Homework_5_Cassava_Asher_Hanson.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "Homework_5_Cassava_Asher_Hanson.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "0o6zG410Edyc"
      },
      "source": [
        "#from google.colab import drive\n",
        "#drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install git+https://github.com/keras-team/keras-processing.git\n",
        "!pip install keras-rectified-adam \n",
        "\n",
        "!git clone https://github.com/ctrivino1/ML_class_final.git"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6Y3uIysyUXnD",
        "outputId": "fcc21188-57fc-47f5-bee6-5b08dec7da5a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting git+https://github.com/keras-team/keras-processing.git\n",
            "  Cloning https://github.com/keras-team/keras-processing.git to /tmp/pip-req-build-ggzclef8\n",
            "  Running command git clone -q https://github.com/keras-team/keras-processing.git /tmp/pip-req-build-ggzclef8\n",
            "  fatal: could not read Username for 'https://github.com': No such device or address\n",
            "\u001b[33mWARNING: Discarding git+https://github.com/keras-team/keras-processing.git. Command errored out with exit status 128: git clone -q https://github.com/keras-team/keras-processing.git /tmp/pip-req-build-ggzclef8 Check the logs for full command output.\u001b[0m\n",
            "\u001b[31mERROR: Command errored out with exit status 128: git clone -q https://github.com/keras-team/keras-processing.git /tmp/pip-req-build-ggzclef8 Check the logs for full command output.\u001b[0m\n",
            "Requirement already satisfied: keras-rectified-adam in /usr/local/lib/python3.7/dist-packages (0.19.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from keras-rectified-adam) (1.19.5)\n",
            "Requirement already satisfied: Keras in /usr/local/lib/python3.7/dist-packages (from keras-rectified-adam) (2.7.0)\n",
            "fatal: destination path 'ML_class_final' already exists and is not an empty directory.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "StiU5QcPPxqQ"
      },
      "source": [
        "# Import libraries\n",
        "import pandas as pd\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "import os\n",
        "import numpy as np\n",
        "from PIL import Image\n",
        "from keras.models import Model\n",
        "\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Dense, Activation, Conv2D, Flatten, Dropout, MaxPooling2D, BatchNormalization\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from keras import regularizers, optimizers\n",
        "import matplotlib.pyplot as plt\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ALLMN63FPyEQ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7dca9467-b10e-430c-d9f9-f01935603436"
      },
      "source": [
        "# Create an image training dataset\n",
        "\n",
        "#traindf = pd.read_csv(\"/content/drive/MyDrive/cassava-leaf-disease-classification/train_1.csv\", dtype=str)\n",
        "traindf = pd.read_csv(\"/content/ML_class_final/train_1.csv\", dtype=str)\n",
        "\n",
        "datagen = ImageDataGenerator(rescale = 1./255, validation_split=0.27)\n",
        "training_set = datagen.flow_from_dataframe(\n",
        "    dataframe = traindf,\n",
        "    directory = \"/content/ML_class_final/train_imgs_1\",\n",
        "    x_col =\"image_id\",\n",
        "    y_col = \"label\",\n",
        "    subset = \"training\",\n",
        "    batch_size = 52,\n",
        "    seed = 42,\n",
        "    shuffle = True,\n",
        "    class_mode = \"categorical\",\n",
        "    target_size = (256, 256)\n",
        ")\n",
        "val_datagen = ImageDataGenerator(rescale = 1./255, validation_split=0.27)\n",
        "validation_set = val_datagen.flow_from_dataframe(\n",
        "    dataframe = traindf,\n",
        "    directory = \"/content/ML_class_final/train_imgs_1\",\n",
        "    x_col =\"image_id\",\n",
        "    y_col = \"label\",\n",
        "    subset = \"validation\",\n",
        "    batch_size = 52,\n",
        "    seed = 42,\n",
        "    shuffle = True,\n",
        "    class_mode = \"categorical\",\n",
        "    target_size = (256,256)\n",
        "    )\n",
        "\n",
        "print(f\"The File Lengths: {len(traindf)}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 12496 validated image filenames belonging to 5 classes.\n",
            "Found 4621 validated image filenames belonging to 5 classes.\n",
            "The File Lengths: 17117\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iMIUqKgYaAv5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "89e4a0b6-0046-4bd4-ec95-235f0174c7d3"
      },
      "source": [
        "from tensorflow.keras.applications.vgg16 import VGG16\n",
        "from keras.callbacks import ModelCheckpoint, EarlyStopping\n",
        "\n",
        "\n",
