{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "image-captioning-per-frame.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "machine_shape": "hm"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jVZj7qrM1EdH",
        "colab_type": "text"
      },
      "source": [
        "# Image Captioning Embedding Extraction \n",
        "\n",
        "Co-authored-by: Leila Abdelrahman , Tom Jin and the TensorFlow Team\n",
        "\n",
        "\n",
        "\n",
        "This code reads in extracted frames and captions them. It saves a checkpoint of the model for future use.\n",
        "\n",
        "TODO: Train on the remaining 50k images."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sNI9YJehDOYd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 55
        },
        "outputId": "46245aff-a00f-4fa2-8de2-033799dd8cb5"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uUJ3z_twUrI9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras.preprocessing import sequence\n",
        "\n",
        "# Scikit-learn includes many helpful utilities\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.utils import shuffle\n",
        "\n",
        "import re\n",
        "import numpy as np\n",
        "import os\n",
        "import time\n",
        "import json\n",
        "from glob import glob\n",
        "from PIL import Image\n",
        "import pickle\n",
        "from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EIwyfGnaHPLI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "f8a1f216-bd4c-4453-af6d-a3ae2f99e331"
      },
      "source": [
        "# Download caption annotation files\n",
        "annotation_folder = '/annotations/'\n",
        "if not os.path.exists(os.path.abspath('.') + annotation_folder):\n",
        "  annotation_zip = tf.keras.utils.get_file('captions.zip',\n",
        "                                          cache_subdir=os.path.abspath('.'),\n",
        "                                          origin = 'http://images.cocodataset.org/annotations/annotations_trainval2014.zip',\n",
        "                                          extract = True)\n",
        "  annotation_file = os.path.dirname(annotation_zip)+'/annotations/captions_train2014.json'\n",
        "  os.remove(annotation_zip)\n",
        "\n",
        "# # Download image files\n",
        "# image_folder = '/train2014/'\n",
        "# if not os.path.exists(os.path.abspath('.') + image_folder):\n",
        "#   image_zip = tf.keras.utils.get_file('train2014.zip',\n",
        "#                                       cache_subdir=os.path.abspath('.'),\n",
        "#                                       origin = 'http://images.cocodataset.org/zips/train2014.zip',\n",
        "#                                       extract = True)\n",
        "#   PATH = os.path.dirname(image_zip) + image_folder\n",
        "#   os.remove(image_zip)\n",
        "# else:\n",
        "#   PATH = os.path.abspath('.') + image_folder"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from http://images.cocodataset.org/annotations/annotations_trainval2014.zip\n",
            "252878848/252872794 [==============================] - 3s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "3ZN1OKf3OrKN"
      },
      "source": [
        "# Image Captioning Portion Pre-Training\n",
        "\n",
        "Pretraining with the MS COCO Class. This code is heavily based on the TensorFlow Tutorial found here: https://www.tensorflow.org/tutorials/text/image_captioning\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "KjM6uYS1OrKP"
      },
      "source": [
        "Limit the pre-training set to 30,000 images. This is due to low disk space."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "8UnRkqmTOrKP",
        "colab": {}
      },
      "source": [
        "# Read the json file\n",
        "with open(annotation_file, 'r') as f:\n",
        "    annotations = json.load(f)\n",
        "\n",
        "# Store captions and image names in vectors\n",
        "all_captions = []\n",
        "all_img_name_vector = []\n",
        "\n",
        "for annot in annotations['annotations']:\n",
        "    caption = '<start> ' + annot['caption'] + ' <end>'\n",
        "    image_id = annot['image_id']\n",
        "    # full_coco_image_path = PATH + 'COCO_train2014_' + '%012d.jpg' % (image_id)\n",
        "\n",
        "    # all_img_name_vector.append(full_coco_image_path)\n",
        "    all_captions.append(caption)\n",
        "\n",
        "# Shuffle captions and image_names together\n",
        "# Set a random state\n",
        "train_captions= shuffle(all_captions,  random_state=1)\n",
        "\n",
        "# Select the first 30000 captions from the shuffled set\n",
        "# num_examples = 30000\n",
        "# train_captions = train_captions[0:30000]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "ff9voHXzOrKR",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "966b2731-3b32-4103-f1ff-8bd39af03569"
      },
      "source": [
