{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\n\nfrom sklearn.svm import SVC\nfrom sklearn.model_selection import KFold, train_test_split\nfrom sklearn.metrics import roc_auc_score, log_loss","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:04.206920Z","iopub.execute_input":"2022-09-24T00:08:04.207452Z","iopub.status.idle":"2022-09-24T00:08:05.545767Z","shell.execute_reply.started":"2022-09-24T00:08:04.207326Z","shell.execute_reply":"2022-09-24T00:08:05.544377Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport zipfile\nfrom sklearn.model_selection import train_test_split, KFold\nfrom sklearn.metrics import log_loss, roc_auc_score\nfrom sklearn.linear_model import LogisticRegression\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-09-24T00:08:05.548979Z","iopub.execute_input":"2022-09-24T00:08:05.549499Z","iopub.status.idle":"2022-09-24T00:08:05.560189Z","shell.execute_reply.started":"2022-09-24T00:08:05.549430Z","shell.execute_reply":"2022-09-24T00:08:05.558698Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_submission = pd.read_csv('/kaggle/input/dogs-vs-cats-redux-kernels-edition/sample_submission.csv')\nsample_submission.tail()","metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","execution":{"iopub.status.busy":"2022-09-24T00:08:28.863592Z","iopub.execute_input":"2022-09-24T00:08:28.864066Z","iopub.status.idle":"2022-09-24T00:08:28.907751Z","shell.execute_reply.started":"2022-09-24T00:08:28.864028Z","shell.execute_reply":"2022-09-24T00:08:28.906417Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_submission.head()","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:30.412968Z","iopub.execute_input":"2022-09-24T00:08:30.414270Z","iopub.status.idle":"2022-09-24T00:08:30.425901Z","shell.execute_reply.started":"2022-09-24T00:08:30.414224Z","shell.execute_reply":"2022-09-24T00:08:30.424685Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"TRAIN_FOLDER = '../input/cats-and-dogs-embedded-data/train/train/'\nTEST_FOLDER =  '../input/cats-and-dogs-embedded-data/test/test/'\nIMG_SIZE = 384","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:31.347363Z","iopub.execute_input":"2022-09-24T00:08:31.348853Z","iopub.status.idle":"2022-09-24T00:08:31.354888Z","shell.execute_reply.started":"2022-09-24T00:08:31.348794Z","shell.execute_reply":"2022-09-24T00:08:31.353634Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_image_list = np.load('../input/cats-and-dogs-embedded-data/cats_and_dogs_1/train_image_list.npy')\ntest_image_list = np.load('../input/cats-and-dogs-embedded-data/cats_and_dogs_1/test_image_list.npy')","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:33.062025Z","iopub.execute_input":"2022-09-24T00:08:33.062502Z","iopub.status.idle":"2022-09-24T00:08:33.107388Z","shell.execute_reply.started":"2022-09-24T00:08:33.062462Z","shell.execute_reply":"2022-09-24T00:08:33.105875Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_image_list","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:34.620815Z","iopub.execute_input":"2022-09-24T00:08:34.621264Z","iopub.status.idle":"2022-09-24T00:08:34.628996Z","shell.execute_reply.started":"2022-09-24T00:08:34.621230Z","shell.execute_reply":"2022-09-24T00:08:34.627565Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_image_list","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:36.116566Z","iopub.execute_input":"2022-09-24T00:08:36.117005Z","iopub.status.idle":"2022-09-24T00:08:36.124672Z","shell.execute_reply.started":"2022-09-24T00:08:36.116970Z","shell.execute_reply":"2022-09-24T00:08:36.123506Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"ids = [int(x.split('.')[0]) for x in test_image_list]\nids[:20]","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:44.554602Z","iopub.execute_input":"2022-09-24T00:08:44.555085Z","iopub.status.idle":"2022-09-24T00:08:44.573944Z","shell.execute_reply.started":"2022-09-24T00:08:44.555045Z","shell.execute_reply":"2022-09-24T00:08:44.572531Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"target = np.load('../input/cats-and-dogs-embedded-data/cats_and_dogs_1/target.npy')","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:48.519665Z","iopub.execute_input":"2022-09-24T00:08:48.520382Z","iopub.status.idle":"2022-09-24T00:08:48.536118Z","shell.execute_reply.started":"2022-09-24T00:08:48.520347Z","shell.execute_reply":"2022-09-24T00:08:48.534786Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"target","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:08:49.267385Z","iopub.execute_input":"2022-09-24T00:08:49.267835Z","iopub.status.idle":"2022-09-24T00:08:49.275265Z","shell.execute_reply.started":"2022-09-24T00:08:49.267801Z","shell.execute_reply":"2022-09-24T00:08:49.273655Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_ENV2M = np.load('../input/cats-and-dogs-embedded-data/cats_and_dogs_5/cats_and_dogs_5/train_ENV2M.npy')\ntest_ENV2M = np.load('../input/cats-and-dogs-embedded-data/cats_and_dogs_5/cats_and_dogs_5/test_ENV2M.npy')\ntrain_ENV2M","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:09:16.497503Z","iopub.execute_input":"2022-09-24T00:09:16.497963Z","iopub.status.idle":"2022-09-24T00:09:19.215952Z","shell.execute_reply.started":"2022-09-24T00:09:16.497927Z","shell.execute_reply":"2022-09-24T00:09:19.214645Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_ENV2M.shape","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:09:21.455343Z","iopub.execute_input":"2022-09-24T00:09:21.455781Z","iopub.status.idle":"2022-09-24T00:09:21.463144Z","shell.execute_reply.started":"2022-09-24T00:09:21.455741Z","shell.execute_reply":"2022-09-24T00:09:21.462036Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train, X_val, y_train, y_val = train_test_split(train_ENV2M, target, test_size=0.1, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:09:26.771788Z","iopub.execute_input":"2022-09-24T00:09:26.772232Z","iopub.status.idle":"2022-09-24T00:09:26.833630Z","shell.execute_reply.started":"2022-09-24T00:09:26.772198Z","shell.execute_reply":"2022-09-24T00:09:26.832199Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\nsvc = SVC(C= 0.5, probability=True)\nsvc.fit(X_train, y_train)","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:09:29.018220Z","iopub.execute_input":"2022-09-24T00:09:29.018674Z","iopub.status.idle":"2022-09-24T00:12:58.283259Z","shell.execute_reply.started":"2022-09-24T00:09:29.018636Z","shell.execute_reply":"2022-09-24T00:12:58.281761Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\nval_preds = svc.predict_proba(X_val)[:,1]","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:12:58.285385Z","iopub.execute_input":"2022-09-24T00:12:58.285765Z","iopub.status.idle":"2022-09-24T00:13:03.029684Z","shell.execute_reply.started":"2022-09-24T00:12:58.285729Z","shell.execute_reply":"2022-09-24T00:13:03.028383Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"val_preds","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:13:03.031073Z","iopub.execute_input":"2022-09-24T00:13:03.031460Z","iopub.status.idle":"2022-09-24T00:13:03.039453Z","shell.execute_reply.started":"2022-09-24T00:13:03.031403Z","shell.execute_reply":"2022-09-24T00:13:03.038447Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_val","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:13:03.041614Z","iopub.execute_input":"2022-09-24T00:13:03.042021Z","iopub.status.idle":"2022-09-24T00:13:03.052887Z","shell.execute_reply.started":"2022-09-24T00:13:03.041991Z","shell.execute_reply":"2022-09-24T00:13:03.051741Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"roc_auc_score(y_val, val_preds)","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:13:03.054575Z","iopub.execute_input":"2022-09-24T00:13:03.055243Z","iopub.status.idle":"2022-09-24T00:13:03.071287Z","shell.execute_reply.started":"2022-09-24T00:13:03.055204Z","shell.execute_reply":"2022-09-24T00:13:03.069897Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"0.9999935999631359","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:13:03.073214Z","iopub.execute_input":"2022-09-24T00:13:03.073893Z","iopub.status.idle":"2022-09-24T00:13:03.079799Z","shell.execute_reply.started":"2022-09-24T00:13:03.073858Z","shell.execute_reply":"2022-09-24T00:13:03.078668Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"log_loss(y_val, val_preds)","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:13:03.081284Z","iopub.execute_input":"2022-09-24T00:13:03.081655Z","iopub.status.idle":"2022-09-24T00:13:03.096375Z","shell.execute_reply.started":"2022-09-24T00:13:03.081623Z","shell.execute_reply":"2022-09-24T00:13:03.094928Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"0.005060","metadata":{"execution":{"iopub.status.busy":"2022-09-23T23:58:39.364343Z","iopub.execute_input":"2022-09-23T23:58:39.365434Z","iopub.status.idle":"2022-09-23T23:58:39.370996Z","shell.execute_reply.started":"2022-09-23T23:58:39.365391Z","shell.execute_reply":"2022-09-23T23:58:39.370116Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_preds = svc.predict_proba(test_ENV2M)[:,1]","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:14:26.915844Z","iopub.execute_input":"2022-09-24T00:14:26.916327Z","iopub.status.idle":"2022-09-24T00:14:53.281626Z","shell.execute_reply.started":"2022-09-24T00:14:26.916289Z","shell.execute_reply":"2022-09-24T00:14:53.280219Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_preds","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:14:53.283739Z","iopub.execute_input":"2022-09-24T00:14:53.284263Z","iopub.status.idle":"2022-09-24T00:14:53.293073Z","shell.execute_reply.started":"2022-09-24T00:14:53.284215Z","shell.execute_reply":"2022-09-24T00:14:53.291702Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_submission['id'] = ids\nsample_submission['label'] = test_preds\nsample_submission.to_csv('submission.csv', index=False)\nsample_submission.head()","metadata":{"execution":{"iopub.status.busy":"2022-09-24T00:14:53.294615Z","iopub.execute_input":"2022-09-24T00:14:53.295012Z","iopub.status.idle":"2022-09-24T00:14:53.355255Z","shell.execute_reply.started":"2022-09-24T00:14:53.294962Z","shell.execute_reply":"2022-09-24T00:14:53.354141Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}