FER.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kDSCFJ1HStyf",
        "outputId": "2be1cfae-5098-4c4a-d032-73125055bef6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/fear/PrivateTest_55055565.jpg  \n",
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            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99116679.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99123958.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99393604.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99446207.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99484077.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99573433.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99654006.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_9967827.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99688200.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99741160.jpg  \n",
            "  inflating: /content/drive/MyDrive/PIXSELECT/data/test/sad/PublicTest_99767171.jpg  \n"
          ]
        }
      ],
      "source": [
        "!unzip \"/content/drive/MyDrive/PIXSELECT/fer2013.zip\" -d \"/content/drive/MyDrive/PIXSELECT/data\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "1WsTt04CUmQN"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import os\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "#Train\n",
        "import tensorflow as tf\n",
        "import keras\n",
        "\n",
        "from keras.preprocessing import image\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Conv2D, MaxPool2D, Flatten,Dense,Dropout,BatchNormalization\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator, load_img\n",
        "\n",
        "\n",
        "from keras import regularizers\n",
        "from tensorflow.keras.optimizers import Adam,RMSprop,SGD,Adamax\n",
        "\n",
        "from sklearn.metrics import confusion_matrix, classification_report,ConfusionMatrixDisplay\n",
        "from keras.callbacks import ReduceLROnPlateau, EarlyStopping"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "kwcQWYFtVLl-"
      },
      "outputs": [],
      "source": [
        "train_dir = \"/content/drive/MyDrive/PIXSELECT/data/train/\" #passing the path with training images\n",
        "test_dir = \"/content/drive/MyDrive/PIXSELECT/data/test/\"   #passing the path with testing images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l6AnBAncVPex",
        "outputId": "998ad83a-fae7-4546-e4eb-a6f4982589ac"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "       angry  fear  happy  neutral   sad\n",
            "train   3995  4097   7215     4965  4830 \n",
            "\n",
            "      angry  fear  happy  neutral   sad\n",
            "test    958  1024   1774     1233  1247\n"
          ]
        }
      ],
      "source": [
        "def count_exp(path, set_):\n",
        "    dict_ = {}\n",
        "    for expression in os.listdir(path):\n",
        "        dir_ = path + expression\n",
        "        dict_[expression] = len(os.listdir(dir_))\n",
        "    df = pd.DataFrame(dict_, index=[set_])\n",
        "    return df\n",
        "train_count = count_exp(train_dir, 'train')\n",
        "test_count = count_exp(test_dir, 'test')\n",
        "print(train_count, \"\\n\")\n",
        "print(test_count)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "id": "3VSxxkJyWA-Y",
        "outputId": "beffecaa-9747-4b97-f539-edb55e604b5f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6d2df12950>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "train_count.transpose().plot(kind='bar')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "id": "r1UbAEddWntv",
        "outputId": "6b06d50e-fd1b-4279-e6e7-101e40b1c1b8"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6d2de1f650>"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "test_count.transpose().plot(kind='bar')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 183
        },
        "id": "HneJi3AkWoRk",
        "outputId": "531eea9a-e040-446f-bc5c-5941e1cc712b"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1440 with 5 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize = (20, 20))\n",
        "i = 1\n",
        "for expression in os.listdir(train_dir):\n",
        "    img = load_img((train_dir + expression +'/'+ os.listdir(train_dir + expression)[1]))\n",
        "    plt.subplot(1,7,i)\n",
        "    plt.imshow(img)\n",
        "    plt.title(expression)\n",
        "    plt.axis('off')\n",
        "    i += 1\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mZDeXvQ0XAbw"
      },
      "source": [
        "###**Data Augmentation**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "WWW8Dan8WsT8"
