{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":7327,"databundleVersionId":861871,"sourceType":"competition"}],"dockerImageVersionId":30042,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Enabling and Testing the GPU\nWhile working on large dataset or some critical project such as computer vision / image processing etc, we may need GPU or TPU to use along with the provided CPU.\n\nSome how I was strugling on how to get on to it, and after reaading some articles and kaggle notebooks, I concluded the below code, which ensures that GPU is turned on and it is going to be consumed with the project we are running on it.\n\nNote : Turning on GPU will reduce the number of CPUs available and will only speed up image processing and neural networks.\n\nAlso there is a limit on the usage of GPU, it is limited to 34 hr for a week. This quota gets reset weekly.\n\nThe limit of 30-34 hrs is based on today. In future it may or may not change.","metadata":{}},{"cell_type":"markdown","source":"In case you have received the message as `GPU device not found`, then dont worry. Just check if the following setting is turned on.\nFollow the steps.. and re-run the code.\n\n![image.png](attachment:image.png)","metadata":{},"attachments":{"image.png":{"image/png":"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"}}},{"cell_type":"code","source":"import tensorflow as tf\n\ndevice_name = tf.test.gpu_device_name()\n\nif \"GPU\" not in device_name:\n    print(\"GPU device not found\")\n    \nprint('Found GPU at: {}'.format(device_name))\n\nprint(\"GPU\", \"available (YESS!!!!)\" if tf.config.list_physical_devices(\"GPU\") else \"not available :(\")","metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","execution":{"iopub.status.busy":"2024-09-16T15:58:35.128357Z","iopub.execute_input":"2024-09-16T15:58:35.128993Z","iopub.status.idle":"2024-09-16T15:58:35.137545Z","shell.execute_reply.started":"2024-09-16T15:58:35.128944Z","shell.execute_reply":"2024-09-16T15:58:35.136013Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Step 1 : Verify if the GPU is On or not.