14:54:32.000835Z","iopub.status.idle":"2024-03-11T14:54:32.018815Z","shell.execute_reply":"2024-03-11T14:54:32.017663Z"},"papermill":{"duration":0.136463,"end_time":"2024-03-11T14:54:32.021443","exception":false,"start_time":"2024-03-11T14:54:31.88498","status":"completed"},"tags":[]},"execution_count":55,"outputs":[{"execution_count":55,"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ISIC_0034524</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ISIC_0034525</td>\n","      <td>5</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ISIC_0034526</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ISIC_0034527</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ISIC_0034528</td>\n","      <td>4</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             ID  Class\n","0  ISIC_0034524      1\n","1  ISIC_0034525      5\n","2  ISIC_0034526      3\n","3  ISIC_0034527      0\n","4  ISIC_0034528      4"]},"metadata":{}}]}]}