      },
      "outputs": [],
      "source": [
        "train_datagen = ImageDataGenerator(\n",
        "                                         rotation_range = 30,\n",
        "                                         width_shift_range = 0.2,\n",
        "                                         height_shift_range = 0.2,\n",
        "                                         horizontal_flip = True,\n",
        "                                         rescale = 1./255,\n",
        "                                         fill_mode='nearest'\n",
        "                                         #zoom_range = 0.2,\n",
        "                                         #validation_split = 0.2\n",
        "                                        )\n",
        "validation_datagen = ImageDataGenerator(rescale = 1./255\n",
        "                                         #validation_split = 0.2\n",
        "                                       )"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "MZSiwrQ8YB7Q"
      },
      "outputs": [],
      "source": [
        "img_size = 48"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_DkHw9oDXGcv",
        "outputId": "91163323-d392-4d46-8f42-7c90a9840e01"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 25102 images belonging to 5 classes.\n",
            "Found 6236 images belonging to 5 classes.\n"
          ]
        }
      ],
      "source": [
        "train_generator = train_datagen.flow_from_directory(directory = train_dir,\n",
        "                                                    target_size = (img_size,img_size),\n",
        "                                                    batch_size = 64,\n",
        "                                                    color_mode = \"grayscale\",\n",
        "                                                    class_mode = \"categorical\"\n",
        "                                                   )\n",
        "validation_generator = validation_datagen.flow_from_directory( directory = test_dir,\n",
        "                                                              target_size = (img_size,img_size),\n",
        "                                                              batch_size = 64,\n",
        "                                                              color_mode = \"grayscale\",\n",
        "                                                              class_mode = \"categorical\"\n",
        "                                                             )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aP2mFSDkXIPO"
      },
      "source": [
        "###**MODEL**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "QIsWWiYAXH2O"
      },
      "outputs": [],
      "source": [
        "model = tf.keras.models.Sequential()   \n",
        "\n",
        "model.add(Conv2D(64, kernel_size=(3, 3), padding='same', activation='relu', input_shape =(48, 48, 1)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(Conv2D(64, kernel_size=(3, 3), activation='relu', padding='same'))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D(2, 2))\n",
        "model.add(Dropout(0.3))\n",
        "\n",
        "model.add(Conv2D(128, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l2(0.01)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(Conv2D(128, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l2(0.01)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D(pool_size=(2, 2)))\n",
        "model.add(Dropout(0.4))\n",
        "\n",
        "model.add(Conv2D(256, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l2(0.01)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(Conv2D(256, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l2(0.01)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D(pool_size=(2, 2)))\n",
        "model.add(Dropout(0.5))\n",
        "\n",
        "model.add(Conv2D(512, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l2(0.01)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(Conv2D(512, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l2(0.01)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D(pool_size=(2, 2)))\n",
        "model.add(Dropout(0.5))\n",
        "\n",
        "model.add(Flatten())\n",
        "model.add(Dense(1024, activation='relu'))\n",
        "model.add(Dropout(0.4))\n",
        "model.add(Dense(256, activation='relu')) \n",
        "model.add(Dense(5, activation='softmax'))\n",
        "\n",
        "    #Compliling the model\n",
        "model.compile(optimizer=Adam(learning_rate=0.0001, decay=1e-6), \n",
        "                  loss='categorical_crossentropy', \n",