\nOn the right top corner, you will have the options such as HDD; CPU; RAM and GPU as well. \nIf GPU is displayed there then it is ON, and we should be good to use the GPU. Now re-run the above code, and it should find the GPU for you.\nIn-case it is not displayed there, then follow step # 2 to configure it.\n\n![image.png](attachment:image.png)","metadata":{},"attachments":{"image.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Step 2 : Configure the GPU.\nOn the same right top corner along with HDD; CPU and RAM there will be vertical 3 dots. Click on it.\n\n![image.png](attachment:image.png)","metadata":{},"attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAbwAAAB+CAYAAABf56TUAAAgAElEQVR4Ae2dXWwUR7r3/V7tXu7V0V6cC5Ai5UhIu0uklTYXkSIUKasgoSjaSEdI0dmcRSu0hGRNBOHYHMeRQYDXMq9fCCRg5GDzaeR1IPFhvdiY4HiAY2xsgg04rI0Zg42xjccxZvDE+3/1dHdN1/T01HTP9Hy0/bQ07nZXdXXVv3rqN89TH10A3lgBVoAVYAUWhQKDQ/cWRTkyVYiCTCXM6bICrAArwApkVwEGnlpvBp5aHw5lBVgBVsA3CjDw1FXFwFPrw6GsACvACvhGAQaeuqoYeGp9OJQVYAVYAd8owMBTVxUDT60Ph7ICrAAr4BsFGHjqqmLgqfXhUFaAFWAFfKMAA09dVQw8tT4cygqwAqyAbxRg4KmrioGn1odDWQFWgBXwjQIMPHVVMfDU+nAoK8AKsAK+UYCBp64qBp5aHw5lBVgBVsA3CjDw1FXFwFPrw6GsACvACvhGAQaeuqoYeGp9OJQVYAVYAd8owMBTVxUDT60Ph7ICrAAr4BsFGHjqqmLgqfXhUFaAFWAFfKMAA09dVQw8tT4cygqwAqyAbxRg4KmratEC7+nTOQRHHuJm/wCuXuvBNx3/i9ZvAvxxoAFpRZqRdqQhaZnJ7dPrQfyy5goKylv4wxqk9AwM3L2X0nWZfub+z19a8MsvroCe8WxsDDy1yosOeA/HxnGt5zt8e+Uabg38A6Nj4/jhh1lEIhH8U60FhwKaRqQVaUbakYakJWlK2nq9UUOQ6UaH01/8PyTyFXjys5cN6DHw1C3UogHe+ONJzSrpudGPxxOT6lJzqGsFSFPSliw/0tqrjS27xQ8judHP1LEfgEeWXqY3Bp5a4UUBvNsD/8CVzusMOnVdexJK4COtSXMvtkw1gJzu0gKpH4BH7s1Mbww8tcK+Bl74+XPN1UZuN3ZXqivay1DSmjQnNyfVQTobg2lpgSlT9e0H4FHZM70x8NQK+xZ41NCSe21oODudwWoZl2YoaU91kA70MtUAcrpLC6QMPL0NYuCp22LfAo+sC4adunKzEUp1QHWR6sZgWlpgylR9M/D0byADT90S+RJ41H9ELjXe8kMBqotU+/Qy1QByuksLpAw8vS1g4KnbRN8Bj0YI0qAJ7rNTV2w2Q6kuqE5SGb3JYFpaYMpUfTPwGHhO2jzfAY/6jHjagZOqzW4cqhOqG7dbphpATndpgZSBp3/z2MJTt0C+Ah5NfKa5YLzlpwJUN24npzOYlhaYMlXfDDy9TcgN8LqxY/kLWLb8BezodNY23T+9Dr9YV4/7PzqL71UsXwGPBkewdedV1XufDtWN2wEsXjWAyz7/Fh+03sHH3/5D+/zH//SBzsnp/+qLqzH/y2F87G/wMvD077MfgEewe1ED5Aq89cVd7xsiRYq+AR6t50hLXHm7hfH96VK89ZL+6+QX73yKDlo9a/ws3qUKWbEGH52+i3A6Nw2HMH63Gx03gghZE3oaQmgqhHCWf+WkU5xk11IduVl7M13Q/KzqImq+e5gwW3uu3dcg9/v/6cPF+1MpAK8Dq87cxb6bD7C95QZWHcoxGGqvY23TTbxRa5cPyutNrD3TheWZWpPz0G0cC86gKdCVgpZ2efbmnKfAq72ODZcfoPry7QQ6p57nhA+qRwH5DjwZdqsru9NrW1PQzDfAo0WMvR6ZOf5X/ZfGi2//FyrK/oTXCHKv7ERXOIyO0hWaiU5m+runU1hD8sdxXNj5Nn5hmPqUzrLlL+GtnW0YNwDXtdOdGyCF+s36JVRHVFdOt3SAR7C7/mhGu1Vpx2CMRUfW3BcGCIemn2lxXAOvIYhu64+UyByaLnbkrrGvf4RBAM8eDMXnoWkCoxQWvBsf5hUAW6bwhO4xOpy5e6SQV6+A98bVaYwuyE9vBN1d1z0rq5xyJo7zGXi5hh3p7Rvg0cr9tJixd9s4vlxHVlwpLjzVU/3+izVRP/T46XVR4C17tx5u73z/6Nv69S+9g5KjZ/Hl0VKsNSxJAdDFCDyqI6orp1s6wCOA0fZmY2/CBklAj+K5A14/mmYBRObQ0KK7QleeCyJAL46IzKAihUY5nbKa13bhGBV7IT4PfxikVW8WEGhP3QIx75M4jZUNeWDpWvT3BHj1D9AfATA3hWKyoGtvo2Ganpw5HKtPrIcTzUQc7YHN4J98BZ4Juxfw2s7sW3ZCct8Aj0YA0gr+3m3jOPkuWViluGD8iheQ2hEAYoC3th73Xd1YpP0CKK3o1v0pVq9Zg9XbmjWAysAbb69Dyfo1WL+tTnerRi8CQn1ncbCsEGvX/Akln9eji37Ga1sIXUcrUVFZh67gXXy5809YXdqGEIX9GML3LXXYsekdrF5fioNn+xDKguuU6sjNaE3RELjdkwVH2/81XJbieoIaWXv0P7kx5c0d8B6Ahkc9GR6IgenyyxPofzyN6iazAVzZ8gCto3N48jyCwcfTOGYAsuD4EJoezaK7PzaN4oFZ9I+OYoNotGvJTTiL0XAEo5PTaGhXWxSr+vXXNXV3mnkoKDcAPTuBP4h0y69iw81p9M9E8GRmFoGBu3gjGtaCtb3T6H/8CBUto+ieieDZqHhzxVVs6J1C93QEz8LP0T8cxIaoK/cuGh7PItB7U9KlA2s7J6T4D7BBdrk2PUDg8SwaLkvlfDyBigY5/+kdewG8VbdJV8sPhnO61Tx6Vy5v6nmVn8dMHOcj8PIFdqS3b4BH72ij19Z4uQmX5rK3Ck2X5ms70fVUdmmuwLun3S5fFsaFbbq78sW3K9Fxz+oX00shgPfRtlKjE1e/Rner6nGieVzxMlaved1wkb6OvVpbLsD6DtZveFW3KDVrNIyuna8bFubrWP2y7p59MQujoqiOqK6cbgJUbvcEOtrIrSlfK4BH5wl88ocAKMdVH99FgAwmsvAuJu4TW945A3KYPpudRevtCXTPkj8sgtYL1Cga1tjzaRRHQTOMboryKKj3szUYVkWEwDKFwDQ94wvov6GA3iEdxngkuRVFwzzYb5TxOqon6UYLGH08hdbgHJ4sAM8mH0Sh9+Gw8X2KLGB0chb9g3p6Hw7peRgdncCxwRmM0r9RkFp/CHRApPNkehb9j2f1+GQFC0heMNygkQVocSafa5ohPIUPo7qkDhGqRy+AV/GI5LJazgNopa/v5AMXz07isjj9XqQaL9+Al0+wI019Azx6eav3k83lQSsr8Ot1n6KDrCcxaOWlt1FyOkXLKHgW6w0Xpui/e239TnzZp9lf2vMsgEcg+p6+VKEAdrwi9+uNo+MwWXDVuGAw9/6JdzSQvVjZTRk1rNQXoKURCiP8NAzc+BSvLNfP6cN+BQBXoKTdHr6pfsGs11EdUV053dTQSdxwENjuhZ7FNUICeKmmK1+3/O+PMGgwAQvUWE+jIXAzZkDIqotBHLs5bFpVh0a1PrYnQ7e1vC2/QV4JyWro1PschXVWHFzQGtl9Ag7lHdhHDa8SBkYcqXHW3ZnP0SQsz/ZpDSrdXWZ/4/IuureAcYsBqgUEAmacqKU4NYqVBoyW/30Yx7puG/9bgFevl5f6FKMDZazwFcCT4rwxoP2aMH4YJK5nuT5Ux14Ar5reehWnOwMv+XfZflrC/RNiNGZu3Zhy/pc48OgB10dK0mjJ0JQFBj+GEbacksVLekxuxfZ6HNz2J7wWhd8KvPtXvUdQAE/06VF6dufC9/rQ0VKPg5U78cFqYzDNzljgyfNfbu7Xrb1X1pWiopKAWYmKTXqfog7KpDlPOUI2gUeDUayN4Jffj2sDWaxTEgiE9LHGT/7/VbxxKYgmcjkaL4Z49ti0kuj65Sf7sb13FMcGp9GvWWiSK/RQULPoxEASzYqIWny30UpetNlpHLs5an50kwrVCutHhxegA81olKcfYZVxzQbNSnuOgJxu/4w24KT/hg4Y3TKbjbuPbuEBT6Zn0Ho7iOIGeTqHBXi9BtADMrRu6v2fIj8G8MR9Nc21HwImfJPXg5x+/HHGgTc1agJdUS/JypHyF8vhhflk4eWbdUcS+gZ4nro0Q3dx4fNCrH3tJd3tZxlJSZbYyU4dSuNtpVj98jqUHG3D96Zxpn78fgxr0w2sAI3+4llTh+8TwC0WeCFc2Ca5JteXomSd4bpUAE+k8eLLa/Q+Q+o3FJ/PCZSZ27Lt0rRrYMiNOR2OaPPxRDj9b+3vE2HO98J9Z1psb9yY1d1zEeq/m0VgcFobKSn3/ZmQ092ZAn4F5Qaonj/XXIHkDjQ/jyQ3aHwDX1A+pLtcyTVqAGWw35wqoMOM3JlymvpxgzGoJRHwCqjvr3dK6/t7ZoxYNCFvAZ4tuDr0gTVzU3o/pU+AZ+/SNHR+zC7NxK2GvYVH8fMNer4BnleDVsKdlVi9gtyGK/DrtwtRcbpNnyM3ehdd7WdxRLLG9D4vuT/vbey94cDk+zFgrDywDiel7r9wYKfmalz2yqe46QR4wrW6phrfGwNOhEtzmQJ41O9HbtTVh6VJnaFxjJMVa4xITfzwpheSrUErr57o0jL659Y7tlYbWXhi9KYYvOJq4vnlaTx5voDuXtnd1wJhWfX3EoQMYMm//oVLUx7sEiD3YgStd2NdigXlHdDcaNH+MR1sy2uvOrImhDu0SeuLix1JqLtSn6PpnATLQ1exMuo6FS7NeAuPgLfqpCi3gLywxizAs4FtgWHVRvsYfQI84X7uvirK3oICwzU8eNv8MeH8B5KkvWEVpvftSn51Pll4Irf5BD3fAM+baQl3cWQNwW4djtxRgOvHEDqMQR8ftYRjR2y+Xq1ZZ6Iy7fdhdFUaltmKl/HWpp3Yselt/FoD7Qt4bb8+elBYYgldmqFmfEDW54p12NsSQEdLHT56zRjYogAenrahRLvX61j/+Vl0nK02XKGZ78PLxbQEFcgo7Ek44t6deWgY3dR/F3mOQO9dbbL3hssTep9edECG4boLT2M7AaK2H/se6J1+soVXUG4MgKGHxQo3bdDLAkaHg/jDyatY9Tdj6oMlnm0jazTG2jMoBsEId5uR/2czU9j3ty6sPCnyZkLQ3sIz8jo3FS1T9SMy856jQesftABPjA6lwT2XruONhtuGBlLfoE+AV3DIsObCszh26SbWXhpFPzUT0fqOB5htvYg6sNnbtxfenc1H4FHp8gV6vgGeNxPPhem9Bh+UG31boo/Lujf6vNaeCMYCb/lOdDgZ3v/jODr+37oo5LSBKytexrufd0enByQFHj0ofy2MpvHiy4X48sRO3Q2rAh49YffOouQtyWXrxaoxDr6X2Z54Tq5KAhotJWZtfMiyozCKYx3NaY1r9//yv4/CmAFglpwaw7+bFsDyi1MxE5VHh6f1QSuyhVcurClgNDqKUjSeHdhwexbCdajdKDyDfV+Z97DLm37OsDAh+vJEmvqeBt30G/2OWroLEXRfNwfd2AOvBcsvGmAXpabropOvrcBrQUHDMALyjCHLfQr8Ajzqj7Vq5vFCA0LSTO3zFXhUXhN6K5CLVVYoD74BnjdLiwngGVZSTN+d/bmUgSc90eFQCKG4dcWkCMkOqU8w1eu15csU1myye7sMz8XSYjQYhTaCW9v9Ke1Dx7RRWCqwkyGz/OQNzcJ7K+rmiwULuQDfaLqJxOHW+Hb/e5GGXbotWNmQ2nJjbq/TdMrksmY2FpOoJy8GrYi0aO+27PK1qmPtoczgn3wGHhU719DzDfBILF48OoPfFA+SzuXi0dSnR4NSxGhMOqZzqsaHw+wB6UddvAZepjTw4GumTCLfgUeZl6HHi0crqpNfD6QQJw+C+PVAiwcgmWrwM5UuA09vAPwAPMopQY9fD+Sg0abRmvyKIAdCZTkK1YmbJcVE9jLVAHK6Swu+DDz9G5Ub4Ilvc/7vfeXSJDnHH0/iSuf1DKy6kv+Vla85pMnmVCdUN243BtPSAlOm6puBp3/zGHjqFsh3wKPi3B74