        "IMAGE_SIZE = [256, 256] \n",
        "\n",
        "# loading the weights of VGG16 without the top layer. These weights are trained on Imagenet dataset.\n",
        "vgg = VGG16(input_shape = IMAGE_SIZE + [3], weights = 'imagenet', include_top = False) \n",
        "\n",
        "#Uf \n",
        "\n",
        "# this will exclude the initial layers from training phase as there are already been trained.\n",
        "for layer in vgg.layers:\n",
        "    layer.trainable = False\n",
        "\n",
        "x = Flatten()(vgg.output)\n",
        "x = Dense(units=4096,activation=\"relu\")(x)\n",
        "x = Dropout(0.5)(x)\n",
        "x = Dense(units=4096,activation=\"relu\")(x)\n",
        "x = Dense(80, activation = 'relu')(x)   # we can add a new fully connected layer but it will increase the execution time.\n",
        "x = Dense(5, activation = 'softmax')(x)  # adding the output layer with softmax function as this is a multi label classification problem.\n",
        "\n",
        "model = Model(inputs = vgg.input, outputs = x)\n",
        "\n",
        "\n",
        "# More 0's in the learning Rate\n",
        "model.compile(loss='categorical_crossentropy', optimizer=tf.keras.optimizers.Adam(learning_rate=0.000001)\n",
        ", metrics=['accuracy'])\n",
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model_1\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_2 (InputLayer)        [(None, 256, 256, 3)]     0         \n",
            "                                                                 \n",
            " block1_conv1 (Conv2D)       (None, 256, 256, 64)      1792      \n",
            "                                                                 \n",
            " block1_conv2 (Conv2D)       (None, 256, 256, 64)      36928     \n",
            "                                                                 \n",
            " block1_pool (MaxPooling2D)  (None, 128, 128, 64)      0         \n",
            "                                                                 \n",
            " block2_conv1 (Conv2D)       (None, 128, 128, 128)     73856     \n",
            "                                                                 \n",
            " block2_conv2 (Conv2D)       (None, 128, 128, 128)     147584    \n",
            "                                                                 \n",
            " block2_pool (MaxPooling2D)  (None, 64, 64, 128)       0         \n",
            "                                                                 \n",
            " block3_conv1 (Conv2D)       (None, 64, 64, 256)       295168    \n",
            "                                                                 \n",
            " block3_conv2 (Conv2D)       (None, 64, 64, 256)       590080    \n",
            "                                                                 \n",
            " block3_conv3 (Conv2D)       (None, 64, 64, 256)       590080    \n",
            "                                                                 \n",
            " block3_pool (MaxPooling2D)  (None, 32, 32, 256)       0         \n",
            "                                                                 \n",
            " block4_conv1 (Conv2D)       (None, 32, 32, 512)       1180160   \n",
            "                                                                 \n",
            " block4_conv2 (Conv2D)       (None, 32, 32, 512)       2359808   \n",
            "                                                                 \n",
            " block4_conv3 (Conv2D)       (None, 32, 32, 512)       2359808   \n",
            "                                                                 \n",
            " block4_pool (MaxPooling2D)  (None, 16, 16, 512)       0         \n",
            "                                                                 \n",
            " block5_conv1 (Conv2D)       (None, 16, 16, 512)       2359808   \n",
            "                                                                 \n",
            " block5_conv2 (Conv2D)       (None, 16, 16, 512)       2359808   \n",
            "                                                                 \n",
            " block5_conv3 (Conv2D)       (None, 16, 16, 512)       2359808   \n",
            "                                                                 \n",
            " block5_pool (MaxPooling2D)  (None, 8, 8, 512)         0         \n",
            "                                                                 \n",
            " flatten_1 (Flatten)         (None, 32768)             0         \n",
            "                                                                 \n",
            " dense_4 (Dense)             (None, 4096)              134221824 \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 4096)              0         \n",
            "                                                                 \n",
