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./data/val/Surprise/31781.png \n", " inflating: ./data/val/Surprise/31784.png \n", " inflating: ./data/val/Surprise/31787.png \n", " inflating: ./data/val/Surprise/31790.png \n", " inflating: ./data/val/Surprise/31793.png \n", " inflating: ./data/val/Surprise/31795.png \n", " inflating: ./data/val/Surprise/31799.png \n", " inflating: ./data/val/Surprise/31812.png \n", " inflating: ./data/val/Surprise/31814.png \n", " inflating: ./data/val/Surprise/31826.png \n", " inflating: ./data/val/Surprise/31848.png \n", " inflating: ./data/val/Surprise/31872.png \n", " inflating: ./data/val/Surprise/31875.png \n", " inflating: ./data/val/Surprise/31882.png \n", " inflating: ./data/val/Surprise/31892.png \n", " inflating: ./data/val/Surprise/31895.png \n", " inflating: ./data/val/Surprise/31899.png \n", " inflating: ./data/val/Surprise/31902.png \n", " inflating: ./data/val/Surprise/31905.png \n", " inflating: ./data/val/Surprise/31918.png \n", " inflating: ./data/val/Surprise/31923.png \n", " inflating: ./data/val/Surprise/31935.png \n", " inflating: ./data/val/Surprise/31953.png \n", " inflating: ./data/val/Surprise/31961.png \n", " inflating: ./data/val/Surprise/31968.png \n", " inflating: ./data/val/Surprise/31978.png \n", " inflating: ./data/val/Surprise/31983.png \n", " inflating: ./data/val/Surprise/31998.png \n", " inflating: ./data/val/Surprise/32004.png \n", " inflating: ./data/val/Surprise/32031.png \n", " inflating: ./data/val/Surprise/32035.png \n", " inflating: ./data/val/Surprise/32040.png \n", " inflating: ./data/val/Surprise/32057.png \n", " inflating: ./data/val/Surprise/32061.png \n", " inflating: ./data/val/Surprise/32069.png \n", " inflating: ./data/val/Surprise/32079.png \n", " inflating: ./data/val/Surprise/32096.png \n", " inflating: ./data/val/Surprise/32098.png \n", " inflating: ./data/val/Surprise/32099.png \n", " inflating: ./data/val/Surprise/32119.png \n", " inflating: ./data/val/Surprise/32132.png \n", " inflating: ./data/val/Surprise/32146.png \n", " inflating: ./data/val/Surprise/32148.png \n", " inflating: ./data/val/Surprise/32151.png \n", " inflating: ./data/val/Surprise/32152.png \n", " inflating: ./data/val/Surprise/32159.png \n", " inflating: ./data/val/Surprise/32165.png \n", " inflating: ./data/val/Surprise/32170.png \n", " inflating: ./data/val/Surprise/32173.png \n", " inflating: ./data/val/Surprise/32176.png \n", " inflating: ./data/val/Surprise/32179.png \n", " inflating: ./data/val/Surprise/32210.png \n", " inflating: ./data/val/Surprise/32212.png \n", " inflating: ./data/val/Surprise/32214.png \n", " inflating: ./data/val/Surprise/32235.png \n", " inflating: ./data/val/Surprise/32237.png \n", " inflating: ./data/val/Surprise/32243.png \n", " inflating: ./data/val/Surprise/32265.png \n", " inflating: ./data/val/Surprise/32266.png \n", " inflating: ./data/val/Surprise/32283.png \n", " inflating: ./data/val/Surprise/32284.png \n" ] } ] }, { "cell_type": "code", "source": [ "!cat ./v8/TASK8" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "13199BYxL8nL", "outputId": "24ce17d8-9577-47a8-e676-b4594cfd6579" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1. Написать модель для определения эмоции человека по фото без бэкбон-сетей, обучить на датасете.\n" ] } ] }, { "cell_type": "code", "source": [ "import torch\n", "import torchvision\n", "import matplotlib.pyplot as plt\n", "import huggingface_hub" ], "metadata": { "id": "IwnKHP2xKBYY" }, "execution_count": 4, "outputs": [] }, { "cell_type": "code", "source": [ "huggingface_hub.notebook_login()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17, "referenced_widgets": [ "4a5a2634d3684e8f9e5edcc6a9504049", "18a989455ce14a669da0bfe0331aaf34", "ca19048e895d4e549992229bd99e8697", "3670cfe5b5e048a5887072f7cfcd06e0", "2a8830dbca2a4af0936e15153a03f86f", "26e01936765c4025a54fa2bc4500b48d", "89ad060310514840b93f55412653adfb", "7174c06f92be4ea2a5483a4681ac57dc", "96c7cfc4bba348849dddce2c728fae75", "8e804e8a023e4342b94b63b6e1ba299b", "719a7fd625014567a7ac700ccef3c6c2", "4229ede02a72428e8ea5cd4629fa287e", "33136c73bc6c43019eb68650170c97fa", "8b07a83c9f654043aea8eca6ca501a34", "e92ebfec98b945009a9a2cb7c002fa4a", "7ec7ec1b17e942e780d2876e06344047", "98cf088f1d8a4b41b047fd762bb4de2c", "ecfefa8de8fe4156a5a6f6a835a7e96e", "32d01ef330f147d0a5e4f48d6045c22e", "ec9a52ab74c64f2a8c45435632d55500" ] }, "id": "ho-N3OTkQz-O", "outputId": "172e83d2-2139-49ca-f11e-6e388c3e24f1" }, "execution_count": 5, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "VBox(children=(HTML(value='