h+evClLLxKEqBWhkJtVJKlumGkBOd2mBlIGnf/sYeOpWyJfAoyLRAJahYWlWt7qcHJohBagO3L7lXM4Kg2lpgSlT9c3A079VDDy5dYk/9i3wws+fa31GDL34Ss3WGdKe+u2oLlLdMtUAcrpLC6QMPP0byMBTt0S+BR4Vixpasi7Ipeb9mxTUwi3lUNKaNCft04EdachgWlpgylR9M/D0FomBp26ZfQ08UTTqP6JBEzx6UyiSuT1pTFqn2mdnzVmmGkBOd2mBlIGnf7MYeNYWJvb/RQE8KhKNECT3Gs0FY/DFVrIX/5GmpC1pnMpozER5+GXNFbbyFCuIMLidgdsPwPvlF1cSfQ08O8/AU0u5aIAnikmT08nVRktckduNFjOmFfzptTXs9hQqJd6TRqQVaUbakYakJWlK2nq9fXo9yMBj4KX9DPgBePSsZ3pj4KkVXnTAE8WltTdpwWl6ywJZJfQ+PXoTN3+Sa0BakWakHWlIWmZyo4aALT1nlgxbfPY65TPwyLLLBuzoO8rAU7dUixZ46mJzKCvACrACi08BBp66Thl4an04lBVgBVgB3yjAwFNXFQNPrQ+HsgKsACvgGwUYeOqqYuCp9eFQVoAVYAV8owADT11VDDy1PhzKCrACrIBvFGDgqauKgafWh0NZAVaAFfCNAgw8dVUx8NT6cCgrwAqwAr5RgIGnrioGnlofDmUFWAFWwDcKMPDUVcXAU+vDoawAK8AK+EYBBp66qhh4an04lBVgBVgB3yiQN8C7fh1oa4v/0Pkcbgy8HIrPt2YFWAFWwEsF8gJ4BLqCgsSfZcuAjz8Gnj3zsuiO0mLgOZKJI7ECrAArkP8K5AXwnjwBXn1VBx7BjY7F5ze/MUH4s58Bb74JHDiQNfgx8PL/GeYcsgKsACvgSIG8AB7llCw4svL27InPN7k1//3fgZ/+1ITfr34F3LoVH9fjMww8jwXl5FgBVoAVyJUCeQM8YeEl67Mj96ew+sjiO3Eio9Ix8DIqLyfOCrACrED2FMgL4JFLk6y3n//cecGFRUhW4Z//7Pw6lzEZeC4F4+isACvACuSrAnkBvMZG3VX5+9+7k4msPbLyCHpk9WXAxVlAAvGHNeBngJ8Bfgb4GfDiGZja8pEGrYn/LnHNlvvt3yK8cqV2/T9/8hM8+eDPrtNQlYEtPHe/QTg2K8AKsAKsgEoBsuzISjt3ThVLHUYjN4W1RwNayOWZTnrG3Rh4atk5lBVgBVgBVsCpAjS3jkBFfXjUl5fONjRkDmghgNLnt79NawoDAy+dCuFrWQFWgBVgBUwFyAoTYDLPpndEIz3J4iNLj9J22zco3Z2BJ4nBh6wAK8AKsAJpKCDcmTU1aSSS4NLRUYAmshP0aMJ6Ciu1MPASaMunWQFWgBVgBVwo4KU7M9Ftyc0poEcW3+XLiWLanmfg2crCJ7OlwNOnT/Hw4UPtQ8d+2DjP2aklP+qcHWXy9C6ZcGfaFdXat0fz9hz2FzLw7ATlc1lTgGA3MjKifejY7UZDkNPbIpgLzWHeRSK5z7OLzBpRc5/n7OvsXiW+Ii0FyM1I7sZMuDPtMrZzpzmSkwbK2C1jZrmOgWcRhP9NTYGew7vQPGZc21OD7efEP+r0BOzEXh07PjQt4I2140B5Fapra1C5Yz8uOctyFNC5yPPYuV0o3VOHI7X7sb2iDQ6znNM8I0c6xz8tS/PMWMcVDC5kuOxisjm5GVPoW0s5d9SvR+tyEmjpQxPW6VyCjYGXQBg+7U4BPwKvr7YKrWLk9JNeNF+bdFRoATqxd3SRFCkdSBPwqnv0xGI0l9K3OxR5FXu7OKpz6eQ5VzqryuNNWC+q3yvExvcKo3XiTbrepTJ2rkLL38Zd5zGWSeiJEZQezJVLqfTUlyfyQH185Pa02Rh4NqLwKfcK9BzejOJdVaisqELlJ0U+sPDG0FxWA4MdrgosoCH2ri4GtJUj3F4j4kctvENVKPWFhSfpPNyOI7V1OHJpRBRHuRf6ir0yck4C8x94cz11KH5fh3LGoEcWHVlXNPculxv149E8PcoLwc+mX4+Bl8sKWkT3jrE2fOLSvHO8Ao3ih+BYF77ykYU331ODSoduY3rMBDTE3u2jl46FF6PzwybsPj7g6PYir2Lv6KKsRspP4M2P96K5tgrbt27WrTvDCiVLdFN5Biw9esMBQYb68Fxsc30N2F5IMN6M7af6Mefi2oRRCb4CeuTqtGwMPIsg/G9qCvgReJjrR315BQ7UHsTuspPocfiNEw2w2LtVLB14mC7NMTTvOoiAD/KcK53d1osq/lxwBBNxLkE18CaGR7xpxFUZk8MWJtF5dBc2SYAjyMV8djUh6GaElpx+omMaJUnAczVYZQDHN8t5K8Jxr16HR9CjNzVQniwLUNsAL4LnTx+hb/Iuuqcn8UM4rpYTFZvPswKuFRDQEHu3CaQDD7f3EvFFXsVenHe65zw7U0roK/bOrspArIfnsZvcgnH9YImBJ/rOdruwwtPK+cIYmstNi664ogGBoTGMXa7BFgE9Kf9jHWcQcD8o2j6Lou8sQb+Z/UUZBB7dkEZwEvBoL20S8CIYnezCH4Pnscry+e2D6+h+mgfgW4hgbi4iZX/xH87/MId5D6Wfn5vBnNe/8NKoBtGYib3bpBgezhQT+oq9s6vMWH7U2cx9OkdkSRuWyNYaixcgEfDm0HO4SLes3q8wRy+nkw3ltRH01Rr3e68IBy6LwVcRBL+OH7Qy1lKhW4Fb69AXViacPJD6yQgsNFDE5ZYRl6bIAy1HRvki96a0GcBbwOj4N/itBXSx4PsWLbPSlUkO+06VoHib8SmrQnXjFQRDSS5SBM9/dxLFhZtRXHQSPQQAgt8PCvjNT6LzVBW2a3moQPWFAYQ8BIeZ1SE0FhVi76UZ85RXR2PnsXv/FdMtMj+CS4crNF237zmDvlT0HDqD3Yd7Xc0786o4dumIBljs7eKozvmxIeY8q2rUDBPPhNibIVk86jtpWEh2LrdEwKP2aQDHt+qg3HK0P7MZDp5BqWHFVV6Mb4cmBgZi3bHCYn2vEKWNzgYQJSyAmI6QxvqWCdNOJ4CsTQIeWZ/SpgPvSRd+p4SdYfWN9GJYulh12HO4EKUNAwiFZhAKjeDOhTqUFlagOUUzmtI7cFkC3Nh5bC87n2Ae0gwu7dmM3Q0DmJibw1xoBIHPirDFYWe5qlx2YaHhIUxkwGrqO1qG433ijmaZQuEIxjoOYsvWk7jjGuIzaC0vQ2NQpJvbvWjMxN5tbhgezhQT+oq9s6vMWH7U2cx96kfU7mh9YOVtiP99qQAegNAFw7p6v0b/kZ56NpRX3jluWHclZ+D0ax1sLNPLtfkk7ihTTxIo3JkEvnzaElieBcAMWh7GuzFjrTszfMekBB1FAelBiZt8fOsktohKCfXjq0tDmLh2Bkdq242KmkPw2nnU09BlySIMXqpDZUmhPuH2bD9CdO1nFdiymQYc1OFSHIXpQbQMOZ8bQV/fmGnZzE+i51yDNky6sWMkxvrTRjmdosm9ZxAISqMCCJyNdL4Bzd8JtwFA+ZPzEBq+gkYqw6nz6Bk39QpeakLf+CQ6tTQsaVu1XOhFdaH0RSHAbzuDwWi8CAL7zfk/MWmfasOdEDA/3qXno7ErBsg08CGubqLppnZALpzdn9XhyKEq7N7f7njOj2iAxd7t3dNpiKND/P00iRvA/NUabKIfOy7EEvqKvYtLtah+1NltGePjj+GrT3TglX5tN8VfDTw8bDIsrzJ8leIP/fg8Wc/QtA89j66+09SeaFahtGCENelk/yewopJdJsIz6tKkm5CFRyuwSFsBcA9VTqw7I87vHj2QLk98aAs8DKFxWwWaxwGQ4FtLUFnbhs5rQwhB90NvqTqDnuAMgldrUGpYMKGhLtRXFKLydBc6CVrhMfS11KB4Ww1ar3VhUEwejmZnBI0lRdh7bgAhO8uLOnh3lWBvYy+C40MI1JahuLZfh+GTdlQW7UfzrUmEgldwYKthDZGLoqgMR66OIDQ+gMZdm3Hgqg4zKquYDDzXU4PiT+oQGJpEsOcM9haZVi1BYUtZDVq1sAbsfl/xsA2dQfGu85gQZbpWg42He8V/2l5rsI0vIqVdXHESgaER3Pm6CltKylB5qA2DwSG0knUru1W+q8PGPe02v1hjknf1jzxKM3ShKqpHskREAyz2yeJbw9NtiEW9yfm33sP6v8ir2FvDk/2fTp6BCAKfHUTz1/sl6z/ZHXM7LcEcWQpkU+fkqiSLkQRoSDc82f2dhCfLQ6I0Ur1OSo9GZRJUUnJnZnjQCmWT8kYfaSsABl0Bb83YfenyxIf2wKNfI0YjT8D7pCnWJTkfkQZo