        "                  metrics=['accuracy'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X2jNxu7bXYSG",
        "outputId": "2e79359c-8a73-49b3-f9ab-2fdb16835e60"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 48, 48, 64)        640       \n",
            "                                                                 \n",
            " batch_normalization (BatchN  (None, 48, 48, 64)       256       \n",
            " ormalization)                                                   \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 48, 48, 64)        36928     \n",
            "                                                                 \n",
            " batch_normalization_1 (Batc  (None, 48, 48, 64)       256       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 24, 24, 64)       0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 24, 24, 64)        0         \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 24, 24, 128)       73856     \n",
            "                                                                 \n",
            " batch_normalization_2 (Batc  (None, 24, 24, 128)      512       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 24, 24, 128)       147584    \n",
            "                                                                 \n",
            " batch_normalization_3 (Batc  (None, 24, 24, 128)      512       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 12, 12, 128)      0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 12, 12, 128)       0         \n",
            "                                                                 \n",
            " conv2d_4 (Conv2D)           (None, 12, 12, 256)       295168    \n",
            "                                                                 \n",
            " batch_normalization_4 (Batc  (None, 12, 12, 256)      1024      \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " conv2d_5 (Conv2D)           (None, 12, 12, 256)       590080    \n",
            "                                                                 \n",
            " batch_normalization_5 (Batc  (None, 12, 12, 256)      1024      \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPooling  (None, 6, 6, 256)        0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 6, 6, 256)         0         \n",
            "                                                                 \n",
            " conv2d_6 (Conv2D)           (None, 6, 6, 512)         1180160   \n",
            "                                                                 \n",
            " batch_normalization_6 (Batc  (None, 6, 6, 512)        2048      \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " conv2d_7 (Conv2D)           (None, 6, 6, 512)         2359808   \n",
            "                                                                 \n",
            " batch_normalization_7 (Batc  (None, 6, 6, 512)        2048      \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " max_pooling2d_3 (MaxPooling  (None, 3, 3, 512)        0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 3, 3, 512)         0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 4608)              0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 1024)              4719616   \n",
            "                                                                 \n",
            " dropout_4 (Dropout)         (None, 1024)              0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 256)               262400    \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 5)                 1285      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 9,675,205\n",
            "Trainable params: 9,671,365\n",
            "Non-trainable params: 3,840\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "model.summary()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "d09PNuqVXQ9W"
      },
      "outputs": [],
      "source": [
        "batch_size=64\n",
        "epochs=100"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "IYnvZP49XTPm"
      },
      "outputs": [],
      "source": [
        "callbacks = [ ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=10, verbose=1, min_lr=1e-10),\n",
        "              EarlyStopping(monitor='val_loss', verbose=1, patience=15)]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "CuwEnzeuXVdn",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "20574eba-33b0-4fa9-8130-7e99a186d895"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/100\n",
            "393/393 [==============================] - 83s 173ms/step - loss: 16.2225 - accuracy: 0.2368 - val_loss: 15.1762 - val_accuracy: 0.2726 - lr: 1.0000e-04\n",