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Y1NQDQL6Fx0uN5h6LTIr3XyQDy9iC0Nwv0Fvk9fy+x+vuWT9NMMEb4Q9FY4/NOIj1MGUTRz6C4sMWWu6TnyfP27Y28vjvfvnYPKbCtu26mPejTfJ570cdHWMxsWslQ8ZrDEaWUSqW35dzZNfOr9tC175WdRaNV+/hz3uY7HtyiL82Y8u7MGvrYr04ABCl+DErNvP3lYiMgkj1mfsa48P8bKNPQCIi4oQSkIiIOKEEJCIiTigBiYiIE0pAIiLihBKQiIg4oQQkIiJOVGwfUFwowjR6xEuZeyQQWuriLc+4VG+ZY5Ey9wP4tH/CPtMnRfqEShGfKWLrEyqS9bVVBbrWNrsm7fH+J9YnZOshqvb5DKU0mbtTivkxCy2zbep93k8Tkl6eJPgxawp4L06e7DvrEQKAGo8fs56w1hI3x5KWc91kOWZp0o/WHPDXXi7ij91LrqW2RB9dW8jya6FuO3+N5BsyxliQt7wvpPn7AruMY39i85XK1fw1khg0XwxeicTCw+sX0ycgERFxQglIREScUAISEREnlIBERMQJJSAREXFCCUhERJyo2DJshGXAcIvzmJVhWxTqedliuZqXgiarzSWuiYCXHoaW280XyTgG21qbMlm/J+BluWl2P3gA1QEv+w1I6e1AOU3X2rQkBo547W/zJ1q2naNxVpIcWX63q/F5WW8dKT/vDavp2sDSDtBueV5DpFfBNgrCNjJhKGavL/7aq7ZUHOcs6ynLthM5fr6Cgvk6DjMTe+2GKfPO+aUJPOfDEAyT1/5RmNqhT0AiIuKEEpCIiDihBCQiIk4oAYmIiBNKQCIi4oQSkIiIOKEEJCIiTlRsH5BXXQ3PH7u2Pqw219znJ/G+kkIjL/iPGiy3/0+YC9xtFfmxZRwDG9dgu+k667UBAN8z713ZMuphIOTH1Db2YCJrtw830fieoM4Ym5I+QNdGlqP6+lA7jTcmzSMVDpR4r45tFMRnq98yxk5K9tK1bCwBAAQT6ZexyFhGd2TIdThkeX2EljiTsuyXpZUNXsE89gMAyNOCX57Y8Y6S5ufNYgAf5QAAlsOCKGPegEd6uuLy4X22GfcnoOeeew5XXnkl2tvb4XkeHn/88dEPHMf41re+hRNOOAFVVVWYO3cu3nzzzfE+jIiIHOfGnYAGBwdx9tlnY+nSpWPGv/Od7+C+++7Dgw8+iPXr16Ompgbz5s1DPs8HVYmIyMfLuP8J7vLLL8fll18+ZiyOY9x7773467/+a1x11VUAgB/+8IdobW3F448/ji996UsT21sRETluHNUihG3btqG7uxtz584d+V42m8WcOXOwdu3aMdcUCgX09/eP+hIRkePfUU1A3d3dAIDW1tZR329tbR2J/XdLlixBNpsd+Zo6derR3CUREalQzsuwFy9ejL6+vpGvrq4u17skIiIfgaOagNra2gAAPT09o77f09MzEvvv0uk06uvrR32JiMjx76j2AU2fPh1tbW1YvXo1zjnnHABAf38/1q9fj5tuumlc24qrMoiDsftPCpOrjOt6Z/DC9+ETeeF7sorX+weWmT9MOeT5PhFYivKJgSLv1WmrMf9trSXNZ+rY5gG1JG3r+TFlbH1Cu4vmX1gOlHkvTtLSBFGb4DNg2POyrd1VaqDxPaH5Gs+QOUQA8HaphcYb0jtpfHrSfI3nIn7MekLegzREepCKlt+HU5YhM4OxeU5Yf5Sha5OD/HnFSX4dhqQfp1zFn5ftsVkXYOzxPiDbvCBbH1GYMu+7R/oHo+DwegPHnYAGBgawZcuWkf/ftm0bXn75ZTQ1NaGjowO33XYb/vZv/xYzZszA9OnT8c1vfhPt7e24+uqrx/tQIiJyHBt3AnrhhRdw8cUXj/z/okWLAADXX389HnnkEXzjG9/A4OAgvva1r6G3txef+cxn8PTTTyOT4b+BiIjIx8u4E9BFF12EmNyCwfM8fPvb38a3v/3tCe2YiIgc35xXwYmIyMeTEpCIiDihBCQiIk5U7DiG0uQ6xImxCxf6ppvLLQdO4iWqCcu4hUyGlwwnJ1AqXQ55aWKxbI4HPi+ntO0XHcdgKXW27betVHpyMmeM2cZI2Eq4Z1T10DgzZBlb0BCYxy0AQHvCPO4hsvxu9+LQSTT+RsE8CmJ/WEPXbsqdSOP5RvPrBwDaEn3GmG0URD7mbymDkbldwDYygZ8NIE/KsF8Z7qBrU738Oouq+bWSHCJjWnzLyARLnGEjEQDAUrlufWw2ZoKtPdznpE9AIiLihBKQiIg4oQQkIiJOKAGJiIgTSkAiIuKEEpCIiDihBCQiIk5UbB/QYHsGieTYfUADpKQ/1Zyn202leJ+QrZ+G9eOEEa99t41jGM6T/oyYbztpeV7de7LGWDTI+0L8Yb7ffsnS50DCYbOl78oyHqOh3twd0lZr7j8C7CMTJmf4+lzGPDKhLhima5OWERfbCpOMsbeHmunaHYPmcw0Ab1W30vgve083xs6u4wMjpyb303hbotcYs42Z2BPW0XjGM18r7wzzY1au4W+FQYG/LySGyfsCn5SCKGHpmSG9OJbWKdvbBt02AHhlyw9MkD4BiYiIE0pAIiLihBKQiIg4oQQkIiJOKAGJiIgTSkAiIuKEEpCIiDhRsX1A+WYfQWrs/FhqMPcL1Kd530gqceTzfAAgRfqEQssMjHyR99uEZB5QNGBZmzf3pABAar/5d41UP10Ky9gca68B61WI9vON+yGPl3PVxliXb+6lAQDLGCNsOJH3QJRJD1Oyls+das4O0jib3xTZesJ8PgSmu1BP42/1tRhjKUv/0lCGN73kUmP39gHAScm9dG0I/rx9MluqPsH7sko1/GIIhi39gUXzY0dJy4Vm4ZfYUB5bI8+RzxqyiZLm95TIO7zPNvoEJCIiTigBiYiIE0pAIiLihBKQiIg4oQQkIiJOKAGJiIgTSkAiIuJExfYBlauA2NRSkDHX3LP+CQBIWOb92NYztv4Lmyhv7hdI9Nv6FHi9P2mRQJm3EMG3tE75vPWKxtO9/HgnB3m8erd540Ge73iY4ce0dgd/eZQz5ni+ifcv9TXU0vjwieZ+m2QDn3l1YnMfjQ+Wea/OvgFzb9XzQ9Pp2pdSU2g8XzIfs0yS9xi1VPPeqeoE771iSjX89ZPhLUrwS+Q9qcx/z7fNA/JsvT5sbTTBeT5k16LAHIwss9EO0icgERFxQglIREScUAISEREnlIBERMQJJSAREXFCCUhERJyo2DLsKAF4pr0jpdIFUuZ5ODIpXlOcSZhLRROWMmzbKIjhhPl5hVV8236B/y6R2WeOZbfy5xxbxkzYSj3Te/mt8Bk/x0uOoxrz7f1t5auJ/fx5+2VeKl1oNI/ISOT5YxcG+fkq1ZHRHCQGAGHEt70910jjQz01xpjtOivl+LVS22WO2SqGd9Tx8RqD7eYNxOS1BQDNllLoifyqbhv7YZkygShp/gHbbrFRKAAQWzZQrjbvvFeeYIk39AlIREQcUQISEREnlIBERMQJJSAREXFCCUhERJxQAhIRESeUgERExImK7QPyy4BvKkEntzePY15UH1nigWUcQzow9wHZRjm01PLbyfukj6g3MPdmAEDZcov9fIv5mPllcz8LYL9VfdVe3qNUtdXcB+SFfG1Ube7zAYB3L8saY9ltlv3aw2/fb+tzYD0WxQZLv4zlmEYp875nMny/W6oGaHzTuyfS+NSfm2OZPbwvK7D0bcWBua8kTvJjtvvcOhoPa8wnpOYdy1udpWcsSvB984vm8+XxKROI+eQO2odn6+NhYyIAPqbFJiDPOS4f3ob1CUhERJxQAhIRESeUgERExAklIBERcUIJSEREnFACEhERJ5SARETEicrtAyoBviE9evkjz5u2Xh1bPBWYew3qk5bZNZYeJNZjlEnyZoJSEx86ks2Y9+2td/mclbjIt51L2noNJhtjddv4rKBdn+H9T975vcbYgWQDXRumeAOGrVeH9XcMncDXFhv5MQtazcdlevN+uvbM7E4a3/z0DBqv/fWbxlicy9G13tR2Gu+e10bjTPVufsz6yuZjntlv6emyjLaJLPOCfNKa5YW2uTmWgUCEddaQ7ZEt/U9HY+YPo09AIiLihBKQiIg4oQQkIiJOKAGJiIgTSkAiIuKEEpCIiDhRsWXYyYEYQXHsEkCflGFHkaVckow8AIAkKbMGgNpEwRhrSfPb4FezWk0Ahch8Ogaq+biFfQVersxKwNtbe+naXW+Yy6gBIMrwY957jXkMxe48vwSbGvfSeDk0XwsD00p07fCJltEc9Xx9tN9cxh2nLWXWNbysfnKjudz5s81b6NrOGnMZNQD8P8kLabz8CfO4hsQeXoZtk5tuPi7ts3ro2j3Pn0DjbPRAcoCXE4dpSym0x+OxpUybiSZQSu1bWjvCFP+MEVuel0/GpbDS9OgwS8v1CUhERJxQAhIRESeUgERExAklIBERcUIJSEREnFACEhERJ5SARETEiYrtA0rlIiQMt/n3InPeDMu8qD4iawH7yAQ2rsHW59OYNPfDAEDSM/cgFaIkXZv2eV/J/qK5T6itpp+ujWfSMHZub6bxQk+1eduWfpj9B3h/U5Aw9ymk6s09WwBQW83HZ9SkLH1EWfM5iSx3sbdt+5Ssuf/phOQBunZGgvejzbhkK42/2jLNGMvsNp9LAIiS/Imfd/4bNM7UX8zP12tbSf9Snr8v2EZv2MYefNhjC0xiy0eIKGXpx7HsNn07pD1EH0If0JIlS3Duueeirq4OkydPxtVXX43NmzeP+pl8Po+FCxeiubkZtbW1WLBgAXp6eIOZiIh8/IwrAa1ZswYLFy7EunXr8Mwzz6BUKuGyyy7D4ODvfrO//fbb8eSTT2LlypVYs2YNdu7cifnz5x/1HRcRkWPbuP4J7umnnx71/4888ggmT56MjRs34g/+4A/Q19eHhx56CMuXL8cll1wCAHj44Ydx+umnY926dTj//POP3p6LiMgxbUJFCH19fQCApqYmAMDGjRtRKpUwd+7ckZ+ZOXMmOjo6sHbt2jG3USgU0N/fP+pLRESOf0ecgKIowm233YYLLrgAs2bNAgB0d3cjlUqhoaFh1M+2traiu7t7zO0sWbIE2Wx25Gvq1KlHuksiInIMOeIEtHDhQrz66qtYsWLFhHZg8eLF6OvrG/nq6uqa0PZEROTYcERl2DfffDN+8pOf4LnnnsOUKVNGvt/W1oZisYje3t5Rn4J6enrQ1tY25rbS6TTSaT5qQEREjj/jSkBxHOOWW27BqlWr8Oyzz2L69Omj4rNnz0YymcTq1auxYMECAMDmzZuxfft2dHZ2jmvHat8dRiIxdpH6/tNrjetCy7yfsqUPKJxAn1DJ0iyQ8XjPS10wbF6b4H0jjQneY7Q9Ye7VYXOIAOATtbtpfKCFf2p9d6jBGMuHvL9pIn1ZCcu10Jrhs22qAt7Xtbdgvg77Sxm6tj7Je1paUuZenmZLn0+dz8/n/9r+HI3/Y36eMbb3BN6X1VhjvoYB4J1cozGWTfNjckXrJhp//dUOYywo8muB9RYC9rk5dG1w5GsBwOO7TvklyxwkW58Qed4eaXbz4sPrixpXAlq4cCGWL1+OJ554AnV1dSN/18lms6iqqkI2m8WNN96IRYsWoampCfX19bjlllvQ2dmpCjgRERllXAnogQceAABcdNFFo77/8MMP46tf/SoA4J577oHv+1iwYAEKhQLmzZuH+++//6jsrIiIHD/G/U9wNplMBkuXLsXSpUuPeKdEROT4p5uRioiIE0pAIiLihBKQiIg4oQQkIiJOVOw8oFxHNRLJsXspwipzMURs6RspFPhTLmV4Tmb9HTUJPivFNrOn2jfPr0n65llBAHBicj+Np0gP0mDEG4HrfN7bUYr5MZ1RZe4jyoW8X6Zg2TbTYumXCS0zSwYs+1YmfV/pgJ/rJstsqMHQfE7yUYquTXq8H21G0jxrCAD+xwmvG2O/Sp1C1/YMmHujbD7RwPuyzszwfrNEzvza9cr89RMUeIHVBC5De0+Mx99z2HrWi3M48dg/8h4lv2RuUPLLh9e8pE9AIiLihBKQiIg4oQQkIiJOKAGJiIgTSkAiIuKEEpCIiDhRsWXY/dN9BOmx82OYMZf4RQVegpqwjB7qG6yi8dqU+Rb9w5bRAnuKvEQ145tHLoSW3xUawMt6WYm3rQw7F/FjEsV831ipta3MutrnIxFY3Lfcxz60jM8YCnm5c8Jjpb38WhggZdYAUCQjMnpDXu6fj3tovM4ypuLktLlsvtDEz1fLZF76zs5JxuMjR2o8fi3QaSeWcQoBf2g7VirNK8Dtmya7bunOsI6RsI16YC8RVsJ9uOXd+gQkIiJOKAGJiIgTSkAiIuKEEpCIiDihBCQiIk4oAYmIiBNKQCIi4kTF9gH5ZcA31KAHBXONeZTnvR3l8MhvPw4AfXlzT4vtFvzFiO8bU7L0rBzwa2j8hOQBY6w54L0bRctj2/qEAtJsUOvn6dqJGLKMLShEvFdnX4kfU9arU7Kc68Ey37ds0nxc8jHf776IN4fYfutsCIaMsenpPXTtu8UmGs8G5tEebaleuraO9MkBgF8mfSmWl54XWsYWWPppWJ8RG1vwXpyfEXKZIUzx/fJtzyuYwPsh27RlAsVB+gQkIiJOKAGJiIgTSkAiIuKEEpCIiDihBCQiIk4oAYmIiBNKQCIi4kTF9gGFKQCmVglSY+6VeF17bMm5kaVPaDBv7t84EFjm5qT5tiMy+MM2c8dmR9BgjLWl+unauoD36mQDPovI1mfE2GYVsR4jhPx8dFl6VnYMNdC475kvxHLEzxdbCwAZMqBmgMxXAoBuy6yhtsA8G8qmztK3dUKyl8aTZGhPg2/uPwKAvKWZJ0qYj2mUnFi/jF+wNLaQ0+1FfK1HZgkBQOyza8mylg0Teu8HLI9NeqsSJAbNAxIRkQqmBCQiIk4oAYmIiBNKQCIi4oQSkIiIOKEEJCIiTlRsGXaUADx+1/kxeZYyai+ylEJbHrSUNN/qvljmh3PA4+WxrPTWdvv+hM9vwT8cmkcLDId82+2ZXhoPLSWX7WQURMbjt9i3YWXau4pZuvbtwWYa35Wro/Hhgvm4NdbykuLW6hyN1yaKxlhLgq/NePxayJrmnByGOt88TgEAanxe4u3DXDaftOx3zjJeg45jsIxTYCMPACDIH+Z8gTHYyrAngnUhAIBtAoxtPat8Z6XtkcqwRUSkkikBiYiIE0pAIiLihBKQiIg4oQQkIiJOKAGJiIgTSkAiIuJExfYBUaTE3CO9AAAQJy23Ri/y9eW8uU+omOE9LZ7lFvy5ErvNPr8NPr9BP9CQMvdvNCR4z0q1b+5JORz5yHzMIo//DlS03IJ/iPQB7SuZe58AYEd/PY0PDPGj2tpg7sepTvJj1lbFe3makuYRFw0BP18NvnnkAQBk/VoanxSY921PyHujbH1C+0LzY3eVeF9Wb1hN4wkyFcTW5xOR0QIAEGZ4PJkjoyBS/Bq3tD+BvW1McEqLdb3HLmPWQ2TpLzpIn4BERMQJJSAREXFCCUhERJxQAhIRESeUgERExAklIBERcUIJSEREnKjcPiA/RuwbCuBZjblt/oWt5t4yTyjMmx+gWOKHM53k/Rl9eXPfScEya6ilaoDG+0mPUcrSN5KMLAfNog/mfpy0z3unSpY+oL6wyhjbMdTA1/bzPqGmBn5MT8nuNcZKlkEstmMekEEtSY+vHYz475WFmB/zqQlz/O0Sn2lVbZkHxPq2+iPzuQSAlwc6aLxqL+nFsfT52JTT/JjG/pFvf0LzgixzjryQb9vWB8SOW8D2+zA/2ugTkIiIOKEEJCIiTigBiYiIE0pAIiLihBKQiIg4oQQkIiJOKAGJiIgTFdsHFAfvfY2FjJdBlOGDKGx9PrY5FmzeULHAD2c+yeM1afPwjTDm+50PyUEB4JOhInsLfD5M0TJMpSbgvR/ZBJkRQ/p4AGAoTNH4rkLWGOvqbaBroxL//SuT4P02OdITU5fkx2SwzPtp2DHfk+JzjFKWZrd3+NPCtMQB/gNELuIzlPKx+ToNLC++/3j3ZBqvHzJf45bLCKTtCgB/zwH4zB+/wM+Hb7kO/fKH199k6yMCzI8dk7Us9kH6BCQiIk4oAYmIiBNKQCIi4oQSkIiIOKEEJCIiTigBiYiIExVbhg0f5vRoGtMAe5l1VM1LIr08z8msDDsioxoAoJTmh7sYmPetoSrPt225/T8r044sJd4TNZHt95d5mXbPcJ0xZhuPgQEef7e7kca7hicZY4k+fj6CPD8m5VpzXfD6T/CxBKc17aHxPXledl+XNF9rnU1b6dppKfOICgDoDauNMdvojfx/mUvuASAbslrqiV3jtjJtNlKBdEAAAPwS33hQYOXOE/wMEU9kFMQRxj5gXHv/wAMP4KyzzkJ9fT3q6+vR2dmJp556aiSez+excOFCNDc3o7a2FgsWLEBPT894HkJERD4mxpWApkyZgrvuugsbN27ECy+8gEsuuQRXXXUVXnvtNQDA7bffjieffBIrV67EmjVrsHPnTsyfP/9D2XERETm2jeuf4K688spR//93f/d3eOCBB7Bu3TpMmTIFDz30EJYvX45LLrkEAPDwww/j9NNPx7p163D++ecfvb0WEZFj3hH/A2IYhlixYgUGBwfR2dmJjRs3olQqYe7cuSM/M3PmTHR0dGDt2rXG7RQKBfT394/6EhGR49+4E9CmTZtQW1uLdDqNr3/961i1ahXOOOMMdHd3I5VKoaGhYdTPt7a2oru727i9JUuWIJvNjnxNnTp13E9CRESOPeNOQKeddhpefvllrF+/HjfddBOuv/56vP7660e8A4sXL0ZfX9/IV1dX1xFvS0REjh3jLsNOpVI49dRTAQCzZ8/Ghg0b8N3vfhfXXnstisUient7R30K6unpQVtbm3F76XQa6TS/M7CIiBx/JtwHFEURCoUCZs+ejWQyidWrV2PBggUAgM2bN2P79u3o7Owc93Zj/72vMWOsxtxSrw9Ln1CctNTFs1vZW26rbhvXkEiY+4BKoaWvxLc98SM/1X7Ij0nS5/eqZz1KvqXB4kCR9wGxbbc18L8n7niL98M0reP38K9/yzxmIrmd9+Ig4s+7eIr5l7a+U5vp2jd9HreNJtj6GXMf0MXN/0XX5qzjNcy/bL7cP4WuzW6hYTqawNbHQ6YOvL8By3Kf9OpYRiZYRxeQfbf1GNlYJnfQ583atmLb8X7fuN6VFi9ejMsvvxwdHR3I5XJYvnw5nn32WfzsZz9DNpvFjTfeiEWLFqGpqQn19fW45ZZb0NnZqQo4ERE5xLgS0O7du/GVr3wFu3btQjabxVlnnYWf/exn+NznPgcAuOeee+D7PhYsWIBCoYB58+bh/vvv/1B2XEREjm3jSkAPPfQQjWcyGSxduhRLly6d0E6JiMjxTzcjFRERJ5SARETECSUgERFxQglIREScqNh5QH4BMJfWs/kYfLtsno9l0xMWl3m+L5fNhfX5Mj9VNakijbOZPLZ5PcWIP3Yh5M0EoW+OlyPelGLbtxOq+8i2ee/UjpP4fJnBvbxPKEqYZ9vgtGl0bXKQN0pk9psbzhLDvPmj/yR+nfmdB2j8gtYdxtiQ5XzlwgyNF2LztfTClpPo2hN6+TFjfUBBgR8zU8/hyLaTljljtAeJr/XpHCMgIuvZHKKjgfU3HQ36BCQiIk4oAYmIiBNKQCIi4oQSkIiIOKEEJCIiTigBiYiIExVbhu2VPfiGkmk2MsFaNFi03BrdkpLjxIdX9hiSMu1CiZ+qZMBLoVMk7lvu6W4v0+blzmVyUG3bzqbMowEAoCU1YIwVLOXjn2jjIxO6PlOi8T17a4wxL8+PSWKAX2jpfeaxBYVGfr6mzeFDHf/0xLU0/sve040xWxl22mPzSoCd+QZjrOY121wwfo37ZfK+YHnZ2l7VtvYOVq7skf0CYP0YwLdtWWt5h7eNY7C9H06UPgGJiIgTSkAiIuKEEpCIiDihBCQiIk4oAYmIiBNKQCIi4oQSkIiIOFGxfUCJYSAw3KWc1cWXq3nNvXUcg63Ph6xn/UkAEBct4xjI6Sgm+C3bhyyNDl7aPK6B3UoesPcJ5cMkjTOZgPfalCw9Rr0l80iEgmVtIeSXfznk5yuoMjdRBHV8PAYm8fBAi7nfJmXZdjni+52Lqmic9VYNhbwPqNbSt7Vm2ynGWOsW3pRSzvDr1CMvEctEBHjhBPv72CGPbaMg+PliLz/bXtv6fGyv/Q+bPgGJiIgTSkAiIuKEEpCIiDihBCQiIk4oAYmIiBNKQCIi4oQSkIiIOFGxfUCMT2Zg+BOcb+GXjnxeUJTh27aJSbNCfoD3X0TVll4e39wkkU7wy6AqwXt1rH0nRfOcl7oUX7trsJ7GB/Lmbdv6l0LLkJf8MD/mcWheHxZ5b1SQ4n1dHulHSyT4RT5Q4HN1Xhs8kcbb073GWF+Z9xDtLvLzlflNrTHmlyzDbSx9QBOZB2RtqJmAxADv24oy/PUXps39bLb+pdjS52N7P6Q9SKQfk8U+SJ+ARETECSUgERFxQglIREScUAISEREnlIBERMQJJSAREXGiYsuwgwJgKj5kpYNJy7iFiFfWIkpZ6jFJ9axnK+G2VSay6lrLaIBykpf1lkJzKWehzC+DpKW2fajED2qRbL+nwNf253jZLy2ftd2C3xJnZdYAkKkxl9emk7ykuFDix7zkmeM1GV7Wmwr4+drcN5mvbzTv+wmpPrr2oVd/n8Zb3zbvW7maX+OJAn9t+iVzvFhrGa1RtIwzsbwt9J5sLrvfd0YDXVv/Dn/t1m01j8coZXnJfYmUcAOAbyvjZqXW5OVhfa87+PiH92MiIiJHlxKQiIg4oQQkIiJOKAGJiIgTSkAiIuKEEpCIiDihBCQiIk5UbB9QIh8jiEw16odZZD6GMi+5t99G3DfXzQd5ns8j4/N5P55mTUZ0KaI8r/cvpc2nOs4U+NrIsm3LOIaBYXOvQjE/sUvQIw/tWZo3EkneL1Ow9DflB83xcpofk1Nb99I4GyVhG38RWu6xH3j8RRCRJo4hSyNdZkMNjbORC5FldIDlMqTNJ6kcf869M/h12P9J3ntV1zJojL147v9N10asuRDAF7ZcaYwdeGg6XVu7g+93aBmH4sXm65D2+pQsb7Tv0ycgERFxQglIREScUAISEREnlIBERMQJJSAREXFCCUhERJxQAhIREScqtw9oKEZQtgzhGEM5w3sJAt7yQmcNAYAXmbdfIj1CgH0W0URm26DMd5z12wyl+I6xvhAAKJNZQwAQsn3bx+eZpPfy55U0j0pBMsfPR9UB3qvg22bEkFkqcYK/tN6dcRKNs+vQdg3nzhum8aZGc88KAKDeHPrVnlPo0iyZ9wMA5SrzE/Mtr3c27wcABtvM1+H+M/m5/r/+8J9o/J4dl9H4lpWfMMZ+fEYjXTsjtZvG/+e0x4yxf73tArr2/3uok8bTffy4lNPm134ibz4fYdHWtPUefQISEREnlIBERMQJJSAREXFCCUhERJxQAhIRESeUgERExAklIBERcaJi+4BS/RESybFr1IMS6SUo8e2WanlPS6qfr2e9H1HSMs8kybcdB+b1MW0SsotK5rr8YpnX7CcC3iswVLA8MTLbJmjlPSvhYDWN1203xzL7eU9KKscvlmCAz1Lxc3ljLKrL0LU1W81zcQCg1GJ+3oVGfrzzLVU0PjSLP6+0b963tze107XTBvjzKtaR67CW/z48PL+Xxv/2k08YY+dn9tC1O8v8rbB7kDRHAYjI8jsf+jJdW93NX9tlcjrzLZYevRMt7xtsoBaA2h3m11C+0bw29A5vZps+AYmIiBNKQCIi4oQSkIiIOKEEJCIiTigBiYiIE0pAIiLiRMWWYfvlGL6hfDc5aC4NjBK8pDjiVb/2sQckbivhhq00kdyDP0rayil5mK0vWsqoA0sZtk221lyu3Fqbo2sbpvETtv/3eZk2k/D589o3zLe9t6/WvO0ELwFvruWl0FNqzbfoL0b8Gm+xjM/YO2zebwDYMdxgjDVtsrUa8LhP2hh2X8TL4u+cuZrGf5s/0Ri77fkv0bU1r/Ky+ard/PVXUzRfS+l+fi2k95hfHwBQbDLvW7qPXwulGn4+SnU0DC82P+/G3w4ZY+Uyf04HTegT0F133QXP83DbbbeNfC+fz2PhwoVobm5GbW0tFixYgJ6enok8jIiIHIeOOAFt2LAB3//+93HWWWeN+v7tt9+OJ598EitXrsSaNWuwc+dOzJ8/f8I7KiIix5cjSkADAwO47rrr8C//8i9obPzdtL++vj489NBDuPvuu3HJJZdg9uzZePjhh/H8889j3bp1R22nRUTk2HdECWjhwoW44oorMHfu3FHf37hxI0ql0qjvz5w5Ex0dHVi7du2Y2yoUCujv7x/1JSIix79xFyGsWLECL774IjZs2HBIrLu7G6lUCg0NDaO+39raiu7u7jG3t2TJEvzN3/zNeHdDRESOceP6BNTV1YVbb70Vy5YtQybDq0YO1+LFi9HX1zfy1dXVdVS2KyIilW1cCWjjxo3YvXs3PvWpTyGRSCCRSGDNmjW47777kEgk0NraimKxiN7e3lHrenp60NbWNuY20+k06uvrR32JiMjxb1z/BHfppZdi06ZNo753ww03YObMmfirv/orTJ06