Caltech .ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Caltech.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VVbfugUaFNVf",
        "outputId": "00e9a403-d70a-4c61-9bd1-348bb1d60d33"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2021-12-30 10:43:15--  https://dockship-job-models.s3.ap-south-1.amazonaws.com/026ce99895fb54347719338db96b045e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIDOPTEUZ2LEOQEGQ%2F20211230%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20211230T104305Z&X-Amz-Expires=1800&X-Amz-Signature=c7245b8f4c7df7916028b26bdb3d223cd53e8214d4f5a32aca06a80b4358a707&X-Amz-SignedHeaders=host&response-content-disposition=attachment%3B%20filename%3D%22caltech_image_classification_challenge-dataset.zip%22\n",
            "Resolving dockship-job-models.s3.ap-south-1.amazonaws.com (dockship-job-models.s3.ap-south-1.amazonaws.com)... 52.219.160.70\n",
            "Connecting to dockship-job-models.s3.ap-south-1.amazonaws.com (dockship-job-models.s3.ap-south-1.amazonaws.com)|52.219.160.70|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1137785087 (1.1G) [binary/octet-stream]\n",
            "Saving to: ‘caltech_image_classification_challenge-dataset.zip’\n",
            "\n",
            "caltech_image_class 100%[===================>]   1.06G  27.5MB/s    in 42s     \n",
            "\n",
            "2021-12-30 10:43:58 (25.6 MB/s) - ‘caltech_image_classification_challenge-dataset.zip’ saved [1137785087/1137785087]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget -O \"caltech_image_classification_challenge-dataset.zip\" \"https://dockship-job-models.s3.ap-south-1.amazonaws.com/026ce99895fb54347719338db96b045e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIDOPTEUZ2LEOQEGQ%2F20211230%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20211230T104305Z&X-Amz-Expires=1800&X-Amz-Signature=c7245b8f4c7df7916028b26bdb3d223cd53e8214d4f5a32aca06a80b4358a707&X-Amz-SignedHeaders=host&response-content-disposition=attachment%3B%20filename%3D%22caltech_image_classification_challenge-dataset.zip%22\""
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/caltech_image_classification_challenge-dataset.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_Yys2YZjGqgI",
        "outputId": "56cfe7df-3e7c-4f94-8046-be9eb7932e3d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: 256_train.csv           \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "import os\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as pyplot\n",
        "import glob\n",
        "from PIL import Image\n",
        "import numpy as np"
      ],
      "metadata": {
        "id": "Y12n-tCdG4du"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_dir = '/content/256_train_imgs'\n",
        "if len(os.listdir(train_dir)) != 120:\n",
        "  data = pd.read_csv('./256_train.csv')\n",
        "  train_labels = pd.unique(data['Labels'])\n",
        "\n",
        "  for dir_name in train_labels:\n",
        "    os.mkdir(train_dir+ '/'+ dir_name)\n",
        "\n",
        "  for dir_name in train_labels:\n",
        "    temp_df = data[data['Labels'] == dir_name]\n",
        "\n",
        "    for fname in temp_df['Filename']:\n",
        "      os.rename(train_dir+ '/'+ fname, train_dir+'/'+ dir_name+'/'+fname)"
      ],
      "metadata": {
        "id": "5D86R2KLHhmp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "img_h = 150\n",
        "img_w = 150\n",
        "batch_size = 16\n",
        "\n",
        "data_gen = tf.keras.preprocessing.image.ImageDataGenerator(\n",
        "    rescale = 1./255.,\n",
        "    validation_split = 0.2,\n",
        "    rotation_range = 30,\n",
        "    vertical_flip = True, \n",
        "    horizontal_flip = True\n",
        ")\n",
        "\n",
        "train = data_gen.flow_from_directory(\n",
        "    train_dir,\n",
        "    seed = 88,\n",
        "    target_size = (img_h, img_w),\n",
        "    batch_size = batch_size,\n",
        "    subset = 'training'\n",
        ")\n",
        "valid = data_gen.flow_from_directory(\n",
        "    train_dir,\n",
        "    seed = 88,\n",
        "    target_size = (img_h, img_w),\n",
        "    batch_size = batch_size,\n",
        "    subset = 'validation'\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "StvE_FccJ8Qo",
        "outputId": "7008fe93-540b-4049-a400-0e9f900bd8a8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 17193 images belonging to 257 classes.\n",
            "Found 4173 images belonging to 257 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "conv_model = tf.keras.models.Sequential([\n",
        "  tf.keras.layers.Conv2D(input_shape = (img_h, img_w, 3), filters = 32, padding = 'same', kernel_size = 3, activation = 'swish'),\n",
        "  tf.keras.layers.Conv2D(filters = 32, padding = 'same', kernel_size = 3, activation = 'swish'),\n",
        "  tf.keras.layers.MaxPooling2D(),\n",
        "  tf.keras.layers.Dropout(0.2),\n",
        "  tf.keras.layers.Conv2D(filters = 64, padding = 'same', kernel_size = 3, activation = 'swish'),\n",
        "  tf.keras.layers.Conv2D(filters = 64, padding = 'same', kernel_size = 3, activation = 'swish'),\n",
        "  tf.keras.layers.MaxPooling2D(),\n",
        "  tf.keras.layers.Dropout(0.2),\n",
        "  tf.keras.layers.Conv2D(filters = 128, padding = 'same', kernel_size = 3, activation = 'swish'),\n",
        "  tf.keras.layers.Conv2D(filters = 128, padding = 'same', kernel_size = 3, activation = 'swish'),\n",
        "  tf.keras.layers.MaxPooling2D(),\n",
        "  tf.keras.layers.Dropout(0.2),\n",
        "  tf.keras.layers.Flatten(),\n",
        "  tf.keras.layers.Dense(128, activation= 'swish'),\n",
        "  tf.keras.layers.Dropout(0.2),\n",