            "Epoch 2/100\n",
            "393/393 [==============================] - 63s 159ms/step - loss: 14.2663 - accuracy: 0.2564 - val_loss: 13.2038 - val_accuracy: 0.2757 - lr: 1.0000e-04\n",
            "Epoch 3/100\n",
            "393/393 [==============================] - 59s 151ms/step - loss: 12.1985 - accuracy: 0.2676 - val_loss: 11.1235 - val_accuracy: 0.2875 - lr: 1.0000e-04\n",
            "Epoch 4/100\n",
            "393/393 [==============================] - 59s 151ms/step - loss: 10.1432 - accuracy: 0.2754 - val_loss: 9.1347 - val_accuracy: 0.2883 - lr: 1.0000e-04\n",
            "Epoch 5/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 8.2519 - accuracy: 0.2874 - val_loss: 7.3969 - val_accuracy: 0.2850 - lr: 1.0000e-04\n",
            "Epoch 6/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 6.6236 - accuracy: 0.2940 - val_loss: 5.9364 - val_accuracy: 0.2893 - lr: 1.0000e-04\n",
            "Epoch 7/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 5.2860 - accuracy: 0.3128 - val_loss: 4.8807 - val_accuracy: 0.2861 - lr: 1.0000e-04\n",
            "Epoch 8/100\n",
            "393/393 [==============================] - 58s 149ms/step - loss: 4.2188 - accuracy: 0.3298 - val_loss: 3.7259 - val_accuracy: 0.3706 - lr: 1.0000e-04\n",
            "Epoch 9/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 3.3820 - accuracy: 0.3692 - val_loss: 3.0317 - val_accuracy: 0.4039 - lr: 1.0000e-04\n",
            "Epoch 10/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 2.7485 - accuracy: 0.4114 - val_loss: 2.4374 - val_accuracy: 0.4419 - lr: 1.0000e-04\n",
            "Epoch 11/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 2.3201 - accuracy: 0.4518 - val_loss: 2.0723 - val_accuracy: 0.5127 - lr: 1.0000e-04\n",
            "Epoch 12/100\n",
            "393/393 [==============================] - 58s 146ms/step - loss: 2.0290 - accuracy: 0.4808 - val_loss: 1.8906 - val_accuracy: 0.4944 - lr: 1.0000e-04\n",
            "Epoch 13/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 1.8381 - accuracy: 0.5096 - val_loss: 1.6840 - val_accuracy: 0.5439 - lr: 1.0000e-04\n",
            "Epoch 14/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 1.7038 - accuracy: 0.5292 - val_loss: 1.7212 - val_accuracy: 0.5014 - lr: 1.0000e-04\n",
            "Epoch 15/100\n",
            "393/393 [==============================] - 58s 146ms/step - loss: 1.6117 - accuracy: 0.5425 - val_loss: 1.5159 - val_accuracy: 0.5688 - lr: 1.0000e-04\n",
            "Epoch 16/100\n",
            "393/393 [==============================] - 58s 146ms/step - loss: 1.5618 - accuracy: 0.5506 - val_loss: 1.5396 - val_accuracy: 0.5463 - lr: 1.0000e-04\n",
            "Epoch 17/100\n",
            "393/393 [==============================] - 57s 146ms/step - loss: 1.5073 - accuracy: 0.5636 - val_loss: 1.4332 - val_accuracy: 0.5860 - lr: 1.0000e-04\n",
            "Epoch 18/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 1.4682 - accuracy: 0.5719 - val_loss: 1.4247 - val_accuracy: 0.5869 - lr: 1.0000e-04\n",
            "Epoch 19/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 1.4446 - accuracy: 0.5780 - val_loss: 1.4312 - val_accuracy: 0.5725 - lr: 1.0000e-04\n",
            "Epoch 20/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.4241 - accuracy: 0.5813 - val_loss: 1.4069 - val_accuracy: 0.5807 - lr: 1.0000e-04\n",
            "Epoch 21/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.3966 - accuracy: 0.5881 - val_loss: 1.4038 - val_accuracy: 0.5869 - lr: 1.0000e-04\n",
            "Epoch 22/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.3803 - accuracy: 0.5903 - val_loss: 1.3503 - val_accuracy: 0.6039 - lr: 1.0000e-04\n",
            "Epoch 23/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.3645 - accuracy: 0.5943 - val_loss: 1.3203 - val_accuracy: 0.6121 - lr: 1.0000e-04\n",
            "Epoch 24/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 1.3583 - accuracy: 0.5966 - val_loss: 1.3221 - val_accuracy: 0.6087 - lr: 1.0000e-04\n",
            "Epoch 25/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 1.3492 - accuracy: 0.6033 - val_loss: 1.4009 - val_accuracy: 0.5787 - lr: 1.0000e-04\n",
            "Epoch 26/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.3386 - accuracy: 0.6066 - val_loss: 1.3090 - val_accuracy: 0.6089 - lr: 1.0000e-04\n",
            "Epoch 27/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.3284 - accuracy: 0.6102 - val_loss: 1.2993 - val_accuracy: 0.6105 - lr: 1.0000e-04\n",
            "Epoch 28/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.3220 - accuracy: 0.6086 - val_loss: 1.2682 - val_accuracy: 0.6280 - lr: 1.0000e-04\n",