            " dense_5 (Dense)             (None, 4096)              16781312  \n",
            "                                                                 \n",
            " dense_6 (Dense)             (None, 80)                327760    \n",
            "                                                                 \n",
            " dense_7 (Dense)             (None, 5)                 405       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 166,045,989\n",
            "Trainable params: 151,331,301\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NtLsSVNij1Ra",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e84fbca6-f8df-4924-8931-5627ce633cee"
      },
      "source": [
        "#epochs = 2\n",
        "\n",
        "#checkpoint = ModelCheckpoint(\"vgg16_1.h5\", monitor='val_loss', verbose=1, save_best_only=True, save_weights_only=False, mode='auto')\n",
        "early = EarlyStopping(monitor='val_loss', min_delta=0, patience=20, verbose=1, mode='auto')\n",
        "\n",
        "#try validation_loss\n",
        "\n",
        "\n",
        "history = model.fit(training_set,\n",
        "                   steps_per_epoch = 170,  # this should be equal to total number of images in training set. But to speed up the execution, I am only using 10000 images. Change this for better results. \n",
        "                   epochs = 42,  # change this for better results\n",
        "                   validation_data = validation_set,\n",
        "                   validation_steps = 70,\n",
        "                    callbacks = early)\n",
        "                    #callbacks=[checkpoint,early])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "170/170 [==============================] - 172s 1s/step - loss: 1.0229 - accuracy: 0.6273 - val_loss: 0.9422 - val_accuracy: 0.6607\n",
            "Epoch 4/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.9815 - accuracy: 0.6443 - val_loss: 0.9291 - val_accuracy: 0.6618\n",
            "Epoch 5/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.9369 - accuracy: 0.6596 - val_loss: 0.8920 - val_accuracy: 0.6764\n",
            "Epoch 6/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.9118 - accuracy: 0.6653 - val_loss: 0.8744 - val_accuracy: 0.6794\n",
            "Epoch 7/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8933 - accuracy: 0.6714 - val_loss: 0.8641 - val_accuracy: 0.6794\n",
            "Epoch 8/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8840 - accuracy: 0.6724 - val_loss: 0.8637 - val_accuracy: 0.6797\n",
            "Epoch 9/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8649 - accuracy: 0.6795 - val_loss: 0.8548 - val_accuracy: 0.6846\n",
            "Epoch 10/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8518 - accuracy: 0.6828 - val_loss: 0.8442 - val_accuracy: 0.6824\n",
            "Epoch 11/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8387 - accuracy: 0.6892 - val_loss: 0.8338 - val_accuracy: 0.6808\n",
            "Epoch 12/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8160 - accuracy: 0.6936 - val_loss: 0.8370 - val_accuracy: 0.6885\n",
            "Epoch 13/42\n",
            "170/170 [==============================] - 205s 1s/step - loss: 0.8173 - accuracy: 0.6904 - val_loss: 0.8391 - val_accuracy: 0.6876\n",
            "Epoch 14/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8014 - accuracy: 0.7004 - val_loss: 0.8157 - val_accuracy: 0.7005\n",
            "Epoch 15/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7854 - accuracy: 0.7104 - val_loss: 0.8157 - val_accuracy: 0.6970\n",
            "Epoch 16/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.7743 - accuracy: 0.7139 - val_loss: 0.8114 - val_accuracy: 0.6986\n",
            "Epoch 17/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7701 - accuracy: 0.7163 - val_loss: 0.8149 - val_accuracy: 0.6970\n",
            "Epoch 18/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7631 - accuracy: 0.7123 - val_loss: 0.8178 - val_accuracy: 0.6915\n",
            "Epoch 19/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.7517 - accuracy: 0.7215 - val_loss: 0.7918 - val_accuracy: 0.7099\n",
            "Epoch 20/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7432 - accuracy: 0.7281 - val_loss: 0.8058 - val_accuracy: 0.7016\n",
            "Epoch 21/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7264 - accuracy: 0.7280 - val_loss: 0.7996 - val_accuracy: 0.6986\n",
            "Epoch 22/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7270 - accuracy: 0.7311 - val_loss: 0.8146 - val_accuracy: 0.6926\n",
            "Epoch 23/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7197 - accuracy: 0.7335 - val_loss: 0.7920 - val_accuracy: 0.7055\n",
            "Epoch 24/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.7115 - accuracy: 0.7388 - val_loss: 0.7928 - val_accuracy: 0.7132\n",