0K8rEwgyVLS70vUJXZoA5obQergCWwo3Y0tZFeolK27+6sFYACwMoX5bFS6Rz4JgUNVuWnzzhoU2fh67tzXgjgAo5dUovpk3Am2su5DutemzLi2uFu+aqRm5Iux87lqMnljA2VplUpzYtOlhPoiA6JC2amX938xSykcxDZlP5uGRptqPqI4z2FuVyD0eL4kAndjHx1CfSQt4oXbspefpSRv2yj9i1LfM6Ty8XOmcRBIHwelCId3rHWQxKXQTpeFB3gTw1q9PdBPF+SwBzzIZvgAYxdER02WZyJUpzr83brryFKUBNcDxJrYEMbtGd7IfzacOYjcNNCkqwibJAjKhYtzV7nrbDEUwF+xFY1URthhWHH0BN34oDarZVmLea2EMl/aVYNOHJdi9vwGtA6ITeA59p3ZhU2ERtu+pQePVSRvg0UNkcaVK+bSWwRZiogwSzOjU/OWD2Fgb2/k90VyB4gZ95nRs2pZ8SHnQkrf+L+6Zxl4G3tjXFb6x8A50UB+zu5GwAnRi71a2dIBH1nPpPnKr16Hyk4PoFD9qkmRC5FXsk0SPC04nz/Sc50LnuEK4PpHMpZkkwcXu0hTA+/jjJELYB2fFpWkZParZe8PjbXFTEQTgYvff4Msf7DNvPWsLPGpoRSdpXKM7hPqtu1B/a9IYNi9ZgyBXiHbhFXEAAAj3SURBVOk21O4Vd72Ug/k5hKwjOBe6UP1+HWgMCH0B7X3ysWlMDF1BdUlh1HWphdLoUALonqLoCCczbzpoOuWBJPTQG65JM55+n6TAO9RlZoj6Py0d531HTQsxNu0kwKM8qaxj866Oj0Qf3oGKMlS6WDVBNMBi7/iGRsR0G2Lh0nRzX5FXsXdzLcVNPc8zaN1j9uuGLu6PfTYVGRF5FXtFVNug1POsf99yobNtQVyejA4IsXz3nCSz6AetpAk8JxqmHEf0L9oBD8/uocqBlffHR/fx3GEOqAGWLbz5h1048slm04UXBywLLMbbUKmy8AwXo+0q4E/asPv9gwhIw6pCV2tMYNAw3pIGDAqf5Fwv6vc34U4YoF8dB74W600Bg6dLsLt5EgiSC6krOkVgrmN/1OIyYRNB52ebYU421efjiKG/ZjxdRCXwqHwxLl+9X7JaLAdCQ4sLzV/4sWknAR71B8owdVinmYgmGmCxd3uPdBpit/cS8UVexV6cd7rnPDtTSugr9s6u8jiWclqC4l45mpZgtj163uKmJNBpGqdgrK8p2iZFSRIHkWVHfWQpWniJE/YgRADPdloCpf/DAP6igN4fxwbhcICmlltqgOUlbTaVVKFeXqswDnjAWHOF5krU5u9V1KFa1YeHGXQe0l2PjTZL0kxcrtHm7W0h9+jWzdi0rQYByRs7dnE/ij8s0ua0bfmwBHsvGqOwaLmpss3YVKS7VbdUNGGQ3EbC1bmVXKFF2LKtBp3GYJkY2MjXb92M4n3miMWYeIalKf8oiK1mApzRrygCHrZjb9FmUJk2fbgL9X3mCNLYtNXAo1+tMVM8RPo52IvGTOzdZoHh4Uwxoa/YO7vKjOVHnc3cp3NE04GMtixu4nmidHM38XxTufnKKLHay0Z5ObFJGognypPmxPM0gZdRl2Zbmw7jV1+NqaTYISyRWQxP9GLHgzasHaHPN/iv0V60hFzMOI9JPoV/7NyRKSSjX0IvnZxBKOHqLIlfSqmtSGLXPxKeU6RnZjTh9WaUpEdkAe6+IPoQzeja6ivmv+6OFvpxfKtpGbq72PvYogEWe7d38GNDzHl2VsvimRB7Z1dlIJZkEW0siv3hHHe3+UkEDpVEf+xbLa64+F6dWBhDoPFKdDpQFHbvFWLL4SsYGxtC4FSV+eaENOZER7OcFvAyPGhFvH3dMoI0FnjRkvBBXiiwMIDGPWfMkaEeZGqi4yD2ttjNKfIg8RSSEI2Z2LtNguHhTDGhr9g7u8qM5Uedzdx7cCStTrLx/c3YfrQNd4LmYKf5H0bQc67GWP1ft6B2NwxFu0A8yIHDJKTlxMQampb9prKT6JS8XQ4Tjo+WVh9ehoEn8mYZQcrAi69GPpOCAmLQip8mnssjS+GDqRRk8W80prhQFWmDIixzMxNVnQCd2CeKl+h8OsDLlc6JypLy+ZDe3SF31dgeF+7Ccbn7JuUbpnah1jVkgdxGbXR5HZp7zNHlqaUuXSWsKMt6lVIM5WFGXZrJF49W5o0DWQGlAnKj5peJ53Ke/QI8bbEFre94BI1VZShl4CmfS+8DIwgNXUHj/gptbEAUeIVFKC4/iMaOIfvFLrzPiDJF2aVZXNubGUtTfg0PLdacT9vWrXofHll60sYWniQGH6augN/gQSX1W57JwqtuPIO9tOBv30nsvdCGagZe6g/tIr8yCj3ptUCeF3nPHh0sFteh5/dxmyC9/JVGkNLgFWlj4Eli8GHqCsjw8MvE8zvHd0XfeE4T+xOuemORRbgFxd4SnPTfVN2DGvB6ZtC6rwbVn9WgM9zrC+DlSuekFbEEIthOS/Cy3GTl0XqVtKLJ6KiXKaeXlljUmhaRljYGniQGH6augOjDczvx/OHDh9Flr+jY7ZYqPLT7jLXjQHkVqumN5+UNkGZ5KLORqzzrwKPFo8XSeM6Bl6s851JnZSVyoHcKCPch9eURAHO9JXhTAmWLgZfrylni93/69CmoMaYPHfth4zxnp5b8qHN2lMmzuxDkhEX1b/8GXL6c2wwq3tHHwMtt1fDdWQFWgBXwvwJkVZGFJ95QQKMkc7WJfFgGrFB2GHi5qhS+LyvACrACi00Bggz16RH4aNJ3tl2cYjI8WZw292bgLbYHjsvDCrACrEAuFaApCrRoM0HvzTezl5MTJ/R7EnATTJNg4GWvOvhOrAArwAosDQXIxUn9eQS9bCwuTSNEhWVpmYogC87Ak9XgY1aAFWAFWAFvFLh1S5+uQNBTQCjtm5HrkhaJpvvQiFHFVkDDuvnDGvAzwM8APwP8DHj9DIz/pUIDUeRf/xX3em9khDWh//xP7R7hlSsxdPuO8h5s4Sl+DXAQK8AKsAKsQJoKiFVPMjFPzxiksvAv/4Kp/luYmJhUfhh4adYlX84KsAKsACugUEDuz/NyEIsBu3/+5CeY/luzEnQChAw8RT1xECvACrACrIAHCtAbyOWRmzZTBlzdhaY8UJ/dT3+K0Kl6R7Aj6DHwXKnMkVkBVoAVYAVSUkCGHs2TI8vP6Uart5BFRxbiz3+uw45GZba1OYYdA8+p2ByPFWAFWAFWIH0FCHpiGTKy+Giiut0ITppHR+cJcgJwZNGJD/UHGnPthLvSyZ4tvPSrkFNgBVgBVoAVcKqAdRkyATHV/je/AehVRDbrdDoBnYjDwHNaSRyPFWAFWAFWwDsFyEKjEZw0h0624uhVQ3SO+unIwqP5fIpNwMzJnoGnEJKDWAFWgBVgBfJbASegE3EYePldl5w7VoAVYAVYAYUCAmZO9gw8hZAcxAqwAqwAK5DfCjgBnYjDwMvvuuTcsQKsACvACigUEDBzsmfgKYTkIFaAFWAFWIH8VsAJ6EQcBl5+1yXnjhVgBVgBVkChgICZkz0DTyEkB7ECrAArwArktwJOQCfiMPDyuy45d6wAK8AKsAIKBQTMnOwZeAohOYgVYAVYAVYgvxVwAjoRh4GX33XJuWMFWAFWgBVQKCBg5mTPwFMIyUGsACvACrAC+a2AE9CJOAy8/K5Lzh0rwAqwAqyAQgEBMyd7Bp5CSA5iBVgBVoAVyG8FnIBOxPn/4vT0wvNelM8AAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"After click on the 3 vertical dots, Navigate to accelerator and it will showup the window for selecting GPU / TPU.\n\nSelect the GPU, and confirm to turn-on the GPU.\n\n![image.png](attachment:image.png)","metadata":{},"attachments":{"image.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Once the step 2 is done, re-run the code, and it should be using the GPU now.\n\n![image.png](attachment:image.png)\n\n\n\nEnjoy.... 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"}}},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}