        "len(train_captions), len(all_captions)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(414113, 414113)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "8qyTyZMWOrKU"
      },
      "source": [
        "## Preprocess the Images \n",
        "\n",
        "This is done so the images are all the same dimensions for input through Inception."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "gxa-EcwMOrKU",
        "colab": {}
      },
      "source": [
        "def load_image(image_path):\n",
        "    img = tf.io.read_file(image_path)\n",
        "    img = tf.image.decode_jpeg(img, channels=3)\n",
        "    img = tf.image.resize(img, (299, 299))\n",
        "    img = tf.keras.applications.inception_v3.preprocess_input(img)\n",
        "    return img, image_path"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "Qbafo-ilOrKY"
      },
      "source": [
        "## Load the Inception Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "f5Ed5nZbOrKZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "fb017f54-3337-4d4c-f429-a16dd280214e"
      },
      "source": [
        "image_model = tf.keras.applications.InceptionV3(include_top=False,\n",
        "                                                weights='imagenet')\n",
        "new_input = image_model.input\n",
        "hidden_layer = image_model.layers[-1].output\n",
        "\n",
        "image_features_extract_model = tf.keras.Model(new_input, hidden_layer)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "87916544/87910968 [==============================] - 1s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "Prl8aQ_jOrKe"
      },
      "source": [
        "## Format the caption tokens\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "QQlf9gOSOrKf",
        "colab": {}
      },
      "source": [
        "# Find the maximum length of any caption in our dataset\n",
        "def calc_max_length(tensor):\n",
        "    return max(len(t) for t in tensor)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "uTzmKnyXOrKg",
        "colab": {}
      },
      "source": [
        "# Choose the top 5000 words from the vocabulary\n",
        "top_k = 5000\n",
        "tokenizer = tf.keras.preprocessing.text.Tokenizer(num_words=top_k,\n",
        "                                                  oov_token=\"<unk>\",\n",
        "                                                  filters='!\"#$%&()*+.,-/:;=?@[\\]^_`{|}~ ')\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TcO9Ba_s4ciL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "tokenizer.fit_on_texts(train_captions)\n",
        "train_seqs = tokenizer.texts_to_sequences(train_captions)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "wnpgaRYxOrKi",
        "colab": {}
      },
      "source": [
        "tokenizer.word_index['<pad>'] = 0\n",
        "tokenizer.index_word[0] = '<pad>'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "jgL00TLzOrKl",
        "colab": {}
      },
      "source": [
        "# Create the tokenized vectors\n",
        "train_seqs = tokenizer.texts_to_sequences(train_captions)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "lp0GmsRCOrKm",
        "colab": {}
      },
      "source": [
        "# Pad each vector to the max_length of the captions\n",
        "# If you do not provide a max_length value, pad_sequences calculates it automatically\n",
        "cap_vector = tf.keras.preprocessing.sequence.pad_sequences(train_seqs, padding='post')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "33vBkahPOrKo",
        "colab": {}
      },
      "source": [
        "# Calculates the max_length, which is used to store the attention weights\n",
        "max_length = calc_max_length(train_seqs)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "feYyyvoKOrKq",
        "colab": {}
      },
      "source": [
        "# img_name_train, cap_train = img_name_vector, cap_vector\n",
        "cap_train = cap_vector"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "sZhndIc0OrKs",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "ca94e20c-fe78-437d-e9ba-c7676a40887e"
      },
      "source": [
        "len(cap_train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "414113"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0M_Tfxv8Q7wS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Feel free to change these parameters according to your system's configuration\n",
        "\n",
        "BATCH_SIZE = 64\n",
        "BUFFER_SIZE = 1000\n",
        "embedding_dim = 256\n",
        "units = 512\n",
        "\n",
        "# Choose the top 5000 words from the vocabulary\n",
        "top_k = 5000\n",
        "vocab_size = top_k + 1\n",
        "#num_steps = len(img_name_train) // BATCH_SIZE\n",
        "# Shape of the vector extracted from InceptionV3 is (64, 2048)\n",
        "# These two variables represent that vector shape\n",
        "features_shape = 2048\n",
        "attention_features_shape = 64"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "bukRhe7CRbnP"
      },
      "source": [
        "## Model\n",
        "\n",