FclkEqtXr8aCBQsAAJs3b8b27dvR2dk5rh3zSxH82DCOYdh8y/cgz5/SUCvveSlVWfoYyN3mE5aRCWHqyJuMbKMc7KMeyK3TC2m6NjfIN55p4DX/6YT5oA2X+bZ783y0ANt2ZOmHaUyb+xgA4Pcnb6PxlhMHzNtODNK1pZj3b+woNNI4k03w3qk3UmP/MnjQr7edbIxNf50/ryjBf6fde465t+rUafxfP14bMvf5AMD/u+0MYyyxk1/j6f38tZvI83i+iV1r/FzHHr/GU33m/qgM6dMBAHj8/bDQwF8jXVeYt5/abT6XUd4HfsN3DRhnAqqrq8OsWbNGfa+mpgbNzc0j37/xxhuxaNEiNDU1ob6+Hrfccgs6Oztx/vnnj+ehRETkOHfU74Rwzz33wPd9LFiwAIVCAfPmzcP9999/tB9GRESOcRNOQM8+++yo/89kMli6dCmWLl060U2LiMhxTDcjFRERJ5SARETECSUgERFxQglIREScqNh5QEcqtYf3KcQBn4XiNfJDYhhRBAAIU3QpSrWWWSqkx8i3DPyJA0sfwwCZNZS29C/5/LHLJd7ncGCQ9znQbZf5ttncHdsco70DNTT+xu5WGi/kzT1Mvs+PaWOWX6enNuw1xlrS5v4jAOgt8zlGb/W10Hhmg/m4DLXz2Tb5Bv47be+nzHOQzqzuo2vTrAkPQPiauYndt/SE9Z3Gz1fdVr4+SU7nUBs/JqVqvm02kye1n8+VSuT5+fLLvD9qYKb5saPp5n6zaOgjmAckIiJypJSARETECSUgERFxQglIREScUAISEREnlIBERMSJii3DTgwUkTDc2j1Km3c7DnjZbno3vwV/7PPS3HKVOWcnhnkpZ2wpZy7Wm+O2Eu9g2FLiTaYelCy/hoT8kKBsGYERReZ9s5Urlwv8fJZ7zSXHqV7+xHzzXe4BAAGvcMXkHeYy78wBXv564BOTaPw3c8ztAu0tvXRt4PPy8+6X+DiGaRvM5bV7z+Yl9Yn/YS4fB4CLWnYZY1UBPyH7S/xCrN1ujvklfp0VGvnrZ6idr0/2m9dX7eFrh1stbQ415hdvY9nSfjHEr8NUHy9tn/Qr82P3n0zeVPK20TPv0ScgERFxQglIREScUAISEREnlIBERMQJJSAREXFCCUhERJxQAhIREScqtg+od2YtglRmzFjLhv3GdWEdv714sLufxjNl3kNRaDf3Z3iWmvxqSy+CT8YalKts4xhoGMU68/poyNJDZOmtCuv4Y8ek18fLWJpxQn6J+kXzvqf4qUaQt/RtBfy4sNvoh6RX7b2NW8I95ut4Jxro2qjM9/vUJ819PgCQ2NxljA3cNJWu/d+mr6fxC2s2G2N5y0W8fH8njbO+rrp3eVNXTTc/ZoMnkJ4XAP0nk7EFSb7tqt38YhjoMK/vOZc3CDb+F38/iyyXabrPvL7lP83ryqUIW/mmAegTkIiIOKIEJCIiTigBiYiIE0pAIiLihBKQiIg4oQQkIiJOKAGJiIgTFdsHNDTZQ5Aeu/6975ONxnV1WwfodqPqsXuLDvK699B4VZ95+1FzPX/sDD/ccUB6mDzLXJwM7zVgPRLWuTh5Hrf1ASXS5pkjDXW8JyWs4Q8+lDUfs/KpvAfCT/BZKVHMj2m+ZD6fvmUmTyLgcTb5Jgz5742J/8jy+H+9SeNv3HmqMfbrz/yfdG3OcswC0gC1YfgkunZyMscf+yTzY7e8wN8XdlzWTOND5/I5Yie17jPGuvv5C2TglQYar33XfMxyHXQp9n2SXyv1W3kPUprMtUrvM782y2XLm8b79AlIREScUAISEREnlIBERMQJJSAREXFCCUhERJxQAhIRESeUgERExImK7QPKHIgRpMauUR+abM6bw0285j41wOveM/v4+ppXdxlj3ts76NpEVRWNBzlz/0ZiMusMAfJNfF6JF7HfNSzzgFKWHqNh/ntMiczGKVTxS3BGM+/Lqk6Y57xEMd+vjirzXCkAKFnm0xTIMBUWA4DBMp9btWvI3FO27bcn0LUznuf9Ml6KXyvJyeberDXDfB7Q1KS5HwYAXhyebow9tfuTdG1XbwONl08z9+q88b+b53gBQF3DARq/4eQXafx/qXvFGNteNvctAsD/gatpPOeb3xdSffy1Wczy97ve02kYfmh+DaT6zbHY0rc4sv3D+ikREZGjTAlIREScUAISEREnlIBERMQJJSAREXFCCUhERJyo2DJsJpkzlxYWs7wscWiyLc5zct/J5vufV+/mt/ev/20fjXvvmku808O8lDPRy8u0o2pz6e3giXxERZi2lFnXWsq0D5gfO+dV07UHannc98zXwlA5RddWBbzkPunz89lbNJfVs/0CgP4SP+b7B83Pu/FVfj6CN9+l8fIBXnI8eYW51Pq79ZfQtZ9p3UrjjQlzqXRtskDXepZjykYilGkbArBjHx9h8foAL32fkjI/dsqzjP2IbG0Q5tjAyeZRJwBQtZO/xZcMrS4H7f09c6zQYL5Gw6IPrKObBqBPQCIi4ogSkIiIOKEEJCIiTigBiYiIE0pAIiLihBKQiIg4UXFl2HH8XllgWMybf8Z8A2SEBUtJI6+ItCOPXS7xjZdDS5kpeWJexNeGIT+VUdm8b+USXYqwwH9PifK8lDMOzPF4mD94eZA/71JoPmYlXqGKIlkLALGlDLtUMt/x11aGXSrxYxoOmZ93TF4bAFBmLxAAYWw55iXz9kPL+SgM8G3nE+Z4adCy3+SYAEDZN8dtZdjRED+mtn0bTpkvtrIX0bW25xXlzfsWJfg1GhYs7wtJy2s3YY6HRfMxPfj+ffD93MSLbT/xEXv33XcxdSq/5buIiFS+rq4uTJkyxRivuAQURRF27tyJuro6eJ6H/v5+TJ06FV1dXaivN89Ikd/RMRs/HbPx0zEbv4/LMYvjGLlcDu3t7fB98yelivsnON/3x8yY9fX1x/UJ+zDomI2fjtn46ZiN38fhmGWz/O4SgIoQRETEESUgERFxouITUDqdxp133ol0Ou16V44ZOmbjp2M2fjpm46djNlrFFSGIiMjHQ8V/AhIRkeOTEpCIiDihBCQiIk4oAYmIiBNKQCIi4kTFJ6ClS5fipJNOQiaTwZw5c/Cb3/zG9S5VjOeeew5XXnkl2tvb4XkeHn/88VHxOI7xrW99CyeccAKqqqowd+5cvPnmm252tgIsWbIE5557Lurq6jB58mRcffXV2Lx586ifyefzWLhwIZqbm1FbW4sFCxagp6fH0R5XhgceeABnnXXWSPd+Z2cnnnrqqZG4jhl31113wfM83HbbbSPf0zF7T0UnoB/96EdYtGgR7rzzTrz44os4++yzMW/ePOzevdv1rlWEwcFBnH322Vi6dOmY8e985zu477778OCDD2L9+vWoqanBvHnzkCd31z2erVmzBgsXLsS6devwzDPPoFQq4bLLLsPg4ODIz9x+++148sknsXLlSqxZswY7d+7E/PnzHe61e1OmTMFdd92FjRs34oUXXsAll1yCq666Cq+99hoAHTNmw4YN+P73v4+zzjpr1Pd1zN4XV7DzzjsvXrhw4cj/h2EYt7e3x0uWLHG4V5UJQLxq1aqR/4+iKG5ra4v/4R/+YeR7vb29cTqdjh999FEHe1h5du/eHQOI16xZE8fxe8cnmUzGK1euHPmZ3/72tzGAeO3ata52syI1NjbGP/jBD3TMiFwuF8+YMSN+5pln4gsvvDC+9dZb4zjWdfZBFfsJqFgsYuPGjZg7d+7I93zfx9y5c7F27VqHe3Zs2LZtG7q7u0cdv2w2izlz5uj4va+vrw8A0NTUBADYuHEjSqXSqGM2c+ZMdHR06Ji9LwxDrFixAoODg+js7NQxIxYuXIgrrrhi1LEBdJ19UMXdDfugvXv3IgxDtLa2jvp+a2sr3njjDUd7dezo7u4GgDGP38HYx1kURbjttttwwQUXYNasWQDeO2apVAoNDQ2jflbHDNi0aRM6OzuRz+dRW1uLVatW4YwzzsDLL7+sYzaGFStW4MUXX8SGDRsOiek6+52KTUAiH6aFCxfi1Vdfxa9+9SvXu3JMOO200/Dyyy+jr68P//7v/47rr78ea9ascb1bFamrqwu33nornnnmGWQyGde7U9Eq9p/gWlpaEATBIZUhPT09aGtrc7RXx46Dx0jH71A333wzfvKTn+CXv/zlqNlTbW1tKBaL6O3tHfXzOmZAKpXCqaeeitmzZ2PJkiU4++yz8d3vflfHbAwbN27E7t278alPfQqJRAKJRAJr1qzBfffdh0QigdbWVh2z91VsAkqlUpg9ezZWr1498r0oirB69Wp0dnY63LNjw