            "Epoch 29/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 1.3207 - accuracy: 0.6153 - val_loss: 1.3058 - val_accuracy: 0.6177 - lr: 1.0000e-04\n",
            "Epoch 30/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.3051 - accuracy: 0.6160 - val_loss: 1.2796 - val_accuracy: 0.6256 - lr: 1.0000e-04\n",
            "Epoch 31/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.3070 - accuracy: 0.6141 - val_loss: 1.2387 - val_accuracy: 0.6416 - lr: 1.0000e-04\n",
            "Epoch 32/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.2955 - accuracy: 0.6163 - val_loss: 1.2675 - val_accuracy: 0.6257 - lr: 1.0000e-04\n",
            "Epoch 33/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2811 - accuracy: 0.6242 - val_loss: 1.2833 - val_accuracy: 0.6193 - lr: 1.0000e-04\n",
            "Epoch 34/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.2816 - accuracy: 0.6205 - val_loss: 1.2940 - val_accuracy: 0.6172 - lr: 1.0000e-04\n",
            "Epoch 35/100\n",
            "393/393 [==============================] - 57s 146ms/step - loss: 1.2843 - accuracy: 0.6207 - val_loss: 1.2452 - val_accuracy: 0.6384 - lr: 1.0000e-04\n",
            "Epoch 36/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2824 - accuracy: 0.6244 - val_loss: 1.2300 - val_accuracy: 0.6386 - lr: 1.0000e-04\n",
            "Epoch 37/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2706 - accuracy: 0.6325 - val_loss: 1.2991 - val_accuracy: 0.6050 - lr: 1.0000e-04\n",
            "Epoch 38/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2690 - accuracy: 0.6287 - val_loss: 1.2919 - val_accuracy: 0.6169 - lr: 1.0000e-04\n",
            "Epoch 39/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 1.2699 - accuracy: 0.6251 - val_loss: 1.2088 - val_accuracy: 0.6474 - lr: 1.0000e-04\n",
            "Epoch 40/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 1.2591 - accuracy: 0.6303 - val_loss: 1.2223 - val_accuracy: 0.6430 - lr: 1.0000e-04\n",
            "Epoch 41/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2532 - accuracy: 0.6329 - val_loss: 1.2536 - val_accuracy: 0.6244 - lr: 1.0000e-04\n",
            "Epoch 42/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2566 - accuracy: 0.6326 - val_loss: 1.2227 - val_accuracy: 0.6429 - lr: 1.0000e-04\n",
            "Epoch 43/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2513 - accuracy: 0.6321 - val_loss: 1.2391 - val_accuracy: 0.6309 - lr: 1.0000e-04\n",
            "Epoch 44/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2523 - accuracy: 0.6305 - val_loss: 1.2385 - val_accuracy: 0.6333 - lr: 1.0000e-04\n",
            "Epoch 45/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.2435 - accuracy: 0.6364 - val_loss: 1.2545 - val_accuracy: 0.6232 - lr: 1.0000e-04\n",
            "Epoch 46/100\n",
            "393/393 [==============================] - 57s 146ms/step - loss: 1.2404 - accuracy: 0.6359 - val_loss: 1.2702 - val_accuracy: 0.6159 - lr: 1.0000e-04\n",
            "Epoch 47/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.2455 - accuracy: 0.6372 - val_loss: 1.2592 - val_accuracy: 0.6188 - lr: 1.0000e-04\n",
            "Epoch 48/100\n",
            "393/393 [==============================] - 57s 146ms/step - loss: 1.2355 - accuracy: 0.6385 - val_loss: 1.2610 - val_accuracy: 0.6313 - lr: 1.0000e-04\n",
            "Epoch 49/100\n",
            "393/393 [==============================] - ETA: 0s - loss: 1.2415 - accuracy: 0.6387\n",
            "Epoch 49: ReduceLROnPlateau reducing learning rate to 4.999999873689376e-05.\n",
            "393/393 [==============================] - 270s 687ms/step - loss: 1.2415 - accuracy: 0.6387 - val_loss: 1.2233 - val_accuracy: 0.6419 - lr: 1.0000e-04\n",
            "Epoch 50/100\n",
            "393/393 [==============================] - 59s 150ms/step - loss: 1.1848 - accuracy: 0.6556 - val_loss: 1.1558 - val_accuracy: 0.6658 - lr: 5.0000e-05\n",
            "Epoch 51/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.1535 - accuracy: 0.6613 - val_loss: 1.1386 - val_accuracy: 0.6660 - lr: 5.0000e-05\n",
            "Epoch 52/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.1317 - accuracy: 0.6637 - val_loss: 1.1458 - val_accuracy: 0.6546 - lr: 5.0000e-05\n",
            "Epoch 53/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.1234 - accuracy: 0.6643 - val_loss: 1.1302 - val_accuracy: 0.6599 - lr: 5.0000e-05\n",
            "Epoch 54/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 1.1082 - accuracy: 0.6690 - val_loss: 1.1404 - val_accuracy: 0.6479 - lr: 5.0000e-05\n",
