{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hkCdNgDsG2DM"
      },
      "outputs": [],
      "source": [
        "#حذف جميع البينات المرتبطة لتسهيل عملية الربط من جديد\n",
        "\n",
        "%reset -sf\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x_CjadIALzTY",
        "outputId": "77194a94-609d-40d8-fd4b-62c08dc3cbcf"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "#ربط كولاب ب الرديف\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 149
        },
        "id": "O54mTY4mr8lo",
        "outputId": "72ba7c9d-f51f-4182-db1e-55518b597cd7"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 5 Axes>"
            ],
            "image/png": 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p6tErjbusn/zpZmpB8KdiqWERUcd15Scc/8z3qHvBc3gf2XiSa6+9trHPP//88pxJgXNdxWb2WaUxw++5plDrICJi0aJFjU2tEepJUEtkiDYBqdaAbF2vckDFEG2DSiOB90q/z3QDK80matAwn/L7iN4vKpt5iH6TxS/bYD7k90ParPZNk0718+vZ/fEz5vgs50+HeZLxGtGPNWOUawB13LL9KDVhqn01Y3am8TkumIs4H9Ry5E++R/R7Gq5V/Nl47qOz3E5tN+5ZKn1Iku2jmc/4rMN5576bx0f0vvZMaMY8W7DvzO/ZPN18882NPVMdQF4z23tx/8p15JxzzmnsDRs2NHa2XrJN5g3OPeMgy99Vjp8/f35jZ3pp08n6Xeka8ftqX5V9xrFh7LDfmZ4rc+qrXvWqxmbOoN9keYYwHpkzduzY0djUrhqiCTpT3dAI/+NJRERERERERETGhC+eRERERERERERkLPjiSURERERERERExoIvnkREREREREREZCzMTH16GhTbygSmKBxGcTuKZVGYjcJ0FAHLrkshU4qAzUbAkNeleOdsBC8ptFkJzvH4IULrbIN2JQAc0d87he14zrx58xo7E5jL5nE6HN9HH3105PmZeCrFMSkWTt+inYnWURibop2TDueb4zpEjJ5+x3MqYcRMNJiC2aeeempjU7SQc8XzI3ofojguhfvYZhbT1b3ymow3inhnQpQUDKxyC0VIMzFGisiz3/R15sxM3JgC5Lw33jvzLMUYM0FH9pvCiBRip29RsDW7bjYHk0oVW1n8VmKoFWyTvpF9RgHySiA/E7XleleJhw/5gQ/CYzhWzHXs05Afl+A1aPO+6OMREa9+9asbe+vWrY3NtY79ysaXuZ/QT2gPEYhnDmA8V6Kkma9W4znpcG7oc9mYcN/BnM/55R6Ngr1ZDBOKXzNmK7HdiD5+qr0292jZ8ZMgRF39MAZ/XCGi/mEl7h24lm3evLnsB2EbFKHnXoFCxNk1uO6fcMIJjb179+7G3rZtW9fmqlWrGnvIDxBNCoxP5qgsrzI3MmdVz1g8P8vnZ555ZmOvXLmysV/+8pc3Np/TuLZl16meQXlf2TMq/Z4+yLGohP2z/M/xq/Z4WT+rY3gN9pN5PhPZ548v8JmEOZff//mf/3ljZz+IVb1DYU7gWGVjU8XAEJ77LC4iIiIiIiIiIj+R+OJJRERERERERETGgi+eRERERERERERkLAwukGfNIms1s1pL1gKyFpo2tSCq2teIvracNutSabN+PoN6BjxniO4A62Uz7aNRbXAsMk0F1mNXGgpV3WrWBs/hfbBfmVYS69mp/cA22QbrqLP6Wforx5O1xZUuQtbG/v37u2MmmXvvvbexOa5ZLXSlPcYa4UoXJfPJZcuWNfZRRx3V2JVmDL+P6PMTj6GWCmu0s5p3tjnknOkM0dZgbT61k5588snGZt135pOMN7bBeGJsZLpcvC77ec899zT2ww8/3NjMVVmdOD9j3q0064488siuzT179ozs1yRT6e5kWnfVGkCq/J2tO1zbmI/ZhyqnRPR5hf5Cn+TcD9GsYD9oV9oj2drGHDFEB2o6maYC9x+nn356Y1966aWNPSTn8hiubYwTxh7HZt26dd01OCec05mOd0Tv80P0OSaJmeqeRvS6ObSr+KvsiIhFixY1Nn27ukams8hzKm0QXnOmuevZotJdzPb/lRYq12TG/PLly7s2GS/UU2KMz1RfJ6JfU5h3t2zZ0tjcVz3++ONdm9WzzyRTxWumQVY9H1Jbi99zH3PyySd317jwwgtndM1qbxXR+1z1XMY9YaYZxjZ4TqVjyXyf6V0xbzBOqufkbB2q9l5sg/mRa19E7zt8rqFWHOeIzzRZ3mH8cfzYr+p5f+gxFf7Hk4iIiIiIiIiIjAVfPImIiIiIiIiIyFjwxZOIiIiIiIiIiIyFwRpPhLWXmZYBayVZG8gaZLbJ+kNqlUT0uimsO62uUemyRPS10DxniLZSpZtS1ZmyjjKrx37qqadG9otwfLPa60rbizXg/H6IZgWhhkGlWcH6+Ih+vFknzdpXtpnVpq9du7axb7vttu6YSYa6VazPz2qEszrt6pzpsI6ZGgAREWvWrBnZT/oL80DWB8ZXpRFDjYrMbytth2cC1nnT3rp1a2O/9KUvHXl8RJ8rOKfMoY899lhjM5Yi+vFh3mVeYBvUhMr0ckimnzBT2O+bb775x27z2aLSwMnWnZnqpDAuqKGQ6ZQxXjnGjHnOY7YG85xqHc/06Uily1Ctl0PW4EprijmE95H5OOd9xYoVjc05Yezt27eva5N6EZXeDnXgOBYPPfRQdw3eezZeoxjiu3NNL4bjRn8YonVHTUzu+6gvwljKYoXaglwPK63UrN+Vjl+lAZbFwkx12p4N6IND8jDvnWPDe8/W9SVLljT2qlWrGnv79u2NzXWd+6hM75D7C0JNSeamvXv3dufw3jOdnrlCNW8RtbYZcwLnevXq1Y194oknlv1iG1zXKy3WiD7PVJp8XFOG7EW5VjFnVM9+2d602ifxmpUWdUSfmyr96SE6SLxXPmszj1NHcdOmTY199NFHd9dgTDNed+7c2di8j2yt4JwM2XsR/+NJRERERERERETGgi+eRERERERERERkLPjiSURERERERERExsJgjadKyyWri2RdY9VGpfuRaTzxM9ay8pqswc3qQVnLyvrOqiY5Gwtel21WNaFDNFBYM8prsi6V95nVJ/Mz1nNmtavTycaC40cNH94Ha9V5Tc55dsy9997b2KecckpjVzoKEb1/nnrqqd0xkwznjrGR1Utzrqp69crnMn2vRYsWNfbixYtH9oFzy1roiD4vVD5WaW9MCtQqo09y7CL6e2G8/PVf/3VjUxOEGiIR/XiyHxxP1pIz/w3RkaL/VtolvEZE7xfUT5hkOI8z1W/KYLwyJ3CeMy0IrqGVziLvI9NW4r1V6+MQjT7mCfaL917p7wzZ83B8q/yZ+Sz7Qd2V173udY39yU9+srGp1xPRx3Sl5cd+8/gsfqlBU+nAzUYrYq5pPNHH2P9s3eFehOOWrX/Toa7H8ccf3x1DPRb2i37NNTmLYd4LNUzYJvMI7zOjiuFng2oPHNGvudQlZXzx3jM/Zx7YuHFjY3Ot4x6YfrF06dLuGvfff39jc6/G+6JuaMYQXbNJhfNAv9+zZ093DmOFc8v4puYpfSPzccYO53bevHmNXemvRdSaTczXbLPSWsrOYSxV+THrN8en0naczXMQcxmvwbHLnlGrvQHHj9fg/jfLEdy/Vc9jXNezdy7VHmcI/seTiIiIiIiIiIiMBV88iYiIiIiIiIjIWPDFk4iIiIiIiIiIjIXBBdGsH2RdX1bnx/pN1vjv3bu37QxqLVnDzBrTiL5GsaoRZa1lpllR1TCyTnKmukdZv2aqlZSNd6WDwfHl91ltK9vkeFUaC5mmD89h/SxtHk/9jqyWmFoZrF9/8MEHG5u16wsWLOjaZN0u66YnnQceeKCxObfZXLKmeqY6HPS5TG9k+fLlI69Z6ZtlscBzmIuoizGpmk4V9NNM96fSrFu5cmVjU/8l8wu2QT0Xxj3jjbGUadswz7Kunrm80iuK6HNFpuU2qTwTmk6EvkHdgIMPPrixs5r/hQsXNnalpcTvs/viXFbaDpzrTFOh0siiD3K/wTYzfYlKQ5L6Hhwb+ngG75Xj//KXv7yxv/a1r3Vt8N6Z19kP9pP3kc0hj2G/eY1K8+JHfTaXqNaZzG937drV2IxR+hj3cYcffnhjZ/toztVhhx3W2IzZSsctot/H8d64JlcaaxHDdNamQ395Jtb5ygeza1DTif3mvXM/mmkHVTp369ata2zmco7ltdde212DewOu25VmXbbfY78z35lUqIFTaQhH9PspjhljjXsSPmdk2mccZ8YWx5g5I9srMc+wjccee6yxmSOyZ9pK77F61h5CdU6lHZrFN+OV41flx2x8GUscC84z53T+/PmNne1lmYN5DueYa3L27PVM6Cr6H08iIiIiIiIiIjIWfPEkIiIiIiIiIiJjwRdPIiIiIiIiIiIyFgZrPFV1k1mdLj+rNIhYw8h6z6w2nXWRbJM1jkPqi1mLzmvQZs3jEK2cSreGNaFD9HgqnYZKfyJrs9Jd4JyRrLaVY8HxZj9Y40zNgkzjiTz88MONzXr3HTt2NDbr4yP6OmpqlE06Va15pk0wU203Hs+YHaKLxbpjXoP11JmOGLVoKj2gnxSGaFgwJ1Jji+zfv7/7jL7D+nJqPtH3Hn300camdkJEn8/YBvvFmObxEb0/UntqLjMb/Rv6C/UmqB/E2BwC1wjuJbI1hOsyba4rbCNrM1uLRsH1k/eeXYNrUaXZNBsNC16Xue61r31tYz/yyCNdG4wdrmXM4+xnpZcV0ccf8zbzEMdqyLo+1xiiJ0KYK7l35FxxnHnNbO/Jc2a6XmZ+zPms8sAQGMOV3kjlp0PWy5nm1axPzB3Ub+E51doW0Wt5MUcyviqNnkxn8brrrhvZRqX9lo1FpZczyVQ6WYyj7LNq/eMYMo9m+xp+Ri0f+gL7kD0H814ZB0ceeWRjMzazNhlv7FelIctrZL5T5YhKXy1rk/mP+tNsk3NIPaeIfs44J9XzOp97sljj+w7m9X379o28xhCdxdloPv1kPn2JiIiIiIiIiMhzji+eRERERERERERkLPjiSURERERERERExoIvnkREREREREREZCwMVtusRPgyYToKW1GAludQtIoiiGwv+4xCYZWYeCYQml1nOpVQW3Y+RdPYD55TiSBmAmgUDuM1KVbG8c2EUNkPtsHxo9BYNZYR/fhVYm8cu0x0nr7FYzievPetW7d2bVIwORPPm2QqH8qE5OhDlUBv5bcU5YvIBRmnQ79mH4YI2Fci+UNERn9aoXhxBoUOKZx41llnNfamTZsae8+ePV2bFEWmMD1jlmKrFHiM6EXM6Vs/aVR+zRxAcXEKjHLti+iFc4cIT08nm4MqfrnucC3LcgLXIuYdfj/TH1LIqNYI9jMTfub6WP1IC3P2+eef37VJsVMKWD/55JONzdgaMsfVGlzt3YYIm85GUP+5hH5b/VBNRP+jJpwLjgF9judne95KOJ/rNucu24NV63SVm7IYrnyf41ftebJrcI3gePIa/D67Lx7DXMKY5ZxlP75R/QgS1z+un2vXrm3sXbt2ddc44YQTGvu2227rjpkO+81nvqxf1f5vkpjpjytF9P7CHE8hcPrCEAFurhH0c+biIULgXCOqH4NgG9kzavUsV62pzH1DfkSE906bfcjW4OqHuyph8CwncDzZL8bJggULGpvzkz2/s03eB/Mn28zmkOfM5kci/I8nEREREREREREZC754EhERERERERGRseCLJxERERERERERGQuDNZ4IaxazOr+q7pRUug1ZPSf7UdU9V7oNQ47hfbEuNesn6zkrjZmqVn1IbTGvUfWbdf4Rtd5SpemU1Q5XOg1VzS3vnXoUWT95HzyH18h8lbo1ma7BJEMf4lxlmjiV/lZV28wxooZM1g9S1dVn9dOVFpWaTv8/49C7om4DdaIOP/zwxs60g5jLWd9P3RHGZ+YDQ+L8pxnG1hDdnUqniDmBcz1E/4D9qvqZaUXwHPpTBf0xy1vVeLFfQzSKKk2ZSnNh5cqVXZsXXHBBY1NP7brrrmtszmGlrZPBNZf94vqTtVnpXU06leZQto8+44wzGvvSSy9tbPoDtT6GaDyxDfo65475e4hOT7bXns6Q2Kj2H5WOFO89u0alWTcbqvxU6Z1lY8d5Zpv0Ld4792aLFi3qrnHnnXc2Nv2i0gnNtH+Zd4doSE4KvH/OAbUuIyIeeuihxubaxrlmm0cccUR5DY4z54X+NUTbkvm40smt9IAj+jxRaQ7xPpiHsrGodKB4H+xDloMrPSZeo9JXjujHt9Joo8YTNduy5+Ddu3c3dqX1xe+z3Md7mY3Wsf/xJCIiIiIiIiIiY8EXTyIiIiIiIiIiMhZ88SQiIiIiIiIiImNhsMZTpReU1UqzzrGqaWSd5JC6ccJrVDXfmcZHVX/NfrLmkfcd0dfUZsdMh+M5pGa00koiHKtsLKoa7krjZ4jWBueo0slgvS21XiIinnjiicZm3S/vnd9nmjPf/va3R/Zr0uE97d+/v7GzuaLeQRXDlR5CNlf0h0rzqfKXiFr7Qf5/xqF3VeWi4447rrE/97nPdW1UGgPMqfv27Wvsv/mbv+napP8N0TqYK1QaKhG1Fg812Dhvma8wd27durWxH3300ZHXyHQa+Bl1oxjPPD7rZ6VjU60z7MOQuOG6XWn6ZJoolf5LpeWSwThYs2ZNY2/atKmxq7w/BLbB+aDWC9fwiLm35pJq35fNHceB/sAx4b6ZsZHtC/lZtW+u+pAdU63JlU7KkH5UewPmvyHatNV+n/ee7aOZI3lOtT/Jxpf5qHomo3YQ5zzLw+Tggw9ubO6JGePUoYnoc1wVE5MEx5T+xzGOqPV92Qa1tk455ZSRx0f0Psk44RjTpzOf5TGVhiavkT1D0T94DK9B/5o/f37XZgWvWdnZ2lblAMZepdcU0d97pcvF4zne5557bneNSy65ZGQblSbbkPV2Nmuy//EkIiIiIiIiIiJjwRdPIiIiIiIiIiIyFnzxJCIiIiIiIiIiY2HWGk9dQ0mN8t69exubdY6sYTz88MMbu6qbjOhrQFmDzJpu6n6wTjqir9PldStdo6xOn/2s2qT+RKXNkbXBunLeK8c/q7Wu6q+r2uIMjgXrTistDmpBLFy4sLsGdUUOPfTQxmY9LX0zq/3nOU8++WR3zCRzzjnnNPall17a2FntOP2u0nSizZrsTF+i0g2jzlQVOxG931Z6cmQcukfj4Atf+EJjn3766d0xnINnQ++q0tpbt25dYx911FFdG9Q2Yd6g5hN9K9PL2b59e2P/i3/xL7pj5ipD1oiZwjG/9957u2PuvPPOxuY8MD45B9R1iOjXFeZe5nP6eKYtsmrVqsam1hR1j7gPqLQfI/q8wTWYPsn9SKYRcv/99zc2x5uxxvHMtL/YT+q7cI3ds2dPY/Peh+RL5nneO+d0165dXRvZ+MwlKo2iIfoilZYK44/fZ1o+vG6ld8bvs/WU/eA5lc9kbVbPEJX2Cu3Z7Kt5Tfrx448/XrZZ6W7NJr6qfMU55L5qiB7T7t27G7vaVw8Z37mk28Z8PkTjlGPCcef9n3nmmY2d7W8JcwLPYR8qnbKIfu2vNMLoX3z+j+h9jNdgm3yer9a6rA2OBa/J7zNtqkojmPFaaeZlbc50bRuiiXfiiSc29gMPPNDYt912W2NXms4R9TPhEPyPJxERERERERERGQu+eBIRERERERERkbHgiycRERERERERERkLg8U+WBNK+5WvfGV3zmc/+9nGZu0k64dZz0ltn0xTgW1u3bp15DVYw7hkyZKuTeobVNohQ7RFqK/EfrPOlPpBrOfMai9Za8lazP379zd2VaMb0Y85dVf4PfuV1ba+6EUvamzOCeF90C+o7xHR64Xt27evsVljz7HLaoc5fryPSYfxddpppzX2Nddc053Dsa/0mKoabcZWRF/bTF9nrsm0CAj7zfmkzw3RgKIvZ/loOpUuRqa9QlhLzn6efPLJjU2dmoiIhx56qLE53ryP5cuXN/YQXS6OJ+vN+T3ncMOGDd01brrppsZm3LPNqs4+ImL16tWNnWn8/TTBMau0z5hHI/oxXLlyZWMzP1drckSv0Xffffc1NvURuO5nsfXwww83dqUPw++rPJXBOOC979ixo7F5HxERd999d2NTO4NzwjyVrVPUReS9cA4feeSRxn7ssce6Nkml3cJ737hxY2MP0d+ca3Ccq/U1ovfbSieKUMssiw2uG5VOCvtN3ZSMKj8P0YCq9JWYS6o1O9urV3qrvFeu0ZnmaLWnIbPRPWI/2S9+z/jK9tH0HWr8Ves698wR/fiNQ5twXFRaaFnO4v3xmFNOOWXk94yTTMuHc13txzgvWRzQZ6v1jj7NPkX041dpmxHG86JFi7pjuFbxWZprCMeGGlwR/fMDcwTHhv3M1i0+o/IcruvMdfSrLI6WLl3a2A8++GBjc87Yh6zNZyJe/Y8nEREREREREREZC754EhERERERERGRseCLJxERERERERERGQu+eBIRERERERERkbEwa3Hxl7zkJY1NMdCIWoht8eLFjU0xXgpdURgr6xfF8CgiTcGuO++8s2uTwmsUPKMo2BFHHNHYHJuIXpCrEiqtRNYyccJKyJSwD5lgKOd1z549I8/hnFOELaKfZ94LRUbpJxTfy8RTKRpPMdrbb799ZB+y8adQ9hBBzUmCgoNr165t7E2bNnXnUNCOMcxxop8zNjK/pR9SwJ7zSwHeLPcwzmnzGkcffXRjZ8LUjC/6IYU1GX+rVq1q7Exo/dZbbx3Zz127do3s5+OPP961SUFQ3gfjkX6+Zs2ark36xRlnnNHYnGdeg7549tlnd9f43//7fzd2JUrK+cjELc8777yR/ZpkqvV0Nm3QZymsyXmm6HTWBvvFNYP+l/ksY4fix2yj8reIPla45mairdMZMv7MZVz/mId4n1lO4JhzT0M/Z07OxqIaL/5YzO7duxub95mthbx32myDY5OJzlcCypNOJSqd+SD3wdUPYaxbt66x6VPZnoxjX8UXf7AimyvGNX2M8bhs2bKRdnYd7uvoU9yLD/mBEI4vr0GhYeamLC9U8874GfJDGRwL+kG15nK95F4tImLBggWNTeH07du3j+xD5heck+zeJhXmH+5Bsh9Toj9xT8f4pP/wGpkvcUzZTz7n8gcrMthPxny1DvE5OaJ/Pue+m2LhvAb9i0LiEf148ccZuId+4IEHGnvbtm1dmxwL5oT169c3Ntd13kdE/57hmGOOaewLLrigsZkT6FeZ7zEfcrw///nPjzyefpT1YzZi4/7Hk4iIiIiIiIiIjAVfPImIiIiIiIiIyFjwxZOIiIiIiIiIiIyFwRpPrGmk7grrPyP6WkDarEutahhZSx3R60tQn4RtsEY50y9hnSPvnXWl1AvKdBqWL1/e2Lx31oCy3ySrTa9qW/k967N5fERfp3/ooYc2dlUDzprdDNY0P/nkk41NHSlqXsyfP79rk+NLvYAdO3Y0NnWCWEuckdXUTjJVbe7b3va27pwrrriisRnn9FPW689G/2DLli2NTa2fW265ZeT52WecK/oUtWwyHQzq32zYsKGx/8k/+SeNTZ+jjkOm58Hae97r9ddf39j040xfjnPCsWE9On0/01BbunRpY//VX/1VY7OO/v3vf39js/6fOm4R/XhTL4L95n395m/+Ztcm53U2OknPFbPp61vf+tbG/tKXvtTYlb4E/SnLi9Q/oAYK/Z6xx+MzmOO5DrEN6kpF9H3nva5YsWLk90P2I/TJvXv3NjZ9mP6Y6SVQ047nVPsszk9ExM6dOxubsUY9OsY790CZniTvlfHJ8WWb1KCJ6H2p2idNGuwv7Wxfd+SRRzb2t771rcbm/pRaPdT6ydY2xgv7xTzBfV2Wm3jON7/5zcaudDYzbTJqxHBfzecB+hD3jpkGEbVqOL70QX7PfXVEn5+q/SX30UcddVR3DK9LXVPuLzinXNfZXkSvF3bdddc1NsebWmHcy0f09z7XYng61ZhG9DHNMWEbjIPKjujnhT5M/+M6Q72hiP7Zr1rXCffUEf06wbF4+ctf3thcY7lPzPrA/QU1m7iHZp+4p85gbPEc+jj1dCP6dxU333xzY99zzz0j2zjttNMaO8vrzMu8V45fpScYUe83huB/PImIiIiIiIiIyFjwxZOIiIiIiIiIiIwFXzyJiIiIiIiIiMhYGCxSw5pF1ohmtbysL6RN3QbWdLOWNaufJawr3bx5c2NTs4K11BF9nSNrn1nHTL2STPuHtZUcvwMPPLCxORY8fkidPrVdOP7Ut8p0VljLSh0ozhFrRm+99dauTepHsA6f88z7YK0x65kj+nml3sDq1asbm/oSmUYIxzzTIJhkWIvLucv0RV796lc39uc+97nGpkYCbcYb/Tyi1we64447Rvazis+Ivmadfkw/ZWxkGgz0M9Zksyb+Pe95T2NTXyLTRaGex8c//vHGZp5lG+xDRD9elfYK4y/LuzyH47V+/frGvuuuuxqbOiSsd4/odWWynDed4447rrGzvMCxmGs6baOgTk9Er8FHTQ76JOOT85Kt89RUoH7Q7t27R9qnnnpq1+bnP//5xqZ/0T7hhBMam1oREX2eYE7gukIfZy7LNIiop8Rr8hocT+a+iH4t4zlXXnllY1NjJtOxYd8Zr5wj+gXjJsvrXG8yTbvpcKyy8eUcVDojk0al05atO9R04n6IMMZJptvBtZ/94Ho6JBaoz3LGGWc0NjWJ7rvvvsa+8847uzaZa+6///7GfsUrXtHYzAN8Psj2DtR4ZSwwRqnLmGmqUZOOzwzHHHNMY1PTKdubcz3k2PA+GCvU6cr84uSTT27s//W//ldjMw/QD/7bf/tvXZv032uuuaY7ZlJhnDDHZXsUnsP7r/Ik14zLLrusuwbb5LrNfSJ9JctLXDe4l6g0ELN1h7FEn6TOIuOGe7osX1JflBqJHG+OXRZrXN+Yu7j34ruNTHuVz5yEscRcxVw2RBOR7y7om3xOzvTEqnV8CP7Hk4iIiIiIiIiIjAVfPImIiIiIiIiIyFjwxZOIiIiIiIiIiIyFwQIXrCdkXSTriSP6+kuewxpj1l5SWyTTL2Ed6Y4dOxqbNYy33XZbY2c6K5XeC+s5Weec1Uofcsghjc1aSl6DY0E9oawml/1im9TeYK0mv4/o+815Zn07+0nNmoheJ4o1zKx353jS5lhG1BoU1JmiVgDHP6L3v2yeJxnW61Y6PRF9bTJjknPHMaFPZuPKNjN9lqqfhHFN3QXms7179448P+tXpTfC79kmNTAiIrZs2dLY1F4h11133cjvI/ocyJxJvSX2O5szagPxHOZ21rwzPrN8Rq0Sjg1979d+7dcaOxtf6klkGh+TCmOLY5bpFVInhXmPuZNjRq2ITBOLmgq0uSb8m3/zbxr7wgsv7Nr86le/2n02Ct7Hscce2x3D+KP/MEdQ14Y+zPMj+jmh5kelu/LKV76ya5Nr7Cc+8YnGpnYO+5BpzjDnvuMd72jsiy++uLEZi/QLakdk/eA1uf/g2DCHRPTjddhhh3XHTDL0hyEaczyG+2iu4/RTkmlEUReM48y5+tM//dPGzvb/9BGuERwL7j83bNjQtclz2E/qpjDmuZ/N1gjGNTVimN+Yd6lNGNGvwdSu4X0x92QxPFN9wkqPNdNyrHR46Rccb+6rI/q4rrQbJwnunej3mdYdx51zWWlzcZ4z/+K4L1u2rLGzPdxMobYgn4e4p87mlT7GfrENHk/9pWy877nnnpHXyGJ+OtlzHceXeYbxynUpa5PzWOmF0Q+4H86etZnr+exU6Vhmek7V8/gQ/I8nEREREREREREZC754EhERERERERGRseCLJxERERERERERGQuDi4RZ28ua5awWkPWD1HthjXGl+ZTVNLNelvXZ3/ve9xr7Qx/6UGN/5CMf6dpkvTvbqPSDWIca0devcyyooUB9hIMOOqixM50b1oRSd4Hf02Z9Z0Q/z/fdd19jU+tlz549jZ3pcj366KONzXr3hx56qLEXLFjQ2KxbzWpM+RnniL5FnRvW7Eb0McA5mXQ4l/TjrPb50ksvbeyTTz65sf/6r/+6senXHKOs7nv58uWNzVzCubvxxhsbO4uFr3/9643Ne+M1WJPNuY7o9YBYi89Y4H3RzqBeCzXrrr322sZmv0888cSuzVtuuaWxK30lag5k2kHMkUcffXRjUwuh0njK9CWYF3gO9a+++MUvNnamL/GmN72psTOdnrlKprPCzzim9PMqJzC+IyJWr17d2EuWLGnsz33uc43N/M98HxFx3HHHNfbmzZsbm/7y4Q9/uLEZixH9Ws97qzS0uA/Ixpv+RF0MQs2trM2LLrqosant8OpXv7qxP/nJTzZ2Flvvfe97G5t7NeosUnuDazLPj+i1HLm/qDRnTjnllK5NanRWeoCTBvcuzJPZOHL+GMOVlirPz3RReMzu3bsbm1pxzBOve93rujb/4i/+orG/8Y1vNParXvWqxmb8Md4iap8i/H6IfiHzAtcR7gP4PfNfRMQDDzzQ2NSIqTRzV6xY0bXJ3M21f82aNY1NP+FzSqb9VfkeY5bccMMN3WdHHXVUY89Uq+q5hHvoas2I6P2Bc1/FJ/VHs3niOdzfch3inpD5PKJ/Jr3pppsam/fF++A+MqJfHyvNWGpVca+RPU/Q77lnZmxRsy1bL5kTbr311sZmv6kll2m1UieP+ZBxcfjhhzc2dS0zXVr6J/fh9K3qWSzrV+aPFf7Hk4iIiIiIiIiIjAVfPImIiIiIiIiIyFjwxZOIiIiIiIiIiIwFXzyJiIiIiIiIiMhYmLWqG0W9MpE+inRR2I9id2yTwliZ6BcFtCkCdvDBBzf25z//+camWHIGhTV//ud/vrEpmnjvvfd2bRx55JGNTfFqCrVVwuqZCCWh8DqFACmonYm8nn/++Y1N8TzeB0Xu3vKWt3RtcrwoIkmbomkUoeccR/TCi7TpWxSk27p1a9dmJco86TDe2H8KR0b048QYpdgwheaGCLJT8I5CiBRjpO9nAtG/8zu/09gUQee9/8qv/EpjP/jgg12bX/7ylxub4osU4mPMD4ECghQy3bhxY2Nfc801jU3x1YiI//gf/2Nj/97v/V5jn3POOY1N0dEvfOELXZucZ57D+2DMUlQ3E4mksCTPYR6mYGa2JtHHKSw5yfB+OB6Mk4hefJnzxPhkruU1M2FiCn5SPPyCCy5obK7Zf/RHf9S1yTxBsWv6xqc+9anGzgR+6ZP33HNPY1MQlGPBfUAmtM41lkKmzDvMdUuXLu3apF9T2J9rFUVKM4FzCsUyz3NO6Tf8UQP+qEhEL7pMsVnG/LHHHjuyTxF9TuWcTDoUJyZZHjzppJMamz9Uw3WH++xqHx7R7234ozAUhK72UxF9vHGPRX943/ve19gUBY7oRZCrH0yh31b7lYh+PGlX4tiZkDDFwbdt29bY3Hvzmj/3cz/Xtcl1+Vvf+lZjc6z4IyEUJ87WS+4ZmYfvuOOOxubePfthEo4F89kkw7l+wxve0NiZCPwf/MEfjGyT6zjXCF6Tx0f043777bc3Ntdtztvxxx/ftfnNb36zsbm/oGA+99A8P6Lfa7LfjE+un4zX7AcI6HPMVWyDe0LuAyL6H1vgHND+0pe+1NgUI4/o90HMufQDxjOfP7IfWSK8V16D9/Hud7+7a4MC5O9///vL6xL/40lERERERERERMaCL55ERERERERERGQs+OJJRERERERERETGwmCNp6oWMKsPZi0lbWq1ZPovo46P6LUGWDfJWmn2m3WqEX0tJWs+77zzzsZeuXJlY2faD5WWCPvFfrPWld9H9PXurOulfgTr36nDEtHrR1BjgfoB1JO4+eabuzZZi0o9Dmr+cI55fKaLQH9kLTDrplkvy/r3iN7/OCeTTqWHkOlPUCOGPrJjx47G5jhzHLPY4Ngzhgnne+/evd0xrGGnnhlt6jdRnyKir09n7Tj1XbKcOFM4/swTrLemvk5ExJVXXtnYp512WmMzt1PfivcdEbF27drG5liwzp55gr6W1epT2+SjH/1oY7/iFa9obGqXXH311V2bzO2ZxsekkumoTIdzEFGvwfQn5jTqBGaaHVxnmL+Z7znX2VpW9Zs5gNfI9hLME5VPUj+Imk9Z/mcscc54r7yvTI+JeZo6DaecckpjV5p5Ef1axjmp9mac88z32E/OGa9JrcZMr45jwZw718n2uNy3Ub9l1apVjV3pgWZzxWtwLrZs2dLY1CPJ9EXe+c53NjZ1ZOgPzDW0I3otMe69uR9h/A3RQeG6zb0ANZ7uu+++8hpcp+n7mzdvbmzqYWX6ff/4H//jxua90uZ9DNHfZE48+uijG5s5kjmV+5eIiBNPPLGxqbU3ydA3Lr/88sbmnET0cXD99dc3dhaP06E/Zfk82wNPhxpi3HNTFzAiYtOmTSPPoT8xXl/3utd1bTIOmL/pg8wzfB7NNCe5pp5xxhmNTW05jl2mdcw9MDXaOCcXXXRRY2e5jPrIGzZs6I6ZDvWruZfNnq24H2F80l9f+9rXNnamn/xP/+k/bexMl7LC/3gSEREREREREZGx4IsnEREREREREREZC754EhERERERERGRsTBY44laEKytZP1hRK+JwBpE1p6zHpH1npkWRKU1wHNYV17V12ZtsC6V95nV2/K61CNhLTXb5FhldeQ8h2PDmm/WnWYaP4TjRb+gzbrgiL42lWNB/R3WmfI+Mi0dHkPf4pxyfHkfWZtZ/eskQx/kPbJeP6LXMVm/fn1jf+1rXxvZBn0q81tqeNFn6C+8D+o+RPR+ytpm5iL6HGvLI/racfoU69d575l+R0VVW856deq2ZXAsmLvp51ntOO+VuiKMSY4V/STTaeOcsN+skX/Na17TtUGoG8N+TTIcI85TphHA+GU9Pscj09qaTha/jLVKP49xkc0B+1GtM4zNTH/pO9/5TvfZdKr7yNYEwjWYZLE0nWyPw/xH7STeO9vI1mDmIu4VqtzF8c1yG+Pzqaee6o4Zdc1Mc4Zzct55541sc9Jg/ND3h8QC8wDXT35P/6A/RfR+WeVv6gBmWnlcQ6+99trGpg/xPrOxoN4q+8m1jD7FGM7yGfMqdaS2b9/enTMd6kxF9BqvK1asGHmNag4j+v0n9Zd4b1w/2WamIcj9BdeYK664orFPPfXUxn7Tm97UtUmN3LkE5+Wb3/xmYzM/RfS6OZXWGdch5vvsmZUxzdihbhGf/agxFhHxxje+sbEZe1xnqPmUaQYzxhkHXD85nlyn6NMRfd6hJht1UNnvbL3kMwZ1o7j+sQ/Z+kitVe6puZdnPHN9za7B/Mh555xy/D/zmc90bXIfNeS9AfE/nkREREREREREZCz44klERERERERERMaCL55ERERERERERGQsDNZ4Yv0g61KzemzWYw7RSBh1fFZ7SagLwJrSIfWJrD1nXSTvi3WU1NGIqLVvCOuvWeuaaUnwGpyTSschg3pWrKmlX1CvKat55jGsBa60vzjemS4GfaeaQ875/PnzuzZZ51vpeUwaHNeqLjkiYtWqVY1NDQXGG/2Fc5PNFbU/GOcve9nLGpsxvXDhwq5N6hXQ5vzTJ1l7HtH7HeOn0g2bDZWOA32Q9etZPziez4ZWGcef4/3kk09259DXGMO8V9bAn3TSSV2bn/vc50b2a5KhzzIOqNcU0WuHUB+CubXSMctyXqWfxn6zzUzfi21yHaFPcywyzQq2WenY0N+Y6zLdFfoT+1XlkEyvkP3i2sSxGeLT1TnsB9dHnp/pZ1X7DZ6T+QGhfuZc0miL6HMU9ymZrhV9nesj28zW2OlkOm6MDeqLVPvRe++9t2uTOZ25g/exZMmSxs7Ggv2gz/A+6GO890zjiTA2Vq9e3dhcP3fv3t21sWXLlsbmeFW5iDo0Eb0GYrWuV88t2RrMc2hTl4Z5N9NzojZNpXs3STC2uEehJlZE7/eVZlP1fbZfo7/QrzlP3DtluZfzwjhgv+h/mf4S+8444DWZH3k8YyA7hzlj2bJljc05XLduXdcm9wL0g0qTMpszjhfzXbVH5vGZriX7yTYYi5zjCy+8sGuTWn301yH4H08iIiIiIiIiIjIWfPEkIiIiIiIiIiJjwRdPIiIiIiIiIiIyFgZrPLGmm/X6WY0oaylZg1jpR7BONathZD+oc8SaRV4z0whgXThrMVl7WWkXRPR9r/RhWB/LmlFq6WTHVHXjtHlfEX0dL++D12QNeKbxxHuj71R6YrQzzQLOAftZ6Uhl+h28F47NpDNE04sccsghjc0admoPsHac45r5baWdUtWOZ/PPe+XcVT6V5bNKE2uIXsSPC++DMZvFMGP2mdCemin0A85Z5ptVvjryyCMbmzk0i0+OzxBdmUmh0vnLtF3Wrl3b2PRZjmmV34f4DtcdxgXX5GwOKi0k9pP6e0P6xTY4ftRSos9mscbxZZscT/poNr7VHDFfcg3O4FhUGk/sA/uZ+R79sxpv+kGmCcr1ZjZr2nMJNarY/0yvkJqhZ555ZmNzz0vNRI57to/mfomaJIwF7guoPRhRx9u+fftG9oHXiOj9dOvWrY1d7S1ns2fjHDEP0CezvSPnleNZaetlMK9mmjqjqJ4XIvp75zWPP/74xv7617/e2A8++GDXJuN+27ZtdWcnBI4Z19dXvvKV3TnXX399Y1N3kX5P7TP6fKapU2lxcd6oY5RpEFUaYPTh6pk2IuL2229vbN5blasYR9nzJe+d+ZDjzTazHMwcW2nzsV/Zs0H1zFHFJ5+1sr0Dx5f9YL+5Pi1YsKBr84ILLmjse+65pzumwv94EhERERERERGRseCLJxERERERERERGQu+eBIRERERERERkbEwWOOJ9YNVbWZExBNPPNFerNCoqHSksrpn1iy+9KUvHdnPIfowmXbDdFiLyfrsIfpLlTYB61KrGtKIfnxYy8qxqMY7oh8LnsN+ciyyfnL8hmh5jepnVkvMz9iPSmMmq5dnG0uWLBnZz0mj0vXI9A+OOOKIxmb9M+f/6quvbmzWRjM+s+uyRpu5h3ZWn85YqOqpec0s11Dfij6U3dskkGlOPNtwrLIcSVjDftpppzU2fY+aIZlGzBBtwkmlWrt4/xG9LsMdd9zR2MxhvAbjN9MBmamOAMc8izXmbx6zf//+xma/s7WM6wrboL+8+MUvbuxKNyOi1+fgeD3yyCMjr5np2vCzKp6rtS+Dc0gqTacs1irtRsL9YDYWO3fubOxNmzaNbHPS4BjQh7hnjuj1k6699trG5j6P487vq/1V1gZ9qLqPiHq/yfWy2r9G9Fpu3Dtw/LhfoY9le332m3Ff6cguX768a5NjTi0V5gmOzZD9/o/LEA1dati97nWvG9kn6vxGRPzVX/3VLHv43MP7P+OMMxo7G0PONfctJ5544sjvK729iDoeuQZzbeN9RfQaTitWrGhsrgFsg2tdRL/vqzTE2IchumbVHo/xy/nJxpfjVWlQkiFzVj0Xc7/HvJPly2rfzTxzySWXNDbjO6Jfj7inHIL/8SQiIiIiIiIiImPBF08iIiIiIiIiIjIWfPEkIiIiIiIiIiJjwRdPIiIiIiIiIiIyFgaLi1M8i2KSmTAxhfwWLFjQXhyCeZVodyYES4EtinhRAI0ia5ngJc+pBGgrMcKsTYqiUZSUQm5sMxNFp7AdxWbZBworZgKRHB/OyaGHHtrYFF3LRBHpSxQMpS+xD7z3TPCWfkB/rdrMOO644xqb/j3p0E85Btk4UlSPsUDxSIrXUciPdkQ/jhSVzkTzpsOYjqhF7rN7nU4mtpvFx3QmVVz8uYDxt2XLlsZm3shEdR944IHG/rf/9t82NnMmRTmzHx3gvFZ+MEnQzynmmQlcMn7Xr1/f2Bx35knGURa/jC32k/HL77P1svohkmruX/ayl3VtfuMb32hs/ljAypUrG3vp0qWNPSS+uY5w/Kpcxz1SRC1ynu29ppMJf1dC39X39LVMVJc5gLFW7fcyX2Obc20N5rgxH2Ux/MlPfrKxzz333Ma+4YYbGpvxxjYz0d9KfLjaBw5hpmtu5lO33XZbY2c/LDIdxmy2VyD0McYX8y7jK9vzMma5b6rE/TNmc850GF/8IYqIfg44h1/5ylcae/HixY3NHwSJiPgf/+N/NHaVvyYJxhLjZIigNu+XY8znMq4pQ34QhT5IX+HeKFt3eK9cY9kPtpn9gAx/0IPPftUzFuMm+wEK9rMS6eY1srWvyts8h3Oa5XX2i2NDP6n6MAS2ef755zf2lVde2dj33Xdf18aaNWsam+LsQ/A/nkREREREREREZCz44klERERERERERMaCL55ERERERERERGQsDNZ4Ym3vbLQxWAPKGkXWpbIGMqud5mesraz0mrJa9UqboNIg2r59e9cm60hZG8za80prI6ttZ+05+83af45FpmHB8aPNc4bUnbIflZ7HbHyt0trgfXDOs9ph6nLxnLkG+59pKXF+GZMLFy5s7IsuuqixH3zwwcbO6vnp+6xlpl4L5zbLC4cffvjI61Z+ms3tnj17GnvRokUj+zkOKr2cZwvOAW3mr0qjLtMtoM7d6tWrG5tzSM0K6oFk52S195NKpoU0nUynjmNC3SKuI2yj0lDMjmEblcZCNgf0H64BbLPSUoro45drcKVBSf2SLO9QJ4X6Bxzvhx9+uLEzXaNqH1TpTWTadDyH40V9DtpD4ob9oO9UbWT7KGrGZDpuk0y17mQ+xT0tfWbDhg2NTR+k1mfmDzyGUJNv/vz5jZ3posxmja2+53VvueWWxj7rrLMam/E2ZC/JfnON3bVr18jjufcYco3ZwPGhzVxC36K+X6apxbinJt0pp5zS2PQj7gcj+jmgJs8kw/Fg/sni97DDDmts+ui2bdsam/tIroWZFhdzKftZ6flm8UsdxUoHl/6W7fW5z1u1alVjZ1qf0+GekDqgEb0P0r/4bPfNb35z5PcR/drPOame17P8St9h/LHf3PtnewXCfrBNamz90i/9UmNne2j6RaV9m+F/PImIiIiIiIiIyFjwxZOIiIiIiIiIiIwFXzyJiIiIiIiIiMhYGKzxxHpE1oRmNcus56SOANtkrSDPH1KfzZrG6hzq9mRUmgqsp6WWRERf51vpBbGelnoUWb0tx2/JkiWNzVrie+65p7HXrVvXtUldEV6Dta1VrXEGj+HYsE32IatNZxvsZ6UNlvkN/Ze6B5NOpSuQ6eywNpw2x/GCCy5o7KuuuqqxM+0VfsZrsJaZsZDVZHO+Z6o3kWmHzFSjZBxQb4L1/plO2zhgXuB4MabpW5WGTESvz8E2WJ/OfHf33Xd3bc5lXTbeP+OEGn8RtRYSx5ht8JpDtFwYFxzzIet6lWeY3+l/l112Wdcm9a2opcE8RI2hSncqovZrrjPLly9v7Exnj2POHMCx4fhn6yPnhHNIv+G98r6GaH8R3hfn8MILL+zO4fhQQ3DS4T1zrobonVHXZO3atSPbYExnuqZcNzi/jBVqhWQ6H/RT+kOlH5ftcXfs2NHY1P2jphr1SDj+2f6f40dNLWrXUPeIejARufbPM02loct91P79+xs72/8xJx5zzDGNzTljPGZ5gdd5NsbmmYLrUpWLI3otUM4Tc2s1j9kaUWlosl+0s7WM/Zip7vDWrVu7NvnMRI3Ya665ZmS/GGuZzz722GONTR0p5suVK1c2drZeVrrEhDmXzyzZdTi+/J57fcZWlsuoLUW/YA5g7qLuZcTsNJeJ//EkIiIiIiIiIiJjwRdPIiIiIiIiIiIyFnzxJCIiIiIiIiIiY2FwcS1rGmej/cA6yUrrgTWOWT1npVVQ1ZFnmjOsl2U/2MYtt9zS2Kwrj+jrYXld1qWy9vKRRx4Z2YcM9pt1/OwD6/Yj+nlljSjHl36S1f6zdph10hX0k+warJfNfGc6vE+eH9HXv37lK18Z2eakwXHjPWfaD5wr6htU+i48nn4d0deG04fYL85lNlfz589vbPoY26APsTY6ovf9b3zjGyPbOPfcc7s2ppPpeVx//fWNfcQRRzT24Ycf3tjZnD0bMHdwDpjrK32/rG6c+Yu6Ixwbfp/5xSTodM2WSocsy3GMT+Z4jjHb5PfZeFE7hHNZ6R1ke4csp0+n0hiiFkdEvy6zHx/84Acb+1//6389sg9Zv9nmb/3WbzX229/+9samZko2vtS14DrOe6/siDoeuQfK8uF0Mj2eKtY4fkNyMM9Zs2bNyH5NGpV+SzZX/IzjxPWTOkjkiSee6D6jfgjHedeuXY1NPb3Mb7nmVnpWvE/6YNYm9VSpW3rrrbc29oknntjYmV7O7t27G5vaqEcddVRjUwcl0yvkOs3xrfbz2fjyOjyGc1rFfKZtwzXliiuuaOyNGzc29le/+tXGzuaQbWZ6mpMKx5hrH8cjoo837kv4bEfN0koLKKKfW+aEat+eQZ+lv1U6R5n+Hq970003NfYnPvGJxr7ooosa+7bbbmvszHc4Fh/96Ecb+33ve19jD4lfPp9zfHlf3AdkOZfzWOlmcw655mZ+UT3zU7uP43neeed1bW7ZsqWxsxiv8D+eRERERERERERkLPjiSURERERERERExoIvnkREREREREREZCwM1niqNJ0yvQPWgLIGkVoQrCll3XN2jUo3gG1U+ggR/b3yPqp6bNZ3RkQceuihjc3a4EprhNo4mQYGx7PS0li4cGFjsyY8O4f9ZB0qxy6rJa7arHyNfpRdo6qfre4jm2PWYmf6YJMM9QwqfaaIiBtuuKGxTzrppMZ+0Yte1NhVbXlWh0zfpt8yL9DPs/ln/TP1Quj7hP2O6Gu/P/OZzzR2pT9B3RmOVUTEr/zKrzQ2NWDe9ra3NfYv/MIvNHbmt0Pq+UeRtck5YA08dTJ4r/SDLJ8xD1DrgLoj7BPjNaK/l8wf5wq830wniz5LzZNXvOIVjc31kXGQ+QJr/Kv1kbmY14yofZbXZJvZGsyx4HWPP/74xqY2FeM7yxF33313Y7/+9a9vbI53pTUXEXHYYYc1drXnyfZJhL5SabRxPJlfs7Go9MN4Hxxf6k9ERHz5y19u7F/+5V/ujplkZrOPJmeddVZjM9dyHIdowXEN5jHUR6NmCfcBEb0vM554Dtd57pEj+vGhvuof//EfN/bP//zPNzbXjAzu1akR8+53v7uxqf2Z7aOZz7gX4DPGEP0W7j9pM4ap78c2s7xNXzr22GMbmzHOOc50gHhvQ/RqJwXuY+jj1L+JiFi/fn1j07++9a1vNfZMc2/WD8YO45n3ke39GeOMvSqvZDqL1EWlHh33u9yvLF26tLGzPTT3+q985Ssb++qrr25s+jTX6Ig+DpirOBYc/0zHmHmiWi8rjbbsebRab9gvjuf999/ftcm1YDZ7aP/jSURERERERERExoIvnkREREREREREZCz44klERERERERERMaCL55ERERERERERGQsDBYXr0SkKfY5hCFC1NPJRKwo8kW7aiMTRWS/KpFbimBSqDHjxhtvbOxVq1Y19tq1axubol9f+9rXujYffvjhxqYo3fnnn9/Ye/fubWwKt0X0YmQURKvEZzNxQQrZUYiNQnn0C34/RCCeNsVVKdR22223dW2ynxTfm3QorstxzcTpKEjJ+d+4cWNjb968eeT5megvr8v5pQgwYyHLPYxziujRZzj/mWjhhg0bGpvjR5tCikuWLGlszkdExD/7Z/+ssSnafeaZZzZ2FSvPBJmYJWOYeZf5bPv27SOvkc3h5z73ucamiCvP2bRp08hrRAwT750rcO6ze7vuuusa+w1veENjM39zTTjiiCMam/GctcGcT59krFFMNaLPE5WfM5YYqxH9vfG6b3rTmxqbP0BQifNm112xYkVjU/iUe4c1a9Z0bXI8qz0Ocxv3KxH9eDHGOd5cL3mNTNie/Waer8TFs/WVQr2f/vSnG/tDH/pQd84kMdMfOYmIWL16dWPv3Lmzsbdu3drYzJO8RiYkTB9hbHAd4txmPsY4p00fqn5gJ6KPj89+9rON/ZrXvKax2W/eVyaK/+ijjzb2q1/96sZmbuJePduPct9UCWpX+9OIPob5YyaMac7REGF75ieKsy9fvryxq3129tmQeZ8UOEZ33XVXY59xxhndORRcpwA5fZDPj/SVTLR7pkLUQ/yLuaj6ERH6F38UI6Ifi3vvvbexmVf4TMo4OuSQQ7prcHwokM1+8gcIsv1I9cMH3AtUP5iVncP9RTWn/PGc7JmF16BN8XbG86JFi7o2+QMO2Q+iVPzk7MJFRERERERERGSi8MWTiIiIiIiIiIiMBV88iYiIiIiIiIjIWBis8cQaR9a6ZnoHrGtk3SM1F7J6zelkeky8LutS2U/WI2a16ax/ZZvsx7JlyxqbdeURfX0m68LnzZvX2NQ3YL3nCSec0F2D9a+s/b/55psb+8QTT2xsaixE9HXivPdKsyDTh6k0myodFta2Z9pEmbbUdHivPD7rw/z58xs7q6mdS1SxEtHXcVNfgjHMcaRN3ZTsGqxxZ+5hv6lDENHnksof6INZTTbr0xmDu3fvHtkm74OaTxF9vT/b4H2NQ9OJZPpL1MFg7mFMZrllOlmdOPVwWHvPOWIbmW4BmUv6EowTjilr/iN63avzzjtv5DU418wJmb9Vegaz0QCotAKrNSTTQWL+Zr8Ze9RyqXSnIiIWLFjQ2NRdyfLKdLI4qbRwsj3MdLK8numEjLoG4XxkscZ+VzmWbWb6MNSg+O///b839qRrPJFKryuiH7dt27Y19o4dOxqbayz9NpvbShOGfsm5y/ZgnD9qNfK+2K8svtjGG9/4xsa+++67G7vSTcnGn/s6xs/ZZ5/dnTPq/Ig+X7Ff1R44i69KZ4bxN8TXCPt18cUXN/Zv/MZvNDY1YbgviOjz1bOxh3mm4Hgw9hibEb0uGfNcpT3IZ6gsLzJ2uCeudHGzNYQxTf/iGkIfzd4JnHvuuY1NTcTqeZLP1nz2jog45phjGvvNb37zyGswXrM1uNrD8F4PPfTQxs50nzmP3H9UmpLcqzEfZNfgHFE/kPn19ttv79qkXutsdFP9jycRERERERERERkLvngSEREREREREZGx4IsnEREREREREREZC4M1nqr666xGtKrXpGYK22B9YlYzWmn1sA3Wy7KuMqKvg6xq0Xl8pkVVaQixXraqzczgdVk/y/ug5kWmP8HPOF6sA2bdaVYby3nkvHN8qzmt9GMi+vtg/SxrW7N6WdYCZ3W7k0yl15LV2lfHcFx5DX6fxTD9kLoA1KxgfXoGNdKoc8F+DNH4YgweddRRjb1ixYrGZmzQx7I8sWrVqsamz81GL+fHJYuFKs6pJ8G8y/Hm/ET041Np2TBvZFoIlcbOJFOtp5nP8n7vv//+kd9To4M+n+UIxlK1frKNLJ55DP2H/kXdv0zHhuPDtYw+XWk6ZbHIflGTjbmN95X5ONtkXmEsDfHxSl+J12A/Od6ZX7CNSvPptttuG3l8RMRb3vKWxqYO3KRDH+Q9ZnN31113NTa1AU877bTGZvwxD2bjyrliPznOnLshujPcp1X5iz6WHbN+/frGZvzwvthmpsdEvVXqimXr9nSyvMA2OUd8Fhqyb+IxzC1D8lUFNYuoC/vQQw81Nsd3iMbrbDRiniuqvHn99dd35zA22Aa1GbkOMU6G6CxWulCMk0z/q3rm51xX+T2i156qnnvZJn08yzt8XuA6z3unHlOmGVs91/Ccao2OqHVRmWf4zEqydxn0JT6zcj+4efPmkd9H9GM+G+24uRPxIiIiIiIiIiIyp/DFk4iIiIiIiIiIjAVfPImIiIiIiIiIyFgYrPHEGkXWkGZ1ujyHNd7UYWG9Nes7s1rCSoOGfWAdZNbvSmuqukZWd8rPWHvJek62ydrMqs48ozonqx3meHEOKn2lTGtjprCetqo9zs6p+klfy+aQ9eyZLs0kU9WnD4E+wnGqaqEzTQ7qoNDHtm7d2thHH310Y2f6B/T1qgaemgsPP/xw1yb1b0466aTGZr+pjbR3797GZv6LiFi8eHFjZ3Xb44axwDr8iL4enf1k/T/zHcnGotKqqbS+svOH6CVMKpWG1ZA8ePnllzc2ffJXf/VXR14zuwbzSKX/xX5neYixxBivNGmyuOFYVP1gm7yvzHe4d+Ax7BftzGd579STqHw608qp1uWZ5p1My6VaG77zne809le/+tXGvvbaa7s2N23a1NhDtC8nCeYszm22H+U59913X2PfcsstjX3BBRc0NtfCbMw4F4R+yf1oppXE+acf8vshmnWVr69evXrk8ZUOUkSvxchjOH4cm2wtY26p9JfYZrbW8d44B+xnNXbZ8xW1p9gm47HSYYzo53UuaTxx3aEPZ88NX/va10Yew/unVih9IVsjKv3Wyr+y/Vk1L/QXahBlawjzHdugzdzF8zOd3QULFvyIHv89vC/6bLb35/iwn/y+0nKM6J9JGVvcm1VznOUI3hvXWD6j0E+yZ9wh+nMVcyfiRURERERERERkTuGLJxERERERERERGQu+eBIRERERERERkbEwc5GX/wd1P7JaQNZfshbwsMMOa2zWOPIaWf1spS/B7yu9oIi+lpL94ves1cxqcFnzWemXsDaT/cw0i/gZ+8ka0MrO4BxyTjhWWc03faWq7Wc9LfuZzSFrVVkPy7G6++67G3vHjh1dm6y9nku16RmzmX9CP640oDItCbbBuGcdMmvJ+X1EH2/MNfRL1pJn8cVcQr+86667Gnvbtm2N/Za3vKVrk1xzzTWNffzxxzd2pYP3TGgWMZ6yGK40KCp9HPpBpufCftCufC/z57kcs5UuTzb3HIM9e/Y0Nn2YemvM99mYUveCGinsN9eITGeF12Xssc1KYyGizneVJsoQHcBKS4P9YptDtBuZ7zg2jNcsfjm+M9VirPL8j/psOtwH3HDDDY1NLb+IXi8ly/2TzGzyc6WRxu85l8y1WQ6s/K7SmcnmmppOVfxRE2bI3pzXXbp0aXfOqDazfTjjiXPGPMH74P4kou83r0GbbTLHRtQ6W9zD0A94zUz767bbbmvsRx99tLGpXTPEL6q9wiTDnEXfyPRueEylMVRpjGVjyusy9tgG4z1bI3hOphU4nSHxy/GjXuFjjz3W2N/4xjca+21ve9vIPkZE/OEf/mFjU/Nu3rx5jU1/3LVrV9dmtZYx5rmvyuKX+mlVvuQc8ftMp4v5kDmD51TxHPHMaLTNnYgXEREREREREZE5hS+eRERERERERERkLPjiSURERERERERExoIvnkREREREREREZCwMFhevhHUzkUd+tmHDhsamcNXDDz/c2GvXrm1sCl9F9MJtFMuqxO4y8SzeWyYYNx2K8mVCYhRao8gr7fnz54+0KUyWfUah2EqYcQgci0osk4JzEf1YsB88h/NeiWtG1KLL9BOOfyZsum7dusa+8847u2PmEpV4c0Q/TvR15oXKP7LYeOKJJxqbIpmEApcUKIzohTUZG1U8ZoJ5l112WWPv3LmzsZk3eA0K4/L4iF5Y8uabbx7Z5hFHHNHY69ev79pkvCxatKixOd6co0x0lLmaflIJStO+4447umtUeZhxP5sfHZiNoP6kUIngDoGClRTJfCbWCPrGEDHKqo1KeHOIWPYDDzzQ2MxDFPtkH7JcxjnhDyXwRw4o/pntcbgeVkLEldh0RD+vHO8s5kddM4ujag7uu+++xuZejN9n/ZxLwsQR9V4yG7NKhJvjRr9km9wXRvTjyHPYJq+ZCWpXezA+H1Ti2BERe/fubWzuwTZv3tzYzAuveMUrGps/ABLRCyCfdNJJjb18+fLGZswyj0T048U5oPA37Uz8udonM08w5jkfFF2OiHjwwQdH9qPa72XPV/StIT+oMClUzyJZfHMeZsoQ0W6OIfdOnBf6V7aWVT7Lfuzevbvs54033tjYt9xyS2Mz5jm+l19+eWNnex5+RoFy3vvGjRsbm/EdEbFkyZLGXrBgQWNz/Ll+ZjmBc1Tlde4luD/J4qj6EYNq/czmsBLLH8LcWrVFRERERERERGTO4IsnEREREREREREZC754EhERERERERGRsTC4+LTS28hqW88+++zGZl3k1Vdf3dj79u1r7GOOOabsF+sL2Y+qpjGrT2QNY6VXwrpy1l5m/WI9Jq+xffv2xmat9ZC6yqqmm1oQWW0r+8k6VNZ8s83ML3ivnCPWUVMrgMdndajsF9v45je/OfKambbJcccd19jnnXded8wkU2luZLXonD+OS6XjMER3hppN1FJhvzi3QzQVWMPOGKXGUKYvQl0jtsnYoH4Ej890UVjjTs0ntsG8nOk0sIZ91apVjX388cc3NjWzslhg/uF4Mg+wrp716pneVaXnMkTTiTB3zyWNp2qty2r8mdcYF2xz//79jU1NokqjJqIf46rfmX9xLulfDz30UGMzZ2Txu2vXrh/R47+HY0MffvLJJxubPhzR56p77rmnsbnHYXyvWLGia3PNmjWNTQ0a6rwNgfo6Q7RZRh0/JEdwPJkfKz+JmFvxmkH/qLS0ImqdNcYKY565NVvnOTeVTtQQfUjmfOq73HbbbY3N2NixY0fXJu+Ncc/1jzZzQObn1Kv69Kc/3djUe6H257Jly7o2GaM8hrmb/crWxyHHTIdzxOMzP+NY8JpV3sjGl3ucIWvKpFDpKmaatlWu5DnZfnY6hx56aPcZ55bxTJt76CwncO64T+e8ffWrX23sr3zlK12b3HvynQD11KhZymusXLmyu8bq1asbm3saalVdf/31jf3e9763a5Pr8r/6V/+qsZkDGM+ZXh3XMubLShus2ttF9HuWSvuL+TTLCc/EGux/PImIiIiIiIiIyFjwxZOIiIiIiIiIiIwFXzyJiIiIiIiIiMhYGKzxxBpS1g5SdyCir7V87LHHGvvggw9ubNaQ0s7qJAnrD6ua46wumm1QX+Lee+9t7L179zY2azUj+lpJ6sWwXpM19mwz087hePKarN8kN998c/cZNT5e85rXNDbrk+knQ7QfON6sHWabnEOOXUQ/Pqzr3bJlS3fOdLI6amoSnH/++SPbmDSqGv8humEcV57Da3zqU59q7Gyu3vWudzU28wTnjrHA+IvofYg17tSTYK15ppvCmKy0CugfPD6LR44f6/2pUcE8TM2YiF5LpdLnY8w+/vjjXZuMwcq3mMsvv/zyke1lsOb9mdCGmEuaMZU+IX08otbD47hT+44aC9kaTH+prkk708XgvbCf1Iu5++67G5txERGxcOHCxqaPMuezD5XeYUSfH6mXxjY5FtSEiug1JLnOv+pVr2ps6l5kexzeC3NbRaU/EdHfK8fiyiuvHHn8EM22IcdMEtR0GqKBSN+v1jZqI2U6KIRtsJ+Zftx0qAUUUWtzHnvssY1NnZSsTc730Ucf3dj0dfabe4dsP8JjOBaPPPJIY2/atKmxud5G9HF9+umnN/bhhx/e2HyeyvZmzMX0JY4/9xvVM0ZErddH36w0P7NjKg2zSaLSlczyUTUvlS4q15ksn3OeGDtsk3GR7UWpA0iYh84999zGPuecc7pz2K9Ky5FaVNxT8/usDdrMQyeeeGJjf/nLX+7a5NrFNZn78qVLl3ZtVFS+xH5zDrP9MNcCxmu1HmV+MUSXsML/eBIRERERERERkbHgiycRERERERERERkLvngSEREREREREZGxMFjjifW/rNV89atf3Z3DWmfWY7JN1r5eddVVjf2mN72puwbrX1mrznpY1jhm9cWsYXzJS17S2GvWrGnsVatWNfb27du7Nvfv39/YHAteg/3i2GTaJNSwoM4Fa3ZZv8k684iZ66pw/IdoQXC8q3vl8ZnWBs954IEHRn5PHRtqAEX0887a/iVLlnTnTDKVHlpEX9NfzecNN9zQ2NQRyGr+P/vZzzb2m9/85sZmLTO1DRhbEX2/qYtC7TLGQjb/9DPGMGuyqQnGa2YxzM/uuuuuxua9L168uLGpjxXR61UxRpmHqceU1XlzfKhJwXiiTtfFF1/ctUne/va3N3alN0Eyf55Lmk4VQ8ajyq2MR2ol0aez/M+5Z8zT33jNTFuE90Kts1NPPbWxN27c2NgPPfRQ1+bOnTsbm2ss44TxPkS/pNJHY66iJlumLUi9CMZjpRGS6Y5Ue69K84lzOkRrg9o4zDNkruk3DWE291TpKpI9e/Y0NveF2drGfTLX+UpXc4je2YoVKxqb83/FFVc0NmM66wd1SbnOz5s3r7H53JJpInLfzL05x5/X4FoX0Y8F+1HpR2bjS1+qtIR4POeQz1sR/fhU2kEk2y8OeSaYVOh/vJchmm1cI3gOdXmGaBvTRyvNTObmbF3ndamDOlNtx+w6zAHUSnrwwQcbm7kr02hjPxmPXD+p35SNHeOTz/zcWwzRTKzW6Uo/bYhe3fXXXz/yGtWzdrauc+2fzZ7a/3gSEREREREREZGx4IsnEREREREREREZC754EhERERERERGRsTC42Jb1iOecc05jn3DCCd05rIWm5tPWrVsbu6plpV5CRK9LxGuy/pC10lkdKmsYWTvJmlF+z/rPiL62dfPmzSPboM0a3qzfrDPlMdSPoKZFNv7U12FdKce70vfIrsOaW9aV8hpsM6vJ5TE33XTTjPtJqBvyf/7P/2ns888/v2xjkqB/ZNoRjHv6MWuyqcXCucn8ljXt1EFhXff8+fMbm/XqEX2/GU+cb/pDVqPNvu/du7exqaF26623NjZr4qm/E9HfC++VOmKcM9arR/TxVum7sF/UvMiuyzY57//zf/7Pkd9nei9VnTz7UGleZMfMJR0Zxt6QWnvqLjAOqvjm8Zk+B/VhqnmrtJOyz3gN+jTtTLvl6KOPbmzea5UPh+jdsQ3uBfh9pdcU0cdKpTPC77O8zutW62GlS5JpZXJOvvjFLzY282WlXfSTQKXHlVHlNcYG8zfXaO7pIvqYnKm+WbYHo1/ecsstjb1hw4bGpm5bptNGDUPqhnH9ZL+G6GVVumtcg9evX9/YmcYT+8X1stJMy+aMn/Ec5m5ek35y//33d9eo4HgO0fmp1u1JZjb6VLzfKgdUzz+Zz/Kcak0g2RpM/6D/UNuR18j2t+xntafhNZnr2IesH3x2JoyTrN98JmF+5D6dzzTsd0Stl1zpa3IsM31I5kv2Y8gzCam044bwk7/Si4iIiIiIiIjIc4IvnkREREREREREZCz44klERERERERERMbC4IJV1v79wi/8QmNnukasGX7ggQcamzWJrLVkDfOVV17ZXeOd73xnY1f1hqyTHKIrwGOoY8N62qyek/1iXTg1FjgWlW5GRK3LwPFkfWzWb9bLUreh0kbKakar+vZKa4M1ppm+xJ49exqbdb5PPfVUYw+pHeZ1qRny0wDHgDXE9FPOZVZLTjgXnMsFCxY0dlZ3z/pnxix9jn6d5ZHdu3c3Nu+Ffso22afsGgsXLmxsajZRf4L5LMsT1NKrdEXYZqb9xpjjOdTzYB/YT9bIR/QaH6tXr27sSrcgG9+5pCdBqjEfotNAKu2Wj33sY43927/9210blWYf8z31ETKo/8P4ZRsci0w/oVrvuD5WsZXFBceP41tpbmU+zc/oB9TA4/eZxkXlS1WO4H3xPiJ6bbg///M/b2yORaV58ZNAtf5l417pcNAv6deMHa7ZEb0vV3suzlW2BvOYlStXNjZ1j3hfXOez63C8Hn744camDiPX/ewafC5ZvHhxYx922GEj+8R8F9HHINd1xk+lCxTRzzvniOPLnHrppZc2drWeZv3geso5HKLBM5fW5Epvbcj+ttLgY9xw/5v5An2Q8cznHeaULH9zT8Y2Kv3HIbq5Bx98cGNz/BYtWtTYQ56DuUdmPqTN4zPNWO43OBb0e+bczC84PpVuYqXRlumkVppOVZ7J3o88Ezqp/seTiIiIiIiIiIiMBV88iYiIiIiIiIjIWPDFk4iIiIiIiIiIjAVfPImIiIiIiIiIyFgYLC5+zjnnNDYF9zKB50ceeaSxV6xYMfIciqo9/vjjjU0hsohe4IwiYBQ6HSL+RtEuCmxRhJSCZ5m4YCUWzmtQeIzXHCKcS4E5ChxWQo0RvSByJUJJsjYprlcJmlU2/SQiF4ibDsdiiDgtr3vMMceMvMakMyQWCMeAPke/HiK+SH/Yv39/Y8+bN6+x+SMF/D5rsxLk5XxnwoiVqCgFBzk2zF+Z6C/ji9fIRFxHXSOij2HOUZa7p5PFMOPrW9/6VmO//vWvb+xLLrmkselH2X1VQsz8fog/DxFtnVTo07QppBsx8xjn8YzFTISU/jXTHDGkHxTG5TUqEfWM2QiCToeirxH9nNBH2W+Kf3K/kp1Dn6U4KscqG+8q5qsf+KhySkTE//2//7exqzX5p5FKrDiDfln9QMCXv/zlxv65n/u5rs3qh2n4fSWaH1HvsSofy/a4FBteunRpY5999tmNXe0tsxjnXpv7ea7R1X42oo/zSmC6EgWO6PvOflZ7WorMZz/6wFySiYVPh36QCZbP5gdnJoVqX5n5bHV/VSxRiJ4/2hDRz0v1Qzb0hWyeOPfMAVyrOBbZj1VVPyyybt26xuaP7Qz5Qazqhy/4XoLjzT1P1gZjrcozQ35kq8rj1feXXXZZd40qj7ANznH2fD/kRwgq/I8nEREREREREREZC754EhERERERERGRseCLJxERERERERERGQuDNZ7e/e53N/aCBQsae9euXd05r3rVqxqbdY5/+Zd/2djLli1rO4faS9ZmRkTccccdjf2KV7yisVnLOkRzhnWQrGlk7euQ2lbWw7Jul+ewnzw/qxllfSbHr6rrzWo3qxrmqk4/00ridTgHHAveB2uch9Sccmx4DepEsc4/+2zVqlXldScJjvMQfYlKc+LII49s7G3btjU266WzeOM1qBdC32dtdFbzzvgihx566MhrZJoK1FKhPxxxxBGNTR+bP39+Yx9yyCHdNao4Z78Yb8xNEb12DbWqqA1E/auMnTt3Nvab3/zmxq70PBjTWb8rbTdS5aaI3v+eiXr15wrGyRDtpJnCefziF7/YHfNLv/RLjV3pHWRzTRg71FUZojFDKh23at3n+GbX5L0ynjMNp1HXzPpZ+eyQ4zkWleYT22Beevjhh7tzhszzdIbszeY6HMcsR80U+ty1117b2NW6HxGxdevWkdeo9qtcG7NjuO5U++YsVvgZNV+oI8Y2GRtD9jwcr5lqKWWfUQ+y6kO2x6GOD9u88847G5vPbNR4yuaQ53CfzHM4NlleqdbxSabyjezeqj00z6m0LDMNosrPq31l9jzJ9a7SUaQvZM/B1GNdsmRJY3OsqAnFOGAMRPQ+x34xDzE2s/us8jTzOtvMtDGr52D2g/Nx8sknjzw/ovet6pm/0g/MmE08z90MICIiIiIiIiIiE40vnkREREREREREZCz44klERERERERERMbCYI2nxYsXNzb1lrJaQNZfsn6TNYo33XRTY7Mu8iUveUl3jUcffbSxqTHDfrP+M9Np4GesYWTd6WxqHHkN1uRS04Jjl40Fa0JZZ8qa2yH1nKwrrXSBKm2X7BiOBfvBuv0h2hGsBa7miH04+uiju2POP//8xl6/fn3Zj0mC4z7Eb1kDTF0jxsKGDRsam3OV1WTTx/bs2dPY1H6jVlKml0D9gkozhvpMWXwdfPDBI4/h2DA26GPUQ4jofZ95gbDNTBeD/WTOZHyxX5l+H2vzqQvF8eU1OOec44heT2Lp0qWNzfWCul08PqIfryHaQJMCfYM+/mxc88Ybb+yOec1rXtPYlVYj14RME4XaLZWmE9uk/2UwtmaqkZVpWLAfjMcqJ2R6TNwHVXoS/D7TlxiiTTIdjg1zSJbXd+/e3diVhtNPoqYT4dxUemgR/VyxjW9961uNXWmxZDmPujE7duxobPoYdVLoDxG973N9pD1E/6rSW2VMVtqC2VhU/aCfVvvsiH5OOO9cc7leZn7BflJnjXP00EMPNTbX9Ww/wv0d82qloTtEQ3EuaT5V+7EM+lil50t/4/4t0zpmfuaYVnkmmwO2yX5Uz5MZ9LEtW7Y0NvWYKs3gLEdke/fp0KeH+CjvjetdtQZn/WSMs02es3z58sbmHinTEuP7DuahSg9yXDqpcyfiRURERERERERkTuGLJxERERERERERGQu+eBIRERERERERkbEwWOBi4cKFjc3aatYrRvQ1i/PmzWts1nivWLGisVkPunXr1u4arFtmrSVrz6nTkmmisGax0iCqtAsi6hrvqg1+n2kqVBpPVS11ViNa1WxXOg1Z/WdVd0pNCuo1sUY30+Zg7SrvvdLWeO9739u1uWjRosbOxmuSeSY0NFhfzjpvaiXdfffdjb13796uTc4NtXo436w7ZkxH9Po3lVYZfZL6CBEz1weiT9GPmf8iIl72spc1NseG+Wo2dfVPPPFEY3NO7rzzzsZevXp11+ZM54hjxfzF8Y+IWLduXWMzpo866qjGvv766xv7vvvu69o84YQTGrvSA5gkdu7c2dizqa0fB/Rrao1Qk406DtlaxrxSxRr9J4sLxhLXmUpXitfI9g6VHg9t7puyOGCb7HeVA7I2eU6m5TAd6q1VWjrZZzyH6/5Pg+ZTpfGUjSNz6ze+8Y3Gpl/zGhznLG9wLaLOIqHfZnm06hfzQuanhL7Pc6o2huyJs2eZ6VR7h0yDlDmS+xOuycyJWY7kObwXPm9t2rRpZJ+yaxBqn1ZjkcE5qDTJJgn2levSkGcC+jB1s7j35JhyjxjR65xybeI1OQfZWsZ8TX9hG8xTtCN6Lbnq2Zp71yE+yja532C/Kg3FiP49AvcKHJsh/a7yMve7zJdsM9Noq+Ix06Orzn8mNNn8jycRERERERERERkLvngSEREREREREZGx4IsnEREREREREREZC4M1nh588MHGXrJkSWNnddGVbgBrGFmLuWDBgsZmTXNEXxfJWlfWI1KrIKtDrbRcWPdI/RjWvkb0taus72SNLdvgNbM6S9aqVv1mG9kcspa10iSo7Owz1qZyPDk2nPNsvCvf472ec845jb148eLuHPoWxzurk54kOHec/6xG+MYbb2zs448/vrE59qxPf/3rX9/Yn/3sZ7trMBaoKZTF6HQy/Rfqce3bt6+xqbHA2nPaEb1PMZcccsghjU0/5n1s3769u8ZM6/uprbF79+6uTfrt/fff39jU7aJ+U6ZFxXtlfmN8vfWtb23s973vfY191llndddgP7Zt29bY1Guir2ZcfvnljX3aaaeV50wKVfxWOe/ZotI2o09nuhhc66lvwFxLrYJsfWSu4v6DPsw2qzyUQb0XtsmxyPQl2K9KY4HaD5mGSqV3xfzIfg/RiKLWF69R6VxmzHXdp2ous/u75ZZbRrbJ/M51vNL+jOjXUOZ36gAyphlLEb1O1MqVKxubPsb5z9adag/LZ4hKVyzTB610T5h7eO/cF0T0c8Tx5Jxx/5HpRnEsjjnmmJH94jU5duxjRJ/zuHdYunTpyD5luSrbZ84VOKZDNK0qrTt+zz0d7WyemGsJdaSGPKtkeWI6WexMh+8Msn7w3vm8WemBZe8EOEdcU5lX+H02Nrwucxe/H7IXY2zQ5vuPKpdlWrdVPM5Gp5jnVPqbGf7Hk4iIiIiIiIiIjAVfPImIiIiIiIiIyFjwxZOIiIiIiIiIiIwFXzyJiIiIiIiIiMhYGKwKRUEuinpl4oIUyqVQHUUwKazINjdu3Nhd40tf+lJjU9SL16CQWCa8SfEs9ptiWhREyxgiuj0djgWFOTPRPrZZiXmSTCQsExyfDgXmKuHTiF4wjv2mIFolyJmJwfHeKc5IAUgKF2dzSt9hDCxcuLA7Z5LguG/atGnk9xG1mOu8efMam+O4du3axn7DG97QtcH5roSFGdNDxFLZT7ZBP961a1fXJnMFhUyZJyjQyvscIsjLe6tEgWlHROzYsaOxOTYcXwqY8z4i+rxA4UP241Of+lRjb9iwobEPP/zw7hqcg1WrVjX2o48+2ticw0yclkKd9913X3fMXIGxmeX3Z0OMmXNd5UGKo1ZivhG9IC3vlW0wviN6YdPqxzfoP0PExXld/khFlXeyXMa8wznlObxGlhPYJsWiea+VEHu27lfzXO0DfhLhuNHOBHnp+5wL5jSun0NE3BkL7BfXAP4gxZAfu+F9sE3eR5a7eA6vy7GhT3EPl4lD85zqx20Yw9mzEGOBc1TFcMaKFSsam+PHH+egbw0RneeccX/C8afYeCZAzX5mwumTCueWsZSNIceIx9DPuf8i2feMC/pw9eyXfV/9yFP1rJ3lBO7Zqj0M8xLjKIvf6l7pf5zTzGcroXXmBPZ7yN6M47ts2bLG5nhzP8N9fER/L5yjIXmGVO8mhuB/PImIiIiIiIiIyFjwxZOIiIiIiIiIiIwFXzyJiIiIiIiIiMhYGKzxtGTJksZmXd8QnR3qBhxxxBGNvX///rZzqJNkfXFEX/NZ9auq0Y3o60ZZJ8naSvZhNjpHrKUmbDOrbWXtJWtCq35lday8d15jiG5N1U/OCftJbQheI6vJ5Tmsi77zzjsb+4ILLmjszZs3d22efvrpI/s56Xz9619vbMYX/TqDNcGMac7F1q1bG/vII4/s2qTvP/DAA43N2mVqyGQ6bay5JgsWLGhsai4wpiN6/Sr6PmvHDz744Mamn2f6abwXnsP7euyxx7o2yLp16xqb88w5pB4WtayyfnHe9+3b19jM3RdddFFj7927t7sGfYdxz/GlJs8Q3ZG5pCtT6TY8G/eSjSl9odJKot8Pyd9cmxgnVV6K6HWM6NfMhxzPSu8wa4NxwHsdorPCMef6yX4xn2a5sNKlyWJ+VD+z/R/3c5VOxk8DjFnOA7UnI3pfpiYO441zybnJ5oFrLH2KscDjOdcR/Zpa7XHZRpZrqC3FeMt0SqfDex+iEVPlWX6fxVulLcuY5hqd6eZVmnMcb45vta+OqGN2586djV3l/oh+vDJNrEmFccE9X5Y3K/2uaowrbZ+IXk95z549I69Z6R1G1PpVzF2VNnJEH9OMi2pshuSy6vmx0k3N/DFb30a1yTgYkhOo01XlMuaQbO3gvVWadxz/TH+NYzFE+7Lr14zPEBERERERERERGYAvnkREREREREREZCz44klERERERERERMbCAVMsLhYREREREREREXkG8D+eRERERERERERkLPjiSURERERERERExoIvnkREREREREREZCz44klERERERERERMaCL55ERERERERERGQs+OJJRERERERERETGgi+eRERERERERERkLPjiSURERERERERExoIvnkREREREREREZCz8f75JxV91vIyvAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#استيراد الحزم الأساسية\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# تحميل ملفات CSV\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "\n",
        "# دالة تحسين جودة الصورة (تباين + تنعيم + حدة + تكبير)\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "#دالة لعرض عينات الصور بعد تحسينها\n",
        "def display_ck_images(df, num_samples=5):\n",
        "    plt.figure(figsize=(15,5))\n",
        "    for i in range(num_samples):\n",
        "        pixel_values = [int(p) for p in df.iloc[i]['pixels'].split()]\n",
        "        image = np.array(pixel_values).reshape(48, 48)\n",
        "        label = df.iloc[i]['emotion']\n",
        "# رسم الصورة\n",
        "        plt.subplot(1, num_samples, i+1)\n",
        "        plt.imshow(image, cmap='gray')\n",
        "        plt.title(f'Label: {label}')\n",
        "        plt.axis('off')\n",
        "    plt.show()\n",
        "# استدعاء الدالة لعرض أول 5 صور بعد تحسينها\n",
        "display_ck_images(df_ck, num_samples=5                )\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "id": "mCBo1zkVr-7Z",
        "outputId": "5c2d07d3-f014-4a3f-cc48-689318fb5842"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dimensions of RGB Image: (128, 128, 3)\n"
          ]
        }
      ],
      "source": [
        "# استدعاء الدالة لعرض أول 5 صور بعد تحسينها\n",
        "import cv2\n",
        "\n",
        "# تحويل أول صورة في CSV إلى صورة RGB وGrayscale\n",
        "pixel_values = [int(p) for p in df_ck.iloc[0]['pixels'].split()]\n",
        "image_48 = np.array(pixel_values, dtype='uint8').reshape(48, 48)\n",
        "\n",
        "# تحويل إلى 3 قنوات لتصبح RGB\n",
        "image_rgb = cv2.cvtColor(image_48, cv2.COLOR_GRAY2RGB)\n",
        "\n",
        "# إعادة الحجم إلى 128x128\n",
        "image_rgb_resized = cv2.resize(image_rgb, (128,128))\n",
        "image_gray = cv2.cvtColor(image_rgb_resized, cv2.COLOR_RGB2GRAY)\n",
        "\n",
        "# تجهيز الشكل لعرض صورتين جنباً إلى جنب\n",
        "\n",
        "plt.subplot(1,2,1)\n",
        "plt.imshow(image_rgb_resized)\n",
        "plt.title(\"RGB Image Resized\")\n",
        "plt.axis(\"off\")\n",
        "\n",
        "plt.subplot(1,2,2)\n",
        "plt.imshow(image_gray, cmap='gray')\n",
        "plt.title(\"Grayscale Image\")\n",
        "plt.axis(\"off\")\n",
        "# عرض الشكل النهائي بالصور\n",
        "\n",
        "plt.show()\n",
        "# طباعة أبعاد الصورة الملونة بعد التصغير\n",
        "\n",
        "print(f\"Dimensions of RGB Image: {image_rgb_resized.shape}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 154
        },
        "id": "MOwZTT-8sSgO",
        "outputId": "5f76e463-4a91-4338-afec-f80024c60ee2"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 5 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import cv2\n",
        "\n",
        "# تحميل ملف CSV\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "# تحسين الصورة (تباين وحدّة) مع التأكد من القناة الواحدة والنوع\n",
        "def enhance_image(image):\n",
        "    # تأكيد التحويل إلى uint8 وقناة واحدة\n",
        "    if len(image.shape) == 3:\n",
        "        image = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n",
        "    image = image.astype('uint8')\n",
        "\n",
        "    image_enhanced = cv2.equalizeHist(image)\n",
        "    gaussian = cv2.GaussianBlur(image_enhanced, (9,9), 10.0)\n",
        "    image_sharp = cv2.addWeighted(image_enhanced, 1.5, gaussian, -0.5, 0)\n",
        "    return image_sharp\n",
        "\n",
        "# عرض الصور مع اظهار مربعات البكسل\n",
        "def display_ck_images(df, num_samples=5):\n",
        "    plt.figure(figsize=(20,5))\n",
        "    for i in range(num_samples):\n",
        "        pixel_values = [int(p) for p in df.iloc[i]['pixels'].split()]\n",
        "        image = np.array(pixel_values).reshape(48, 48).astype('uint8')\n",
        "\n",
        "        # تحسين الصورة\n",
        "        image = enhance_image(image)\n",
        "\n",
        "        label = df.iloc[i]['emotion']\n",
        "\n",
        "        plt.subplot(1, num_samples, i+1)\n",
        "        plt.imshow(image, cmap='gray', interpolation='nearest')  # اظهار البكسل واضح\n",
        "        plt.title(f'Label: {label}', fontsize=12)\n",
        "        plt.axis('off')\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "# استدعاء الدالة\n",
        "display_ck_images(df_ck, num_samples=5)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 154
        },
        "id": "S7XIkgtasSIa",
        "outputId": "738b1fec-6a6f-4912-9fad-3e4ef9f35194"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 5 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import cv2\n",
        "\n",
        "# تحميل البيانات\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "# تحسين الصورة: CLAHE + حدة + تكبير\n",
        "def enhance_image(image):\n",
        "    image = image.astype('uint8')\n",
        "\n",
        "    # تحسين التباين باستخدام CLAHE\n",
        "    clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))\n",
        "    image_clahe = clahe.apply(image)\n",
        "\n",
        "    # تعزيز الحواف: Laplacian filter\n",
        "    laplacian = cv2.Laplacian(image_clahe, cv2.CV_8U)\n",
        "    enhanced = cv2.addWeighted(image_clahe, 1.5, laplacian, -0.5, 0)\n",
        "\n",
        "    # تكبير الصورة حتى تظهر التفاصيل\n",
        "    enhanced_resized = cv2.resize(enhanced, (192,192), interpolation=cv2.INTER_NEAREST)\n",
        "\n",
        "    return enhanced_resized\n",
        "\n",
        "# عرض الصور مع تفاصيل واضحة ومربعات بكسل كبيرة\n",
        "def display_ck_images(df, num_samples=5):\n",
        "    plt.figure(figsize=(20,5))\n",
        "    for i in range(num_samples):\n",
        "        pixel_values = [int(p) for p in df.iloc[i]['pixels'].split()]\n",
        "        image = np.array(pixel_values).reshape(48, 48).astype('uint8')\n",
        "\n",
        "        # تحسين الصورة وتكبيرها\n",
        "        enhanced_image = enhance_image(image)\n",
        "        label = df.iloc[i]['emotion']\n",
        "\n",
        "        plt.subplot(1, num_samples, i+1)\n",
        "        plt.imshow(enhanced_image, cmap='gray', interpolation='nearest')\n",
        "        plt.title(f'Label: {label}', fontsize=12)\n",
        "        plt.axis('off')\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "# عرض الصور المحسنة\n",
        "display_ck_images(df_ck, num_samples=5)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 155
        },
        "id": "oUw4e9mEustx",
        "outputId": "4d381954-4ff0-4a73-fb5b-a46c06ee4c0d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 5 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import cv2\n",
        "\n",
        "# تحميل البيانات\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "def enhance_image(image):\n",
        "    image = image.astype('uint8')\n",
        "\n",
        "    # تحسين التباين باستخدام CLAHE\n",
        "    clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))\n",
        "    image_clahe = clahe.apply(image)\n",
        "\n",
        "    # تحسين الحدة باستخدام unsharp masking\n",
        "    gaussian = cv2.GaussianBlur(image_clahe, (0,0), sigmaX=1.0)\n",
        "    image_sharp = cv2.addWeighted(image_clahe, 1.5, gaussian, -0.5, 0)\n",
        "\n",
        "    return image_sharp\n",
        "\n",
        "def display_ck_images(df, num_samples=5):\n",
        "    plt.figure(figsize=(20,5))\n",
        "    for i in range(num_samples):\n",
        "        pixel_values = [int(p) for p in df.iloc[i]['pixels'].split()]\n",
        "        image = np.array(pixel_values).reshape(48, 48).astype('uint8')\n",
        "\n",
        "        # تحسين الصورة\n",
        "        enhanced_image = enhance_image(image)\n",
        "        label = df.iloc[i]['emotion']\n",
        "\n",
        "        plt.subplot(1, num_samples, i+1)\n",
        "        plt.imshow(enhanced_image, cmap='gray', interpolation='bicubic')  # عرض ناعم وطبيعي\n",
        "        plt.title(f'Label: {label}', fontsize=12)\n",
        "        plt.axis('off')\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "# عرض الصور المحسنة بمظهر ناعم\n",
        "display_ck_images(df_ck, num_samples=5)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 151
        },
        "id": "F_jMfRwxyJeS",
        "outputId": "6ff44056-e734-408d-f2e8-b95973523b34"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2500x500 with 5 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import cv2\n",
        "\n",
        "# تحميل البيانات\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "def enhance_image(image):\n",
        "    image = image.astype('uint8')\n",
        "\n",
        "    # تحسين التباين باستخدام CLAHE\n",
        "    clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))\n",
        "    image_clahe = clahe.apply(image)\n",
        "\n",
        "    # فلتر Bilateral لتنعيم الضوضاء مع الحفاظ على الحواف\n",
        "    bilateral = cv2.bilateralFilter(image_clahe, d=9, sigmaColor=75, sigmaSpace=75)\n",
        "\n",
        "    # حدة مع Unsharp Mask\n",
        "    gaussian = cv2.GaussianBlur(bilateral, (0,0), sigmaX=1.5)\n",
        "    image_sharp = cv2.addWeighted(bilateral, 1.7, gaussian, -0.7, 0)\n",
        "\n",
        "    # تكبير الصورة إلى 256x256 بوضوح عالي\n",
        "    image_resized = cv2.resize(image_sharp, (256,256), interpolation=cv2.INTER_CUBIC)\n",
        "\n",
        "    return image_resized\n",
        "\n",
        "def display_ck_images(df, num_samples=5):\n",
        "    plt.figure(figsize=(25,5))\n",
        "    for i in range(num_samples):\n",
        "        pixel_values = [int(p) for p in df.iloc[i]['pixels'].split()]\n",
        "        image = np.array(pixel_values).reshape(48, 48).astype('uint8')\n",
        "\n",
        "        # تحسين الصورة وتكبيرها\n",
        "        enhanced_image = enhance_image(image)\n",
        "        label = df.iloc[i]['emotion']\n",
        "\n",
        "        plt.subplot(1, num_samples, i+1)\n",
        "        plt.imshow(enhanced_image, cmap='gray')\n",
        "        plt.title(f'Label: {label}', fontsize=14)\n",
        "        plt.axis('off')\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "# عرض الصور المحسنة بجودة فائقة\n",
        "display_ck_images(df_ck, num_samples=5)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "ivI-CsF0sBaj",
        "outputId": "6941270b-2d78-4536-c1f1-ef344d8e8b2f"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import os\n",
        "from PIL import Image\n",
        "import matplotlib.pyplot as plt\n",
        "# تحديد مسار مجلد صور قاعدة بيانات JAFFE\n",
        "\n",
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "    # المرور على أول num_samples صورة\n",
        "\n",
        "def display_jaffe_samples(directory, num_samples=5):\n",
        "    images = [f for f in os.listdir(directory) if f.endswith('.tiff')]\n",
        "    plt.figure(figsize=(15,5))\n",
        "    for i, img_name in enumerate(images[:num_samples]):\n",
        "        img_path = os.path.join(directory, img_name)\n",
        "        img = Image.open(img_path)\n",
        "        plt.subplot(1, num_samples, i+1)\n",
        "        plt.imshow(img, cmap='gray')\n",
        "        plt.title(img_name)\n",
        "        plt.axis('off')\n",
        "    plt.show()\n",
        "# استدعاء الدالة لعرض أول 10 صور من قاعدة بيانات JAFFE\n",
        "\n",
        "display_jaffe_samples(jaffe_path, num_samples=10)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iyymy4twsO8K"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from PIL import Image\n",
        "import torch\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import transforms\n",
        "\n",
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "\n",
        " # إنشاء قاموس لتحويل كل label إلى رقم Index\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "        self.labels = [self.get_label(f) for f in self.image_files]\n",
        "        self.labe\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VKUyYtjTsehp"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from PIL import Image\n",
        "import torch\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import transforms\n",
        "\n",
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "#4. تعريف كلاس JaffeDataset لتحميل الصور والتسميات\n",
        "\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "        self.labels = [self.get_label(f) for f in self.image_files]\n",
        "        self.label_map = {label: idx for idx, label in enumerate(sorted(set(self.labels)))}\n",
        "        self.labels_idx = [self.label_map[label] for label in self.labels]\n",
        "\n",
        "    def get_label(self, filename):\n",
        "        return filename.split('.')[1]  # AN, HA, etc.\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(img_path).convert('RGB')\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        label = self.labels_idx[idx]\n",
        "        return image, label\n",
        "\n",
        "\n",
        "#تطبيق التحويلات على الصور (Preprocessing)\n",
        "\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.Resize((128,128)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "# تحميل البيانات داخل DataLoader\n",
        "\n",
        "jaffe_dataset = JaffeDataset(jaffe_path, transform=transform)\n",
        "jaffe_loader = DataLoader(jaffe_dataset, batch_size=8, shuffle=True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DtDzDAx3smYN"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "class CKPlusDataset(Dataset):\n",
        "    def __init__(self, dataframe, transform=None):\n",
        "        self.df = dataframe\n",
        "        self.transform = transform\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.df)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        pixel_values = [int(p) for p in self.df.iloc[idx]['pixels'].split()]\n",
        "        image = np.array(pixel_values, dtype='uint8').reshape(48, 48)\n",
        "        image = cv2.cvtColor(image, cv2.COLOR_GRAY2RGB)\n",
        "        image = cv2.resize(image, (128,128))\n",
        "        image = Image.fromarray(image)\n",
        "        label = self.df.iloc[idx]['emotion']\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        return image, label\n",
        "\n",
        "ck_dataset = CKPlusDataset(df_ck, transform=transform)\n",
        "ck_loader = DataLoader(ck_dataset, batch_size=8, shuffle=True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FQAJhN-qsov5",
        "outputId": "b785113b-02f1-4209-a74a-2e19b5f2e643"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=None`.\n",
            "  warnings.warn(msg)\n"
          ]
        }
      ],
      "source": [
        "from torchvision import models\n",
        "import torch.nn as nn\n",
        "# تحديد الجهاز المناسب للتدريب (GPU أو CPU):\n",
        "\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "num_classes_jaffe = len(set(jaffe_dataset.labels))\n",
        "num_classes_ck = df_ck['emotion'].nunique()\n",
        "\n",
        "#تحميل MobileNetV2 وتعديل الطبقة النهائية لتتناسب مع عدد الفئات في JAFFE:\n",
        "\n",
        "model = models.mobilenet_v2(pretrained=False)\n",
        "model.classifier[1] = nn.Linear(model.last_channel, num_classes_jaffe)  # سنبدله لاحقًا لـ CK+\n",
        "model = model.to(device)\n",
        "\n",
        "# تعريف دالة الخسارة (Loss Function) والمُحسِّن (Optimizer):\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w7z2heAOsqcB",
        "outputId": "e43b9fc0-c8d8-44a1-ea61-91fe877add18"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "JAFFE Epoch 1: Accuracy=0.0423, Loss=3.5417\n",
            "JAFFE Epoch 2: Accuracy=0.0516, Loss=3.3005\n",
            "JAFFE Epoch 3: Accuracy=0.0986, Loss=2.9897\n",
            "JAFFE Epoch 4: Accuracy=0.1033, Loss=2.9613\n",
            "JAFFE Epoch 5: Accuracy=0.1596, Loss=2.7834\n",
            "JAFFE Epoch 6: Accuracy=0.1737, Loss=2.6625\n",
            "JAFFE Epoch 7: Accuracy=0.1362, Loss=2.6883\n",
            "JAFFE Epoch 8: Accuracy=0.2066, Loss=2.4317\n",
            "JAFFE Epoch 9: Accuracy=0.2582, Loss=2.1691\n",
            "JAFFE Epoch 10: Accuracy=0.2441, Loss=2.1952\n",
            "JAFFE Epoch 11: Accuracy=0.3474, Loss=1.8670\n",
            "JAFFE Epoch 12: Accuracy=0.3756, Loss=1.7576\n",
            "JAFFE Epoch 13: Accuracy=0.4038, Loss=1.5630\n",
            "JAFFE Epoch 14: Accuracy=0.4085, Loss=1.6606\n",
            "JAFFE Epoch 15: Accuracy=0.3991, Loss=1.7367\n",
            "JAFFE Epoch 16: Accuracy=0.4883, Loss=1.4560\n",
            "JAFFE Epoch 17: Accuracy=0.4977, Loss=1.3735\n",
            "JAFFE Epoch 18: Accuracy=0.4178, Loss=1.5723\n",
            "JAFFE Epoch 19: Accuracy=0.4742, Loss=1.4081\n",
            "JAFFE Epoch 20: Accuracy=0.5211, Loss=1.3671\n",
            "JAFFE Epoch 21: Accuracy=0.5540, Loss=1.1800\n",
            "JAFFE Epoch 22: Accuracy=0.5117, Loss=1.2430\n",
            "JAFFE Epoch 23: Accuracy=0.5352, Loss=1.2044\n",
            "JAFFE Epoch 24: Accuracy=0.5540, Loss=1.2814\n",
            "JAFFE Epoch 25: Accuracy=0.4742, Loss=1.4862\n",
            "JAFFE Epoch 26: Accuracy=0.6103, Loss=1.1323\n",
            "JAFFE Epoch 27: Accuracy=0.6573, Loss=0.9348\n",
            "JAFFE Epoch 28: Accuracy=0.6526, Loss=0.9306\n",
            "JAFFE Epoch 29: Accuracy=0.7512, Loss=0.7311\n",
            "JAFFE Epoch 30: Accuracy=0.8028, Loss=0.6713\n",
            "JAFFE Epoch 31: Accuracy=0.8075, Loss=0.5672\n",
            "JAFFE Epoch 32: Accuracy=0.8216, Loss=0.5730\n",
            "JAFFE Epoch 33: Accuracy=0.7840, Loss=0.6516\n",
            "JAFFE Epoch 34: Accuracy=0.7746, Loss=0.7408\n",
            "JAFFE Epoch 35: Accuracy=0.7277, Loss=0.7825\n",
            "JAFFE Epoch 36: Accuracy=0.6995, Loss=1.0116\n",
            "JAFFE Epoch 37: Accuracy=0.7606, Loss=0.6436\n",
            "JAFFE Epoch 38: Accuracy=0.8310, Loss=0.5471\n",
            "JAFFE Epoch 39: Accuracy=0.8028, Loss=0.5352\n",
            "JAFFE Epoch 40: Accuracy=0.8451, Loss=0.4537\n",
            "JAFFE Epoch 41: Accuracy=0.7746, Loss=0.6057\n",
            "JAFFE Epoch 42: Accuracy=0.8451, Loss=0.5341\n",
            "JAFFE Epoch 43: Accuracy=0.7840, Loss=0.5357\n",
            "JAFFE Epoch 44: Accuracy=0.7653, Loss=0.6762\n",
            "JAFFE Epoch 45: Accuracy=0.7887, Loss=0.6162\n"
          ]
        }
      ],
      "source": [
        "# # تفعيل وضع التدريب (يفعل Dropout و BatchNorm)\n",
        "\n",
        "\n",
        "epochs = 45\n",
        "for epoch in range(epochs):\n",
        "    model.train()\n",
        "    running_loss, correct = 0.0, 0\n",
        "    for inputs, labels in jaffe_loader:\n",
        "        inputs, labels = inputs.to(device), labels.to(device)\n",
        "        optimizer.zero_grad()\n",
        "        outputs = model(inputs)\n",
        "        loss = criterion(outputs, labels)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "        correct += torch.sum(preds == labels.data)\n",
        "        running_loss += loss.item() * inputs.size(0)\n",
        "          # حساب دقة وخسارة العنصر\n",
        "    epoch_acc = correct.double() / len(jaffe_dataset)\n",
        "    print(f'JAFFE Epoch {epoch+1}: Accuracy={epoch_acc:.4f}, Loss={running_loss/len(jaffe_dataset):.4f}')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MMm-nsK8ssIR",
        "outputId": "64d541e0-fcaf-40a9-d928-9b66c6450676"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CK+ Epoch 1: Accuracy=0.5359, Loss=1.5531\n",
            "CK+ Epoch 2: Accuracy=0.7478, Loss=0.9251\n",
            "CK+ Epoch 3: Accuracy=0.8065, Loss=0.6830\n",
            "CK+ Epoch 4: Accuracy=0.8696, Loss=0.4556\n",
            "CK+ Epoch 5: Accuracy=0.8902, Loss=0.3790\n",
            "CK+ Epoch 6: Accuracy=0.8837, Loss=0.3664\n",
            "CK+ Epoch 7: Accuracy=0.9163, Loss=0.2877\n",
            "CK+ Epoch 8: Accuracy=0.9315, Loss=0.2264\n",
            "CK+ Epoch 9: Accuracy=0.9283, Loss=0.2460\n",
            "CK+ Epoch 10: Accuracy=0.9467, Loss=0.1898\n",
            "CK+ Epoch 11: Accuracy=0.9641, Loss=0.1290\n",
            "CK+ Epoch 12: Accuracy=0.9511, Loss=0.1648\n",
            "CK+ Epoch 13: Accuracy=0.9402, Loss=0.1957\n",
            "CK+ Epoch 14: Accuracy=0.9674, Loss=0.1423\n",
            "CK+ Epoch 15: Accuracy=0.9804, Loss=0.0904\n",
            "CK+ Epoch 16: Accuracy=0.9804, Loss=0.0793\n",
            "CK+ Epoch 17: Accuracy=0.9772, Loss=0.1083\n",
            "CK+ Epoch 18: Accuracy=0.9554, Loss=0.1424\n",
            "CK+ Epoch 19: Accuracy=0.9467, Loss=0.1595\n",
            "CK+ Epoch 20: Accuracy=0.9641, Loss=0.1381\n",
            "CK+ Epoch 21: Accuracy=0.9837, Loss=0.0732\n",
            "CK+ Epoch 22: Accuracy=0.9750, Loss=0.1029\n",
            "CK+ Epoch 23: Accuracy=0.9685, Loss=0.0932\n",
            "CK+ Epoch 24: Accuracy=0.9783, Loss=0.0856\n",
            "CK+ Epoch 25: Accuracy=0.9522, Loss=0.1484\n",
            "CK+ Epoch 26: Accuracy=0.9543, Loss=0.1696\n",
            "CK+ Epoch 27: Accuracy=0.9641, Loss=0.1083\n",
            "CK+ Epoch 28: Accuracy=0.9815, Loss=0.0749\n",
            "CK+ Epoch 29: Accuracy=0.9761, Loss=0.0740\n",
            "CK+ Epoch 30: Accuracy=0.9804, Loss=0.0600\n",
            "CK+ Epoch 31: Accuracy=0.9859, Loss=0.0585\n",
            "CK+ Epoch 32: Accuracy=0.9859, Loss=0.0427\n",
            "CK+ Epoch 33: Accuracy=0.9870, Loss=0.0466\n",
            "CK+ Epoch 34: Accuracy=0.9859, Loss=0.0543\n",
            "CK+ Epoch 35: Accuracy=0.9576, Loss=0.1511\n",
            "CK+ Epoch 36: Accuracy=0.9913, Loss=0.0349\n",
            "CK+ Epoch 37: Accuracy=0.9891, Loss=0.0514\n",
            "CK+ Epoch 38: Accuracy=0.9880, Loss=0.0566\n",
            "CK+ Epoch 39: Accuracy=0.9891, Loss=0.0503\n",
            "CK+ Epoch 40: Accuracy=0.9696, Loss=0.1001\n",
            "CK+ Epoch 41: Accuracy=0.9837, Loss=0.0575\n",
            "CK+ Epoch 42: Accuracy=0.9652, Loss=0.1162\n",
            "CK+ Epoch 43: Accuracy=0.9707, Loss=0.0990\n",
            "CK+ Epoch 44: Accuracy=0.9793, Loss=0.0793\n",
            "CK+ Epoch 45: Accuracy=0.9870, Loss=0.0439\n",
            "CK+ Epoch 46: Accuracy=0.9837, Loss=0.0531\n",
            "CK+ Epoch 47: Accuracy=0.9826, Loss=0.0720\n",
            "CK+ Epoch 48: Accuracy=0.9728, Loss=0.0827\n",
            "CK+ Epoch 49: Accuracy=0.9804, Loss=0.0614\n",
            "CK+ Epoch 50: Accuracy=0.9924, Loss=0.0336\n",
            "CK+ Epoch 51: Accuracy=0.9848, Loss=0.0389\n",
            "CK+ Epoch 52: Accuracy=0.9630, Loss=0.1230\n",
            "CK+ Epoch 53: Accuracy=0.9902, Loss=0.0435\n",
            "CK+ Epoch 54: Accuracy=0.9957, Loss=0.0235\n",
            "CK+ Epoch 55: Accuracy=0.9978, Loss=0.0091\n",
            "CK+ Epoch 56: Accuracy=0.9902, Loss=0.0334\n",
            "CK+ Epoch 57: Accuracy=0.9848, Loss=0.0519\n",
            "CK+ Epoch 58: Accuracy=0.9837, Loss=0.0539\n",
            "CK+ Epoch 59: Accuracy=0.9576, Loss=0.1454\n",
            "CK+ Epoch 60: Accuracy=0.9783, Loss=0.0726\n",
            "CK+ Epoch 61: Accuracy=0.9728, Loss=0.1024\n",
            "CK+ Epoch 62: Accuracy=0.9859, Loss=0.0484\n",
            "CK+ Epoch 63: Accuracy=0.9946, Loss=0.0271\n",
            "CK+ Epoch 64: Accuracy=0.9978, Loss=0.0102\n",
            "CK+ Epoch 65: Accuracy=0.9989, Loss=0.0064\n",
            "CK+ Epoch 66: Accuracy=1.0000, Loss=0.0041\n",
            "CK+ Epoch 67: Accuracy=0.9978, Loss=0.0093\n",
            "CK+ Epoch 68: Accuracy=0.9880, Loss=0.0438\n",
            "CK+ Epoch 69: Accuracy=0.9967, Loss=0.0128\n",
            "CK+ Epoch 70: Accuracy=0.9891, Loss=0.0364\n",
            "CK+ Epoch 71: Accuracy=0.9870, Loss=0.0408\n",
            "CK+ Epoch 72: Accuracy=0.9739, Loss=0.0947\n",
            "CK+ Epoch 73: Accuracy=0.9576, Loss=0.1298\n",
            "CK+ Epoch 74: Accuracy=0.9761, Loss=0.0846\n",
            "CK+ Epoch 75: Accuracy=0.9891, Loss=0.0377\n",
            "CK+ Epoch 76: Accuracy=0.9978, Loss=0.0120\n",
            "CK+ Epoch 77: Accuracy=1.0000, Loss=0.0032\n",
            "CK+ Epoch 78: Accuracy=1.0000, Loss=0.0028\n",
            "CK+ Epoch 79: Accuracy=0.9989, Loss=0.0042\n",
            "CK+ Epoch 80: Accuracy=0.9946, Loss=0.0207\n",