            "Epoch 25/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.6950 - accuracy: 0.7424 - val_loss: 0.7822 - val_accuracy: 0.7082\n",
            "Epoch 26/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.6961 - accuracy: 0.7482 - val_loss: 0.7962 - val_accuracy: 0.7038\n",
            "Epoch 27/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.6707 - accuracy: 0.7552 - val_loss: 0.7819 - val_accuracy: 0.7093\n",
            "Epoch 28/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.6688 - accuracy: 0.7555 - val_loss: 0.8008 - val_accuracy: 0.7047\n",
            "Epoch 29/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.6586 - accuracy: 0.7572 - val_loss: 0.7838 - val_accuracy: 0.7113\n",
            "Epoch 30/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.6524 - accuracy: 0.7587 - val_loss: 0.7826 - val_accuracy: 0.7115\n",
            "Epoch 31/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.6526 - accuracy: 0.7677 - val_loss: 0.7701 - val_accuracy: 0.7157\n",
            "Epoch 32/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.6369 - accuracy: 0.7685 - val_loss: 0.7699 - val_accuracy: 0.7195\n",
            "Epoch 33/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.6342 - accuracy: 0.7731 - val_loss: 0.7820 - val_accuracy: 0.7162\n",
            "Epoch 34/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.6313 - accuracy: 0.7731 - val_loss: 0.7728 - val_accuracy: 0.7137\n",
            "Epoch 35/42\n",
            "170/170 [==============================] - 173s 1s/step - loss: 0.6162 - accuracy: 0.7783 - val_loss: 0.7777 - val_accuracy: 0.7096\n",
            "Epoch 36/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.6136 - accuracy: 0.7790 - val_loss: 0.7758 - val_accuracy: 0.7170\n",
            "Epoch 37/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.6017 - accuracy: 0.7865 - val_loss: 0.7892 - val_accuracy: 0.7118\n",
            "Epoch 38/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.5892 - accuracy: 0.7923 - val_loss: 0.7741 - val_accuracy: 0.7170\n",
            "Epoch 39/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.5803 - accuracy: 0.7965 - val_loss: 0.7749 - val_accuracy: 0.7187\n",
            "Epoch 40/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.5726 - accuracy: 0.7999 - val_loss: 0.7698 - val_accuracy: 0.7217\n",
            "Epoch 41/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.5650 - accuracy: 0.8043 - val_loss: 0.7896 - val_accuracy: 0.7121\n",
            "Epoch 42/42\n",
            "170/170 [==============================] - 171s 1s/step - loss: 0.5577 - accuracy: 0.8029 - val_loss: 0.7656 - val_accuracy: 0.7266\n",
            "Epoch 1/42\n",
            "170/170 [==============================] - 173s 1s/step - loss: 1.2073 - accuracy: 0.5864 - val_loss: 1.0267 - val_accuracy: 0.6368\n",
            "Epoch 2/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 1.0628 - accuracy: 0.6256 - val_loss: 0.9921 - val_accuracy: 0.6385\n",
            "Epoch 3/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 1.0139 - accuracy: 0.6379 - val_loss: 0.9250 - val_accuracy: 0.6643\n",
            "Epoch 4/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.9733 - accuracy: 0.6465 - val_loss: 0.9115 - val_accuracy: 0.6731\n",
            "Epoch 5/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.9299 - accuracy: 0.6629 - val_loss: 0.8845 - val_accuracy: 0.6769\n",
            "Epoch 6/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.9075 - accuracy: 0.6620 - val_loss: 0.8659 - val_accuracy: 0.6794\n",
            "Epoch 7/42\n",
            "170/170 [==============================] - 172s 1s/step - loss: 0.8880 - accuracy: 0.6715 - val_loss: 0.8600 - val_accuracy: 0.6794\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-15-8c73815d0209>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     12\u001b[0m                    \u001b[0mvalidation_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalidation_set\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m                    \u001b[0mvalidation_steps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m70\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m                     callbacks = early)\n\u001b[0m\u001b[1;32m     15\u001b[0m                     \u001b[0;31m#callbacks=[checkpoint,early])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     63\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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     65\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m   1203\u001b[0m       \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1204\u001b[0m       \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterator\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menumerate_epochs\u001b[0m\u001b[0;34m(\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[0;32m-> 1205\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_metrics\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[0m\u001b[1;32m   1206\u001b[0m         \u001b[0mcallbacks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_epoch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mepoch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1207\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcatch_stop_iteration\u001b[0m\u001b[0;34m(\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[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XN5sVlwok_ot",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "464359e8-e38d-488e-d73a-478330a3d750"