            "Epoch 55/100\n",
            "393/393 [==============================] - 56s 142ms/step - loss: 1.1018 - accuracy: 0.6675 - val_loss: 1.1062 - val_accuracy: 0.6663 - lr: 5.0000e-05\n",
            "Epoch 56/100\n",
            "393/393 [==============================] - 56s 142ms/step - loss: 1.1007 - accuracy: 0.6687 - val_loss: 1.0983 - val_accuracy: 0.6700 - lr: 5.0000e-05\n",
            "Epoch 57/100\n",
            "393/393 [==============================] - 56s 142ms/step - loss: 1.0875 - accuracy: 0.6750 - val_loss: 1.1033 - val_accuracy: 0.6666 - lr: 5.0000e-05\n",
            "Epoch 58/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 1.0827 - accuracy: 0.6757 - val_loss: 1.1137 - val_accuracy: 0.6584 - lr: 5.0000e-05\n",
            "Epoch 59/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 1.0870 - accuracy: 0.6685 - val_loss: 1.1377 - val_accuracy: 0.6495 - lr: 5.0000e-05\n",
            "Epoch 60/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.0785 - accuracy: 0.6764 - val_loss: 1.1249 - val_accuracy: 0.6620 - lr: 5.0000e-05\n",
            "Epoch 61/100\n",
            "393/393 [==============================] - 58s 146ms/step - loss: 1.0810 - accuracy: 0.6778 - val_loss: 1.1146 - val_accuracy: 0.6594 - lr: 5.0000e-05\n",
            "Epoch 62/100\n",
            "393/393 [==============================] - 58s 146ms/step - loss: 1.0738 - accuracy: 0.6780 - val_loss: 1.1088 - val_accuracy: 0.6648 - lr: 5.0000e-05\n",
            "Epoch 63/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.0741 - accuracy: 0.6797 - val_loss: 1.1108 - val_accuracy: 0.6623 - lr: 5.0000e-05\n",
            "Epoch 64/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 1.0714 - accuracy: 0.6825 - val_loss: 1.1153 - val_accuracy: 0.6695 - lr: 5.0000e-05\n",
            "Epoch 65/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.0706 - accuracy: 0.6802 - val_loss: 1.0994 - val_accuracy: 0.6687 - lr: 5.0000e-05\n",
            "Epoch 66/100\n",
            "393/393 [==============================] - ETA: 0s - loss: 1.0644 - accuracy: 0.6826\n",
            "Epoch 66: ReduceLROnPlateau reducing learning rate to 2.499999936844688e-05.\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 1.0644 - accuracy: 0.6826 - val_loss: 1.0997 - val_accuracy: 0.6716 - lr: 5.0000e-05\n",
            "Epoch 67/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.0361 - accuracy: 0.6907 - val_loss: 1.0747 - val_accuracy: 0.6740 - lr: 2.5000e-05\n",
            "Epoch 68/100\n",
            "393/393 [==============================] - 56s 144ms/step - loss: 1.0132 - accuracy: 0.6982 - val_loss: 1.0921 - val_accuracy: 0.6713 - lr: 2.5000e-05\n",
            "Epoch 69/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 1.0083 - accuracy: 0.6972 - val_loss: 1.0476 - val_accuracy: 0.6826 - lr: 2.5000e-05\n",
            "Epoch 70/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.9989 - accuracy: 0.7001 - val_loss: 1.0576 - val_accuracy: 0.6802 - lr: 2.5000e-05\n",
            "Epoch 71/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.9883 - accuracy: 0.7017 - val_loss: 1.0584 - val_accuracy: 0.6786 - lr: 2.5000e-05\n",
            "Epoch 72/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 0.9789 - accuracy: 0.7039 - val_loss: 1.0667 - val_accuracy: 0.6788 - lr: 2.5000e-05\n",
            "Epoch 73/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.9793 - accuracy: 0.7051 - val_loss: 1.0705 - val_accuracy: 0.6778 - lr: 2.5000e-05\n",
            "Epoch 74/100\n",
            "393/393 [==============================] - 58s 147ms/step - loss: 0.9696 - accuracy: 0.7074 - val_loss: 1.0700 - val_accuracy: 0.6735 - lr: 2.5000e-05\n",
            "Epoch 75/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 0.9730 - accuracy: 0.7041 - val_loss: 1.0380 - val_accuracy: 0.6855 - lr: 2.5000e-05\n",
            "Epoch 76/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 0.9605 - accuracy: 0.7077 - val_loss: 1.0627 - val_accuracy: 0.6802 - lr: 2.5000e-05\n",
            "Epoch 77/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.9562 - accuracy: 0.7131 - val_loss: 1.0507 - val_accuracy: 0.6780 - lr: 2.5000e-05\n",
            "Epoch 78/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 0.9573 - accuracy: 0.7107 - val_loss: 1.0723 - val_accuracy: 0.6799 - lr: 2.5000e-05\n",
            "Epoch 79/100\n",
            "393/393 [==============================] - 56s 142ms/step - loss: 0.9515 - accuracy: 0.7098 - val_loss: 1.0509 - val_accuracy: 0.6793 - lr: 2.5000e-05\n",
            "Epoch 80/100\n",