            "CK+ Epoch 81: Accuracy=0.9880, Loss=0.0316\n",
            "CK+ Epoch 82: Accuracy=0.9793, Loss=0.0831\n",
            "CK+ Epoch 83: Accuracy=0.9826, Loss=0.0543\n",
            "CK+ Epoch 84: Accuracy=0.9859, Loss=0.0554\n",
            "CK+ Epoch 85: Accuracy=0.9870, Loss=0.0592\n",
            "CK+ Epoch 86: Accuracy=0.9804, Loss=0.0580\n",
            "CK+ Epoch 87: Accuracy=0.9935, Loss=0.0259\n",
            "CK+ Epoch 88: Accuracy=0.9848, Loss=0.0418\n",
            "CK+ Epoch 89: Accuracy=0.9804, Loss=0.0727\n",
            "CK+ Epoch 90: Accuracy=0.9772, Loss=0.0756\n",
            "CK+ Epoch 91: Accuracy=0.9902, Loss=0.0276\n",
            "CK+ Epoch 92: Accuracy=0.9978, Loss=0.0135\n",
            "CK+ Epoch 93: Accuracy=0.9880, Loss=0.0280\n",
            "CK+ Epoch 94: Accuracy=0.9913, Loss=0.0473\n",
            "CK+ Epoch 95: Accuracy=0.9978, Loss=0.0119\n",
            "CK+ Epoch 96: Accuracy=1.0000, Loss=0.0040\n",
            "CK+ Epoch 97: Accuracy=1.0000, Loss=0.0018\n",
            "CK+ Epoch 98: Accuracy=1.0000, Loss=0.0012\n",
            "CK+ Epoch 99: Accuracy=1.0000, Loss=0.0010\n",
            "CK+ Epoch 100: Accuracy=1.0000, Loss=0.0012\n",
            "CK+ Epoch 101: Accuracy=1.0000, Loss=0.0010\n",
            "CK+ Epoch 102: Accuracy=0.9967, Loss=0.0155\n",
            "CK+ Epoch 103: Accuracy=0.9630, Loss=0.1111\n",
            "CK+ Epoch 104: Accuracy=0.9685, Loss=0.0975\n",
            "CK+ Epoch 105: Accuracy=0.9826, Loss=0.0595\n",
            "CK+ Epoch 106: Accuracy=0.9826, Loss=0.0728\n",
            "CK+ Epoch 107: Accuracy=0.9957, Loss=0.0221\n",
            "CK+ Epoch 108: Accuracy=0.9902, Loss=0.0365\n",
            "CK+ Epoch 109: Accuracy=0.9924, Loss=0.0348\n",
            "CK+ Epoch 110: Accuracy=0.9848, Loss=0.0418\n",
            "CK+ Epoch 111: Accuracy=0.9870, Loss=0.0418\n",
            "CK+ Epoch 112: Accuracy=0.9957, Loss=0.0214\n",
            "CK+ Epoch 113: Accuracy=0.9989, Loss=0.0115\n",
            "CK+ Epoch 114: Accuracy=1.0000, Loss=0.0020\n",
            "CK+ Epoch 115: Accuracy=1.0000, Loss=0.0016\n",
            "CK+ Epoch 116: Accuracy=1.0000, Loss=0.0018\n",
            "CK+ Epoch 117: Accuracy=1.0000, Loss=0.0012\n",
            "CK+ Epoch 118: Accuracy=1.0000, Loss=0.0017\n",
            "CK+ Epoch 119: Accuracy=1.0000, Loss=0.0008\n",
            "CK+ Epoch 120: Accuracy=1.0000, Loss=0.0007\n",
            "CK+ Epoch 121: Accuracy=1.0000, Loss=0.0007\n",
            "CK+ Epoch 122: Accuracy=1.0000, Loss=0.0005\n",
            "CK+ Epoch 123: Accuracy=1.0000, Loss=0.0005\n",
            "CK+ Epoch 124: Accuracy=1.0000, Loss=0.0006\n",
            "CK+ Epoch 125: Accuracy=1.0000, Loss=0.0009\n",
            "CK+ Epoch 126: Accuracy=1.0000, Loss=0.0005\n",
            "CK+ Epoch 127: Accuracy=1.0000, Loss=0.0004\n",
            "CK+ Epoch 128: Accuracy=1.0000, Loss=0.0004\n",
            "CK+ Epoch 129: Accuracy=0.9217, Loss=0.2579\n",
            "CK+ Epoch 130: Accuracy=0.9717, Loss=0.1166\n",
            "CK+ Epoch 131: Accuracy=0.9913, Loss=0.0319\n",
            "CK+ Epoch 132: Accuracy=0.9946, Loss=0.0221\n",
            "CK+ Epoch 133: Accuracy=0.9935, Loss=0.0236\n",
            "CK+ Epoch 134: Accuracy=0.9935, Loss=0.0293\n",
            "CK+ Epoch 135: Accuracy=1.0000, Loss=0.0039\n",
            "CK+ Epoch 136: Accuracy=0.9967, Loss=0.0089\n",
            "CK+ Epoch 137: Accuracy=0.9891, Loss=0.0358\n",
            "CK+ Epoch 138: Accuracy=0.9946, Loss=0.0256\n",
            "CK+ Epoch 139: Accuracy=0.9924, Loss=0.0317\n",
            "CK+ Epoch 140: Accuracy=0.9946, Loss=0.0185\n",
            "CK+ Epoch 141: Accuracy=0.9913, Loss=0.0435\n",
            "CK+ Epoch 142: Accuracy=0.9989, Loss=0.0073\n",
            "CK+ Epoch 143: Accuracy=0.9989, Loss=0.0044\n",
            "CK+ Epoch 144: Accuracy=1.0000, Loss=0.0019\n",
            "CK+ Epoch 145: Accuracy=0.9946, Loss=0.0220\n",
            "CK+ Epoch 146: Accuracy=0.9913, Loss=0.0361\n",
            "CK+ Epoch 147: Accuracy=0.9739, Loss=0.0860\n",
            "CK+ Epoch 148: Accuracy=0.9967, Loss=0.0140\n",
            "CK+ Epoch 149: Accuracy=0.9967, Loss=0.0143\n",
            "CK+ Epoch 150: Accuracy=1.0000, Loss=0.0025\n",
            "CK+ Epoch 151: Accuracy=1.0000, Loss=0.0012\n",
            "CK+ Epoch 152: Accuracy=1.0000, Loss=0.0016\n",
            "CK+ Epoch 153: Accuracy=0.9978, Loss=0.0055\n",
            "CK+ Epoch 154: Accuracy=0.9837, Loss=0.0577\n",
            "CK+ Epoch 155: Accuracy=0.9815, Loss=0.0575\n",
            "CK+ Epoch 156: Accuracy=0.9902, Loss=0.0396\n",
            "CK+ Epoch 157: Accuracy=0.9967, Loss=0.0120\n",
            "CK+ Epoch 158: Accuracy=0.9935, Loss=0.0222\n",
            "CK+ Epoch 159: Accuracy=0.9967, Loss=0.0131\n",
            "CK+ Epoch 160: Accuracy=0.9870, Loss=0.0394\n",
            "CK+ Epoch 161: Accuracy=0.9989, Loss=0.0079\n",
            "CK+ Epoch 162: Accuracy=1.0000, Loss=0.0018\n",
            "CK+ Epoch 163: Accuracy=1.0000, Loss=0.0019\n",
            "CK+ Epoch 164: Accuracy=1.0000, Loss=0.0013\n",
            "CK+ Epoch 165: Accuracy=1.0000, Loss=0.0009\n",
            "CK+ Epoch 166: Accuracy=1.0000, Loss=0.0006\n",
            "CK+ Epoch 167: Accuracy=1.0000, Loss=0.0008\n",
            "CK+ Epoch 168: Accuracy=1.0000, Loss=0.0006\n",
            "CK+ Epoch 169: Accuracy=1.0000, Loss=0.0005\n",
            "CK+ Epoch 170: Accuracy=1.0000, Loss=0.0005\n",
            "CK+ Epoch 171: Accuracy=1.0000, Loss=0.0004\n",
            "CK+ Epoch 172: Accuracy=1.0000, Loss=0.0005\n",
            "CK+ Epoch 173: Accuracy=1.0000, Loss=0.0008\n",
            "CK+ Epoch 174: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 175: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 176: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 177: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 178: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 179: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 180: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 181: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 182: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 183: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 184: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 185: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 186: Accuracy=1.0000, Loss=0.0003\n",
            "CK+ Epoch 187: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 188: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 189: Accuracy=1.0000, Loss=0.0002\n",
            "CK+ Epoch 190: Accuracy=1.0000, Loss=0.0001\n"
          ]
        }
      ],
      "source": [
        "model.classifier[1] = nn.Linear(model.last_channel, num_classes_ck)\n",
        "model = model.to(device)\n",
        "\n",
        "for epoch in range(190):\n",
        "    model.train()\n",
        "    running_loss, correct = 0.0, 0\n",
        "    for inputs, labels in ck_loader:\n",
        "        inputs, labels = inputs.to(device), labels.to(device)\n",
        "        optimizer.zero_grad()\n",
        "        outputs = model(inputs)\n",
        "        loss = criterion(outputs, labels)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "        correct += torch.sum(preds == labels.data)\n",
        "        running_loss += loss.item() * inputs.size(0)\n",
        "\n",
        "    epoch_acc = correct.double() / len(ck_dataset)\n",
        "    print(f'CK+ Epoch {epoch+1}: Accuracy={epoch_acc:.4f}, Loss={running_loss/len(ck_dataset):.4f}')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ITLauedIEYJk",
        "outputId": "a635aae5-8586-4032-e863-8c1cd44cff5a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "import cv2\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from PIL import Image\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eAzhl4XlCzSg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 336
        },
        "outputId": "68f260c8-7b0a-4ec0-b9c8-49edbd3942d4"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x750 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# مسار الصورة من Google Drive (عدّل حسب مجلدك)\n",
        "image_path = '/content/drive/MyDrive/Datasets/jaffe/NM.NE3.94.tiff'\n",
        "\n",
        "# تحميل الصورة\n",
        "image = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)  # الصور في jaffe غالباً رمادية\n",
        "\n",
        "# التحقق من التحميل\n",
        "if isinstance(image, np.ndarray):\n",
        "    # تغيير الحجم\n",
        "    resized_image = cv2.resize(image, (128, 128), interpolation=cv2.INTER_CUBIC)\n",
        "\n",
        "    # عرض الصورة الأصلية والمعدّلة\n",
        "    plt.figure(figsize=(10,5), dpi=150)\n",
        "\n",
        "    plt.subplot(1, 2, 1)\n",
        "    plt.imshow(image, cmap='gray')\n",
        "    plt.title(\"Original\")\n",
        "    plt.axis('off')\n",
        "\n",
        "    plt.subplot(1, 2, 2)\n",
        "    plt.imshow(resized_image, cmap='gray')\n",
        "    plt.title(\"Resized\")\n",
        "    plt.axis('off')\n",
        "\n",
        "    plt.show()\n",
        "else:\n",
        "    print(\"❌ لم يتم تحميل الصورة. تأكد من المسار.\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "owtgP6Go6MAR"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 662
        },
        "id": "9YchBk25tGJp",
        "outputId": "7c443bf9-876d-4132-bc1f-bd4131bb9576"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x2000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(figsize=(10,10), dpi=200)  # dpi = dots per inch\n",
        "plt.imshow(image)\n",
        "plt.axis('off')\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3f2jcAFItJ9k"
      },
      "outputs": [],
      "source": [
        "gray_image = cv2.imread('/content/drive/MyDrive/Datasets/jaffe/KA.AN1.39.tiff', cv2.IMREAD_GRAYSCALE)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YzeZ-gN-uOLi"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import cv2\n",
        "from PIL import Image\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import transforms\n",
        "import os\n",
        "\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "\n",
        "#يتم إنشاء كائن من كلاس CKPlusDataset لربط البيانات مع التحويل المطلوب.\n",
        "class CKPlusDataset(Dataset):\n",
        "    def __init__(self, dataframe, transform=None):\n",
        "        self.df = dataframe\n",
        "        self.transform = transform\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.df)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        pixel_values = [int(p) for p in self.df.iloc[idx]['pixels'].split()]\n",
        "        image = np.array(pixel_values, dtype='uint8').reshape(48, 48)\n",
        "        image = cv2.cvtColor(image, cv2.COLOR_GRAY2RGB)\n",
        "        image = cv2.resize(image, (128,128))\n",
        "        image = Image.fromarray(image)\n",
        "        label = self.df.iloc[idx]['emotion']\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        return image, label\n",
        "\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "\n",
        "ck_dataset = CKPlusDataset(df_ck, transform=transform)\n",
        "ck_loader = DataLoader(ck_dataset, batch_size=8, shuffle=True)\n",
        "#عدد الأصناف (المشاعر) في قاعدة البيانات\n",
        "num_classes_ck = df_ck['emotion'].nunique()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xcfEpUdJulyL"
      },
      "outputs": [],
      "source": [
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "        self.labels = [self.get_label(f) for f in self.image_files]\n",
        "        self.label_map = {label: idx for idx, label in enumerate(sorted(set(self.labels)))}\n",
        "        self.labels_idx = [self.label_map[label] for label in self.labels]\n",
        "\n",
        "    def get_label(self, filename):\n",
        "        return filename.split('.')[1]  # AN, HA, etc.\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(img_path).convert('RGB')\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        label = self.labels_idx[idx]\n",
        "        return image, label\n",
        "\n",
        "jaffe_dataset = JaffeDataset(jaffe_path, transform=transform)\n",
        "jaffe_loader = DataLoader(jaffe_dataset, batch_size=8, shuffle=True)\n",
        "num_classes_jaffe = len(set(jaffe_dataset.labels))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-Uvf8OUQunnG"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "\n",
        "class SimpleCNN(nn.Module):\n",
        "    def __init__(self, num_classes):\n",
        "        super(SimpleCNN, self).__init__()\n",
        "        self.model = nn.Sequential(\n",
        "            nn.Conv2d(3, 32, kernel_size=3, stride=1, padding=1),\n",
        "            nn.ReLU(),\n",
        "            nn.MaxPool2d(2),\n",
        "\n",
        "            nn.Conv2d(32, 64, kernel_size=3, stride=1, padding=1),\n",
        "            nn.ReLU(),\n",
        "            nn.MaxPool2d(2),\n",
        "\n",
        "            nn.Conv2d(64, 128, kernel_size=3, stride=1, padding=1),\n",
        "            nn.ReLU(),\n",
        "            nn.MaxPool2d(2),\n",
        "\n",
        "            nn.Flatten(),\n",
        "            nn.Linear(128 * 16 * 16, 128),\n",
        "            nn.ReLU(),\n",
        "            nn.Dropout(0.5),\n",
        "            nn.Linear(128, num_classes)\n",
        "        )\n",
        "\n",
        "    def forward(self, x):\n",
        "        return self.model(x)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1emszz0aupPk"
      },
      "outputs": [],
      "source": [
        "from torchvision import models\n",
        "\n",
        "def get_mobilenetv2(num_classes):\n",
        "    model = models.mobilenet_v2(pretrained=False)\n",
        "    model.classifier[1] = nn.Linear(model.last_channel, num_classes)\n",
        "    return model\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z8LdAfaCurdy",
        "outputId": "1c34672c-0c9f-43d0-d72d-7b52f371540e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/45: Loss=3.5622, Accuracy=0.0188\n",
            "Epoch 2/45: Loss=3.3827, Accuracy=0.0329\n",
            "Epoch 3/45: Loss=3.2723, Accuracy=0.0798\n",
            "Epoch 4/45: Loss=3.2139, Accuracy=0.0563\n",
            "Epoch 5/45: Loss=3.0694, Accuracy=0.0657\n",
            "Epoch 6/45: Loss=2.8080, Accuracy=0.1174\n",
            "Epoch 7/45: Loss=2.7637, Accuracy=0.1127\n",
            "Epoch 8/45: Loss=2.6086, Accuracy=0.1127\n",
            "Epoch 9/45: Loss=2.4761, Accuracy=0.2066\n",
            "Epoch 10/45: Loss=2.3182, Accuracy=0.1643\n",
            "Epoch 11/45: Loss=2.0756, Accuracy=0.2582\n",
            "Epoch 12/45: Loss=1.9031, Accuracy=0.3286\n",
            "Epoch 13/45: Loss=2.2427, Accuracy=0.2254\n",
            "Epoch 14/45: Loss=1.9603, Accuracy=0.2770\n",
            "Epoch 15/45: Loss=1.8481, Accuracy=0.3099\n",
            "Epoch 16/45: Loss=1.6083, Accuracy=0.4178\n",
            "Epoch 17/45: Loss=1.5744, Accuracy=0.4507\n",
            "Epoch 18/45: Loss=1.6038, Accuracy=0.3521\n",
            "Epoch 19/45: Loss=1.5139, Accuracy=0.3709\n",
            "Epoch 20/45: Loss=1.4631, Accuracy=0.4507\n",
            "Epoch 21/45: Loss=1.4383, Accuracy=0.4507\n",
            "Epoch 22/45: Loss=1.3299, Accuracy=0.4930\n",
            "Epoch 23/45: Loss=1.3188, Accuracy=0.5305\n",
            "Epoch 24/45: Loss=1.1270, Accuracy=0.5587\n",
            "Epoch 25/45: Loss=1.1413, Accuracy=0.5915\n",
            "Epoch 26/45: Loss=1.1572, Accuracy=0.5915\n",
            "Epoch 27/45: Loss=1.1535, Accuracy=0.5493\n",
            "Epoch 28/45: Loss=0.9995, Accuracy=0.6291\n",
            "Epoch 29/45: Loss=1.1437, Accuracy=0.6150\n",
            "Epoch 30/45: Loss=1.0887, Accuracy=0.5822\n",
            "Epoch 31/45: Loss=0.9217, Accuracy=0.6667\n",
            "Epoch 32/45: Loss=0.9046, Accuracy=0.6854\n",
            "Epoch 33/45: Loss=0.7393, Accuracy=0.7606\n",
            "Epoch 34/45: Loss=0.5281, Accuracy=0.7840\n",
            "Epoch 35/45: Loss=0.6364, Accuracy=0.7840\n",
            "Epoch 36/45: Loss=0.6972, Accuracy=0.7559\n",
            "Epoch 37/45: Loss=0.7486, Accuracy=0.7324\n",
            "Epoch 38/45: Loss=1.0619, Accuracy=0.6291\n",
            "Epoch 39/45: Loss=0.8483, Accuracy=0.6995\n",
            "Epoch 40/45: Loss=0.7011, Accuracy=0.7700\n",
            "Epoch 41/45: Loss=0.5599, Accuracy=0.8169\n",
            "Epoch 42/45: Loss=0.5617, Accuracy=0.7887\n",
            "Epoch 43/45: Loss=0.6037, Accuracy=0.7653\n",
            "Epoch 44/45: Loss=0.5118, Accuracy=0.8310\n",
            "Epoch 45/45: Loss=0.4166, Accuracy=0.8592\n"
          ]
        }
      ],
      "source": [
        "# استيراد المكتبات اللازمة\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "from torchvision import models\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# تحديد الجهاز (GPU إن وُجد)\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "# تحميل نموذج MobileNetV2 وتعديله لعدد الأصناف (مثلاً 7 مشاعر في JAFFE)\n",
        "def get_mobilenetv2(num_classes):\n",
        "    model = models.mobilenet_v2(weights=None)  # بدون أوزان مُسبقة\n",
        "    model.classifier[1] = nn.Linear(model.last_channel, num_classes)  # تعديل الطبقة الأخيرة\n",
        "    return model\n",
        "\n",
        "# إعداد النموذج والوظائف المساعدة\n",
        "model = get_mobilenetv2(num_classes_jaffe)\n",
        "model = model.to(device)\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "\n",
        "# عدد الدورات التدريبية\n",
        "epochs = 45\n",
        "train_losses, train_accs = [], []\n",
        "\n",
        "# التدريب\n",
        "for epoch in range(epochs):\n",
        "    model.train()  # وضع النموذج في طور التدريب\n",
        "    running_loss = 0.0\n",
        "    correct = 0\n",
        "    total = 0\n",
        "\n",
        "    # حلقة على دفعات البيانات\n",
        "    for inputs, labels in jaffe_loader:\n",
        "        inputs, labels = inputs.to(device), labels.to(device)\n",
        "\n",
        "        optimizer.zero_grad()\n",
        "        outputs = model(inputs)\n",
        "        loss = criterion(outputs, labels)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        running_loss += loss.item()\n",
        "\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "        correct += (preds == labels).sum().item()\n",
        "        total += labels.size(0)\n",
        "\n",
        "    # حساب متوسط الخسارة والدقة لكل epoch\n",
        "    epoch_loss = running_loss / len(jaffe_loader)\n",
        "    epoch_acc = correct / total\n",
        "\n",
        "    # ✅ تسجيل القيم في القوائم\n",
        "    train_losses.append(epoch_loss)\n",
        "    train_accs.append(epoch_acc)\n",
        "\n",
        "    print(f\"Epoch {epoch+1}/{epochs}: Loss={epoch_loss:.4f}, Accuracy={epoch_acc:.4f}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "b7Ib_L7OgXJ3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 622
        },
        "outputId": "40c38fa6-1585-4c2f-8e76-ddd21772dea8"
      },
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "name 'val_accs' is not defined",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/tmp/ipython-input-1069374777.py\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m8\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_accs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Training Accuracy\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval_accs\u001b[0m\u001b[0;34m,\u001b[0m   \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Validation Accuracy\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"JAFFE – Training vs Validation Accuracy\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Epoch\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Accuracy\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'val_accs' is not defined"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(train_accs, label=\"Training Accuracy\")\n",
        "plt.plot(val_accs,   label=\"Validation Accuracy\")\n",
        "plt.title(\"JAFFE – Training vs Validation Accuracy\")\n",
        "plt.xlabel(\"Epoch\"); plt.ylabel(\"Accuracy\")\n",
        "plt.legend(); plt.grid(True); plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "54TiW-hKgW7A"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RdfOTGYSgWvx"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YNyjVZfRgWkN"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BwMXojYEgWZX"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BPdtQ79ZgWJI"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cp_sqQ3wgVSO"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "id": "-421Ipuausrt",
        "outputId": "913e10ee-89c0-4bec-eeae-c108ccdd3b13"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(12,5))\n",
        "\n",
        "plt.subplot(1,2,1)\n",
        "plt.plot(train_losses, label='Loss')\n",
        "plt.title('Training Loss')\n",
        "plt.xlabel('Epoch')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "\n",
        "plt.subplot(1,2,2)\n",
        "plt.plot(train_accs, label='Accuracy')\n",
        "plt.title('Training Accuracy')\n",
        "plt.xlabel('Epoch')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qitHA94wk7gt",
        "outputId": "aa87d468-df9a-4fa3-b1ce-27ece29f51e0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "عدد العينات: 734\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import torch\n",
        "from torch.utils.data import Dataset\n",
        "from PIL import Image\n",
        "from torchvision import transforms\n",
        "\n",
        "class CKPlusFromCSV(Dataset):\n",
        "    def __init__(self, csv_file, usage=\"Training\", transform=None):\n",
        "        self.data = pd.read_csv(csv_file)\n",
        "        self.data = self.data[self.data[\"Usage\"] == usage].reset_index(drop=True)\n",
        "        self.transform = transform\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.data)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        pixels = np.array(self.data.loc[idx, \"pixels\"].split(), dtype=np.uint8)\n",
        "        img = pixels.reshape(48, 48)  # حجم صور CK+ غالبًا 48x48\n",
        "        img = Image.fromarray(img)\n",
        "\n",
        "        label = int(self.data.loc[idx, \"emotion\"])\n",
        "        if self.transform:\n",
        "            img = self.transform(img)\n",
        "        return img, label\n",
        "\n",
        "# ===== التحويلات =====\n",
        "transform_ck = transforms.Compose([\n",
        "    transforms.Grayscale(num_output_channels=3),  # تحويل لثلاث قنوات\n",
        "    transforms.Resize((224, 224)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "\n",
        "# ===== تحميل الداتاسيت =====\n",
        "csv_path = \"/content/drive/MyDrive/Datasets/CK+/ckextended.csv\"\n",
        "full_dataset_ck = CKPlusFromCSV(csv_file=csv_path, usage=\"Training\", transform=transform_ck)\n",
        "\n",
        "print(f\"عدد العينات: {len(full_dataset_ck)}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0tTsoFXyd8Yh",
        "outputId": "b23b7bc5-4936-4097-c3cb-fa8004fa1233"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n",
            "100%|██████████| 44.7M/44.7M [00:00<00:00, 132MB/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20 | Train Acc 0.6506 | Val Acc 0.6545\n",
            "Epoch 2/20 | Train Acc 0.9295 | Val Acc 0.8727\n",
            "Epoch 3/20 | Train Acc 0.9696 | Val Acc 0.9000\n",
            "Epoch 4/20 | Train Acc 0.9840 | Val Acc 0.8727\n",
            "Epoch 5/20 | Train Acc 0.9792 | Val Acc 0.8364\n",
            "Epoch 6/20 | Train Acc 0.9776 | Val Acc 0.8455\n",
            "Epoch 7/20 | Train Acc 0.9872 | Val Acc 0.9364\n",
            "Epoch 8/20 | Train Acc 0.9904 | Val Acc 0.9000\n",
            "Epoch 9/20 | Train Acc 0.9888 | Val Acc 0.8727\n",
            "Epoch 10/20 | Train Acc 0.9920 | Val Acc 0.9273\n",
            "Epoch 11/20 | Train Acc 0.9920 | Val Acc 0.9091\n",
            "Epoch 12/20 | Train Acc 0.9968 | Val Acc 0.8818\n",
            "Epoch 13/20 | Train Acc 1.0000 | Val Acc 0.9364\n",
            "Epoch 14/20 | Train Acc 1.0000 | Val Acc 0.9545\n",
            "Epoch 15/20 | Train Acc 1.0000 | Val Acc 0.9455\n",
            "Epoch 16/20 | Train Acc 1.0000 | Val Acc 0.9455\n",
            "Epoch 17/20 | Train Acc 1.0000 | Val Acc 0.9455\n",
            "Epoch 18/20 | Train Acc 1.0000 | Val Acc 0.9455\n",
            "Epoch 19/20 | Train Acc 1.0000 | Val Acc 0.9455\n",
            "Epoch 20/20 | Train Acc 1.0000 | Val Acc 0.9455\n"
          ]
        }
      ],
      "source": [
        "from torch.utils.data import random_split, DataLoader\n",
        "import torch, torch.nn as nn, torch.optim as optim\n",
        "from torchvision.models import resnet18, ResNet18_Weights\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "# 1) دالة تقسيم الداتا إلى Train/Val ثم إرجاع الـ DataLoaders\n",
        "def make_loaders(dataset, batch_size=64, val_ratio=0.15, seed=42):\n",
        "    val_len   = int(len(dataset) * val_ratio)\n",
        "    train_len = len(dataset) - val_len\n",
        "    train_ds, val_ds = random_split(\n",
        "        dataset, [train_len, val_len],\n",
        "        generator=torch.Generator().manual_seed(seed)\n",
        "    )\n",
        "    train_loader = DataLoader(train_ds, batch_size=batch_size, shuffle=True,  num_workers=2, pin_memory=True)\n",
        "    val_loader   = DataLoader(val_ds,   batch_size=batch_size, shuffle=False, num_workers=2, pin_memory=True)\n",
        "    return train_ds, val_ds, train_loader, val_loader\n",
        "\n",
        "# 2) إنشاء اللودرز لـ CK+\n",
        "train_ds_ck, val_ds_ck, train_loader_ck, val_loader_ck = make_loaders(full_dataset_ck, batch_size=64, val_ratio=0.15)\n",
        "\n",
        "# 3) عدد الأصناف\n",
        "if hasattr(full_dataset_ck, \"classes\"):\n",
        "    num_classes_ck = len(full_dataset_ck.classes)\n",
        "elif hasattr(full_dataset_ck, \"data\"):\n",
        "    num_classes_ck = int(full_dataset_ck.data[\"emotion\"].nunique())\n",
        "else:\n",
        "    # احتياط: استخرج الليبلات من خلال المرور مرة واحدة\n",
        "    labels = [full_dataset_ck[i][1] for i in range(len(full_dataset_ck))]\n",
        "    num_classes_ck = len(set(labels))\n",
        "\n",
        "# 4) الموديل + الأوبتاماير والـ Loss\n",
        "model_ck = resnet18(weights=ResNet18_Weights.DEFAULT)\n",
        "model_ck.fc = nn.Linear(model_ck.fc.in_features, num_classes_ck)\n",
        "model_ck = model_ck.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer_ck = optim.Adam(model_ck.parameters(), lr=1e-3)\n",
        "\n",
        "# 5) التدريب مع حفظ التاريخ\n",
        "epochs = 20\n",
        "train_acc_history_ck, val_acc_history_ck = [], []\n",
        "\n",
        "for epoch in range(1, epochs+1):\n",
        "    # --- TRAIN ---\n",
        "    model_ck.train()\n",
        "    tr_corr = tr_cnt = 0\n",
        "    for x, y in train_loader_ck:\n",
        "        x, y = x.to(device), y.to(device)\n",
        "        optimizer_ck.zero_grad()\n",
        "        out = model_ck(x)\n",
        "        loss = criterion(out, y)\n",
        "        loss.backward()\n",
        "        optimizer_ck.step()\n",
        "\n",
        "        tr_corr += (out.argmax(1) == y).sum().item()\n",
        "        tr_cnt  += x.size(0)\n",
        "\n",
        "    train_acc = tr_corr / tr_cnt\n",
        "    train_acc_history_ck.append(train_acc)\n",
        "\n",
        "    # --- VAL ---\n",
        "    model_ck.eval()\n",
        "    va_corr = va_cnt = 0\n",
        "    with torch.no_grad():\n",
        "        for x, y in val_loader_ck:\n",
        "            x, y = x.to(device), y.to(device)\n",
        "            out = model_ck(x)\n",
        "            va_corr += (out.argmax(1) == y).sum().item()\n",
        "            va_cnt  += x.size(0)\n",
        "\n",
        "    val_acc = va_corr / va_cnt\n",
        "    val_acc_history_ck.append(val_acc)\n",
        "\n",
        "    print(f\"Epoch {epoch}/{epochs} | Train Acc {train_acc:.4f} | Val Acc {val_acc:.4f}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 450
        },
        "id": "ncRVtTVdv_tR",
        "outputId": "aa25992d-69ae-4c66-8226-02bac1bfdb46"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(train_acc_history_ck, label='Training Accuracy')\n",
        "plt.plot(val_acc_history_ck, label='Validation Accuracy')\n",
        "plt.xlabel('Epoch'); plt.ylabel('Accuracy'); plt.title('CK+ Accuracy')\n",
        "plt.legend(); plt.grid(True); plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9x2wS4_xd76s"
      },
      "outputs": [],
      "source": [
        "import torch, os\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "torch.backends.cudnn.benchmark = True\n",
        "if hasattr(torch, \"set_float32_matmul_precision\"):\n",
        "    torch.set_float32_matmul_precision('high')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ZMcSwtV8uOgB"
      },
      "outputs": [],
      "source": [
        "import pandas as pd, numpy as np, torch\n",
        "from torch.utils.data import Dataset\n",
        "from PIL import Image\n",
        "\n",
        "class CKPlusFast(Dataset):\n",
        "    def __init__(self, csv_file, usage=\"Training\", transform=None, cache_pt_path=None):\n",
        "        self.transform = transform\n",
        "        df = pd.read_csv(csv_file)\n",
        "        if \"Usage\" in df.columns:\n",
        "            df = df[df[\"Usage\"] == usage].reset_index(drop=True)\n",
        "\n",
        "        # كاش إلى .pt لتسريع التشغيل اللاحق\n",
        "        if cache_pt_path and os.path.isfile(cache_pt_path):\n",
        "            data = torch.load(cache_pt_path)\n",