/Tp09HW1jbq+PX392P9+vUf2+MXxzFuvvlmrFq1Cr/4xS8wffr0UfHZs2cjmUyOOmabN2/G9u3bP7bHzCSKIhQKBR2zMVx66aXYtGkTXn755ZGvT3/607juuutG/lvH7H2uqyCYFStWxOl0On7kkUfi119/Pf7a174WNzQ0xN3d3a53rSLkcrn4pZdeil966aUYQHz33XfHL730UvzOO+/EcRzHd911V9zQ0BA/8cQT8SuvvBJfddVV8fTp0+Ph4WHHe+7GTTfdFGez2fjZZ5+Nd+3aNfI1NDQ08jNf//rX446OjvgXv/hF/MILL8SdnZ1xZ2enw71274477ojXrFkTb9u2LX7llVfiO+64I/Y8L/75z38ex7GO2eH4YBVcHOuYHVTRCSiO4/h73/te3NHREadSqfi8886L161b53qXKsYvf/nLGMAhX9dff30cx++VYn/zm9+MW1tb43Q6HV966aXx5s2b3e60Q2MdKwDxww8/PPIzw8PD8V/+5V/GjY2NcXV1dXzNNdfEu3btcrfTFeDP/uzP4mnTpsWpVCqeNGlSfOmll44knzjWMTsc/z0B6Zi9R/OARETEiYr9G5CIiBzflIBERMQJJSAREXFCCUhERJxQAhIRESeUgERExAklIBERcUIJSEREnFACEhERJ5SARETECSUgERFx4v8HAh/3C05RvucAAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "img, cls = next(iter(test_dataset))\n", "\n", "plt.imshow(img[0])\n", "plt.title(id2label[cls])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "xWwGGBwDWQKg", "outputId": "ce487c10-10b1-4b42-99ee-06fae4b3cf14" }, "execution_count": 16, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Angry')" ] }, "metadata": {}, "execution_count": 16 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "img, cls = next(iter(val_dataset))\n", "\n", "plt.imshow(img[0])\n", "plt.title(id2label[cls])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "ExXIAgnXWSlm", "outputId": "321a9916-879a-4ce9-b42e-fa46fcf0dcfb" }, "execution_count": 17, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Angry')" ] }, "metadata": {}, "execution_count": 17 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "!pip install torchview" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vNSrvrMXPi5j", "outputId": "8d30fa77-3a52-4459-979f-8ff9418cab7f" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting torchview\n", " Downloading torchview-0.2.7-py3-none-any.whl.metadata (13 kB)\n", "Requirement already satisfied: graphviz in /usr/local/lib/python3.11/dist-packages (from torchview) (0.20.3)\n", "Downloading torchview-0.2.7-py3-none-any.whl (26 kB)\n", "Installing collected packages: torchview\n", "Successfully installed torchview-0.2.7\n" ] } ] }, { "cell_type": "code", "source": [ "class EmotionClassifier(torch.nn.Module):\n", " def __init__(self, n_classes):\n", " super().__init__()\n", " self.cnv1 = torch.nn.Conv2d(1, 32, kernel_size=3, padding=1)\n", " self.bn1 = torch.nn.BatchNorm2d(32)\n", " self.act1 = torch.nn.ReLU()\n", " self.max_pool1 = torch.nn.MaxPool2d(2)\n", " self.cnv2 = torch.nn.Conv2d(32, 64, kernel_size=3, padding=1)\n", " self.bn2 = torch.nn.BatchNorm2d(64)\n", " self.act2 = torch.nn.ReLU()\n", " self.max_pool2 = torch.nn.MaxPool2d(2)\n", " self.cnv3 = torch.nn.Conv2d(64, 128, kernel_size=3, padding=1)\n", " self.bn3 = torch.nn.BatchNorm2d(128)\n", " self.act3 = torch.nn.ReLU()\n", " self.adap_pool = torch.nn.AdaptiveAvgPool2d((4, 4))\n", " self.flt = torch.nn.Flatten()\n", " self.l1 = torch.nn.Linear(128 * 4 * 4, 512)\n", " self.act4 = torch.nn.ReLU()\n", " self.do = torch.nn.Dropout(0.5)\n", " self.solve = torch.nn.Linear(512, n_classes)\n", "\n", " def forward(self, x):\n", " x = self.cnv1(x)\n", " x = self.bn1(x)\n", " x = self.act1(x)\n", " x = self.max_pool1(x)\n", "\n", " x = self.cnv2(x)\n", " x = self.bn2(x)\n", " x = self.act2(x)\n", " x = self.max_pool2(x)\n", "\n", " x = self.cnv3(x)\n", " x = self.bn3(x)\n", " x = self.act3(x)\n", "\n", " x = self.adap_pool(x)\n", " x = self.flt(x)\n", "\n", " x = self.l1(x)\n", " x = self.act4(x)\n", " x = self.do(x)\n", " x = self.solve(x)\n", "\n", " return x\n", "\n", "model = EmotionClassifier(N_CLASSES)" ], "metadata": { "id": "d26WrIBmSCJE" }, "execution_count": 63, "outputs": [] }, { "cell_type": "code", "source": [ "import torchview" ], "metadata": { "id": "2Q-7eYkVSjfE" }, "execution_count": 64, "outputs": [] }, { "cell_type": "code", "source": [ "graph = torchview.draw_graph(model, input_size=(1, 1, 48, 48), expand_nested=True)\n", "graph.visual_graph" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "x7EalT1NSl-t", "outputId": "79ab22df-a871-48b2-f2e1-1abc8ae8c560" }, "execution_count": 65, "outputs": [ { "output_type": "execute_result", "data": { "image/svg+xml": "\n\n\n\n\n\nmodel\n\n\n\n0\n\n\ninput-tensor\ndepth:0\n\n(1, 1, 48, 48)\n\n\n\n1\n\n\nConv2d\ndepth:1\n\ninput:\n\n(1, 1, 48, 48) \n\noutput: \n\n(1, 32, 48, 