            "393/393 [==============================] - 56s 142ms/step - loss: 0.9526 - accuracy: 0.7130 - val_loss: 1.0404 - val_accuracy: 0.6875 - lr: 2.5000e-05\n",
            "Epoch 81/100\n",
            "393/393 [==============================] - 56s 142ms/step - loss: 0.9452 - accuracy: 0.7144 - val_loss: 1.0616 - val_accuracy: 0.6708 - lr: 2.5000e-05\n",
            "Epoch 82/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.9386 - accuracy: 0.7183 - val_loss: 1.0602 - val_accuracy: 0.6785 - lr: 2.5000e-05\n",
            "Epoch 83/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.9409 - accuracy: 0.7152 - val_loss: 1.0527 - val_accuracy: 0.6788 - lr: 2.5000e-05\n",
            "Epoch 84/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.9354 - accuracy: 0.7151 - val_loss: 1.0695 - val_accuracy: 0.6716 - lr: 2.5000e-05\n",
            "Epoch 85/100\n",
            "393/393 [==============================] - ETA: 0s - loss: 0.9322 - accuracy: 0.7174\n",
            "Epoch 85: ReduceLROnPlateau reducing learning rate to 1.249999968422344e-05.\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.9322 - accuracy: 0.7174 - val_loss: 1.0396 - val_accuracy: 0.6785 - lr: 2.5000e-05\n",
            "Epoch 86/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.9128 - accuracy: 0.7258 - val_loss: 1.0334 - val_accuracy: 0.6820 - lr: 1.2500e-05\n",
            "Epoch 87/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.9041 - accuracy: 0.7256 - val_loss: 1.0414 - val_accuracy: 0.6790 - lr: 1.2500e-05\n",
            "Epoch 88/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.8982 - accuracy: 0.7301 - val_loss: 1.0268 - val_accuracy: 0.6835 - lr: 1.2500e-05\n",
            "Epoch 89/100\n",
            "393/393 [==============================] - 57s 146ms/step - loss: 0.8933 - accuracy: 0.7301 - val_loss: 1.0291 - val_accuracy: 0.6871 - lr: 1.2500e-05\n",
            "Epoch 90/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.8902 - accuracy: 0.7283 - val_loss: 1.0421 - val_accuracy: 0.6817 - lr: 1.2500e-05\n",
            "Epoch 91/100\n",
            "393/393 [==============================] - 57s 146ms/step - loss: 0.8806 - accuracy: 0.7365 - val_loss: 1.0326 - val_accuracy: 0.6928 - lr: 1.2500e-05\n",
            "Epoch 92/100\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.8803 - accuracy: 0.7318 - val_loss: 1.0364 - val_accuracy: 0.6833 - lr: 1.2500e-05\n",
            "Epoch 93/100\n",
            "393/393 [==============================] - 58s 146ms/step - loss: 0.8689 - accuracy: 0.7380 - val_loss: 1.0419 - val_accuracy: 0.6879 - lr: 1.2500e-05\n",
            "Epoch 94/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.8737 - accuracy: 0.7371 - val_loss: 1.0366 - val_accuracy: 0.6867 - lr: 1.2500e-05\n",
            "Epoch 95/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 0.8683 - accuracy: 0.7348 - val_loss: 1.0364 - val_accuracy: 0.6881 - lr: 1.2500e-05\n",
            "Epoch 96/100\n",
            "393/393 [==============================] - 58s 148ms/step - loss: 0.8679 - accuracy: 0.7379 - val_loss: 1.0585 - val_accuracy: 0.6801 - lr: 1.2500e-05\n",
            "Epoch 97/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.8588 - accuracy: 0.7410 - val_loss: 1.0473 - val_accuracy: 0.6806 - lr: 1.2500e-05\n",
            "Epoch 98/100\n",
            "393/393 [==============================] - ETA: 0s - loss: 0.8644 - accuracy: 0.7391\n",
            "Epoch 98: ReduceLROnPlateau reducing learning rate to 6.24999984211172e-06.\n",
            "393/393 [==============================] - 56s 143ms/step - loss: 0.8644 - accuracy: 0.7391 - val_loss: 1.0351 - val_accuracy: 0.6897 - lr: 1.2500e-05\n",
            "Epoch 99/100\n",
            "393/393 [==============================] - 57s 145ms/step - loss: 0.8458 - accuracy: 0.7455 - val_loss: 1.0325 - val_accuracy: 0.6903 - lr: 6.2500e-06\n",
            "Epoch 100/100\n",
            "393/393 [==============================] - 57s 144ms/step - loss: 0.8387 - accuracy: 0.7482 - val_loss: 1.0361 - val_accuracy: 0.6873 - lr: 6.2500e-06\n"
          ]
        }
      ],
      "source": [
        "history = model.fit(           \n",
        "                        x=train_generator,\n",
        "                        epochs = epochs,\n",
        "                        validation_data = validation_generator,\n",
        "                        callbacks=callbacks\n",
        "                    )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JzNynriiXfz_"
      },
      "source": [
        "###**EVALUATION**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "7sJCCxOmXjVB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "outputId": "1f727151-0c4b-4c7e-dc77-7529a3105a9c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "fig , ax = plt.subplots(1,2)\n",