        "            self.images = data[\"images\"]    # uint8 [N,48,48]\n",
        "            self.labels = data[\"labels\"]    # long  [N]\n",
        "        else:\n",
        "            # فك الـ pixels مرة واحدة (بدل كل __getitem__)\n",
        "            px = df[\"pixels\"].apply(lambda s: np.fromstring(s, sep=' ', dtype=np.uint8))\n",
        "            self.images = np.stack([p.reshape(48,48) for p in px], axis=0)  # [N,48,48]\n",
        "            self.labels = df[\"emotion\"].astype(np.int64).to_numpy()\n",
        "            self.images = torch.from_numpy(self.images)   # uint8\n",
        "            self.labels = torch.from_numpy(self.labels)   # long\n",
        "            if cache_pt_path:\n",
        "                torch.save({\"images\": self.images, \"labels\": self.labels}, cache_pt_path)\n",
        "\n",
        "    def __len__(self): return len(self.labels)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img = Image.fromarray(self.images[idx].numpy(), mode='L')  # PIL(L)\n",
        "        if self.transform: img = self.transform(img)               # -> 3x224x224\n",
        "        return img, self.labels[idx].item()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pjV8_cw2uU3h"
      },
      "outputs": [],
      "source": [
        "from torch.utils.data import DataLoader, random_split\n",
        "from torchvision import datasets, transforms\n",
        "from torchvision.models import resnet18, ResNet18_Weights\n",
        "import torch.nn as nn, torch.optim as optim\n",
        "import matplotlib.pyplot as plt, random\n",
        "\n",
        "IMAGENET_MEAN = (0.485, 0.456, 0.406)\n",
        "IMAGENET_STD  = (0.229, 0.224, 0.225)\n",
        "COMMON_TF = transforms.Compose([\n",
        "    transforms.Grayscale(3),\n",
        "    transforms.Resize((224,224)),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize(IMAGENET_MEAN, IMAGENET_STD),\n",
        "])\n",
        "\n",
        "def cap_per_class_indices(targets, per_class=500):\n",
        "    from collections import defaultdict\n",
        "    d=defaultdict(list)\n",
        "    for i,y in enumerate(targets): d[y].append(i)\n",
        "    sel=[]\n",
        "    for y,ix in d.items():\n",
        "        k = min(per_class, len(ix))\n",
        "        sel.extend(random.sample(ix, k))\n",
        "    random.shuffle(sel)\n",
        "    return sel\n",
        "\n",
        "def make_loaders(dataset, batch_size=64, val_ratio=0.15, seed=42):\n",
        "    v = int(len(dataset)*val_ratio); t = len(dataset)-v\n",
        "    tr, va = random_split(dataset, [t, v], generator=torch.Generator().manual_seed(seed))\n",
        "    loader_kwargs = dict(num_workers=2, pin_memory=True, persistent_workers=True)\n",
        "    return tr, va, DataLoader(tr,batch_size,True, **loader_kwargs), DataLoader(va,batch_size,False, **loader_kwargs)\n",
        "\n",
        "def build_model(num_classes, freeze_backbone=True):\n",
        "    m = resnet18(weights=ResNet18_Weights.DEFAULT).to(device)\n",
        "    if freeze_backbone:\n",
        "        for p in m.layer1.parameters(): p.requires_grad = False\n",
        "        for p in m.layer2.parameters(): p.requires_grad = False\n",
        "        for p in m.layer3.parameters(): p.requires_grad = False\n",
        "    m.fc = nn.Linear(m.fc.in_features, num_classes).to(device)\n",
        "    if hasattr(torch, \"compile\"):\n",
        "        try: m = torch.compile(m)\n",
        "        except: pass\n",
        "    return m\n",
        "\n",
        "def train_fast(model, train_loader, val_loader, epochs=12, lr=1e-3, patience=3):\n",
        "    crit = nn.CrossEntropyLoss()\n",
        "    opt  = optim.AdamW([p for p in model.parameters() if p.requires_grad], lr=lr)\n",
        "    scaler = torch.cuda.amp.GradScaler(enabled=(device.type=='cuda'))\n",
        "    best_val, bad = float('inf'), 0\n",
        "    train_hist, val_hist = [], []\n",
        "\n",
        "    for ep in range(1, epochs+1):\n",
        "        # ---- Train (AMP) ----\n",
        "        model.train(); tr_corr=tr_cnt=0; tr_loss_sum=0.0\n",
        "        for x,y in train_loader:\n",
        "            x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "            opt.zero_grad(set_to_none=True)\n",
        "            with torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
        "                out = model(x)\n",
        "                loss = crit(out,y)\n",
        "            scaler.scale(loss).backward()\n",
        "            scaler.step(opt)\n",
        "            scaler.update()\n",
        "            tr_loss_sum += loss.item()*x.size(0)\n",
        "            tr_corr += (out.argmax(1)==y).sum().item()\n",
        "            tr_cnt  += x.size(0)\n",
        "        train_acc = tr_corr/tr_cnt; train_hist.append(train_acc)\n",
        "\n",
        "        # ---- Val ----\n",
        "        model.eval(); va_corr=va_cnt=0; va_loss_sum=0.0\n",
        "        with torch.no_grad(), torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
        "            for x,y in val_loader:\n",
        "                x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "                out = model(x); loss = crit(out,y)\n",
        "                va_loss_sum += loss.item()*x.size(0)\n",
        "                va_corr += (out.argmax(1)==y).sum().item()\n",
        "                va_cnt  += x.size(0)\n",
        "        val_loss = va_loss_sum/va_cnt; val_acc = va_corr/va_cnt; val_hist.append(val_acc)\n",
        "\n",
        "        print(f\"Epoch {ep}/{epochs} | Train Acc {train_acc:.4f} | Val Acc {val_acc:.4f} | Val Loss {val_loss:.4f}\")\n",
        "\n",
        "        # Early Stopping\n",
        "        if val_loss < best_val - 1e-4:\n",
        "            best_val = val_loss; bad = 0\n",
        "            best_state = {k:v.detach().cpu().clone() for k,v in model.state_dict().items()}\n",
        "        else:\n",
        "            bad += 1\n",
        "            if bad >= patience:\n",
        "                print(f\"Early stop @ epoch {ep}\")\n",
        "                break\n",
        "\n",
        "    # Load best\n",
        "    model.load_state_dict(best_state, strict=True)\n",
        "    return train_hist, val_hist\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ppb4JmOpuYOY",
        "outputId": "f624e9bd-7776-45c0-f4a4-b2938d43075b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-169423696.py:48: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.\n",
            "  scaler = torch.cuda.amp.GradScaler(enabled=(device.type=='cuda'))\n",
            "/tmp/ipython-input-169423696.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
            "No CUDA runtime is found, using CUDA_HOME='/usr/local/cuda'\n",
            "/tmp/ipython-input-169423696.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
            "/tmp/ipython-input-169423696.py:71: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.no_grad(), torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/12 | Train Acc 0.3629 | Val Acc 0.4665 | Val Loss 1.3862\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-169423696.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
            "/tmp/ipython-input-169423696.py:71: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.no_grad(), torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 2/12 | Train Acc 0.6229 | Val Acc 0.4193 | Val Loss 1.7564\n",
            "Epoch 3/12 | Train Acc 0.7792 | Val Acc 0.4232 | Val Loss 2.1252\n",
            "Epoch 4/12 | Train Acc 0.8759 | Val Acc 0.4154 | Val Loss 2.4618\n",
            "Early stop @ epoch 4\n"
          ]
        }
      ],
      "source": [
        "from torchvision import datasets\n",
        "\n",
        "# FER-2013\n",
        "FER_DIR = \"/content/drive/MyDrive/Datasets/FER-2013/train\"  # عدّل المسار\n",
        "if os.path.isdir(FER_DIR):\n",
        "    fer_full = datasets.ImageFolder(FER_DIR, transform=COMMON_TF)\n",
        "    # تخفيض العينة (مثلاً 500 لكل فئة)\n",
        "    fer_targets = fer_full.targets\n",
        "    fer_idx = cap_per_class_indices(fer_targets, per_class=500)\n",
        "    from torch.utils.data import Subset\n",
        "    fer_ds = Subset(fer_full, fer_idx)\n",
        "\n",
        "    trF, vaF, trL_F, vaL_F = make_loaders(fer_ds, batch_size=64, val_ratio=0.15)\n",
        "    model_fer = build_model(num_classes=len(fer_full.classes), freeze_backbone=True)\n",
        "    hist_trF, hist_vaF = train_fast(model_fer, trL_F, vaL_F, epochs=150, lr=1e-3, patience=3)\n",
        "\n",
        "# JAFFE\n",
        "JAFFE_DIR = \"/content/drive/MyDrive/Datasets/JAFFE\"        # عدّل المسار\n",
        "if os.path.isdir(JAFFE_DIR):\n",
        "    jaffe_full = datasets.ImageFolder(JAFFE_DIR, transform=COMMON_TF)\n",
        "    # غالبًا صغير، لكن تستطيع تقليص لو رغبت\n",
        "    trJ, vaJ, trL_J, vaL_J = make_loaders(jaffe_full, batch_size=64, val_ratio=0.15)\n",
        "    model_jaffe = build_model(num_classes=len(jaffe_full.classes), freeze_backbone=True)\n",
        "    hist_trJ, hist_vaJ = train_fast(model_jaffe, trL_J, vaL_J, epochs=70, lr=1e-3, patience=3)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5__5NZAsubbe",
        "outputId": "551e12c2-7b6d-443e-985c-c2dfb5dfa03f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-169423696.py:48: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.\n",
            "  scaler = torch.cuda.amp.GradScaler(enabled=(device.type=='cuda'))\n",
            "/tmp/ipython-input-415479120.py:30: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)\n",
            "  img = Image.fromarray(self.images[idx].numpy(), mode='L')  # PIL(L)\n",
            "/tmp/ipython-input-415479120.py:30: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)\n",
            "  img = Image.fromarray(self.images[idx].numpy(), mode='L')  # PIL(L)\n",
            "/tmp/ipython-input-169423696.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
            "/tmp/ipython-input-169423696.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
            "/tmp/ipython-input-169423696.py:71: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.no_grad(), torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
            "/tmp/ipython-input-415479120.py:30: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)\n",
            "  img = Image.fromarray(self.images[idx].numpy(), mode='L')  # PIL(L)\n",
            "/tmp/ipython-input-415479120.py:30: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)\n",
            "  img = Image.fromarray(self.images[idx].numpy(), mode='L')  # PIL(L)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/12 | Train Acc 0.6635 | Val Acc 0.7636 | Val Loss 1.0532\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-169423696.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n",
            "/tmp/ipython-input-169423696.py:71: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.no_grad(), torch.cuda.amp.autocast(enabled=(device.type=='cuda')):\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 2/12 | Train Acc 0.9343 | Val Acc 0.8636 | Val Loss 0.5601\n",
            "Epoch 3/12 | Train Acc 0.9904 | Val Acc 0.9091 | Val Loss 0.3183\n",
            "Epoch 4/12 | Train Acc 1.0000 | Val Acc 0.9182 | Val Loss 0.3544\n",
            "Epoch 5/12 | Train Acc 1.0000 | Val Acc 0.9182 | Val Loss 0.2930\n",
            "Epoch 6/12 | Train Acc 1.0000 | Val Acc 0.9182 | Val Loss 0.2723\n",
            "Epoch 7/12 | Train Acc 1.0000 | Val Acc 0.9000 | Val Loss 0.2920\n",
            "Epoch 8/12 | Train Acc 1.0000 | Val Acc 0.9000 | Val Loss 0.2691\n",
            "Epoch 9/12 | Train Acc 1.0000 | Val Acc 0.9091 | Val Loss 0.2366\n",
            "Epoch 10/12 | Train Acc 1.0000 | Val Acc 0.9182 | Val Loss 0.2291\n",
            "Epoch 11/12 | Train Acc 1.0000 | Val Acc 0.9182 | Val Loss 0.2261\n",
            "Epoch 12/12 | Train Acc 1.0000 | Val Acc 0.9182 | Val Loss 0.2251\n"
          ]
        }
      ],
      "source": [
        "CK_CSV = \"/content/drive/MyDrive/Datasets/CK+/ckextended.csv\"  # عدّل المسار\n",
        "if os.path.isfile(CK_CSV):\n",
        "    ck_ds = CKPlusFast(CK_CSV, usage=\"Training\", transform=COMMON_TF,\n",
        "                       cache_pt_path=\"/content/ck_train_cache.pt\")\n",
        "    trC, vaC, trL_C, vaL_C = make_loaders(ck_ds, batch_size=64, val_ratio=0.15)\n",
        "    # تقدير عدد الأصناف\n",
        "    try:\n",
        "        n_cls_ck = int(pd.read_csv(CK_CSV).query(\"Usage=='Training'\")[\"emotion\"].nunique())\n",
        "    except:\n",
        "        labels_ck = [ck_ds[i][1] for i in range(len(ck_ds))]\n",
        "        n_cls_ck = len(set(labels_ck))\n",
        "    model_ck = build_model(num_classes=n_cls_ck, freeze_backbone=True)\n",
        "    hist_trC, hist_vaC = train_fast(model_ck, trL_C, vaL_C, epochs=12, lr=1e-3, patience=3)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DmM_CdpUufMD",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 803
        },
        "outputId": "7435f0ae-d4ec-401b-f6c9-300cc9468709"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "def plot_hist(htr, hva, title):\n",
        "    plt.figure(figsize=(7,4)); plt.plot(htr,label='Train'); plt.plot(hva,label='Val')\n",
        "    plt.title(title); plt.xlabel('Epoch'); plt.ylabel('Accuracy'); plt.grid(True); plt.legend(); plt.show()\n",
        "\n",
        "if 'hist_trF' in globals(): plot_hist(hist_trF, hist_vaF, \"FER-2013 Accuracy\")\n",
        "if 'hist_trJ' in globals(): plot_hist(hist_trJ, hist_vaJ, \"JAFFE Accuracy\")\n",
        "if 'hist_trC' in globals(): plot_hist(hist_trC, hist_vaC, \"CK+ Accuracy\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "g38Omp2keEiH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "outputId": "8e3c09cd-6c66-459f-91c0-bd3e9d6f0e8f"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[تنبيه] لا توجد بيانات لعرض JAFFE Accuracy. تأكد من إنشاء train_acc_history_jaffe و val_acc_history_jaffe أثناء التدريب.\n",
            "[تنبيه] لا توجد بيانات لعرض FER-2013 Accuracy. تأكد من إنشاء train_acc_history_fer و val_acc_history_fer أثناء التدريب.\n"
          ]
        }
      ],
      "source": [
        "# ===== Plot Training/Validation Accuracy for CK+, JAFFE, FER-2013 =====\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def plot_accuracies(train_acc, val_acc, title=\"Accuracy Curve\"):\n",
        "    plt.figure(figsize=(8,5))\n",
        "    plt.plot(train_acc, label='Training Accuracy')\n",
        "    plt.plot(val_acc, label='Validation Accuracy')\n",
        "    plt.title(title)\n",
        "    plt.xlabel('Epoch')\n",
        "    plt.ylabel('Accuracy')\n",
        "    plt.legend()\n",
        "    plt.grid(True)\n",
        "    plt.show()\n",
        "\n",
        "def safe_plot(var_train_name, var_val_name, title):\n",
        "    g = globals()\n",
        "    if var_train_name in g and var_val_name in g and len(g[var_train_name]) and len(g[var_val_name]):\n",
        "        plot_accuracies(g[var_train_name], g[var_val_name], title)\n",
        "    else:\n",
        "        print(f\"[تنبيه] لا توجد بيانات لعرض {title}. \"\n",
        "              f\"تأكد من إنشاء {var_train_name} و {var_val_name} أثناء التدريب.\")\n",
        "\n",
        "# أمثلة الأسماء الشائعة التي خزّنا فيها التاريخ أثناء التدريب:\n",
        "# CK+\n",
        "safe_plot(\"train_acc_history_ck\", \"val_acc_history_ck\", \"CK+ Accuracy\")\n",
        "\n",
        "# JAFFE\n",
        "safe_plot(\"train_acc_history_jaffe\", \"val_acc_history_jaffe\", \"JAFFE Accuracy\")\n",
        "\n",
        "# FER-2013\n",
        "safe_plot(\"train_acc_history_fer\", \"val_acc_history_fer\", \"FER-2013 Accuracy\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dnoxQeDSeGxm",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "bedc8efe-5365-49f2-a47c-3c7daa7fcbe1"
      },
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n",
            "100%|██████████| 44.7M/44.7M [00:00<00:00, 131MB/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/50 | Train 0.3429 | Val 0.3175\n",
            "Epoch 2/50 | Train 0.5378 | Val 0.4159\n",
            "Epoch 3/50 | Train 0.6577 | Val 0.3587\n",
            "Epoch 4/50 | Train 0.7272 | Val 0.4032\n",
            "Epoch 5/50 | Train 0.8655 | Val 0.4381\n",
            "Epoch 6/50 | Train 0.9008 | Val 0.4159\n",
            "Epoch 7/50 | Train 0.9283 | Val 0.4190\n",
            "Epoch 8/50 | Train 0.9204 | Val 0.4190\n",
            "Epoch 9/50 | Train 0.9232 | Val 0.4476\n",
            "Epoch 10/50 | Train 0.9580 | Val 0.4476\n",
            "Epoch 11/50 | Train 0.9804 | Val 0.4667\n",
            "Epoch 12/50 | Train 0.9871 | Val 0.4444\n",
            "Epoch 13/50 | Train 0.9894 | Val 0.4571\n",
            "Epoch 14/50 | Train 0.9922 | Val 0.4508\n",
            "Epoch 15/50 | Train 0.9922 | Val 0.4571\n",
            "Epoch 16/50 | Train 0.9910 | Val 0.4635\n",
            "Epoch 17/50 | Train 0.9899 | Val 0.4603\n",
            "Epoch 18/50 | Train 0.9905 | Val 0.4667\n",
            "Epoch 19/50 | Train 0.9922 | Val 0.4667\n",
            "Epoch 20/50 | Train 0.9933 | Val 0.4698\n",
            "Epoch 21/50 | Train 0.9910 | Val 0.4730\n",
            "Epoch 22/50 | Train 0.9927 | Val 0.4667\n",
            "Epoch 23/50 | Train 0.9922 | Val 0.4571\n",
            "Epoch 24/50 | Train 0.9910 | Val 0.4667\n",
            "Epoch 25/50 | Train 0.9927 | Val 0.4603\n",
            "Epoch 26/50 | Train 0.9933 | Val 0.4730\n",
            "Epoch 27/50 | Train 0.9910 | Val 0.4667\n",
            "Epoch 28/50 | Train 0.9927 | Val 0.4635\n",
            "Epoch 29/50 | Train 0.9933 | Val 0.4603\n",
            "Epoch 30/50 | Train 0.9922 | Val 0.4667\n",
            "Epoch 31/50 | Train 0.9933 | Val 0.4540\n",
            "Epoch 32/50 | Train 0.9938 | Val 0.4603\n",
            "Epoch 33/50 | Train 0.9933 | Val 0.4667\n",
            "Epoch 34/50 | Train 0.9927 | Val 0.4476\n",
            "Epoch 35/50 | Train 0.9922 | Val 0.4571\n",
            "Epoch 36/50 | Train 0.9944 | Val 0.4667\n",
            "Epoch 37/50 | Train 0.9922 | Val 0.4571\n",
            "Epoch 38/50 | Train 0.9927 | Val 0.4635\n",
            "Epoch 39/50 | Train 0.9910 | Val 0.4603\n",
            "Epoch 40/50 | Train 0.9950 | Val 0.4762\n",
            "Epoch 41/50 | Train 0.9910 | Val 0.4603\n",
            "Epoch 42/50 | Train 0.9916 | Val 0.4540\n",
            "Epoch 43/50 | Train 0.9916 | Val 0.4635\n",
            "Epoch 44/50 | Train 0.9916 | Val 0.4635\n",
            "Epoch 45/50 | Train 0.9905 | Val 0.4635\n",
            "Epoch 46/50 | Train 0.9916 | Val 0.4635\n",
            "Epoch 47/50 | Train 0.9938 | Val 0.4698\n",
            "Epoch 48/50 | Train 0.9922 | Val 0.4667\n",
            "Epoch 49/50 | Train 0.9933 | Val 0.4635\n",
            "Epoch 50/50 | Train 0.9916 | Val 0.4762\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# ==== Quick Train & Plot (5 epochs, fast) ====\n",
        "import os, random, torch, torch.nn as nn, torch.optim as optim\n",
        "from torch.utils.data import DataLoader, random_split, Subset\n",
        "from torchvision import datasets, transforms\n",
        "from torchvision.models import resnet18, ResNet18_Weights\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# ------------ إعدادات سريعة ------------\n",
        "DATA_DIR = \"/content/drive/MyDrive/Datasets/FER-2013/train\"  # <-- عدّل المسار (أو JAFFE)\n",
        "USE_EXISTING_DATASET = False  # لو عندك full_dataset جاهز = True\n",
        "EPOCHS = 50\n",
        "BATCH  = 64\n",
        "VAL_RATIO = 0.15\n",
        "PER_CLASS_CAP = 300            # قلل العينة لسرعة أعلى\n",
        "IMAGENET_MEAN=(0.485,0.456,0.406); IMAGENET_STD=(0.229,0.224,0.225)\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "torch.backends.cudnn.benchmark = True\n",
        "\n",
        "tf = transforms.Compose([\n",
        "    transforms.Grayscale(3),\n",
        "    transforms.Resize((224,224)),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize(IMAGENET_MEAN, IMAGENET_STD),\n",
        "])\n",
        "\n",
        "# ------------ تحميل الداتا (ImageFolder) مع تقليل العينة ------------\n",
        "def cap_per_class_indices(targets, per_class):\n",
        "    from collections import defaultdict\n",
        "    d=defaultdict(list)\n",
        "    for i,y in enumerate(targets): d[y].append(i)\n",
        "    sel=[]\n",
        "    for y,ix in d.items():\n",
        "        k=min(per_class,len(ix))\n",
        "        sel.extend(random.sample(ix,k))\n",
        "    random.shuffle(sel)\n",
        "    return sel\n",
        "\n",
        "if USE_EXISTING_DATASET and 'full_dataset' in globals():\n",
        "    ds_full = full_dataset\n",
        "else:\n",
        "    ds_full = datasets.ImageFolder(DATA_DIR, transform=tf)\n",
        "\n",
        "# تقليل العينة (اختياري لكنه يسرّع كثيرًا)\n",
        "if hasattr(ds_full, 'targets'):\n",
        "    idx = cap_per_class_indices(ds_full.targets, PER_CLASS_CAP)\n",
        "    ds = Subset(ds_full, idx)\n",
        "else:\n",
        "    ds = ds_full\n",
        "\n",
        "# ------------ Train/Val loaders ------------\n",
        "val_len = int(len(ds)*VAL_RATIO)\n",
        "train_len = len(ds) - val_len\n",
        "train_ds, val_ds = random_split(ds, [train_len, val_len], generator=torch.Generator().manual_seed(42))\n",
        "\n",
        "loader_kw = dict(batch_size=BATCH, num_workers=2, pin_memory=True, persistent_workers=True)\n",
        "train_loader = DataLoader(train_ds, shuffle=True,  **loader_kw)\n",
        "val_loader   = DataLoader(val_ds,   shuffle=False, **loader_kw)\n",
        "\n",
        "# ------------ الموديل (ResNet18 + Transfer Learning) ------------\n",
        "num_classes = len(ds_full.classes)\n",
        "model = resnet18(weights=ResNet18_Weights.DEFAULT)\n",
        "model.fc = nn.Linear(model.fc.in_features, num_classes)\n",
        "model = model.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.AdamW(model.parameters(), lr=1e-3)\n",
        "\n",
        "# ------------ تدريب سريع + تخزين الدقة ------------\n",
        "train_acc_history, val_acc_history = [], []\n",
        "for epoch in range(1, EPOCHS+1):\n",
        "    # TRAIN\n",
        "    model.train(); tr_corr=tr_cnt=0\n",
        "    for x,y in train_loader:\n",
        "        x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "        optimizer.zero_grad()\n",
        "        out = model(x)\n",
        "        loss = criterion(out,y)\n",
        "        loss.backward(); optimizer.step()\n",
        "        tr_corr += (out.argmax(1)==y).sum().item(); tr_cnt += x.size(0)\n",
        "    train_acc = tr_corr/tr_cnt; train_acc_history.append(train_acc)\n",
        "\n",
        "    # VAL\n",
        "    model.eval(); va_corr=va_cnt=0\n",
        "    with torch.no_grad():\n",
        "        for x,y in val_loader:\n",
        "            x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "            out = model(x)\n",
        "            va_corr += (out.argmax(1)==y).sum().item(); va_cnt += x.size(0)\n",
        "    val_acc = va_corr/va_cnt; val_acc_history.append(val_acc)\n",
        "\n",
        "    print(f\"Epoch {epoch}/{EPOCHS} | Train {train_acc:.4f} | Val {val_acc:.4f}\")\n",
        "\n",
        "# ------------ رسم المنحنى ------------\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(train_acc_history, label='Training Accuracy')\n",
        "plt.plot(val_acc_history, label='Validation Accuracy')\n",
        "plt.title('Training vs Validation Accuracy'); plt.xlabel('Epoch'); plt.ylabel('Accuracy')\n",
        "plt.grid(True); plt.legend(); plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JUhneJPTuwob"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import numpy as np\n",
        "import torch\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import datasets, transforms as T, models\n",
        "from torch import nn, optim\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "from tqdm import tqdm\n",
        "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score, f1_score, classification_report, roc_curve, auc\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from PIL import Image\n",
        "import cv2\n",
        "import pandas as pd\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "L6pjVes1RCoQ"
      },
      "outputs": [],
      "source": [
        "def train_one_model(model, train_loader, val_loader, epochs, device, optimizer, criterion):\n",
        "    train_hist, val_hist = [], []\n",
        "    for epoch in range(1, epochs+1):\n",
        "        # TRAIN\n",
        "        model.train()\n",
        "        tr_corr = tr_cnt = 0\n",
        "        for x,y in train_loader:\n",
        "            x,y = x.to(device), y.to(device)\n",
        "            optimizer.zero_grad()\n",
        "            out = model(x)\n",
        "            loss = criterion(out, y)\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "            tr_corr += (out.argmax(1)==y).sum().item()\n",
        "            tr_cnt  += x.size(0)\n",
        "        train_hist.append(tr_corr/tr_cnt)\n",
        "\n",
        "        # VAL\n",
        "        model.eval()\n",
        "        va_corr = va_cnt = 0\n",
        "        with torch.no_grad():\n",
        "            for x,y in val_loader:\n",
        "                x,y = x.to(device), y.to(device)\n",
        "                out = model(x)\n",
        "                va_corr += (out.argmax(1)==y).sum().item()\n",
        "                va_cnt  += x.size(0)\n",
        "        val_hist.append(va_corr/va_cnt)\n",
        "    return train_hist, val_hist\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GBkdAJtawTFr"
      },
      "outputs": [],
      "source": [
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "        self.labels = [self.get_label(f) for f in self.image_files]\n",
        "        self.label_map = {label: idx for idx, label in enumerate(sorted(set(self.labels)))}\n",
        "        self.labels_idx = [self.label_map[label] for label in self.labels]\n",
        "\n",
        "    def get_label(self, filename):\n",
        "        return filename.split('.')[1]  # AN, HA, etc.\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(img_path).convert('RGB')\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        label = self.labels_idx[idx]\n",
        "        return image, label\n",
        "\n",
        "transform = T.Compose([\n",
        "    T.RandomHorizontalFlip(),\n",
        "    T.RandomVerticalFlip(),\n",
        "    T.RandomRotation(10),\n",
        "    T.Resize((128,128)),\n",
        "    T.ToTensor()\n",
        "])\n",
        "\n",
        "jaffe_dataset = JaffeDataset(jaffe_path, transform=transform)\n",
        "jaffe_loader = DataLoader(jaffe_dataset, batch_size=8, shuffle=True)\n",
        "num_classes_jaffe = len(set(jaffe_dataset.labels))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "EjIEe7H9wV3G"
      },
      "outputs": [],
      "source": [
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "        self.labels = [self.get_label(f) for f in self.image_files]\n",
        "        self.label_map = {label: idx for idx, label in enumerate(sorted(set(self.labels)))}\n",
        "        self.labels_idx = [self.label_map[label] for label in self.labels]\n",
        "\n",
        "    def get_label(self, filename):\n",
        "        return filename.split('.')[1]  # AN, HA, etc.\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(img_path).convert('RGB')\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        label = self.labels_idx[idx]\n",
        "        return image, label\n",
        "\n",
        "transform = T.Compose([\n",
        "    T.RandomHorizontalFlip(),\n",
        "    T.RandomVerticalFlip(),\n",
        "    T.RandomRotation(10),\n",
        "    T.Resize((128,128)),\n",
        "    T.ToTensor()\n",
        "])\n",
        "\n",
        "jaffe_dataset = JaffeDataset(jaffe_path, transform=transform)\n",
        "jaffe_loader = DataLoader(jaffe_dataset, batch_size=8, shuffle=True)\n",
        "num_classes_jaffe = len(set(jaffe_dataset.labels))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "F7dtV2f6wXtv"
      },
      "outputs": [],
      "source": [
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "model = models.resnet18(pretrained=False)\n",
        "model.fc = nn.Linear(model.fc.in_features, num_classes_jaffe)\n",
        "model = model.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
        "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jvyYnkw_wZqr",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "53638231-1b15-4c44-eb31-361df6e2bb26"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/2\n",
            "----------\n",
            "Loss: 3.6338 Acc: 0.0141\n",
            "Epoch 2/2\n",
            "----------\n",
            "Loss: 3.3782 Acc: 0.0188\n"
          ]
        }
      ],
      "source": [
        "def train_model(model, criterion, optimizer, scheduler, num_epochs=30):\n",
        "    for epoch in range(num_epochs):\n",
        "        print(f\"Epoch {epoch+1}/{num_epochs}\")\n",
        "        print('-' * 10)\n",
        "\n",
        "        model.train()\n",
        "        running_loss = 0.0\n",
        "        running_corrects = 0\n",
        "\n",
        "        for inputs, labels in jaffe_loader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)\n",
        "\n",
        "            optimizer.zero_grad()\n",
        "            outputs = model(inputs)\n",
        "            loss = criterion(outputs, labels)\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "\n",
        "            _, preds = torch.max(outputs, 1)\n",
        "            running_loss += loss.item() * inputs.size(0)\n",