48) \n\n\n\n0->1\n\n\n\n\n\n2\n\n\nBatchNorm2d\ndepth:1\n\ninput:\n\n(1, 32, 48, 48) \n\noutput: \n\n(1, 32, 48, 48) \n\n\n\n1->2\n\n\n\n\n\n3\n\n\nReLU\ndepth:1\n\ninput:\n\n(1, 32, 48, 48) \n\noutput: \n\n(1, 32, 48, 48) \n\n\n\n2->3\n\n\n\n\n\n4\n\n\nMaxPool2d\ndepth:1\n\ninput:\n\n(1, 32, 48, 48) \n\noutput: \n\n(1, 32, 24, 24) \n\n\n\n3->4\n\n\n\n\n\n5\n\n\nConv2d\ndepth:1\n\ninput:\n\n(1, 32, 24, 24) \n\noutput: \n\n(1, 64, 24, 24) \n\n\n\n4->5\n\n\n\n\n\n6\n\n\nBatchNorm2d\ndepth:1\n\ninput:\n\n(1, 64, 24, 24) \n\noutput: \n\n(1, 64, 24, 24) \n\n\n\n5->6\n\n\n\n\n\n7\n\n\nReLU\ndepth:1\n\ninput:\n\n(1, 64, 24, 24) \n\noutput: \n\n(1, 64, 24, 24) \n\n\n\n6->7\n\n\n\n\n\n8\n\n\nMaxPool2d\ndepth:1\n\ninput:\n\n(1, 64, 24, 24) \n\noutput: \n\n(1, 64, 12, 12) \n\n\n\n7->8\n\n\n\n\n\n9\n\n\nConv2d\ndepth:1\n\ninput:\n\n(1, 64, 12, 12) \n\noutput: \n\n(1, 128, 12, 12) \n\n\n\n8->9\n\n\n\n\n\n10\n\n\nBatchNorm2d\ndepth:1\n\ninput:\n\n(1, 128, 12, 12) \n\noutput: \n\n(1, 128, 12, 12) \n\n\n\n9->10\n\n\n\n\n\n11\n\n\nReLU\ndepth:1\n\ninput:\n\n(1, 128, 12, 12) \n\noutput: \n\n(1, 128, 12, 12) \n\n\n\n10->11\n\n\n\n\n\n12\n\n\nAdaptiveAvgPool2d\ndepth:1\n\ninput:\n\n(1, 128, 12, 12) \n\noutput: \n\n(1, 128, 4, 4) \n\n\n\n11->12\n\n\n\n\n\n13\n\n\nFlatten\ndepth:1\n\ninput:\n\n(1, 128, 4, 4) \n\noutput: \n\n(1, 2048) \n\n\n\n12->13\n\n\n\n\n\n14\n\n\nLinear\ndepth:1\n\ninput:\n\n(1, 2048) \n\noutput: \n\n(1, 512) \n\n\n\n13->14\n\n\n\n\n\n15\n\n\nReLU\ndepth:1\n\ninput:\n\n(1, 512) \n\noutput: \n\n(1, 512) \n\n\n\n14->15\n\n\n\n\n\n16\n\n\nDropout\ndepth:1\n\ninput:\n\n(1, 512) \n\noutput: \n\n(1, 512) \n\n\n\n15->16\n\n\n\n\n\n17\n\n\nLinear\ndepth:1\n\ninput:\n\n(1, 512) \n\noutput: \n\n(1, 7) \n\n\n\n16->17\n\n\n\n\n\n18\n\n\noutput-tensor\ndepth:0\n\n(1, 7)\n\n\n\n17->18\n\n\n\n\n\n", "text/plain": [ "" ] }, "metadata": {}, "execution_count": 65 } ] }, { "cell_type": "code", "source": [ "def train_model(model, loader, optimizer):\n", " model.train().to(device)\n", " criterion = torch.nn.CrossEntropyLoss()\n", "\n", " running_loss = 0.0\n", " running_samples = 0\n", "\n", " for batch_idx, (inputs, targets) in enumerate(loader):\n", " inputs, targets = inputs.to(device), targets.to(device)\n", "\n", " optimizer.zero_grad()\n", " outputs = model(inputs)\n", " loss = criterion(outputs, targets)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " running_loss += loss.item() * inputs.size(0)\n", " running_samples += inputs.size(0)\n", "\n", " avg_loss = running_loss / running_samples\n", " return avg_loss" ], "metadata": { "id": "eEvxSpSYW38q" }, "execution_count": 66, "outputs": [] }, { "cell_type": "code", "source": [ "def evaluate_model(model, loader):\n", " model.eval()\n", " correct = 0\n", " total = 0\n", " with torch.no_grad():\n", " for inputs, targets in loader:\n", " inputs, targets = inputs.to(device), targets.to(device)\n", " outputs = model(inputs)\n", " _, predicted = torch.max(outputs, 1)\n", " total += targets.size(0)\n", " correct += (predicted == targets).sum().item()\n", " return correct / total" ], "metadata": { "id": "whbwzDYFW_Xg" }, "execution_count": 67, "outputs": [] }, { "cell_type": "code", "source": [ "from huggingface_hub import HfApi, ModelCard\n", "import os\n", "import json\n", "\n", "def save_model_to_huggingface(model, repo_local_path=\"model\", repo_id=None):\n", " os.makedirs(repo_local_path, exist_ok=True)\n", "\n", " model_path = os.path.join(repo_local_path, \"pytorch_model.bin\")\n", " torch.save(model.state_dict(), model_path)\n", "\n", " config = {\n", " \"model_type\": \"custom\",\n", " \"n_classes\": model.solve.out_features\n", " }\n", "\n", " config_path = os.path.join(repo_local_path, \"config.json\")\n", " with open(config_path, \"w\") as f:\n", " json.dump(config, f)\n", "\n", " api = HfApi()\n", " api.create_repo(repo_id=repo_id, exist_ok=True)\n", " api.upload_folder(\n", " folder_path=repo_local_path,\n", " repo_id=repo_id,\n", " repo_type=\"model\"\n", " )\n", "\n", " print(f\"Model successfully uploaded to {repo_id}\")" ], "metadata": { "id": "TdBOzwmtebOH" }, "execution_count": 68, "outputs": [] }, { "cell_type": "code", "source": [ "def train_loop(model, train_loader, val_loader, max_epochs, optimizer, patience=10, repo_local_path=\"model\", repo_id=None):\n", " model.to(device)\n", " best_epoch = 0\n", " best_accuracy = .0\n", "\n", " for epoch in range(max_epochs):\n", " loss = train_model(model, train_loader, optimizer)\n", " accuracy = evaluate_model(model, val_loader)\n", " print(f\"{epoch}: loss = {loss}; val_accuracy = {accuracy:.8}\")\n", "\n", " if accuracy > best_accuracy:\n", " best_accuracy = accuracy\n", " best_epoch = epoch\n", "\n", " if epoch >= best_epoch + patience:\n", " print(f\"End of learning after {epoch} epoch.