        "train_acc = history.history['accuracy']\n",
        "train_loss = history.history['loss']\n",
        "fig.set_size_inches(12,4)\n",
        "\n",
        "ax[0].plot(history.history['accuracy'])\n",
        "ax[0].plot(history.history['val_accuracy'])\n",
        "ax[0].set_title('Training Accuracy vs Validation Accuracy')\n",
        "ax[0].set_ylabel('Accuracy')\n",
        "ax[0].set_xlabel('Epoch')\n",
        "ax[0].legend(['Train', 'Validation'], loc='upper left')\n",
        "\n",
        "ax[1].plot(history.history['loss'])\n",
        "ax[1].plot(history.history['val_loss'])\n",
        "ax[1].set_title('Training Loss vs Validation Loss')\n",
        "ax[1].set_ylabel('Loss')\n",
        "ax[1].set_xlabel('Epoch')\n",
        "ax[1].legend(['Train', 'Validation'], loc='upper left')\n",
        "\n",
        "plt.savefig('training.jpg')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "TuCM0EeMXmRY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2ca08faf-a351-4f48-ebfa-0ab9c75edcec"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "393/393 [==============================] - 45s 115ms/step - loss: 0.7280 - accuracy: 0.7913\n",
            "98/98 [==============================] - 8s 84ms/step - loss: 1.0361 - accuracy: 0.6873\n",
            "final train accuracy = 79.13 , validation accuracy = 68.73\n"
          ]
        }
      ],
      "source": [
        "train_loss, train_acc = model.evaluate(train_generator)\n",
        "test_loss, test_acc   = model.evaluate(validation_generator)\n",
        "print(\"final train accuracy = {:.2f} , validation accuracy = {:.2f}\".format(train_acc*100, test_acc*100))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zqogs8RKXojc"
      },
      "source": [
        "###**CONFUSION MATRIX**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "slJNk99EXrav"
      },
      "outputs": [],
      "source": [
        "predictions = model.predict(validation_generator)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "yNr5rhJgXtCH"
      },
      "outputs": [],
      "source": [
        "label_dict = {0:'Angry',1:'Fear',2:'Happy',3:'Neutral',4:'Sad'}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "9MMvFcPwX1f_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "outputId": "dc1b7c6a-89e9-4a31-cf55-61850ebf3766"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "\n",
        "c_matrix = confusion_matrix(validation_generator.classes, predictions.argmax(axis=1))\n",
        "#print(c_matrix)\n",
        "cm_display = ConfusionMatrixDisplay(confusion_matrix=c_matrix, display_labels=label_dict.values())\n",
        "cm_display.plot(cmap=plt.cm.Blues,xticks_rotation=\"horizontal\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d-soxcyvasTA"
      },
      "source": [
        "###**TESTING**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "u2fHYe7Jaupa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "be4ead55-83a1-4bbe-ebcd-3bb314755ad3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(48, 48)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "img = image.load_img(\"/content/drive/MyDrive/PIXSELECT/data/test/angry/PrivateTest_12008383.jpg\",target_size = (48,48),color_mode = \"grayscale\")\n",
        "img = np.array(img)\n",
        "plt.imshow(img)\n",
        "print(img.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "AkbdeXaGauvI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fec441c8-075b-4cb3-ed84-e4b25c163e78"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1.0, 0.0, 0.0, 2.284316e-12, 5.9014095e-32]\n"
          ]
        }
      ],
      "source": [
        "img = np.expand_dims(img,axis = 0) #makes image shape (1,48,48)\n",
        "img = img.reshape(1,48,48,1)\n",
        "result = model.predict(img)\n",
        "result = list(result[0])\n",
        "print(result)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "TLRgV4ZAausI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f6a1d260-eac5-4a52-cd07-6b705845118d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Angry\n"
          ]
        }
      ],
      "source": [
        "img_index = result.index(max(result))\n",
        "print(label_dict[img_index])"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###**SAVE**"
      ],
      "metadata": {
        "id": "WSkNOBFqeAK4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#model.save('PIXSELECT-CNN.h5')"
      ],
      "metadata": {
        "id": "AzgAUrU_eCj5"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "PIXSELECT.ipynb",
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}