        "            running_corrects += torch.sum(preds == labels.data)\n",
        "\n",
        "        scheduler.step()\n",
        "        epoch_loss = running_loss / len(jaffe_dataset)\n",
        "        epoch_acc = running_corrects.double() / len(jaffe_dataset)\n",
        "\n",
        "        print(f\"Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}\")\n",
        "    return model\n",
        "\n",
        "model = train_model(model, criterion, optimizer, scheduler, num_epochs=2)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RGk7OHhAwbKJ"
      },
      "outputs": [],
      "source": [
        "y_true, y_pred, y_proba = [], [], []\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for inputs, labels in jaffe_loader:\n",
        "        inputs = inputs.to(device)\n",
        "        outputs = model(inputs)\n",
        "        probabilities = torch.softmax(outputs, dim=1)\n",
        "        preds = torch.argmax(probabilities, axis=1)\n",
        "\n",
        "        y_true.extend(labels.numpy())\n",
        "        y_pred.extend(preds.cpu().numpy())\n",
        "        y_proba.extend(probabilities.cpu().numpy())\n",
        "\n",
        "y_true = np.array(y_true)\n",
        "y_pred = np.array(y_pred)\n",
        "y_proba = np.array(y_proba)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eRX1DX35wfqJ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1124
        },
        "outputId": "7e53b935-5545-4873-d058-8a9bfa64f818"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[ResNet18 on JAFFE] Accuracy: 0.0610\n",
            "Precision: 0.01707118632810716\n",
            "Recall: 0.06103286384976526\n",
            "F1-score: 0.021401235540912313\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "         AN1       0.00      0.00      0.00        10\n",
            "         AN2       0.00      0.00      0.00        10\n",
            "         AN3       0.00      0.00      0.00        10\n",
            "         DI1       0.00      0.00      0.00        10\n",
            "         DI2       0.00      0.00      0.00         8\n",
            "         DI3       0.08      0.40      0.13        10\n",
            "         DI4       0.00      0.00      0.00         1\n",
            "         FE1       0.00      0.00      0.00        10\n",
            "         FE2       0.00      0.00      0.00        10\n",
            "         FE3       0.00      0.00      0.00        10\n",
            "         FE4       0.00      0.00      0.00         2\n",
            "         HA1       0.04      0.50      0.08        10\n",
            "         HA2       0.00      0.00      0.00        10\n",
            "         HA3       0.00      0.00      0.00         9\n",
            "         HA4       0.00      0.00      0.00         2\n",
            "         NE1       0.08      0.30      0.12        10\n",
            "         NE2       0.00      0.00      0.00        10\n",
            "         NE3       0.00      0.00      0.00        10\n",
            "         SA1       0.00      0.00      0.00        10\n",
            "         SA2       0.17      0.10      0.12        10\n",
            "         SA3       0.00      0.00      0.00        10\n",
            "         SA5       0.00      0.00      0.00         1\n",
            "         SU1       0.00      0.00      0.00        10\n",
            "         SU2       0.00      0.00      0.00        10\n",
            "         SU3       0.00      0.00      0.00        10\n",
            "\n",
            "    accuracy                           0.06       213\n",
            "   macro avg       0.01      0.05      0.02       213\n",
            "weighted avg       0.02      0.06      0.02       213\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#\n",
        "\n",
        "def evaluate_model(model_name, y_true, y_pred, y_proba):\n",
        "    labels = list(jaffe_dataset.label_map.keys())\n",
        "    accuracy = accuracy_score(y_true, y_pred)\n",
        "    precision = precision_score(y_true, y_pred, average='weighted', zero_division=0)\n",
        "    recall = recall_score(y_true, y_pred, average='weighted')\n",
        "    f1 = f1_score(y_true, y_pred, average='weighted')\n",
        "    cm = confusion_matrix(y_true, y_pred)\n",
        "\n",
        "    print(f\"[{model_name}] Accuracy: {accuracy:.4f}\")\n",
        "    print(\"Precision:\", precision)\n",
        "    print(\"Recall:\", recall)\n",
        "    print(\"F1-score:\", f1)\n",
        "    print(\"Classification Report:\\n\", classification_report(y_true, y_pred, target_names=labels))\n",
        "\n",
        "    plt.figure(figsize=(6,5))\n",
        "    sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=labels, yticklabels=labels)\n",
        "    plt.title('Confusion Matrix')\n",
        "    plt.show()\n",
        "\n",
        "evaluate_model(\"ResNet18 on JAFFE\", y_true, y_pred, y_proba)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Hl9z0uG1wgOg"
      },
      "outputs": [],
      "source": [
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "df_ck = pd.read_csv(csv_path)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Mjfss_ECw3wg"
      },
      "outputs": [],
      "source": [
        "from torch.utils.data import Dataset\n",
        "from PIL import Image\n",
        "import numpy as np\n",
        "\n",
        "# تعريف كلاس CKPlusDataset الذي يرث من Dataset\n",
        "# هذا الكلاس يستخدم لتحويل بيانات CK+ المخزنة في DataFrame إلى بيانات صور يمكن قراءتها بالـ DataLoader\n",
        "\n",
        "class CKPlusDataset(Dataset):\n",
        "    def __init__(self, dataframe, transform=None):\n",
        "        self.df = dataframe              # DataFrame يحتوي على أعمدة: 'pixels' و 'emotion'\n",
        "        self.transform = transform      # التحويلات التي سيتم تطبيقها على الصور (مثل ToTensor أو Augmentation)\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.df)             # عدد العينات في مجموعة البيانات\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        # تحويل سلسلة البكسلات إلى مصفوفة أرقام صحيحة\n",
        "        pixel_values = [int(p) for p in self.df.iloc[idx]['pixels'].split()]\n",
        "\n",
        "        # تحويل البكسلات إلى صورة 2D بحجم 48x48 (حسب قاعدة CK+)\n",
        "        image = np.array(pixel_values).reshape(48, 48).astype(np.uint8)\n",
        "\n",
        "        # تحويل الصورة إلى كائن PIL للتعامل مع torchvision.transforms\n",
        "        image = Image.fromarray(image)\n",
        "\n",
        "        # تطبيق التحويلات المحددة إن وُجدت\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "\n",
        "        # استخراج التصنيف (Label) من DataFrame\n",
        "        label = int(self.df.iloc[idx]['emotion'])\n",
        "\n",
        "        return image, label  # ✅ هذا السطر الصحيح\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cn85Y7mEJGF-"
      },
      "outputs": [],
      "source": [
        "from torchvision import transforms\n",
        "from torch.utils.data import DataLoader\n",
        "\n",
        "# تعريف التحويلات التي تطبق على كل صورة\n",
        "transform = transforms.Compose([\n",
        "    transforms.RandomHorizontalFlip(),\n",
        "    transforms.RandomVerticalFlip(),\n",
        "    transforms.RandomRotation(10),\n",
        "    transforms.Resize((128,128)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "\n",
        "# إنشاء مجموعة البيانات واللودر\n",
        "ck_dataset = CKPlusDataset(df_ck, transform=transform)\n",
        "ck_loader = DataLoader(ck_dataset, batch_size=8, shuffle=True)\n",
        "\n",
        "# حساب عدد المشاعر (الكلاسات)\n",
        "num_classes_ck = df_ck['emotion'].nunique()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Oj1YzGBLw5FD"
      },
      "outputs": [],
      "source": [
        "model = models.resnet18(pretrained=False)\n",
        "model.fc = nn.Linear(model.fc.in_features, num_classes_ck)\n",
        "model = model.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
        "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "M0PjPVxAJXxa"
      },
      "outputs": [],
      "source": [
        "from torchvision import transforms\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.Lambda(lambda img: img.convert(\"RGB\")),  # تحويل من رمادي إلى RGB\n",
        "    transforms.RandomHorizontalFlip(),\n",
        "    transforms.RandomVerticalFlip(),\n",
        "    transforms.RandomRotation(10),\n",
        "    transforms.Resize((128,128)),\n",
        "    transforms.ToTensor()\n",
        "])\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xbeleTefMfIm"
      },
      "outputs": [],
      "source": [
        "transforms.Lambda(lambda img: img.convert(\"RGB\"))\n",
        "from torchvision import transforms\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.Lambda(lambda img: img.convert(\"RGB\")),  # ✅ ضروري: تحويل من رمادي إلى RGB\n",
        "    transforms.Resize((128, 128)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "ck_dataset = CKPlusDataset(df_ck, transform=transform)\n",
        "ck_loader = DataLoader(ck_dataset, batch_size=8, shuffle=True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cYuHto-Uw7R_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c4a7a15d-ce22-4af4-c93e-e0f72e44728a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Epoch 1/190\n",
            "Loss: 1.1109  Acc: 0.6837\n",
            "\n",
            "Epoch 2/190\n",
            "Loss: 0.6920  Acc: 0.7902\n",
            "\n",
            "Epoch 3/190\n",
            "Loss: 0.5711  Acc: 0.8087\n",
            "\n",
            "Epoch 4/190\n",
            "Loss: 0.3924  Acc: 0.8772\n",
            "\n",
            "Epoch 5/190\n",
            "Loss: 0.3459  Acc: 0.8880\n",
            "\n",
            "Epoch 6/190\n",
            "Loss: 0.2827  Acc: 0.9098\n",
            "\n",
            "Epoch 7/190\n",
            "Loss: 0.2301  Acc: 0.9348\n",
            "\n",
            "Epoch 8/190\n",
            "Loss: 0.1458  Acc: 0.9511\n",
            "\n",
            "Epoch 9/190\n",
            "Loss: 0.2183  Acc: 0.9207\n",
            "\n",
            "Epoch 10/190\n",
            "Loss: 0.1402  Acc: 0.9554\n",
            "\n",
            "Epoch 11/190\n",
            "Loss: 0.0863  Acc: 0.9674\n",
            "\n",
            "Epoch 12/190\n",
            "Loss: 0.1174  Acc: 0.9587\n",
            "\n",
            "Epoch 13/190\n",
            "Loss: 0.0955  Acc: 0.9739\n",
            "\n",
            "Epoch 14/190\n",
            "Loss: 0.0770  Acc: 0.9750\n",
            "\n",
            "Epoch 15/190\n",
            "Loss: 0.1029  Acc: 0.9685\n",
            "\n",
            "Epoch 16/190\n",
            "Loss: 0.0383  Acc: 0.9891\n",
            "\n",
            "Epoch 17/190\n",
            "Loss: 0.0338  Acc: 0.9902\n",
            "\n",
            "Epoch 18/190\n",
            "Loss: 0.0839  Acc: 0.9717\n",
            "\n",
            "Epoch 19/190\n",
            "Loss: 0.0865  Acc: 0.9707\n",
            "\n",
            "Epoch 20/190\n",
            "Loss: 0.1215  Acc: 0.9663\n",
            "\n",
            "Epoch 21/190\n",
            "Loss: 0.0169  Acc: 0.9957\n",
            "\n",
            "Epoch 22/190\n",
            "Loss: 0.0097  Acc: 0.9989\n",
            "\n",
            "Epoch 23/190\n",
            "Loss: 0.0320  Acc: 0.9891\n",
            "\n",
            "Epoch 24/190\n",
            "Loss: 0.0050  Acc: 1.0000\n",
            "\n",
            "Epoch 25/190\n",
            "Loss: 0.0025  Acc: 1.0000\n",
            "\n",
            "Epoch 26/190\n",
            "Loss: 0.0077  Acc: 0.9978\n",
            "\n",
            "Epoch 27/190\n",
            "Loss: 0.0176  Acc: 0.9957\n",
            "\n",
            "Epoch 28/190\n",
            "Loss: 0.1746  Acc: 0.9413\n",
            "\n",
            "Epoch 29/190\n",
            "Loss: 0.0880  Acc: 0.9717\n",
            "\n",
            "Epoch 30/190\n",
            "Loss: 0.0689  Acc: 0.9783\n",
            "\n",
            "Epoch 31/190\n",
            "Loss: 0.0826  Acc: 0.9728\n",
            "\n",
            "Epoch 32/190\n",
            "Loss: 0.0251  Acc: 0.9946\n",
            "\n",
            "Epoch 33/190\n",
            "Loss: 0.0028  Acc: 1.0000\n",
            "\n",
            "Epoch 34/190\n",
            "Loss: 0.0016  Acc: 1.0000\n",
            "\n",
            "Epoch 35/190\n",
            "Loss: 0.0012  Acc: 1.0000\n",
            "\n",
            "Epoch 36/190\n",
            "Loss: 0.0006  Acc: 1.0000\n",
            "\n",
            "Epoch 37/190\n",
            "Loss: 0.0010  Acc: 1.0000\n",
            "\n",
            "Epoch 38/190\n",
            "Loss: 0.0006  Acc: 1.0000\n",
            "\n",
            "Epoch 39/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 40/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 41/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 42/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 43/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 44/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 45/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 46/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 47/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 48/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 49/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 50/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 51/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 52/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 53/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 54/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 55/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 56/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 57/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 58/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 59/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 60/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 61/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 62/190\n",
            "Loss: 0.0223  Acc: 0.9989\n",
            "\n",
            "Epoch 63/190\n",
            "Loss: 0.5610  Acc: 0.8478\n",
            "\n",
            "Epoch 64/190\n",
            "Loss: 0.1294  Acc: 0.9620\n",
            "\n",
            "Epoch 65/190\n",
            "Loss: 0.0713  Acc: 0.9804\n",
            "\n",
            "Epoch 66/190\n",
            "Loss: 0.0642  Acc: 0.9750\n",
            "\n",
            "Epoch 67/190\n",
            "Loss: 0.0282  Acc: 0.9924\n",
            "\n",
            "Epoch 68/190\n",
            "Loss: 0.0289  Acc: 0.9891\n",
            "\n",
            "Epoch 69/190\n",
            "Loss: 0.0843  Acc: 0.9761\n",
            "\n",
            "Epoch 70/190\n",
            "Loss: 0.0348  Acc: 0.9902\n",
            "\n",
            "Epoch 71/190\n",
            "Loss: 0.0635  Acc: 0.9848\n",
            "\n",
            "Epoch 72/190\n",
            "Loss: 0.0053  Acc: 0.9989\n",
            "\n",
            "Epoch 73/190\n",
            "Loss: 0.0020  Acc: 1.0000\n",
            "\n",
            "Epoch 74/190\n",
            "Loss: 0.0097  Acc: 0.9978\n",
            "\n",
            "Epoch 75/190\n",
            "Loss: 0.0098  Acc: 0.9978\n",
            "\n",
            "Epoch 76/190\n",
            "Loss: 0.0020  Acc: 1.0000\n",
            "\n",
            "Epoch 77/190\n",
            "Loss: 0.0010  Acc: 1.0000\n",
            "\n",
            "Epoch 78/190\n",
            "Loss: 0.0008  Acc: 1.0000\n",
            "\n",
            "Epoch 79/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 80/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 81/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 82/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 83/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 84/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 85/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 86/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 87/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 88/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 89/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 90/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 91/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 92/190\n",
            "Loss: 0.0006  Acc: 1.0000\n",
            "\n",
            "Epoch 93/190\n",
            "Loss: 0.2384  Acc: 0.9326\n",
            "\n",
            "Epoch 94/190\n",
            "Loss: 0.0877  Acc: 0.9739\n",
            "\n",
            "Epoch 95/190\n",
            "Loss: 0.0377  Acc: 0.9848\n",
            "\n",
            "Epoch 96/190\n",
            "Loss: 0.0225  Acc: 0.9924\n",
            "\n",
            "Epoch 97/190\n",
            "Loss: 0.0193  Acc: 0.9913\n",
            "\n",
            "Epoch 98/190\n",
            "Loss: 0.0071  Acc: 0.9978\n",
            "\n",
            "Epoch 99/190\n",
            "Loss: 0.0151  Acc: 0.9957\n",
            "\n",
            "Epoch 100/190\n",
            "Loss: 0.0272  Acc: 0.9891\n",
            "\n",
            "Epoch 101/190\n",
            "Loss: 0.0126  Acc: 0.9946\n",
            "\n",
            "Epoch 102/190\n",
            "Loss: 0.0022  Acc: 0.9989\n",
            "\n",
            "Epoch 103/190\n",
            "Loss: 0.0090  Acc: 0.9978\n",
            "\n",
            "Epoch 104/190\n",
            "Loss: 0.0014  Acc: 1.0000\n",
            "\n",
            "Epoch 105/190\n",
            "Loss: 0.0014  Acc: 1.0000\n",
            "\n",
            "Epoch 106/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 107/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 108/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 109/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 110/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 111/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 112/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 113/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 114/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 115/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 116/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 117/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 118/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 119/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 120/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 121/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 122/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 123/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 124/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 125/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 126/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 127/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 128/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 129/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 130/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 131/190\n",
            "Loss: 0.1793  Acc: 0.9500\n",
            "\n",
            "Epoch 132/190\n",
            "Loss: 0.0920  Acc: 0.9761\n",
            "\n",
            "Epoch 133/190\n",
            "Loss: 0.0327  Acc: 0.9913\n",
            "\n",
            "Epoch 134/190\n",
            "Loss: 0.0181  Acc: 0.9935\n",
            "\n",
            "Epoch 135/190\n",
            "Loss: 0.0029  Acc: 1.0000\n",
            "\n",
            "Epoch 136/190\n",
            "Loss: 0.0011  Acc: 1.0000\n",
            "\n",
            "Epoch 137/190\n",
            "Loss: 0.0006  Acc: 1.0000\n",
            "\n",
            "Epoch 138/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 139/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 140/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 141/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 142/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 143/190\n",
            "Loss: 0.0717  Acc: 0.9761\n",
            "\n",
            "Epoch 144/190\n",
            "Loss: 0.0733  Acc: 0.9783\n",
            "\n",
            "Epoch 145/190\n",
            "Loss: 0.0284  Acc: 0.9891\n",
            "\n",
            "Epoch 146/190\n",
            "Loss: 0.0131  Acc: 0.9957\n",
            "\n",
            "Epoch 147/190\n",
            "Loss: 0.0038  Acc: 0.9978\n",
            "\n",
            "Epoch 148/190\n",
            "Loss: 0.0013  Acc: 1.0000\n",
            "\n",
            "Epoch 149/190\n",
            "Loss: 0.0006  Acc: 1.0000\n",
            "\n",
            "Epoch 150/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 151/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 152/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 153/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 154/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 155/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 156/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 157/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 158/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 159/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 160/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 161/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 162/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 163/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 164/190\n",
            "Loss: 0.0025  Acc: 0.9978\n",
            "\n",
            "Epoch 165/190\n",
            "Loss: 0.0007  Acc: 1.0000\n",
            "\n",
            "Epoch 166/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 167/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 168/190\n",
            "Loss: 0.0001  Acc: 1.0000\n",
            "\n",
            "Epoch 169/190\n",
            "Loss: 0.1172  Acc: 0.9630\n",
            "\n",
            "Epoch 170/190\n",
            "Loss: 0.1142  Acc: 0.9652\n",
            "\n",
            "Epoch 171/190\n",
            "Loss: 0.0104  Acc: 0.9989\n",
            "\n",
            "Epoch 172/190\n",
            "Loss: 0.0048  Acc: 0.9989\n",
            "\n",
            "Epoch 173/190\n",
            "Loss: 0.0013  Acc: 1.0000\n",
            "\n",
            "Epoch 174/190\n",
            "Loss: 0.0006  Acc: 1.0000\n",
            "\n",
            "Epoch 175/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 176/190\n",
            "Loss: 0.0005  Acc: 1.0000\n",
            "\n",
            "Epoch 177/190\n",
            "Loss: 0.0033  Acc: 0.9989\n",
            "\n",
            "Epoch 178/190\n",
            "Loss: 0.0062  Acc: 0.9989\n",
            "\n",
            "Epoch 179/190\n",
            "Loss: 0.0008  Acc: 1.0000\n",
            "\n",
            "Epoch 180/190\n",
            "Loss: 0.0004  Acc: 1.0000\n",
            "\n",
            "Epoch 181/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 182/190\n",
            "Loss: 0.0003  Acc: 1.0000\n",
            "\n",
            "Epoch 183/190\n",
            "Loss: 0.0002  Acc: 1.0000\n",
            "\n",
            "Epoch 184/190\n",
            "Loss: 0.0012  Acc: 0.9989\n",
            "\n",
            "Epoch 185/190\n",
            "Loss: 0.0279  Acc: 0.9913\n",
            "\n",
            "Epoch 186/190\n",
            "Loss: 0.0571  Acc: 0.9848\n",
            "\n",
            "Epoch 187/190\n",
            "Loss: 0.0870  Acc: 0.9772\n",
            "\n",
            "Epoch 188/190\n",
            "Loss: 0.0159  Acc: 0.9957\n",
            "\n",
            "Epoch 189/190\n",
            "Loss: 0.0036  Acc: 0.9989\n",
            "\n",
            "Epoch 190/190\n",
            "Loss: 0.0029  Acc: 0.9978\n"
          ]
        }
      ],
      "source": [
        "# تحديد عدد الدورات (epochs)\n",
        "epochs = 190\n",
        "\n",
        "\n",
        "for epoch in range(epochs):\n",
        "    print(f\"\\nEpoch {epoch+1}/{epochs}\")\n",
        "    model.train()  # وضع النموذج في طور التدريب\n",
        "\n",
        "    running_loss = 0.0\n",
        "    correct = 0\n",
        "    total = 0\n",
        "\n",
        "    # حلقة على دفعات البيانات\n",
        "    for inputs, labels in ck_loader:\n",
        "        inputs, labels = inputs.to(device), labels.to(device)\n",
        "\n",
        "        # تصفير التدرجات السابقة\n",
        "        optimizer.zero_grad()\n",
        "\n",
        "        # تمرير الصور داخل النموذج للحصول على التنبؤات\n",
        "        outputs = model(inputs)\n",
        "\n",
        "        # حساب الخسارة\n",
        "        loss = criterion(outputs, labels)\n",
        "\n",
        "        # تحديث الأوزان بناءً على الخسارة\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        # تجميع الخسارة\n",
        "        running_loss += loss.item()\n",
        "\n",
        "        # حساب التوقعات الصحيحة\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "        correct += (preds == labels).sum().item()\n",
        "        total += labels.size(0)\n",
        "\n",
        "    # حساب المتوسط لكل epoch\n",
        "    epoch_loss = running_loss / len(ck_loader)\n",
        "    epoch_acc = correct / total\n",
        "\n",
        "    print(f\"Loss: {epoch_loss:.4f}  Acc: {epoch_acc:.4f}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "A4H0h9Ddw8q0"
      },
      "outputs": [],
      "source": [
        "y_true, y_pred, y_proba = [], [], []\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for inputs, labels in ck_loader:\n",
        "        inputs = inputs.to(device)\n",
        "        outputs = model(inputs)\n",
        "        probabilities = torch.softmax(outputs, dim=1)\n",
        "        preds = torch.argmax(probabilities, axis=1)\n",
        "\n",
        "        y_true.extend(labels.numpy())\n",
        "        y_pred.extend(preds.cpu().numpy())\n",
        "        y_proba.extend(probabilities.cpu().numpy())\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "36F_MmdgxA79",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        },
        "outputId": "5fe91ab4-9634-4717-886b-ee55537ddefd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[ResNet18 on CK+] Accuracy: 0.0750\n",
            "Precision: 0.005625\n",
            "Recall: 0.075\n",
            "F1-score: 0.010465116279069767\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.00      0.00      0.00        45\n",
            "           1       0.00      0.00      0.00        59\n",
            "           2       0.00      0.00      0.00        25\n",
            "           3       0.07      1.00      0.14        69\n",
            "           4       0.00      0.00      0.00        28\n",
            "           5       0.00      0.00      0.00        83\n",
            "           6       0.00      0.00      0.00       593\n",
            "           7       0.00      0.00      0.00        18\n",
            "\n",
            "    accuracy                           0.07       920\n",
            "   macro avg       0.01      0.12      0.02       920\n",
            "weighted avg       0.01      0.07      0.01       920\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "def evaluate_model(model_name, y_true, y_pred, y_proba):\n",
        "    labels = sorted(df_ck['emotion'].unique())\n",
        "    accuracy = accuracy_score(y_true, y_pred)\n",
        "    precision = precision_score(y_true, y_pred, average='weighted', zero_division=0)\n",
        "    recall = recall_score(y_true, y_pred, average='weighted')\n",
        "    f1 = f1_score(y_true, y_pred, average='weighted')\n",
        "    cm = confusion_matrix(y_true, y_pred)\n",
        "\n",
        "    print(f\"[{model_name}] Accuracy: {accuracy:.4f}\")\n",
        "    print(\"Precision:\", precision)\n",
        "    print(\"Recall:\", recall)\n",
        "    print(\"F1-score:\", f1)\n",
        "    print(\"Classification Report:\\n\", classification_report(y_true, y_pred))\n",
        "\n",
        "    plt.figure(figsize=(6,5))\n",
        "    sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n",
        "    plt.title('Confusion Matrix')\n",
        "    plt.xlabel('Predicted')\n",
        "    plt.ylabel('True')\n",
        "    plt.show()\n",
        "\n",
        "evaluate_model(\"ResNet18 on CK+\", y_true, y_pred, y_proba)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8EV-yPZkx--N"
      },
      "outputs": [],
      "source": [
        "model = models.mobilenet_v2(pretrained=False)\n",
        "model.classifier[1] = nn.Linear(model.last_channel, num_classes_ck)\n",
        "model = model.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
        "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NwbMQdHEyH10",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a8db22b4-99aa-4414-dcb2-2c37753afab5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Epoch 1/2\n",
            "Loss: 1.3544 Acc: 0.6239\n",
            "\n",
            "Epoch 2/2\n",
            "Loss: 1.1389 Acc: 0.6674\n"
          ]
        }
      ],
      "source": [
        "epochs = 2\n",
        "for epoch in range(epochs):\n",
        "    print(f\"\\nEpoch {epoch+1}/{epochs}\")\n",
        "    model.train()\n",
        "    running_loss, correct = 0.0, 0\n",
        "\n",
        "    for inputs, labels in ck_loader:\n",
        "        inputs, labels = inputs.to(device), labels.to(device)\n",
        "        optimizer.zero_grad()\n",
        "        outputs = model(inputs)\n",
        "        loss = criterion(outputs, labels)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "        correct += torch.sum(preds == labels.data)\n",
        "        running_loss += loss.item() * inputs.size(0)\n",
        "\n",
        "    epoch_loss = running_loss / len(ck_dataset)\n",
        "    epoch_acc = correct.double() / len(ck_dataset)\n",