\")\n", " save_model_to_huggingface(model, repo_local_path, repo_id)\n", " break" ], "metadata": { "id": "vIcO4l1DW2Ww" }, "execution_count": 69, "outputs": [] }, { "cell_type": "code", "source": [ "train_loop(model, train_loader, val_loader, 1000, torch.optim.Adam(model.parameters(), lr=0.001), repo_id=\"PsyMole/exm\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 570, "referenced_widgets": [ "b073057e955949b6abb0c982f50477f9", "39deb64c513e468faafb232e4fda44f6", "3eb272672883448091bb152ce4d94c49", "5f09991bb1cb47d48316643174feb70e", "009d0fa2a7714979ba8d433f10c7c68d", "db6b8b2bdd4d42718bef7f49321234e9", "3b5ddaf96f7944b7b22904f911837b4f", "f414884f7aa9432ab1f87dfe6d971f0b", "495a62207ecc43018e9f6f5f6630f96b", "a17c1dfdfe314d8d8ef7d10064ce3f7f", "682b65cc415c442db21d9ea4685ef038" ] }, "id": "RcnKUtV_Y3Sa", "outputId": "77d24aba-d858-4a8a-cb0b-a4e8cfd0381b" }, "execution_count": 70, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0: loss = 1.552813799126552; val_accuracy = 0.46001672\n", "1: loss = 1.357610452145659; val_accuracy = 0.51992198\n", "2: loss = 1.273344637616068; val_accuracy = 0.51072722\n", "3: loss = 1.203074404337035; val_accuracy = 0.54416272\n", "4: loss = 1.1537648888232876; val_accuracy = 0.56366676\n", "5: loss = 1.1153942596999997; val_accuracy = 0.55335748\n", "6: loss = 1.0739636721417192; val_accuracy = 0.55391474\n", "7: loss = 1.033535720462514; val_accuracy = 0.56923934\n", "8: loss = 0.9902304353902173; val_accuracy = 0.57091112\n", "9: loss = 0.9567251069330904; val_accuracy = 0.57731959\n", "10: loss = 0.9107797407689541; val_accuracy = 0.57759822\n", "11: loss = 0.874532261812939; val_accuracy = 0.59069379\n", "12: loss = 0.833286201521215; val_accuracy = 0.5898579\n", "13: loss = 0.7959825991421575; val_accuracy = 0.59487322\n", "14: loss = 0.7529353742261654; val_accuracy = 0.59069379\n", "15: loss = 0.7267840467877404; val_accuracy = 0.59765952\n", "16: loss = 0.6778528580529725; val_accuracy = 0.59013653\n", "17: loss = 0.6397206518126778; val_accuracy = 0.60183895\n", "18: loss = 0.6123972054355641; val_accuracy = 0.59403734\n", "19: loss = 0.5677868970621632; val_accuracy = 0.57954862\n", "20: loss = 0.534302757655554; val_accuracy = 0.58846475\n", "21: loss = 0.5027684506243385; val_accuracy = 0.59793814\n", "22: loss = 0.4769683817691608; val_accuracy = 0.58818612\n", "23: loss = 0.44710274793983873; val_accuracy = 0.59041516\n", "24: loss = 0.4134576871901363; val_accuracy = 0.5879075\n", "25: loss = 0.4071151594112624; val_accuracy = 0.58707161\n", "26: loss = 0.37101301475604165; val_accuracy = 0.59626637\n", "27: loss = 0.35057973934567754; val_accuracy = 0.59069379\n", "End of learning after 27 epoch.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "pytorch_model.bin: 0%| | 0.00/4.59M [00:00" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "1 / N_CLASSES # baseline" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "We0cF0AvoCOJ", "outputId": "1789a3f7-6fe5-4d43-b598-dce0d3e25a28" }, "execution_count": 74, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.14285714285714285" ] }, "metadata": {}, "execution_count": 74 } ] }, { "cell_type": "markdown", "source": [ "# Анализ рзультатов\n", "\n", "Из представленных метрик видно что:\n", "- macro avg = 0.59, при бейзлайне ~0.14, следовательно модель работает, а не просто угадывает\n", "\n", "- датасет не сдалансирован, больше всего наблюдений, которые соответствуют классу Happy(support = 879), меньше всего Disgust(support = 55)\n", "\n", "- лучше всего модель определяет счасливых(f1 = 0.82), хуже всего грустных(f1 = 0.50)\n", "\n", "- модель часто путает злых, испуганных и нейтральных с грустными. Грусных с нейтральными, а так же удивленных с испугаанными" ], "metadata": { "id": "DTGRc_8uqAlE" } }, { "cell_type": "code", "source": [], "metadata": { "id": "82QAdIZZqpjA" }, "execution_count": null, "outputs": [] } ] }