        "  tf.keras.layers.Dense(257, activation= 'softmax'),\n",
        "])"
      ],
      "metadata": {
        "id": "QgyoKQHHL0RL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = conv_model"
      ],
      "metadata": {
        "id": "q8MjNC2eN6uF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "initial_lr = 0.003\n",
        "\n",
        "lr_scheduler = tf.keras.optimizers.schedules.ExponentialDecay(\n",
        "    initial_lr,\n",
        "    decay_steps = 300,\n",
        "    decay_rate = 0.96,\n",
        "    staircase = True\n",
        ")"
      ],
      "metadata": {
        "id": "8f7jXSDxOY3L"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "checkpoint = tf.keras.callbacks.ModelCheckpoint('model_weights.hdf5', monitor = 'val_acc', mode = 'max', save_weights_only= True, verbose = 0)"
      ],
      "metadata": {
        "id": "b0aZ5U8LOqLp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "callbacks = [checkpoint]"
      ],
      "metadata": {
        "id": "U36g5EpcPSyB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "optim = tf.keras.optimizers.RMSprop(learning_rate = lr_scheduler)\n",
        "loss_funct = 'CategoricalCrossentropy'\n"
      ],
      "metadata": {
        "id": "x01mC0nFPYni"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer= optim, loss= loss_funct, metrics = ['acc'])"
      ],
      "metadata": {
        "id": "2RQTMs29Pni8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "C77P--OBP2Po",
        "outputId": "b5f6889f-edda-4ca6-8bbd-1be1c395ad68"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 150, 150, 32)      896       \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 150, 150, 32)      9248      \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 75, 75, 32)       0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 75, 75, 32)        0         \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 75, 75, 64)        18496     \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 75, 75, 64)        36928     \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 37, 37, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 37, 37, 64)        0         \n",
            "                                                                 \n",
            " conv2d_4 (Conv2D)           (None, 37, 37, 128)       73856     \n",
            "                                                                 \n",
            " conv2d_5 (Conv2D)           (None, 37, 37, 128)       147584    \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPooling  (None, 18, 18, 128)      0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 18, 18, 128)       0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 41472)             0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 128)               5308544   \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 128)               0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 257)               33153     \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 5,628,705\n",
            "Trainable params: 5,628,705\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "epochs = 5\n",
        "batch_size = 100\n",
        "\n",
        "history = model.fit(train, validation_data = valid, epochs= 5, batch_size= batch_size, callbacks = callbacks)"
      ],
      "metadata": {
        "id": "XYVNXt_nP5mP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "x_axis = range(epochs)\n",
        "\n",
        "plt.plot(x_axis, history.history['loss'], label = 'Training Loss')\n",
        "plt.plot(x_axis, history.history['val_loss'], label = 'Validation Loss')\n",
        "plt.legend()"
      ],
      "metadata": {
        "id": "ggC83-vxQc7T"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x_axis = range(epochs)\n",
        "\n",
        "plt.plot(x_axis, history.history['acc'], label = 'Training Accuracy')\n",
        "plt.plot(x_axis, history.history['val_acc'], label = 'Validation Accuracy')\n",
        "plt.legend()"
      ],
      "metadata": {
        "id": "Y5D6ltxoVdI2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fname, test = [], []\n",
        "\n",
        "test_dir = './256_test_imgs'\n",
        "\n",
        "for infile in glob.glob(test_dir + \"/*.jpg\"):\n",
        "  img = Image.open(infile)\n",
        "  img = img.resize((img_h, img_w))\n",
        "  fname.append(infile.split('/')[-1])\n",
        "  img_arr = np.asarray(img)\n",
        "\n",
        "  if len(img_arr.shape) == 2:\n",
        "    img_arr = img_arr.reshape(img.height, img.width, 1)\n",
        "    img_arr = np.append(np.append(img_arr, img_arr, axis = 2), img_arr, axis= 2)\n",
        "  test.append(img_arr.reshape(img.height, img.width, 3))\n",
        "test_len = len(test)\n",
        "test = np.array(test)"
      ],
      "metadata": {
        "id": "RZd9NNFiVt2h"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test_len"
      ],
      "metadata": {
        "id": "Md7vUFf9YFeX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test"
      ],
      "metadata": {
        "id": "udO_SPLeYR5R"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mapper = {i: sorted(train_labels)[i] for i in range(len(train_labels))}"
      ],
      "metadata": {
        "id": "iDHKOLydYTsP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mapper"
      ],
      "metadata": {
        "id": "6I3sNAWpYvIY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test = test/255.\n",
        "\n",
        "y_test_pred = np.argmax(model.predict(test), axis = 1).tolist()\n",
        "y_test_pred = [mapper[val] for val in y_test_pred]"
      ],
      "metadata": {
        "id": "lzSdUx0NYxwP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "ehkN1BJQZrBg"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}