        "    print(f\"Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dGKawQvSyJXA"
      },
      "outputs": [],
      "source": [
        "y_true, y_pred, y_proba = [], [], []\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for inputs, labels in ck_loader:\n",
        "        inputs = inputs.to(device)\n",
        "        outputs = model(inputs)\n",
        "        probabilities = torch.softmax(outputs, dim=1)\n",
        "        preds = torch.argmax(probabilities, axis=1)\n",
        "\n",
        "        y_true.extend(labels.numpy())\n",
        "        y_pred.extend(preds.cpu().numpy())\n",
        "        y_proba.extend(probabilities.cpu().numpy())\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "wwSQ7N1nyog-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        },
        "outputId": "0a6e1117-c983-4185-ff69-e0d98e3cd73c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[MobileNetV2 on CK+] Accuracy: 0.7598\n",
            "Precision: 0.6824692528735632\n",
            "Recall: 0.7597826086956522\n",
            "F1-score: 0.6938480990845809\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.00      0.00      0.00        45\n",
            "           1       1.00      0.15      0.26        59\n",
            "           2       0.00      0.00      0.00        25\n",
            "           3       0.69      0.90      0.78        69\n",
            "           4       0.00      0.00      0.00        28\n",
            "           5       0.58      0.88      0.70        83\n",
            "           6       0.80      0.94      0.86       593\n",
            "           7       0.00      0.00      0.00        18\n",
            "\n",
            "    accuracy                           0.76       920\n",
            "   macro avg       0.38      0.36      0.33       920\n",
            "weighted avg       0.68      0.76      0.69       920\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "evaluate_model(\"MobileNetV2 on CK+\", y_true, y_pred, y_proba)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "AqQONnZNyxDA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a1b5af1a-fc93-4890-aab1-d2e70598f3cf"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "الفئات المتوفرة: [6 3 7 0 1 4 2 5]\n",
            "عدد الفئات: 8\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import torch\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import transforms, models\n",
        "from PIL import Image\n",
        "import cv2\n",
        "\n",
        "csv_path = '/content/drive/MyDrive/Datasets/CK+/ckextended.csv'\n",
        "df_ck = pd.read_csv(csv_path)\n",
        "\n",
        "# التأكد من الفئات وعددها\n",
        "print(\"الفئات المتوفرة:\", df_ck['emotion'].unique())\n",
        "num_classes_ck = df_ck['emotion'].nunique()\n",
        "print(\"عدد الفئات:\", num_classes_ck)\n",
        "\n",
        "# تصحيح: إزالة أي فئة خارج النطاق إذا وجدت\n",
        "df_ck = df_ck[df_ck['emotion'] < num_classes_ck].reset_index(drop=True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9VEswexvzqje"
      },
      "outputs": [],
      "source": [
        "class CKPlusDataset(Dataset):\n",
        "    def __init__(self, dataframe, transform=None):\n",
        "        self.df = dataframe\n",
        "        self.transform = transform\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.df)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        pixel_values = [int(p) for p in self.df.iloc[idx]['pixels'].split()]\n",
        "        image = np.array(pixel_values, dtype='uint8').reshape(48, 48)\n",
        "        image = cv2.cvtColor(image, cv2.COLOR_GRAY2RGB)\n",
        "        image = cv2.resize(image, (128,128))\n",
        "        image = Image.fromarray(image)\n",
        "        label = self.df.iloc[idx]['emotion']\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        return image, label\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.RandomHorizontalFlip(),\n",
        "    transforms.RandomVerticalFlip(),\n",
        "    transforms.RandomRotation(10),\n",
        "    transforms.Resize((128,128)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "\n",
        "ck_dataset = CKPlusDataset(df_ck, transform=transform)\n",
        "ck_loader = DataLoader(ck_dataset, batch_size=8, shuffle=True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "J9Ztjwfl0Fwm"
      },
      "outputs": [],
      "source": [
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "model = models.efficientnet_b0(pretrained=False)\n",
        "model.classifier[1] = torch.nn.Linear(model.classifier[1].in_features, num_classes_ck)\n",
        "model = model.to(device)\n",
        "\n",
        "criterion = torch.nn.CrossEntropyLoss()\n",
        "optimizer = torch.optim.AdamW(model.parameters(), lr=0.001)\n",
        "scheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.97)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Mz109iDc0Hvk"
      },
      "outputs": [],
      "source": [
        "def train_model(model, criterion, optimizer, scheduler, num_epochs=2):\n",
        "    for epoch in range(num_epochs):\n",
        "        print(f\"\\nEpoch {epoch+1}/{num_epochs}\")\n",
        "        model.train()\n",
        "        running_loss, correct = 0.0, 0\n",
        "\n",
        "        for inputs, labels in ck_loader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)\n",
        "\n",
        "            optimizer.zero_grad()\n",
        "            outputs = model(inputs)\n",
        "            loss = criterion(outputs, labels)\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "\n",
        "            _, preds = torch.max(outputs, 1)\n",
        "            correct += torch.sum(preds == labels.data)\n",
        "            running_loss += loss.item() * inputs.size(0)\n",
        "\n",
        "        scheduler.step()\n",
        "        epoch_loss = running_loss / len(ck_dataset)\n",
        "        epoch_acc = correct.double() / len(ck_dataset)\n",
        "        print(f\"Loss: {epoch_loss:.4f}, Accuracy: {epoch_acc:.4f}\")\n",
        "    return model\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9Xcimlul0Jaj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d3f72c39-0ffa-4752-a773-7f84c10396e7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Epoch 1/2\n",
            "Loss: 1.4943, Accuracy: 0.6228\n",
            "\n",
            "Epoch 2/2\n",
            "Loss: 1.3941, Accuracy: 0.6380\n"
          ]
        }
      ],
      "source": [
        "model = train_model(model, criterion, optimizer, scheduler, num_epochs=2)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qXJOqcAZ0Ll1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 765
        },
        "outputId": "b56ac686-1903-4f8f-8e00-5cc55cb1ce2f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.00      0.00      0.00        45\n",
            "           1       0.00      0.00      0.00        59\n",
            "           2       0.00      0.00      0.00        25\n",
            "           3       0.00      0.00      0.00        69\n",
            "           4       0.00      0.00      0.00        28\n",
            "           5       0.00      0.00      0.00        83\n",
            "           6       0.64      1.00      0.78       593\n",
            "           7       0.00      0.00      0.00        18\n",
            "\n",
            "    accuracy                           0.64       920\n",
            "   macro avg       0.08      0.12      0.10       920\n",
            "weighted avg       0.42      0.64      0.51       920\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, classification_report\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "y_true, y_pred = [], []\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for inputs, labels in ck_loader:\n",
        "        inputs = inputs.to(device)\n",
        "        outputs = model(inputs)\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "\n",
        "        y_true.extend(labels.numpy())\n",
        "        y_pred.extend(preds.cpu().numpy())\n",
        "\n",
        "cm = confusion_matrix(y_true, y_pred)\n",
        "print(\"Classification Report:\\n\", classification_report(y_true, y_pred))\n",
        "\n",
        "plt.figure(figsize=(6,5))\n",
        "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n",
        "plt.title('Confusion Matrix')\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('True')\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-f_pXFg51miX",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f971162e-46d7-4c15-a276-fe89ebd60537"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Epoch 1/1\n",
            "Loss: 1.4176  Acc: 0.6283\n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torchvision import models\n",
        "from torch.optim import lr_scheduler\n",
        "\n",
        "# 1. تعريف عدد الكلاسات حسب بيانات CK+\n",
        "num_classes_ck = df_ck['emotion'].nunique()\n",
        "\n",
        "# 2. تحميل نموذج DenseNet121 وتعديله\n",
        "model = models.densenet121(pretrained=False)\n",
        "model.classifier = nn.Linear(model.classifier.in_features, num_classes_ck)\n",
        "model = model.to(device)\n",
        "\n",
        "# 3. تعريف الخسارة، المحسن، وجدولة التعلم\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
        "exp_lr_scheduler = lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1)\n",
        "\n",
        "# 4. تعريف دالة التدريب\n",
        "def train_model(model, criterion, optimizer, scheduler, num_epochs=1):\n",
        "    for epoch in range(num_epochs):\n",
        "        print(f\"\\nEpoch {epoch+1}/{num_epochs}\")\n",
        "        model.train()\n",
        "        running_loss = 0.0\n",
        "        correct = 0\n",
        "        total = 0\n",
        "\n",
        "        for inputs, labels in ck_loader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)\n",
        "\n",
        "            optimizer.zero_grad()\n",
        "            outputs = model(inputs)\n",
        "            loss = criterion(outputs, labels)\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "\n",
        "            running_loss += loss.item()\n",
        "            _, preds = torch.max(outputs, 1)\n",
        "            correct += (preds == labels).sum().item()\n",
        "            total += labels.size(0)\n",
        "\n",
        "        scheduler.step()\n",
        "        epoch_loss = running_loss / len(ck_loader)\n",
        "        epoch_acc = correct / total\n",
        "        print(f\"Loss: {epoch_loss:.4f}  Acc: {epoch_acc:.4f}\")\n",
        "    return model\n",
        "\n",
        "# 5. تنفيذ التدريب\n",
        "model = train_model(model, criterion, optimizer, exp_lr_scheduler, num_epochs=1)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "zxFd3Le010Te",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "709b7c41-4c7c-437b-b0fa-8225bd2b7116"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Epoch 1/1\n",
            "Loss: 8.4048  Acc: 0.6326\n"
          ]
        }
      ],
      "source": [
        "model = models.vgg16(pretrained=False)\n",
        "model.classifier[6] = nn.Linear(model.classifier[6].in_features, num_classes_ck)\n",
        "model = model.to(device)\n",
        "\n",
        "optimizer = optim.AdamW(model.parameters(), lr=0.001)\n",
        "model = train_model(model, criterion, optimizer, exp_lr_scheduler, num_epochs=1)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PSfsVmLK2QnH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        },
        "outputId": "1059de6b-2e23-4d3f-b0a7-d723e7fbaa90"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[اسم الموديل] Accuracy: 0.6446\n",
            "Precision: 0.41546431947069945\n",
            "Recall: 0.6445652173913043\n",
            "F1-score: 0.5052573349808903\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.00      0.00      0.00        45\n",
            "           1       0.00      0.00      0.00        59\n",
            "           2       0.00      0.00      0.00        25\n",
            "           3       0.00      0.00      0.00        69\n",
            "           4       0.00      0.00      0.00        28\n",
            "           5       0.00      0.00      0.00        83\n",
            "           6       0.64      1.00      0.78       593\n",
            "           7       0.00      0.00      0.00        18\n",
            "\n",
            "    accuracy                           0.64       920\n",
            "   macro avg       0.08      0.12      0.10       920\n",
            "weighted avg       0.42      0.64      0.51       920\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "y_true, y_pred, y_proba = [], [], []\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for inputs, labels in ck_loader:\n",
        "        inputs = inputs.to(device)\n",
        "        outputs = model(inputs)\n",
        "        probabilities = torch.softmax(outputs, dim=1)\n",
        "        preds = torch.argmax(probabilities, axis=1)\n",
        "\n",
        "        y_true.extend(labels.numpy())\n",
        "        y_pred.extend(preds.cpu().numpy())\n",
        "        y_proba.extend(probabilities.cpu().numpy())\n",
        "\n",
        "y_true = np.array(y_true)\n",
        "y_pred = np.array(y_pred)\n",
        "y_proba = np.array(y_proba)\n",
        "\n",
        "evaluate_model(\"اسم الموديل\", y_true, y_pred, y_proba)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MmJ_x-xl6QL2"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torchvision import models, transforms\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from PIL import Image\n",
        "import os\n",
        "import cv2\n",
        "import numpy as np"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DJiTLEi1J9RJ"
      },
      "outputs": [],
      "source": [
        "transform = transforms.Compose([\n",
        "    transforms.RandomHorizontalFlip(),\n",
        "    transforms.RandomVerticalFlip(),\n",
        "    transforms.RandomRotation(20),\n",
        "    transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2),\n",
        "    transforms.Resize((224,224)),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
        "])\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rPvd5-K-KL5k"
      },
      "outputs": [],
      "source": [
        "# 2. Dataset ل JAFFE\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        if not os.path.exists(root_dir):\n",
        "            print(f\"المجلد {root_dir} غير موجود. الرجاء التأكد من ربط Google Drive ووجود البيانات.\")\n",
        "            self.image_files = []\n",
        "        else:\n",
        "            self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(img_path).convert('RGB')\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        label = int(self.image_files[idx].split('.')[1])  # استخرج التصنيف من اسم الملف أو حسب التنظيم المتبع\n",
        "        return image, label"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mfWgmyXXKhcm"
      },
      "outputs": [],
      "source": [
        "emotion_labels = set()\n",
        "\n",
        "for f in os.listdir(jaffe_path):\n",
        "    if f.endswith(\".tiff\"):\n",
        "        parts = f.split('.')\n",
        "        if len(parts) >= 2:\n",
        "            emotion_labels.add(parts[1])  # مثل \"SU2\" ← نأخذ الرمز الأول فقط\n",
        "\n",
        "# فقط أول حرفين تمثل المشاعر (SU, NE, etc)\n",
        "emotion_labels = set([label[:2] for label in emotion_labels])\n",
        "num_classes_jaffe = len(emotion_labels)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Kaq_3ISDMkBY"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from PIL import Image\n",
        "import torch\n",
        "from torch.utils.data import Dataset\n",
        "from torchvision import transforms\n",
        "\n",
        "# تعريف كلاس JaffeDataset لمعالجة بيانات JAFFE\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "\n",
        "        # تعريف قاموس تحويل رموز المشاعر إلى أرقام\n",
        "        self.emotion_dict = {\n",
        "            'AN': 0,  # Angry\n",
        "            'DI': 1,  # Disgust\n",
        "            'FE': 2,  # Fear\n",
        "            'HA': 3,  # Happy\n",
        "            'NE': 4,  # Neutral\n",
        "            'SA': 5,  # Sad\n",
        "            'SU': 6   # Surprise\n",
        "        }\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        # تحميل الصورة\n",
        "        image_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(image_path).convert('L')  # الصورة رمادية\n",
        "\n",
        "        # تطبيق التحويلات إن وجدت\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "\n",
        "        # استخراج رمز المشاعر من اسم الملف (مثلاً SA من KA.SA1.93.tiff)\n",
        "        emotion_code = self.image_files[idx].split('.')[1][:2]\n",
        "        label = self.emotion_dict[emotion_code]\n",
        "\n",
        "        return image, label\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3ZTWzoFIHul6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a1e129bf-a5dc-44ae-bb4c-21b265871f2f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n",
            "angry  disgust\tfear  happy  neutral  sad  surprise\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "!ls \"/content/drive/MyDrive/Datasets/FER-2013/train\"\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xxpd7iKFHzN3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0e370c5b-d45c-47cc-c26d-03c19ff7f4c0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "عدد الصور: 26580\n",
            "الفئات: ['angry', 'disgust', 'fear', 'happy', 'neutral', 'sad', 'surprise']\n"
          ]
        }
      ],
      "source": [
        "from torchvision import datasets, transforms\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.Grayscale(num_output_channels=3),  # لأن صور FER-2013 رمادية\n",
        "    transforms.Resize((224, 224)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "\n",
        "train_dir = \"/content/drive/MyDrive/Datasets/FER-2013/train\"\n",
        "full_dataset = datasets.ImageFolder(root=train_dir, transform=transform)\n",
        "\n",
        "print(f\"عدد الصور: {len(full_dataset)}\")\n",
        "print(f\"الفئات: {full_dataset.classes}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FWNhLmm0Lp1s",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5ed8e28b-d420-496e-fe2c-a5c1521a9b87"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📦 Subset جاهز: 6393 صورة.\n"
          ]
        }
      ],
      "source": [
        "import random\n",
        "from torch.utils.data import Subset\n",
        "from collections import defaultdict\n",
        "\n",
        "samples_per_class = 1000  # الحد الأقصى لكل فئة\n",
        "\n",
        "# استخراج الليبلات (labels)\n",
        "targets = full_dataset.targets\n",
        "class_indices = defaultdict(list)\n",
        "\n",
        "# تجميع الفهارس لكل فئة\n",
        "for idx, label in enumerate(targets):\n",
        "    class_indices[label].append(idx)\n",
        "\n",
        "# اختيار عينات عشوائية من كل فئة\n",
        "selected_indices = []\n",
        "for cls, indices in class_indices.items():\n",
        "    if len(indices) > samples_per_class:\n",
        "        selected_indices.extend(random.sample(indices, samples_per_class))\n",
        "    else:\n",
        "        selected_indices.extend(indices)  # لو أقل من 1000 نأخذ الكل\n",
        "\n",
        "# إنشاء Subset\n",
        "subset_dataset = Subset(full_dataset, selected_indices)\n",
        "\n",
        "print(f\"📦 Subset جاهز: {len(subset_dataset)} صورة.\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3ifwQiBHiIFA"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3bMX0_6jIPox"
      },
      "outputs": [],
      "source": [
        "from torch.utils.data import DataLoader\n",
        "\n",
        "train_loader = DataLoader(subset_dataset, batch_size=16, shuffle=True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "a1SsCTHTetuc"
      },
      "outputs": [],
      "source": [
        "\n",
        "# إنشاء قائمة جديدة تحتوي على 1000 عينة لكل فئة فقط\n",
        "samples_per_class = 1000\n",
        "targets = full_dataset.targets\n",
        "class_indices = {cls: [] for cls in range(len(full_dataset.classes))}\n",
        "\n",
        "# جمع المؤشرات حسب الفئة\n",
        "for idx, label in enumerate(targets):\n",
        "    if len(class_indices[label]) < samples_per_class:\n",
        "        class_indices[label].append(idx)\n",
        "\n",
        "# دمج المؤشرات معًا\n",
        "final_indices = [idx for indices in class_indices.values() for idx in indices]\n",
        "subset_dataset = Subset(full_dataset, final_indices)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9HSnCwwSivfK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e390d15f-8852-450c-b2cd-e5f8fe5a3613"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📦 Subset جاهز: 105 صورة عبر 7 فئات.\n"
          ]
        }
      ],
      "source": [
        "# 1) إنشاء Subset متوازن حتى 10 عينة لكل فئة (عشوائي)\n",
        "import random\n",
        "from torch.utils.data import Subset\n",
        "from collections import defaultdict\n",
        "\n",
        "samples_per_class = 15  # عدّلها لو تبغى أسرع\n",
        "\n",
        "# استخراج targets بشكل متين مع ImageFolder\n",
        "if hasattr(full_dataset, \"targets\"):\n",
        "    targets = list(full_dataset.targets)\n",
        "elif hasattr(full_dataset, \"samples\"):\n",
        "    targets = [lbl for _, lbl in full_dataset.samples]\n",
        "else:\n",
        "    raise AttributeError(\"لم أتمكن من إيجاد labels في full_dataset (لا targets ولا samples).\")\n",
        "\n",
        "class_indices = defaultdict(list)\n",
        "for idx, label in enumerate(targets):\n",
        "    class_indices[label].append(idx)\n",
        "\n",
        "selected_indices = []\n",
        "for cls, indices in class_indices.items():\n",
        "    k = min(samples_per_class, len(indices))\n",
        "    selected_indices.extend(random.sample(indices, k))\n",
        "\n",
        "random.shuffle(selected_indices)\n",
        "subset_dataset = Subset(full_dataset, selected_indices)\n",
        "print(f\"📦 Subset جاهز: {len(subset_dataset)} صورة عبر {len(full_dataset.classes)} فئات.\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mEZPPBc_ivT5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c34bf771-fcf4-4ab5-bf4f-bfdb3ec0783f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(90, 15)"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ],
      "source": [
        "# 2) DataLoaders للتدريب والتحقق\n",
        "from torch.utils.data import random_split, DataLoader\n",
        "import torch\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "val_ratio = 0.15\n",
        "val_len = int(len(subset_dataset) * val_ratio)\n",
        "train_len = len(subset_dataset) - val_len\n",
        "train_ds, val_ds = random_split(subset_dataset, [train_len, val_len],\n",
        "                                generator=torch.Generator().manual_seed(42))\n",
        "\n",
        "train_loader = DataLoader(train_ds, batch_size=64, shuffle=True,  num_workers=2, pin_memory=True)\n",
        "val_loader   = DataLoader(val_ds,   batch_size=64, shuffle=False, num_workers=2, pin_memory=True)\n",
        "\n",
        "len(train_ds), len(val_ds)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "G87RW0G1ivNS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "feff737d-d97c-422a-bead-7952b4ab2dbf"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/50 | Train Acc 0.1556 | Val Acc 0.0667\n",
            "Epoch 2/50 | Train Acc 0.9000 | Val Acc 0.2667\n",
            "Epoch 3/50 | Train Acc 0.9778 | Val Acc 0.2000\n",
            "Epoch 4/50 | Train Acc 0.9778 | Val Acc 0.3333\n",
            "Epoch 5/50 | Train Acc 1.0000 | Val Acc 0.2667\n",
            "Epoch 6/50 | Train Acc 1.0000 | Val Acc 0.3333\n",
            "Epoch 7/50 | Train Acc 1.0000 | Val Acc 0.3333\n",
            "Epoch 8/50 | Train Acc 1.0000 | Val Acc 0.3333\n",
            "Epoch 9/50 | Train Acc 1.0000 | Val Acc 0.4000\n",
            "Epoch 10/50 | Train Acc 1.0000 | Val Acc 0.4000\n",
            "Epoch 11/50 | Train Acc 1.0000 | Val Acc 0.3333\n",
            "Epoch 12/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 13/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 14/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 15/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 16/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 17/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 18/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 19/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 20/50 | Train Acc 1.0000 | Val Acc 0.2667\n",
            "Epoch 21/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 22/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 23/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 24/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 25/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 26/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 27/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 28/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 29/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 30/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 31/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 32/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 33/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 34/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 35/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 36/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 37/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 38/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 39/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 40/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 41/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 42/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 43/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 44/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 45/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 46/50 | Train Acc 1.0000 | Val Acc 0.2000\n",
            "Epoch 47/50 | Train Acc 1.0000 | Val Acc 0.2667\n",
            "Epoch 48/50 | Train Acc 1.0000 | Val Acc 0.2667\n",
            "Epoch 49/50 | Train Acc 1.0000 | Val Acc 0.2667\n",
            "Epoch 50/50 | Train Acc 1.0000 | Val Acc 0.2667\n"
          ]
        }
      ],
      "source": [
        "# 3) نموذج + تدريب سريع مع حفظ Training/Validation Accuracy\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torchvision.models import resnet18, ResNet18_Weights\n",
        "\n",
        "num_classes = len(full_dataset.classes)\n",
        "\n",
        "model = resnet18(weights=ResNet18_Weights.DEFAULT)\n",
        "model.fc = nn.Linear(model.fc.in_features, num_classes)\n",
        "model = model.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.AdamW(model.parameters(), lr=1e-3)\n",
        "\n",
        "epochs = 50  # اجعلها صغيرة للتجريب السريع\n",
        "train_acc_history, val_acc_history = [], []\n",
        "\n",
        "for epoch in range(1, epochs+1):\n",
        "    # ---- TRAIN ----\n",
        "    model.train()\n",
        "    tr_correct = tr_total = 0\n",
        "    for x, y in train_loader:\n",
        "        x, y = x.to(device), y.to(device)\n",
        "        optimizer.zero_grad()\n",
        "        out = model(x)\n",
        "        loss = criterion(out, y)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "        tr_correct += (out.argmax(1) == y).sum().item()\n",
        "        tr_total   += x.size(0)\n",
        "    train_acc = tr_correct / tr_total\n",
        "    train_acc_history.append(train_acc)\n",
        "\n",
        "    # ---- VAL ----\n",
        "    model.eval()\n",
        "    va_correct = va_total = 0\n",
        "    with torch.no_grad():\n",
        "        for x, y in val_loader:\n",
        "            x, y = x.to(device), y.to(device)\n",
        "            out = model(x)\n",
        "            va_correct += (out.argmax(1) == y).sum().item()\n",
        "            va_total   += x.size(0)\n",
        "    val_acc = va_correct / va_total\n",
        "    val_acc_history.append(val_acc)\n",
        "\n",
        "    print(f\"Epoch {epoch}/{epochs} | Train Acc {train_acc:.4f} | Val Acc {val_acc:.4f}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "EQmGs3mOivF3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        },
        "outputId": "36c963de-041c-42e1-c174-8f87ac61e47b"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 4) رسم المنحنيات: Training Accuracy و Validation Accuracy\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(train_acc_history, label='Training Accuracy')\n",
        "plt.plot(val_acc_history, label='Validation Accuracy')\n",
        "plt.xlabel('Epoch'); plt.ylabel('Accuracy'); plt.title('Training vs Validation Accuracy')\n",
        "plt.grid(True); plt.legend(); plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "vtBz_BpFi202"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "fqitvOWxi2tU"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Hv7s3pnbfEUg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "outputId": "6f18de2b-40f5-447f-fa4e-bbced41f3d93"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 8 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import random\n",
        "import torch\n",
        "\n",
        "# تأكد أن subset_dataset و full_dataset و model معرفين\n",
        "\n",
        "indices = random.sample(range(len(subset_dataset)), 8)\n",
        "fig, axes = plt.subplots(2, 4, figsize=(15,6))\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for ax, idx in zip(axes.flat, indices):\n",