      },
      "source": [
        "print ('Training Accuracy = ' + str(history.history['accuracy'][-1]))\n",
        "print ('Validation Accuracy = ' + str(history.history['val_accuracy'][-1]))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training Accuracy = 0.802930474281311\n",
            "Validation Accuracy = 0.7266483306884766\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CrjyjOZ04YtK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "outputId": "86f64f0c-c2c1-4a30-c15a-302190970983"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.plot(history.history[\"accuracy\"])\n",
        "plt.plot(history.history['val_accuracy'])\n",
        "plt.plot(history.history['loss'])\n",
        "plt.plot(history.history['val_loss'])\n",
        "plt.title(\"model accuracy\")\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.legend([\"Accuracy\",\"Validation Accuracy\",\"loss\",\"Validation Loss\"])\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kbpfJutEQhhq"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CVSfaqgKPzE2"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mvJo6QpMv9v0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "0884f95e-fcea-4cd9-a624-8a4144806459"
      },
      "source": [
        "import pathlib\n",
        "\n",
        "def predict_an_image(model, file_path):\n",
        "  # Load the image\n",
        "  img = keras.preprocessing.image.load_img(file_path, target_size=(256, 256))\n",
        "  img_array = keras.preprocessing.image.img_to_array(img)\n",
        "  img_array = tf.expand_dims(img_array, 0)/256 \n",
        "\n",
        "  # Predict the class\n",
        "  predictions = model.predict(img_array)\n",
        "  score = tf.nn.softmax(predictions[0])\n",
        "  return np.argmax(score)\n",
        "\n",
        "# Loop through all images in our test directory and make\n",
        "# a prediction\n",
        "testdir = pathlib.Path('/content/ML_class_final/test_imgs_1')\n",
        "image_paths = list(testdir.glob('*.jpg'))\n",
        "ip = []\n",
        "pred = []\n",
        "for image_path in image_paths:\n",
        "  prediction = predict_an_image(model, str(image_path))\n",
        "  ip.append(image_path)\n",
        "  pred.append(prediction)\n",
        "  print(image_path, prediction)\n",
        "\n",
        "im_path = np.array(ip)\n",
        "preds = np.array(pred)\n",
        "df = pd.DataFrame({\"Filename\":im_path, \"class\":preds})\n",
        "df.head()\n",
        "\n",
        "df.to_csv(\"predictions_Hanson.csv\")\n",
        "files.download(\"predictions_Hanson.csv\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "/content/ML_class_final/test_imgs_1/3957819631.jpg 3\n",
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            "/content/ML_class_final/test_imgs_1/1882997044.jpg 3\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-9-6e14d8b27911>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     31\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"predictions_Hanson.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 32\u001b[0;31m \u001b[0mfiles\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdownload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"predictions_Hanson.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'files' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aOVh_glDv-JO",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "74319918-9802-44ec-a5af-ecf6948494bd"
      },
      "source": [
        "from google.colab import files\n",
        "df.to_csv(\"predictions_Hanson.csv\")\n",
        "files.download(\"predictions_Hanson.csv\")\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_56760d57-7264-44ee-92cb-acff2317dae7\", \"predictions_Hanson.csv\", 245989)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"class\"].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YgWHI28gEI7Y",
        "outputId": "f95eedda-535e-4e3b-f464-0ae15095006f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3    3070\n",
              "4     473\n",
              "1     407\n",
              "2     214\n",
              "0     116\n",
              "Name: class, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    }
  ]
}