        "        img, true_label = subset_dataset[idx]\n",
        "\n",
        "        # تجهيز الصورة للنموذج\n",
        "        inp = img.unsqueeze(0).to(device)  # إضافة بعد batch\n",
        "        output = model(inp)\n",
        "        pred_label = output.argmax(1)\n",
        "\n",
        "        # تجهيز الصورة للعرض (من Tensor إلى numpy)\n",
        "        img_disp = img.permute(1, 2, 0).cpu().numpy()\n",
        "        img_disp = (img_disp - img_disp.min()) / (img_disp.max() - img_disp.min())\n",
        "\n",
        "        ax.imshow(img_disp)\n",
        "        ax.set_title(\n",
        "            f\"True: {full_dataset.classes[true_label]}\\nPred: {full_dataset.classes[pred_label.item()]}\",\n",
        "            fontsize=10,\n",
        "            color='green' if pred_label.item() == true_label else 'red'\n",
        "        )\n",
        "        ax.axis('off')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RTfgyaImgq8R",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 815
        },
        "outputId": "93f4cdb4-5aef-44e1-88d9-e717a696144a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📊 [Classification Report]\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "       angry       1.00      1.00      1.00        13\n",
            "     disgust       1.00      1.00      1.00        13\n",
            "        fear       1.00      1.00      1.00        14\n",
            "       happy       1.00      1.00      1.00        14\n",
            "     neutral       1.00      1.00      1.00        13\n",
            "         sad       1.00      1.00      1.00        12\n",
            "    surprise       1.00      1.00      1.00        11\n",
            "\n",
            "    accuracy                           1.00        90\n",
            "   macro avg       1.00      1.00      1.00        90\n",
            "weighted avg       1.00      1.00      1.00        90\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.metrics import classification_report, confusion_matrix\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 1. التنبؤ بالنتائج على نفس مجموعة التدريب المستخدمة\n",
        "y_true = []\n",
        "y_pred = []\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for inputs, labels in train_loader:\n",
        "        inputs = inputs.to(device)\n",
        "        labels = labels.to(device)\n",
        "        outputs = model(inputs)\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "        y_true.extend(labels.cpu().numpy())\n",
        "        y_pred.extend(preds.cpu().numpy())\n",
        "\n",
        "# 2. حساب النتائج\n",
        "print(\"📊 [Classification Report]\")\n",
        "print(classification_report(y_true, y_pred, target_names=full_dataset.classes))\n",
        "\n",
        "# 3. مصفوفة الالتباس\n",
        "cm = confusion_matrix(y_true, y_pred)\n",
        "\n",
        "plt.figure(figsize=(8,6))\n",
        "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n",
        "            xticklabels=full_dataset.classes,\n",
        "            yticklabels=full_dataset.classes)\n",
        "plt.title(\"🔍 Confusion Matrix\")\n",
        "plt.xlabel(\"Predicted\")\n",
        "plt.ylabel(\"True\")\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "02ITm-Rwf6dT"
      },
      "outputs": [],
      "source": [
        "train_acc_history_ck = []\n",
        "val_acc_history_ck = []\n",
        "\n",
        "for epoch in range(epochs):\n",
        "    ...\n",
        "    # بعد حساب train_acc و val_acc\n",
        "    train_acc_history_ck.append(train_acc)\n",
        "    val_acc_history_ck.append(val_acc)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7t2q01cRhNl7"
      },
      "outputs": [],
      "source": [
        "# حفظ النموذج بعد التدريب\n",
        "torch.save(model.state_dict(), 'emotion_model.pth')\n",
        "\n",
        "# حفظ النموذج داخل Google Drive\n",
        "torch.save(model.state_dict(), '/content/drive/MyDrive/emotion_model.pth')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "TayMs_f3pVlC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9d256276-6549-4ad0-cd52-5569094b24a1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ تم تحميل النموذج بنجاح\n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "from torchvision import models\n",
        "\n",
        "# 1️⃣ أنشئ نفس هيكل الموديل اللي دربته\n",
        "# مثال: ResNet18 بعدد الأصناف الصحيح\n",
        "num_classes = len(full_dataset.classes)  # أو أدخل العدد يدويًا\n",
        "model_loaded = models.resnet18(weights=None)  # نفس الإعداد اللي دربت به\n",
        "model_loaded.fc = torch.nn.Linear(model_loaded.fc.in_features, num_classes)\n",
        "\n",
        "# 2️⃣ تحميل الأوزان\n",
        "model_loaded.load_state_dict(torch.load('/content/drive/MyDrive/emotion_model.pth', map_location=device))\n",
        "\n",
        "# 3️⃣ وضع الموديل في وضع التقييم\n",
        "model_loaded = model_loaded.to(device)\n",
        "model_loaded.eval()\n",
        "\n",
        "print(\"✅ تم تحميل النموذج بنجاح\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "oKssymGzi-nO"
      },
      "outputs": [],
      "source": [
        "from torch.utils.data import random_split, DataLoader\n",
        "\n",
        "# نسبة البيانات للتحقق (مثلاً 15%)\n",
        "val_ratio = 0.15\n",
        "val_len = int(len(subset_dataset) * val_ratio)\n",
        "train_len = len(subset_dataset) - val_len\n",
        "\n",
        "train_ds, val_ds = random_split(subset_dataset, [train_len, val_len],\n",
        "                                generator=torch.Generator().manual_seed(42))\n",
        "\n",
        "train_loader = DataLoader(train_ds, batch_size=64, shuffle=True, num_workers=2, pin_memory=True)\n",
        "val_loader   = DataLoader(val_ds, batch_size=64, shuffle=False, num_workers=2, pin_memory=True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "onHywDFRjBZe"
      },
      "outputs": [],
      "source": [
        "for epoch in range(1, epochs+1):\n",
        "    ...\n",
        "    for x, y in val_loader:\n",
        "        ...\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Yq5aAhwlZHG4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "406604c7-7e11-4635-cf2a-dabe5e749d10"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/50 | Train Loss: 0.0002 Acc: 1.0000 | Val Loss: 2.8313 Acc: 0.2667\n",
            "Epoch 2/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.8031 Acc: 0.2000\n",
            "Epoch 3/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7897 Acc: 0.2000\n",
            "Epoch 4/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7779 Acc: 0.2000\n",
            "Epoch 5/50 | Train Loss: 0.0004 Acc: 1.0000 | Val Loss: 2.7633 Acc: 0.2000\n",
            "Epoch 6/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7592 Acc: 0.2000\n",
            "Epoch 7/50 | Train Loss: 0.0004 Acc: 1.0000 | Val Loss: 2.7677 Acc: 0.2000\n",
            "Epoch 8/50 | Train Loss: 0.0004 Acc: 1.0000 | Val Loss: 2.7779 Acc: 0.2000\n",
            "Epoch 9/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7534 Acc: 0.2000\n",
            "Epoch 10/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7608 Acc: 0.2000\n",
            "Epoch 11/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7506 Acc: 0.2000\n",
            "Epoch 12/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7029 Acc: 0.2000\n",
            "Epoch 13/50 | Train Loss: 0.0002 Acc: 1.0000 | Val Loss: 2.7280 Acc: 0.2000\n",
            "Epoch 14/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7314 Acc: 0.2000\n",
            "Epoch 15/50 | Train Loss: 0.0002 Acc: 1.0000 | Val Loss: 2.7702 Acc: 0.2000\n",
            "Epoch 16/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7259 Acc: 0.2000\n",
            "Epoch 17/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7258 Acc: 0.2000\n",
            "Epoch 18/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7236 Acc: 0.2000\n",
            "Epoch 19/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7646 Acc: 0.2000\n",
            "Epoch 20/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7706 Acc: 0.2000\n",
            "Epoch 21/50 | Train Loss: 0.0002 Acc: 1.0000 | Val Loss: 2.7592 Acc: 0.2000\n",
            "Epoch 22/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7375 Acc: 0.2000\n",
            "Epoch 23/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7402 Acc: 0.2000\n",
            "Epoch 24/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7256 Acc: 0.2000\n",
            "Epoch 25/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6929 Acc: 0.2000\n",
            "Epoch 26/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6917 Acc: 0.2000\n",
            "Epoch 27/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6778 Acc: 0.2000\n",
            "Epoch 28/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6804 Acc: 0.2000\n",
            "Epoch 29/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6700 Acc: 0.2000\n",
            "Epoch 30/50 | Train Loss: 0.0002 Acc: 1.0000 | Val Loss: 2.6859 Acc: 0.2000\n",
            "Epoch 31/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6513 Acc: 0.2000\n",
            "Epoch 32/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6328 Acc: 0.2000\n",
            "Epoch 33/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6419 Acc: 0.2000\n",
            "Epoch 34/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.7005 Acc: 0.2000\n",
            "Epoch 35/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6898 Acc: 0.2000\n",
            "Epoch 36/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6676 Acc: 0.2000\n",
            "Epoch 37/50 | Train Loss: 0.0000 Acc: 1.0000 | Val Loss: 2.6820 Acc: 0.2000\n",
            "Epoch 38/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6931 Acc: 0.2000\n",
            "Epoch 39/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6624 Acc: 0.2000\n",
            "Epoch 40/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6506 Acc: 0.2000\n",
            "Epoch 41/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6676 Acc: 0.2000\n",
            "Epoch 42/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6970 Acc: 0.2000\n",
            "Epoch 43/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6773 Acc: 0.2000\n",
            "Epoch 44/50 | Train Loss: 0.0000 Acc: 1.0000 | Val Loss: 2.6786 Acc: 0.2000\n",
            "Epoch 45/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6828 Acc: 0.2000\n",
            "Epoch 46/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6368 Acc: 0.2000\n",
            "Epoch 47/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6291 Acc: 0.2000\n",
            "Epoch 48/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6279 Acc: 0.2000\n",
            "Epoch 49/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6279 Acc: 0.2000\n",
            "Epoch 50/50 | Train Loss: 0.0001 Acc: 1.0000 | Val Loss: 2.6181 Acc: 0.2000\n"
          ]
        }
      ],
      "source": [
        "train_acc_history = []\n",
        "val_acc_history = []\n",
        "\n",
        "for epoch in range(1, epochs+1):\n",
        "    # ---- Training ----\n",
        "    model.train()\n",
        "    train_loss, train_correct, train_count = 0.0, 0, 0\n",
        "\n",
        "    for x, y in train_loader:\n",
        "        x, y = x.to(device), y.to(device)\n",
        "\n",
        "        optimizer.zero_grad()\n",
        "        logits = model(x)\n",
        "        loss = criterion(logits, y)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        train_loss += loss.item() * x.size(0)\n",
        "        train_correct += (logits.argmax(1) == y).sum().item()\n",
        "        train_count += x.size(0)\n",
        "\n",
        "    train_loss /= train_count\n",
        "    train_acc = train_correct / train_count\n",
        "    train_acc_history.append(train_acc)\n",
        "\n",
        "    # ---- Validation ----\n",
        "    model.eval()\n",
        "    val_loss, val_correct, val_count = 0.0, 0, 0\n",
        "\n",
        "    with torch.no_grad():\n",
        "        for x, y in val_loader:\n",
        "            x, y = x.to(device), y.to(device)\n",
        "            logits = model(x)\n",
        "            loss = criterion(logits, y)\n",
        "\n",
        "            val_loss += loss.item() * x.size(0)\n",
        "            val_correct += (logits.argmax(1) == y).sum().item()\n",
        "            val_count += x.size(0)\n",
        "\n",
        "    val_loss /= val_count\n",
        "    val_acc = val_correct / val_count\n",
        "    val_acc_history.append(val_acc)\n",
        "\n",
        "    print(f\"Epoch {epoch}/{epochs} | \"\n",
        "          f\"Train Loss: {train_loss:.4f} Acc: {train_acc:.4f} | \"\n",
        "          f\"Val Loss: {val_loss:.4f} Acc: {val_acc:.4f}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8JC9KVQUcE5N",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        },
        "outputId": "f5ba1ff5-7ac0-4c8b-9e4d-3fce415ddce6"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(train_acc_history, label=\"Train Accuracy\")\n",
        "plt.plot(val_acc_history, label=\"Validation Accuracy\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.title(\"Training vs Validation Accuracy\")\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4KW1l22ph42V"
      },
      "outputs": [],
      "source": [
        "# مسار مجلد test\n",
        "test_dir = '/content/drive/MyDrive/Datasets/FER-2013'\n",
        "\n",
        "# تحميل بيانات test\n",
        "test_dataset = datasets.ImageFolder(root=test_dir, transform=transform)\n",
        "test_loader = DataLoader(test_dataset, batch_size=16, shuffle=False)\n",
        "\n",
        "# اختبار النموذج\n",
        "model.eval()\n",
        "correct, total = 0, 0\n",
        "with torch.no_grad():\n",
        "    for inputs, labels in test_loader:\n",
        "        inputs, labels = inputs.to(device), labels.to(device)\n",
        "        outputs = model(inputs)\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "        total += labels.size(0)\n",
        "        correct += (preds == labels).sum().item()\n",
        "\n",
        "print(f\"✅ Test Accuracy: {100 * correct / total:.2f}%\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "M_1HZMjKh6wh"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from PIL import Image\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import transforms, models\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# 1. كلاس Dataset لصور JAFFE\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "        self.emotion_dict = {\n",
        "            'AN': 0, 'DI': 1, 'FE': 2,\n",
        "            'HA': 3, 'NE': 4, 'SA': 5, 'SU': 6\n",
        "        }\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        image_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(image_path).convert('L')  # رمادية\n",
        "\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "\n",
        "        emotion_code = self.image_files[idx].split('.')[1][:2]\n",
        "        label = self.emotion_dict[emotion_code]\n",
        "\n",
        "        return image, label\n",
        "\n",
        "# 2. التحويلات المناسبة (تحويل من رمادي إلى RGB)\n",
        "transform = transforms.Compose([\n",
        "    transforms.Lambda(lambda img: img.convert(\"RGB\")),\n",
        "    transforms.Resize((128, 128)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "\n",
        "# 3. تحميل البيانات\n",
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "jaffe_dataset = JaffeDataset(jaffe_path, transform=transform)\n",
        "jaffe_loader = DataLoader(jaffe_dataset, batch_size=8, shuffle=False)\n",
        "\n",
        "# 4. عدد الفئات (7 مشاعر)\n",
        "num_classes = 7\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "\n",
        "# 5. تحميل النماذج وتعديل طبقات الإخراج\n",
        "resnet = models.resnet18(pretrained=True)\n",
        "resnet.fc = nn.Linear(resnet.fc.in_features, num_classes)\n",
        "resnet = resnet.to(device)\n",
        "\n",
        "mobilenet = models.mobilenet_v2(pretrained=True)\n",
        "mobilenet.classifier[1] = nn.Linear(mobilenet.classifier[1].in_features, num_classes)\n",
        "mobilenet = mobilenet.to(device)\n",
        "\n",
        "# 6. دالة التقييم\n",
        "def evaluate_model(model, dataloader, device):\n",
        "    model.eval()\n",
        "    correct = 0\n",
        "    total = 0\n",
        "    with torch.no_grad():\n",
        "        for inputs, labels in dataloader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)\n",
        "            outputs = model(inputs)\n",
        "            _, preds = torch.max(outputs, 1)\n",
        "            correct += (preds == labels).sum().item()\n",
        "            total += labels.size(0)\n",
        "    accuracy = 100 * correct / total\n",
        "    return accuracy\n",
        "\n",
        "# 7. حساب الدقة لكل نموذج (قد تكون قليلة إذا لم يتم تدريبهم)\n",
        "resnet_acc = evaluate_model(resnet, jaffe_loader, device)\n",
        "mobilenet_acc = evaluate_model(mobilenet, jaffe_loader, device)\n",
        "\n",
        "# 8. عرض النتائج\n",
        "print(f\"✅ ResNet18 Accuracy: {resnet_acc:.2f}%\")\n",
        "print(f\"✅ MobileNetV2 Accuracy: {mobilenet_acc:.2f}%\")\n",
        "\n",
        "# 9. رسم بياني للمقارنة\n",
        "results = {\n",
        "    'ResNet18': resnet_acc,\n",
        "    'MobileNetV2': mobilenet_acc\n",
        "}\n",
        "\n",
        "plt.bar(results.keys(), results.values())\n",
        "plt.ylabel(\"Accuracy (%)\")\n",
        "plt.title(\"Model Comparison on JAFFE\")\n",
        "plt.ylim(0, 100)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MIWfryt3sQHN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 611
        },
        "outputId": "deff4e33-2511-48a5-ecbc-cdd842939946"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n",
            "  warnings.warn(msg)\n",
            "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n",
            "100%|██████████| 44.7M/44.7M [00:00<00:00, 137MB/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ JAFFE Accuracy: 14.08%\n",
            "✅ FER-2013 Test Accuracy: 14.68%\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import os\n",
        "from PIL import Image\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import transforms, models, datasets\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# 1. كلاس Dataset لصور JAFFE\n",
        "class JaffeDataset(Dataset):\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.image_files = [f for f in os.listdir(root_dir) if f.endswith(\".tiff\")]\n",
        "        self.transform = transform\n",
        "        self.emotion_dict = {\n",
        "            'AN': 0, 'DI': 1, 'FE': 2,\n",
        "            'HA': 3, 'NE': 4, 'SA': 5, 'SU': 6\n",
        "        }\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        image_path = os.path.join(self.root_dir, self.image_files[idx])\n",
        "        image = Image.open(image_path).convert('L')  # رمادية\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        emotion_code = self.image_files[idx].split('.')[1][:2]\n",
        "        label = self.emotion_dict[emotion_code]\n",
        "        return image, label\n",
        "\n",
        "# 2. إعداد التحويلات\n",
        "transform = transforms.Compose([\n",
        "    transforms.Lambda(lambda img: img.convert(\"RGB\")),\n",
        "    transforms.Resize((128, 128)),\n",
        "    transforms.ToTensor()\n",
        "])\n",
        "\n",
        "# 3. تحميل بيانات JAFFE\n",
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'\n",
        "jaffe_dataset = JaffeDataset(jaffe_path, transform=transform)\n",
        "jaffe_loader = DataLoader(jaffe_dataset, batch_size=8, shuffle=False)\n",
        "\n",
        "# 4. تحميل نموذج ResNet18 مدرب مسبقًا + تعديل الطبقة الأخيرة\n",
        "num_classes = 7\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "\n",
        "resnet = models.resnet18(pretrained=True)\n",
        "resnet.fc = nn.Linear(resnet.fc.in_features, num_classes)\n",
        "resnet = resnet.to(device)\n",
        "\n",
        "# 5. دالة تقييم الدقة\n",
        "def evaluate_model(model, dataloader, device):\n",
        "    model.eval()\n",
        "    correct, total = 0, 0\n",
        "    with torch.no_grad():\n",
        "        for inputs, labels in dataloader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)\n",
        "            outputs = model(inputs)\n",
        "            _, preds = torch.max(outputs, 1)\n",
        "            correct += (preds == labels).sum().item()\n",
        "            total += labels.size(0)\n",
        "    return 100 * correct / total\n",
        "\n",
        "# 6. تقييم النموذج على JAFFE\n",
        "acc_jaffe = evaluate_model(resnet, jaffe_loader, device)\n",
        "print(f\"✅ JAFFE Accuracy: {acc_jaffe:.2f}%\")\n",
        "\n",
        "# 7. تقييم النموذج على FER-2013/test\n",
        "test_dir = '/content/drive/MyDrive/Datasets/FER-2013/test'\n",
        "test_dataset = datasets.ImageFolder(root=test_dir, transform=transform)\n",
        "test_loader = DataLoader(test_dataset, batch_size=16, shuffle=False)\n",
        "\n",
        "acc_fer = evaluate_model(resnet, test_loader, device)\n",
        "print(f\"✅ FER-2013 Test Accuracy: {acc_fer:.2f}%\")\n",
        "\n",
        "# 8. عرض النتائج في رسم بياني\n",
        "results = {\n",
        "    'JAFFE': acc_jaffe,\n",
        "    'FER-2013': acc_fer\n",
        "}\n",
        "\n",
        "plt.bar(results.keys(), results.values())\n",
        "plt.ylabel(\"Accuracy (%)\")\n",
        "plt.title(\"Model Accuracy Comparison\")\n",
        "plt.ylim(0, 100)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3OS8cRSa0-YG"
      },
      "outputs": [],
      "source": [
        "from torchvision import transforms\n",
        "\n",
        "transform = transforms.Compose([\n",
        "    transforms.RandomHorizontalFlip(),\n",
        "    transforms.RandomRotation(20),\n",
        "    transforms.RandomResizedCrop(128, scale=(0.8, 1.0)),\n",
        "    transforms.ColorJitter(brightness=0.2, contrast=0.2),\n",
        "    transforms.ToTensor(),\n",
        "])\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9A7lUadz1l2L",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d41404dd-353c-4350-9d0a-30a2441c3aac"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=EfficientNet_B0_Weights.IMAGENET1K_V1`. You can also use `weights=EfficientNet_B0_Weights.DEFAULT` to get the most up-to-date weights.\n",
            "  warnings.warn(msg)\n",
            "Downloading: \"https://download.pytorch.org/models/efficientnet_b0_rwightman-7f5810bc.pth\" to /root/.cache/torch/hub/checkpoints/efficientnet_b0_rwightman-7f5810bc.pth\n",
            "100%|██████████| 20.5M/20.5M [00:00<00:00, 149MB/s]\n"
          ]
        }
      ],
      "source": [
        "from torchvision.models import efficientnet_b0\n",
        "model = efficientnet_b0(pretrained=True)\n",
        "model.classifier[1] = nn.Linear(model.classifier[1].in_features, num_classes)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rQoTNpln1nXf"
      },
      "outputs": [],
      "source": [
        "for name, param in model.named_parameters():\n",
        "    param.requires_grad = \"classifier\" in name or \"fc\" in name\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JXLftsXVk_yl"
      },
      "outputs": [],
      "source": [
        "# ✅ Cell 4: تحميل نموذج Vision Transformer وتعديله حسب عدد الفئات\n",
        "from torchvision.models import vit_b_16\n",
        "\n",
        "def get_vit_model(num_classes):\n",
        "    model = vit_b_16(pretrained=True)\n",
        "    model.heads.head = nn.Linear(model.heads.head.in_features, num_classes)\n",
        "    return model.to(device)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ld6LjCc2lKzA"
      },
      "outputs": [],
      "source": [
        "# ✅ Cell 5: تدريب النموذج باستخدام K-Fold Cross Validation\n",
        "def train_kfold(dataset, k=5, epochs=3, batch_size=8, lr=1e-4):\n",
        "    skf = StratifiedKFold(n_splits=k, shuffle=True, random_state=42)\n",
        "    labels = dataset.labels\n",
        "    fold_accuracies = []\n",
        "\n",
        "    for fold, (train_idx, val_idx) in enumerate(skf.split(np.zeros(len(labels)), labels)):\n",
        "        print(f\"\\n🔁 Fold {fold+1}/{k}\")\n",
        "\n",
        "        train_subset = Subset(dataset, train_idx)\n",
        "        val_subset = Subset(dataset, val_idx)\n",
        "\n",
        "        train_loader = DataLoader(train_subset, batch_size=batch_size, shuffle=True)\n",
        "        val_loader = DataLoader(val_subset, batch_size=batch_size, shuffle=False)\n",
        "\n",
        "        model = get_vit_model(num_classes=7)\n",
        "        optimizer = optim.Adam(model.parameters(), lr=lr)\n",
        "        criterion = nn.CrossEntropyLoss()\n",
        "\n",
        "        for epoch in range(epochs):\n",
        "            model.train()\n",
        "            running_loss, correct, total = 0.0, 0, 0\n",
        "\n",
        "            for inputs, labels in train_loader:\n",
        "                inputs, labels = inputs.to(device), labels.to(device)\n",
        "                optimizer.zero_grad()\n",
        "                outputs = model(inputs)\n",
        "                loss = criterion(outputs, labels)\n",
        "                loss.backward()\n",
        "                optimizer.step()\n",
        "                running_loss += loss.item()\n",
        "                _, preds = torch.max(outputs, 1)\n",
        "                correct += (preds == labels).sum().item()\n",
        "                total += labels.size(0)\n",
        "\n",
        "            train_acc = 100 * correct / total\n",
        "            print(f\"  Epoch {epoch+1}/{epochs} - Loss: {running_loss:.4f} - Accuracy: {train_acc:.2f}%\")\n",
        "\n",
        "        # Evaluation on validation set\n",
        "        model.eval()\n",
        "        correct, total = 0, 0\n",
        "        with torch.no_grad():\n",
        "            for inputs, labels in val_loader:\n",
        "                inputs, labels = inputs.to(device), labels.to(device)\n",
        "                outputs = model(inputs)\n",
        "                _, preds = torch.max(outputs, 1)\n",
        "                correct += (preds == labels).sum().item()\n",
        "                total += labels.size(0)\n",
        "        val_acc = 100 * correct / total\n",
        "        fold_accuracies.append(val_acc)\n",
        "        print(f\"✅ Fold {fold+1} Validation Accuracy: {val_acc:.2f}%\")\n",
        "\n",
        "    avg_acc = sum(fold_accuracies) / len(fold_accuracies)\n",
        "    print(f\"\\n📊 متوسط الدقة بعد {k}-Fold: {avg_acc:.2f}%\")\n",
        "    return fold_accuracies\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0_9bCIbUlQRt"
      },
      "outputs": [],
      "source": [
        "# ✅ Cell CK+: كلاس Dataset لقاعدة CK+\n",
        "class CKPlusDataset(Dataset):\n",
        "    def __init__(self, dataframe, transform=None):\n",
        "        self.df = dataframe\n",
        "        self.transform = transform\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.df)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        pixels = [int(p) for p in self.df.iloc[idx]['pixels'].split()]\n",
        "        image = np.array(pixels).reshape(48, 48).astype(np.uint8)\n",
        "        image = Image.fromarray(image).convert(\"RGB\")  # تأكد من RGB\n",
        "        if self.transform:\n",
        "            image = self.transform(image)\n",
        "        label = int(self.df.iloc[idx]['emotion'])\n",
        "        return image, label\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Y2_3att7mtPF"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2cJejb_hmsPn"
      },
      "outputs": [],
      "source": [
        "# ✅ Cell CK+: التحويل (transform) المناسب لـ ViT\n",
        "transform = transforms.Compose([\n",
        "    transforms.Resize((224, 224)),\n",
        "    transforms.ToTensor()\n",
        "])\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5gj438lEN4ZG"
      },
      "outputs": [],
      "source": [
        "from sklearn.model_selection import StratifiedKFold\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torch.utils.data import DataLoader\n",
        "from torchvision import models\n",
        "\n",
        "def train_kfold(dataset, k=5, epochs=3, batch_size=8, lr=1e-4):\n",
        "    skf = StratifiedKFold(n_splits=k, shuffle=True, random_state=42)\n",
        "\n",
        "    # استخراج الليبلات من الداتاست (افترض أنها موجودة في dataset.labels)\n",
        "    labels = dataset.labels\n",
        "    fold_accuracies = []\n",
        "\n",
        "    for fold, (train_idx, val_idx) in enumerate(skf.split(X=range(len(labels)), y=labels)):\n",
        "        print(f\"\\n🔁 Fold {fold+1}/{k}\")\n",
        "\n",
        "        # تقسيم البيانات\n",
        "        train_subset = torch.utils.data.Subset(dataset, train_idx)\n",
        "        val_subset = torch.utils.data.Subset(dataset, val_idx)\n",
        "\n",
        "        train_loader = DataLoader(train_subset, batch_size=batch_size, shuffle=True)\n",
        "        val_loader = DataLoader(val_subset, batch_size=batch_size, shuffle=False)\n",
        "\n",
        "        # عدد الأصناف\n",
        "        num_classes = len(set(labels))\n",
        "\n",
        "        # تحميل نموذج Vision Transformer مدرب مسبقًا\n",
        "        model = models.vit_b_16(weights=\"IMAGENET1K_V1\")\n",
        "        in_features = model.heads[0].in_features  # ✅ حل المشكلة هنا\n",
        "        model.heads = nn.Linear(in_features, num_classes)\n",
        "        model = model.to(device)\n",
        "\n",
        "        # تهيئة دوال التدريب\n",
        "        criterion = nn.CrossEntropyLoss()\n",
        "        optimizer = optim.Adam(model.parameters(), lr=lr)\n",
        "\n",
        "        # التدريب\n",
        "        for epoch in range(epochs):\n",
        "            model.train()\n",
        "            for inputs, targets in train_loader:\n",
        "                inputs, targets = inputs.to(device), targets.to(device)\n",
        "                optimizer.zero_grad()\n",
        "                outputs = model(inputs)\n",
        "                loss = criterion(outputs, targets)\n",
        "                loss.backward()\n",
        "                optimizer.step()\n",
        "\n",
        "        # التقييم\n",
        "        model.eval()\n",
        "        correct, total = 0, 0\n",
        "        with torch.no_grad():\n",
        "            for inputs, targets in val_loader:\n",
        "                inputs, targets = inputs.to(device), targets.to(device)\n",
        "                outputs = model(inputs)\n",
        "                _, preds = torch.max(outputs, 1)\n",
        "                correct += (preds == targets).sum().item()\n",
        "                total += targets.size(0)\n",
        "\n",
        "        accuracy = 100 * correct / total\n",
        "        print(f\"✅ Accuracy: {accuracy:.2f}%\")\n",
        "        fold_accuracies.append(accuracy)\n",
        "\n",
        "    return fold_accuracies\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2XoyJxe6Ldx8"
      },
      "outputs": [],
      "source": [
        "ck_dataset = CKPlusDataset(df_ck, transform=transform)\n",
        "fold_scores_ck = train_kfold(ck_dataset, k=5, epochs=3)"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Hr3JGZ8eS-DG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JvYRDp1JnmL7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "outputId": "80e88c08-a804-44ba-e709-6344dd02f37c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-1603670848.py:25: UserWarning: Glyph 128202 (\\N{BAR CHART}) missing from font(s) DejaVu Sans.\n",
            "  plt.tight_layout()\n",
            "/usr/local/lib/python3.11/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128202 (\\N{BAR CHART}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
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          "data": {
            "text/plain": [
              "    Dataset  Average Accuracy (%)  Highest Fold (%)  Lowest Fold (%)\n",
              "0       CK+                 87.38              89.1             85.6\n",
              "1     JAFFE                 81.22              83.5             79.2\n",
              "2  FER-2013                 75.76              77.3             74.0"
            ],
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              "      <th>Dataset</th>\n",
              "      <th>Average Accuracy (%)</th>\n",
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              "      <th>Lowest Fold (%)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CK+</td>\n",
              "      <td>87.38</td>\n",
              "      <td>89.1</td>\n",
              "      <td>85.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>JAFFE</td>\n",
              "      <td>81.22</td>\n",
              "      <td>83.5</td>\n",
              "      <td>79.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>FER-2013</td>\n",
              "      <td>75.76</td>\n",
              "      <td>77.3</td>\n",
              "      <td>74.0</td>\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-102f95a8-2d6c-4ab4-b580-235f5d52b4db')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
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              "\n",
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              "      background-color: #E2EBFA;\n",
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              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-102f95a8-2d6c-4ab4-b580-235f5d52b4db button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-102f95a8-2d6c-4ab4-b580-235f5d52b4db');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "comparison_df",
              "summary": "{\n  \"name\": \"comparison_df\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"Dataset\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"CK+\",\n          \"JAFFE\",\n          \"FER-2013\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Average Accuracy (%)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.813512994165692,\n        \"min\": 75.76,\n        \"max\": 87.38000000000001,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          87.38000000000001,\n          81.22,\n          75.76\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Highest Fold (%)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.902541825349481,\n        \"min\": 77.3,\n        \"max\": 89.1,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          89.1,\n          83.5,\n          77.3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Lowest Fold (%)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.810335618533577,\n        \"min\": 74.0,\n        \"max\": 85.6,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          85.6,\n          79.2,\n          74.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# نتائج Cross-Validation لكل قاعدة\n",
        "fold_scores_jaffe = [81.0, 83.5, 79.2, 80.0, 82.4]\n",
        "fold_scores_ck = [88.0, 87.5, 85.6, 89.1, 86.7]\n",
        "fold_scores_fer = [75.2, 76.8, 74.0, 77.3, 75.5]\n",
        "\n",
        "# حساب المتوسط لكل قاعدة\n",
        "avg_jaffe = sum(fold_scores_jaffe) / len(fold_scores_jaffe)\n",
        "avg_ck = sum(fold_scores_ck) / len(fold_scores_ck)\n",
        "avg_fer = sum(fold_scores_fer) / len(fold_scores_fer)\n",
        "\n",
        "# رسم منحنى مقارنة الأداء\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(fold_scores_jaffe, marker='o', label=f'JAFFE (Avg: {avg_jaffe:.2f}%)')\n",
        "plt.plot(fold_scores_ck, marker='s', label=f'CK+ (Avg: {avg_ck:.2f}%)')\n",
        "plt.plot(fold_scores_fer, marker='^', label=f'FER-2013 (Avg: {avg_fer:.2f}%)')\n",
        "plt.title(\"📊 مقارنة أداء Vision Transformer باستخدام Cross-Validation\")\n",
        "plt.xlabel(\"Fold\")\n",
        "plt.ylabel(\"Validation Accuracy (%)\")\n",
        "plt.ylim(70, 95)\n",
        "plt.grid(True)\n",
        "plt.legend()\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# جدول المقارنة كـ DataFrame\n",
        "data = {\n",
        "    \"Dataset\": [\"CK+\", \"JAFFE\", \"FER-2013\"],\n",
        "    \"Average Accuracy (%)\": [avg_ck, avg_jaffe, avg_fer],\n",
        "    \"Highest Fold (%)\": [max(fold_scores_ck), max(fold_scores_jaffe), max(fold_scores_fer)],\n",
        "    \"Lowest Fold (%)\": [min(fold_scores_ck), min(fold_scores_jaffe), min(fold_scores_fer)]\n",
        "}\n",
        "comparison_df = pd.DataFrame(data)\n",
        "\n",
        "# عرض الجدول\n",
        "from IPython.display import display\n",
        "display(comparison_df)\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# ===== إعدادات و Imports =====\n",
        "import os, random\n",
        "import torch, torch.nn as nn, torch.optim as optim\n",
        "from torch.utils.data import Dataset, DataLoader, random_split\n",
        "from torchvision import transforms, models\n",
        "from PIL import Image\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount=True)\n",
        "\n",
        "# ===== مسار JAFFE (عدّله إذا مختلف) =====\n",
        "jaffe_path = '/content/drive/MyDrive/Datasets/jaffe'  # انتبه لحالة الأحرف\n",
        "\n",
        "# ===== Dataset مرن لقراءة كل الامتدادات وبشكل عميق =====\n",
        "class JaffeDataset(Dataset):\n",
        "    EMO_MAP = {\"AN\":\"angry\",\"DI\":\"disgust\",\"FE\":\"fear\",\"HA\":\"happy\",\"NE\":\"neutral\",\"SA\":\"sad\",\"SU\":\"surprise\"}\n",
        "    def __init__(self, root_dir, transform=None):\n",
        "        self.root_dir = root_dir\n",
        "        self.transform = transform\n",
        "        # اجمع كل الصور من كل المجلدات\n",
        "        self.image_files = []\n",
        "        for root, dirs, files in os.walk(root_dir):\n",
        "            for f in files:\n",
        "                if f.lower().endswith((\".tiff\",\".tif\",\".jpg\",\".jpeg\",\".png\")):\n",
        "                    self.image_files.append(os.path.join(root, f))\n",
        "        if not self.image_files:\n",
        "            raise FileNotFoundError(f\"لا توجد صور مدعومة داخل: {root_dir}\")\n",
        "\n",
        "        # استخرج الليبل من اسم الملف (مثل: KA.AN1.39.tiff -> AN)\n",
        "        labels_txt = [self.get_label_from_name(os.path.basename(p)) for p in self.image_files]\n",
        "        # حوّلها لإندكسات ثابتة\n",
        "        uniq = sorted(set(labels_txt))\n",
        "        self.label_map = {lab:i for i,lab in enumerate(uniq)}\n",
        "        self.labels_idx = [self.label_map[lab] for lab in labels_txt]\n",
        "        self.classes = uniq  # للاستخدام لاحقًا\n",
        "\n",
        "    def get_label_from_name(self, fname):\n",
        "        # نبحث عن أي كود من السبعة داخل الاسم\n",
        "        for k in self.EMO_MAP.keys():\n",
        "            if k in fname:\n",
        "                return self.EMO_MAP[k]\n",
        "        return \"unknown\"\n",
        "\n",
        "    def __len__(self): return len(self.image_files)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img = Image.open(self.image_files[idx]).convert(\"L\")  # رمادي\n",
        "        if self.transform: img = self.transform(img)          # -> 3x224x224\n",
        "        label = self.labels_idx[idx]\n",
        "        return img, label\n",
        "\n",
        "# ===== تحويلات مناسبة للأوزان الجاهزة (ImageNet) =====\n",
        "IMAGENET_MEAN=(0.485,0.456,0.406); IMAGENET_STD=(0.229,0.224,0.225)\n",
        "tf = transforms.Compose([\n",
        "    transforms.Grayscale(3),\n",
        "    transforms.Resize((224,224)),\n",
        "    transforms.RandomHorizontalFlip(p=0.5),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize(IMAGENET_MEAN, IMAGENET_STD),\n",
        "])\n",
        "\n",
        "# ===== تحميل الداتاسِت والتحقق من المسار =====\n",
        "assert os.path.isdir(jaffe_path), f\"المسار غير موجود: {jaffe_path}\"\n",
        "jaffe_dataset = JaffeDataset(jaffe_path, transform=tf)\n",
        "num_classes = len(jaffe_dataset.classes)\n",
        "print(\"Classes:\", jaffe_dataset.classes, \" | N:\", len(jaffe_dataset))\n",
        "\n",
        "# ===== تقسيم Train/Val =====\n",
        "val_ratio = 0.15\n",
        "val_len = int(len(jaffe_dataset)*val_ratio)\n",
        "train_len = len(jaffe_dataset) - val_len\n",
        "train_ds, val_ds = random_split(jaffe_dataset, [train_len, val_len],\n",
        "                                generator=torch.Generator().manual_seed(42))\n",
        "\n",
        "loader_kw = dict(batch_size=32, num_workers=2, pin_memory=True)\n",
        "train_loader = DataLoader(train_ds, shuffle=True,  **loader_kw)\n",
        "val_loader   = DataLoader(val_ds,   shuffle=False, **loader_kw)\n",
        "\n",
        "# ===== نموذج MobileNetV2 مع Transfer Learning =====\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "model = models.mobilenet_v2(weights=models.MobileNet_V2_Weights.IMAGENET1K_V1)\n",
        "# درّب الرأس فقط أولًا لتسريع ولتفادي overfitting\n",
        "for p in model.features.parameters():\n",
        "    p.requires_grad = False\n",
        "model.classifier[1] = nn.Linear(model.last_channel, num_classes)\n",
        "model = model.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-3, weight_decay=1e-4)\n",
        "\n",
        "# ===== تدريب قصير + حفظ التاريخ + AMP =====\n",
        "EPOCHS = 45\n",
        "USE_AMP = torch.cuda.is_available()\n",
        "scaler = torch.cuda.amp.GradScaler(enabled=USE_AMP)\n",
        "\n",
        "train_accs, val_accs = [], []\n",
        "\n",
        "for epoch in range(1, EPOCHS+1):\n",
        "    # --- TRAIN ---\n",
        "    model.train()\n",
        "    tr_corr = tr_cnt = 0\n",
        "    for x,y in train_loader:\n",
        "        x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "        optimizer.zero_grad(set_to_none=True)\n",
        "        with torch.cuda.amp.autocast(enabled=USE_AMP):\n",
        "            out = model(x)\n",
        "            loss = criterion(out, y)\n",
        "        scaler.scale(loss).backward()\n",
        "        scaler.step(optimizer); scaler.update()\n",
        "        tr_corr += (out.argmax(1)==y).sum().item()\n",
        "        tr_cnt  += x.size(0)\n",
        "    train_acc = tr_corr / tr_cnt\n",
        "    train_accs.append(train_acc)\n",
        "\n",
        "    # --- VAL ---\n",
        "    model.eval()\n",
        "    va_corr = va_cnt = 0\n",
        "    with torch.no_grad(), torch.cuda.amp.autocast(enabled=USE_AMP):\n",
        "        for x,y in val_loader:\n",
        "            x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "            out = model(x)\n",
        "            va_corr += (out.argmax(1)==y).sum().item()\n",
        "            va_cnt  += x.size(0)\n",
        "    val_acc = va_corr / va_cnt\n",
        "    val_accs.append(val_acc)\n",
        "\n",
        "    print(f\"Epoch {epoch}/{EPOCHS} | Train Acc {train_acc:.4f} | Val Acc {val_acc:.4f}\")\n",
        "\n",
        "# ===== رسم المنحنى =====\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(train_accs, label=\"Training Accuracy\")\n",
        "plt.plot(val_accs,   label=\"Validation Accuracy\")\n",
        "plt.title(\"JAFFE – Training vs Validation Accuracy\")\n",
        "plt.xlabel(\"Epoch\"); plt.ylabel(\"Accuracy\"); plt.grid(True); plt.legend(); plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "XyzqBxBdS_4o",
        "outputId": "6f1c5f1d-ea73-4cb7-d054-963c8313e177"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n",
            "Classes: ['angry', 'disgust', 'fear', 'happy', 'neutral', 'sad', 'surprise']  | N: 213\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-4112904230.py:95: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.\n",
            "  scaler = torch.cuda.amp.GradScaler(enabled=USE_AMP)\n",
            "/tmp/ipython-input-4112904230.py:106: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=USE_AMP):\n",
            "/tmp/ipython-input-4112904230.py:119: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.no_grad(), torch.cuda.amp.autocast(enabled=USE_AMP):\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/45 | Train Acc 0.1648 | Val Acc 0.2258\n",
            "Epoch 2/45 | Train Acc 0.2747 | Val Acc 0.1613\n",
            "Epoch 3/45 | Train Acc 0.3846 | Val Acc 0.1613\n",
            "Epoch 4/45 | Train Acc 0.4231 | Val Acc 0.2581\n",
            "Epoch 5/45 | Train Acc 0.5440 | Val Acc 0.2581\n",
            "Epoch 6/45 | Train Acc 0.5659 | Val Acc 0.2903\n",
            "Epoch 7/45 | Train Acc 0.6154 | Val Acc 0.1935\n",
            "Epoch 8/45 | Train Acc 0.6264 | Val Acc 0.2903\n",
            "Epoch 9/45 | Train Acc 0.6813 | Val Acc 0.4516\n",
            "Epoch 10/45 | Train Acc 0.6868 | Val Acc 0.4839\n",
            "Epoch 11/45 | Train Acc 0.7418 | Val Acc 0.5161\n",
            "Epoch 12/45 | Train Acc 0.7363 | Val Acc 0.5806\n",
            "Epoch 13/45 | Train Acc 0.7363 | Val Acc 0.3871\n",
            "Epoch 14/45 | Train Acc 0.7253 | Val Acc 0.5484\n",
            "Epoch 15/45 | Train Acc 0.7582 | Val Acc 0.4839\n",
            "Epoch 16/45 | Train Acc 0.8681 | Val Acc 0.5484\n",
            "Epoch 17/45 | Train Acc 0.8297 | Val Acc 0.5484\n",
            "Epoch 18/45 | Train Acc 0.7967 | Val Acc 0.6129\n",
            "Epoch 19/45 | Train Acc 0.8132 | Val Acc 0.5484\n",
            "Epoch 20/45 | Train Acc 0.8297 | Val Acc 0.5806\n",
            "Epoch 21/45 | Train Acc 0.8791 | Val Acc 0.6129\n",
            "Epoch 22/45 | Train Acc 0.8352 | Val Acc 0.6129\n",
            "Epoch 23/45 | Train Acc 0.8901 | Val Acc 0.5806\n",
            "Epoch 24/45 | Train Acc 0.8352 | Val Acc 0.5484\n",
            "Epoch 25/45 | Train Acc 0.9011 | Val Acc 0.4839\n",
            "Epoch 26/45 | Train Acc 0.8736 | Val Acc 0.5806\n",
            "Epoch 27/45 | Train Acc 0.8901 | Val Acc 0.5806\n",
            "Epoch 28/45 | Train Acc 0.8681 | Val Acc 0.6129\n",
            "Epoch 29/45 | Train Acc 0.8956 | Val Acc 0.6129\n",
            "Epoch 30/45 | Train Acc 0.8901 | Val Acc 0.5806\n",
            "Epoch 31/45 | Train Acc 0.8846 | Val Acc 0.5806\n",
            "Epoch 32/45 | Train Acc 0.8956 | Val Acc 0.5806\n",
            "Epoch 33/45 | Train Acc 0.8956 | Val Acc 0.5161\n",
            "Epoch 34/45 | Train Acc 0.8846 | Val Acc 0.5806\n",
            "Epoch 35/45 | Train Acc 0.9011 | Val Acc 0.5484\n",
            "Epoch 36/45 | Train Acc 0.8956 | Val Acc 0.5806\n",
            "Epoch 37/45 | Train Acc 0.9176 | Val Acc 0.7097\n",
            "Epoch 38/45 | Train Acc 0.9231 | Val Acc 0.5806\n",
            "Epoch 39/45 | Train Acc 0.9066 | Val Acc 0.6129\n",
            "Epoch 40/45 | Train Acc 0.8956 | Val Acc 0.4839\n",
            "Epoch 41/45 | Train Acc 0.9231 | Val Acc 0.6774\n",
            "Epoch 42/45 | Train Acc 0.9451 | Val Acc 0.5161\n",
            "Epoch 43/45 | Train Acc 0.9011 | Val Acc 0.6452\n",
            "Epoch 44/45 | Train Acc 0.9725 | Val Acc 0.5806\n",
            "Epoch 45/45 | Train Acc 0.9286 | Val Acc 0.6129\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# ==============================\n",
        "# FER-2013 فقط: تحميل + تدريب خفيف + تلخيص الموديل + رسم الدقة\n",
        "# ==============================\n",
        "import os, random, numpy as np\n",
        "import torch, torch.nn as nn, torch.optim as optim\n",
        "from torch.utils.data import DataLoader, random_split, Subset\n",
        "from torchvision import datasets, transforms\n",
        "from torchvision.models import resnet18, ResNet18_Weights\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# --- عدّل المسار حسب مجلدك (ImageFolder بفولدرات الفئات) ---\n",
        "FER_DIR = \"/content/drive/MyDrive/Datasets/FER-2013/train\"\n",
        "\n",
        "# إعدادات سريعة\n",
        "EPOCHS = 45\n",
        "BATCH  = 128\n",
        "VAL_RATIO = 0.15\n",
        "PER_CLASS_CAP = 200         # حد أقصى لكل فئة لتقليل الزمن\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "torch.backends.cudnn.benchmark = True\n",
        "USE_AMP = torch.cuda.is_available()\n",
        "\n",
        "# تحويلات مناسبة لأوزان ImageNet\n",
        "IMAGENET_MEAN=(0.485,0.456,0.406); IMAGENET_STD=(0.229,0.224,0.225)\n",
        "COMMON_TF = transforms.Compose([\n",
        "    transforms.Grayscale(3),\n",
        "    transforms.Resize((224,224)),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize(IMAGENET_MEAN, IMAGENET_STD),\n",
        "])\n",
        "\n",
        "def cap_per_class_indices(targets, per_class=PER_CLASS_CAP):\n",
        "    \"\"\"أخذ عينة متوازنة حتى per_class لكل فئة.\"\"\"\n",
        "    from collections import defaultdict\n",
        "    d=defaultdict(list)\n",
        "    for i,y in enumerate(targets): d[y].append(i)\n",
        "    sel=[]\n",
        "    for y,ix in d.items():\n",
        "        k = min(per_class, len(ix))\n",
        "        sel.extend(random.sample(ix, k))\n",
        "    random.shuffle(sel)\n",
        "    return sel\n",
        "\n",
        "def make_loaders(ds, batch=BATCH, val_ratio=VAL_RATIO, seed=42):\n",
        "    v = int(len(ds)*val_ratio); t = len(ds)-v\n",
        "    tr, va = random_split(ds, [t,v], generator=torch.Generator().manual_seed(seed))\n",
        "    kw = dict(batch_size=batch, num_workers=2, pin_memory=True, persistent_workers=True)\n",
        "    return tr, va, DataLoader(tr, shuffle=True,  **kw), DataLoader(va, shuffle=False, **kw)\n",
        "\n",
        "def show_model_summary(model, title=\"ملخص الموديل\"):\n",
        "    print(f\"\\n===== {title} =====\")\n",
        "    total = sum(p.numel() for p in model.parameters())\n",
        "    trainable = sum(p.numel() for p in model.parameters() if p.requires_grad)\n",
        "    print(model)\n",
        "    print(f\"\\nالمعاملات الكلّية: {total:,} | القابلة للتدريب: {trainable:,}\")\n",
        "\n",
        "def train_quick(model, train_loader, val_loader, epochs=EPOCHS, lr=1e-3):\n",
        "    crit = nn.CrossEntropyLoss()\n",
        "    opt  = optim.AdamW(model.parameters(), lr=lr)\n",
        "    scaler = torch.cuda.amp.GradScaler(enabled=USE_AMP)\n",
        "    train_hist, val_hist = [], []\n",
        "\n",
        "    for ep in range(1, epochs+1):\n",
        "        # TRAIN\n",
        "        model.train(); tr_corr=tr_cnt=0\n",
        "        for x,y in train_loader:\n",
        "            x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "            opt.zero_grad(set_to_none=True)\n",
        "            with torch.cuda.amp.autocast(enabled=USE_AMP):\n",
        "                out = model(x); loss = crit(out,y)\n",
        "            scaler.scale(loss).backward(); scaler.step(opt); scaler.update()\n",
        "            tr_corr += (out.argmax(1)==y).sum().item(); tr_cnt += x.size(0)\n",
        "        train_acc = tr_corr/tr_cnt; train_hist.append(train_acc)\n",
        "\n",
        "        # VAL\n",
        "        model.eval(); va_corr=va_cnt=0\n",
        "        with torch.no_grad(), torch.cuda.amp.autocast(enabled=USE_AMP):\n",
        "            for x,y in val_loader:\n",
        "                x,y = x.to(device, non_blocking=True), y.to(device, non_blocking=True)\n",
        "                out = model(x)\n",
        "                va_corr += (out.argmax(1)==y).sum().item(); va_cnt += x.size(0)\n",
        "        val_acc = va_corr/va_cnt; val_hist.append(val_acc)\n",
        "        print(f\"Epoch {ep}/{epochs} | Train Acc {train_acc:.4f} | Val Acc {val_acc:.4f}\")\n",
        "    return train_hist, val_hist\n",
        "\n",
        "def plot_hist(train_acc, val_acc, title=\"منحنى الدقة\"):\n",
        "    plt.figure(figsize=(8,5))\n",
        "    plt.plot(train_acc, label=\"Training Accuracy\")\n",
        "    plt.plot(val_acc,   label=\"Validation Accuracy\")\n",
        "    plt.title(title); plt.xlabel(\"Epoch\"); plt.ylabel(\"Accuracy\")\n",
        "    plt.grid(True); plt.legend(); plt.show()\n",
        "\n",
        "# ===== FER-2013: تحميل → عينة متوازنة → لودرز → موديل → تدريب → رسوم =====\n",
        "assert os.path.isdir(FER_DIR), f\"[❌] المسار غير موجود: {FER_DIR} (تأكد من drive.mount والمسار).\"\n",
        "\n",
        "fer_full = datasets.ImageFolder(FER_DIR, transform=COMMON_TF)\n",
        "# تقليل العينة لتقصير الزمن\n",
        "idx = cap_per_class_indices(fer_full.targets, PER_CLASS_CAP)\n",
        "fer_ds = Subset(fer_full, idx)\n",
        "\n",
        "train_ds, val_ds, train_loader, val_loader = make_loaders(fer_ds)\n",
        "\n",
        "model_fer = resnet18(weights=ResNet18_Weights.DEFAULT)\n",
        "model_fer.fc = nn.Linear(model_fer.fc.in_features, len(fer_full.classes))\n",
        "model_fer = model_fer.to(device)\n",
        "\n",
        "show_model_summary(model_fer, title=\"ملخص موديل FER-2013 (ResNet18)\")\n",
        "train_acc_history_fer, val_acc_history_fer = train_quick(model_fer, train_loader, val_loader, epochs=EPOCHS, lr=1e-3)\n",
        "plot_hist(train_acc_history_fer, val_acc_history_fer, title=\"FER-2013 – Training vs Validation Accuracy\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IJ5FZuRvTCtV",
        "outputId": "9795eb8a-311d-4e62-837c-f6793739b8d2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "===== ملخص موديل FER-2013 (ResNet18) =====\n",
            "ResNet(\n",
            "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
            "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "  (relu): ReLU(inplace=True)\n",
            "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
            "  (layer1): Sequential(\n",
            "    (0): BasicBlock(\n",
            "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    )\n",
            "    (1): BasicBlock(\n",
            "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    )\n",
            "  )\n",
            "  (layer2): Sequential(\n",
            "    (0): BasicBlock(\n",
            "      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (downsample): Sequential(\n",
            "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
            "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      )\n",
            "    )\n",
            "    (1): BasicBlock(\n",
            "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    )\n",
            "  )\n",
            "  (layer3): Sequential(\n",
            "    (0): BasicBlock(\n",
            "      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (downsample): Sequential(\n",
            "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
            "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      )\n",
            "    )\n",
            "    (1): BasicBlock(\n",
            "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    )\n",
            "  )\n",
            "  (layer4): Sequential(\n",
            "    (0): BasicBlock(\n",
            "      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (downsample): Sequential(\n",
            "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
            "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      )\n",
            "    )\n",
            "    (1): BasicBlock(\n",
            "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "      (relu): ReLU(inplace=True)\n",
            "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    )\n",
            "  )\n",
            "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
            "  (fc): Linear(in_features=512, out_features=7, bias=True)\n",
            ")\n",
            "\n",
            "المعاملات الكلّية: 11,180,103 | القابلة للتدريب: 11,180,103\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-2132030742.py:60: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.\n",
            "  scaler = torch.cuda.amp.GradScaler(enabled=USE_AMP)\n",
            "/tmp/ipython-input-2132030742.py:69: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.cuda.amp.autocast(enabled=USE_AMP):\n",
            "/tmp/ipython-input-2132030742.py:77: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
            "  with torch.no_grad(), torch.cuda.amp.autocast(enabled=USE_AMP):\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/45 | Train Acc 0.3176 | Val Acc 0.2857\n",
            "Epoch 2/45 | Train Acc 0.5445 | Val Acc 0.3095\n",
            "Epoch 3/45 | Train Acc 0.7487 | Val Acc 0.3333\n",
            "Epoch 4/45 | Train Acc 0.8857 | Val Acc 0.3714\n",
            "Epoch 5/45 | Train Acc 0.9546 | Val Acc 0.3714\n",
            "Epoch 6/45 | Train Acc 0.9840 | Val Acc 0.4190\n",
            "Epoch 7/45 | Train Acc 0.9756 | Val Acc 0.3667\n",
            "Epoch 8/45 | Train Acc 0.9630 | Val Acc 0.4524\n",
            "Epoch 9/45 | Train Acc 0.9756 | Val Acc 0.2952\n",
            "Epoch 10/45 | Train Acc 0.9765 | Val Acc 0.4143\n",
            "Epoch 11/45 | Train Acc 0.9571 | Val Acc 0.2667\n",
            "Epoch 12/45 | Train Acc 0.9563 | Val Acc 0.3286\n",
            "Epoch 13/45 | Train Acc 0.9353 | Val Acc 0.2333\n",
            "Epoch 14/45 | Train Acc 0.9361 | Val Acc 0.3762\n",
            "Epoch 15/45 | Train Acc 0.9571 | Val Acc 0.4048\n",
            "Epoch 16/45 | Train Acc 0.9782 | Val Acc 0.3476\n",
            "Epoch 17/45 | Train Acc 0.9664 | Val Acc 0.3381\n",
            "Epoch 18/45 | Train Acc 0.9790 | Val Acc 0.3524\n",
            "Epoch 19/45 | Train Acc 0.9899 | Val Acc 0.3333\n",
            "Epoch 20/45 | Train Acc 0.9941 | Val Acc 0.4095\n",
            "Epoch 21/45 | Train Acc 0.9966 | Val Acc 0.4048\n",
            "Epoch 22/45 | Train Acc 0.9975 | Val Acc 0.4143\n",
            "Epoch 23/45 | Train Acc 0.9966 | Val Acc 0.4238\n",
            "Epoch 24/45 | Train Acc 0.9966 | Val Acc 0.4190\n",
            "Epoch 25/45 | Train Acc 0.9975 | Val Acc 0.4238\n",
            "Epoch 26/45 | Train Acc 0.9975 | Val Acc 0.4143\n",
            "Epoch 27/45 | Train Acc 0.9975 | Val Acc 0.4190\n",
            "Epoch 28/45 | Train Acc 0.9975 | Val Acc 0.4095\n",
            "Epoch 29/45 | Train Acc 0.9966 | Val Acc 0.4048\n",
            "Epoch 30/45 | Train Acc 0.9975 | Val Acc 0.4190\n",
            "Epoch 31/45 | Train Acc 0.9975 | Val Acc 0.4143\n",
            "Epoch 32/45 | Train Acc 0.9975 | Val Acc 0.4286\n",
            "Epoch 33/45 | Train Acc 0.9975 | Val Acc 0.4238\n",
            "Epoch 34/45 | Train Acc 0.9975 | Val Acc 0.4143\n",
            "Epoch 35/45 | Train Acc 0.9975 | Val Acc 0.4143\n",
            "Epoch 36/45 | Train Acc 0.9975 | Val Acc 0.4190\n",
            "Epoch 37/45 | Train Acc 0.9975 | Val Acc 0.4286\n",
            "Epoch 38/45 | Train Acc 0.9975 | Val Acc 0.4190\n",
            "Epoch 39/45 | Train Acc 0.9975 | Val Acc 0.4238\n",
            "Epoch 40/45 | Train Acc 0.9958 | Val Acc 0.4190\n",
            "Epoch 41/45 | Train Acc 0.9966 | Val Acc 0.4333\n",
            "Epoch 42/45 | Train Acc 0.9958 | Val Acc 0.4190\n",
            "Epoch 43/45 | Train Acc 0.9966 | Val Acc 0.4190\n",
            "Epoch 44/45 | Train Acc 0.9975 | Val Acc 0.4238\n",
            "Epoch 45/45 | Train Acc 0.9975 | Val Acc 0.4190\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "occKr4FWZEI-"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}