        "Fun fact: the decoder below is identical to the one in the example for [Neural Machine Translation with Attention](../sequences/nmt_with_attention.ipynb).\n",
        "\n",
        "The model architecture is inspired by the [Show, Attend and Tell](https://arxiv.org/pdf/1502.03044.pdf) paper.\n",
        "\n",
        "* In this example, you extract the features from the lower convolutional layer of InceptionV3 giving us a vector of shape (8, 8, 2048).\n",
        "* You squash that to a shape of (64, 2048).\n",
        "* This vector is then passed through the CNN Encoder (which consists of a single Fully connected layer).\n",
        "* The RNN (here GRU) attends over the image to predict the next word."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "94ezCit2RbnR",
        "colab": {}
      },
      "source": [
        "class BahdanauAttention(tf.keras.Model):\n",
        "  def __init__(self, units):\n",
        "    super(BahdanauAttention, self).__init__()\n",
        "    self.W1 = tf.keras.layers.Dense(units)\n",
        "    self.W2 = tf.keras.layers.Dense(units)\n",
        "    self.V = tf.keras.layers.Dense(1)\n",
        "\n",
        "  def call(self, features, hidden):\n",
        "    # features(CNN_encoder output) shape == (batch_size, 64, embedding_dim)\n",
        "\n",
        "    # hidden shape == (batch_size, hidden_size)\n",
        "    # hidden_with_time_axis shape == (batch_size, 1, hidden_size)\n",
        "    hidden_with_time_axis = tf.expand_dims(hidden, 1)\n",
        "\n",
        "    # score shape == (batch_size, 64, hidden_size)\n",
        "    score = tf.nn.tanh(self.W1(features) + self.W2(hidden_with_time_axis))\n",
        "\n",
        "    # attention_weights shape == (batch_size, 64, 1)\n",
        "    # you get 1 at the last axis because you are applying score to self.V\n",
        "    attention_weights = tf.nn.softmax(self.V(score), axis=1)\n",
        "\n",
        "    # context_vector shape after sum == (batch_size, hidden_size)\n",
        "    context_vector = attention_weights * features\n",
        "    context_vector = tf.reduce_sum(context_vector, axis=1)\n",
        "\n",
        "    return context_vector, attention_weights"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "MZm9VdFuRbnU",
        "colab": {}
      },
      "source": [
        "class CNN_Encoder(tf.keras.Model):\n",
        "    # Since you have already extracted the features and dumped it using pickle\n",
        "    # This encoder passes those features through a Fully connected layer\n",
        "    def __init__(self, embedding_dim):\n",
        "        super(CNN_Encoder, self).__init__()\n",
        "        # shape after fc == (batch_size, 64, embedding_dim)\n",
        "        self.fc = tf.keras.layers.Dense(embedding_dim)\n",
        "\n",
        "    def call(self, x):\n",
        "        x = self.fc(x)\n",
        "        x = tf.nn.relu(x)\n",
        "        return x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "jo3Tx6EURbnW",
        "colab": {}
      },
      "source": [
        "class RNN_Decoder(tf.keras.Model):\n",
        "  def __init__(self, embedding_dim, units, vocab_size):\n",
        "    super(RNN_Decoder, self).__init__()\n",
        "    self.units = units\n",
        "\n",
        "    self.embedding = tf.keras.layers.Embedding(vocab_size, embedding_dim)\n",
        "    self.gru = tf.keras.layers.GRU(self.units,\n",
        "                                   return_sequences=True,\n",
        "                                   return_state=True,\n",
        "                                   recurrent_initializer='glorot_uniform')\n",
        "    self.fc1 = tf.keras.layers.Dense(self.units)\n",
        "    self.fc2 = tf.keras.layers.Dense(vocab_size)\n",
        "\n",
        "    self.attention = BahdanauAttention(self.units)\n",
        "\n",
        "  def call(self, x, features, hidden):\n",
        "    # defining attention as a separate model\n",
        "    context_vector, attention_weights = self.attention(features, hidden)\n",
        "\n",
        "    # x shape after passing through embedding == (batch_size, 1, embedding_dim)\n",
        "    x = self.embedding(x)\n",
        "\n",
        "    # x shape after concatenation == (batch_size, 1, embedding_dim + hidden_size)\n",
        "    x = tf.concat([tf.expand_dims(context_vector, 1), x], axis=-1)\n",
        "\n",
        "    # passing the concatenated vector to the GRU\n",
        "    output, state = self.gru(x)\n",
        "\n",
        "    # shape == (batch_size, max_length, hidden_size)\n",
        "    x = self.fc1(output)\n",
        "\n",
        "    # x shape == (batch_size * max_length, hidden_size)\n",
        "    x = tf.reshape(x, (-1, x.shape[2]))\n",
        "\n",
        "    # output shape == (batch_size * max_length, vocab)\n",
        "    x = self.fc2(x)\n",
        "\n",
        "    return x, state, attention_weights\n",
        "\n",
        "  def reset_state(self, batch_size):\n",
        "    return tf.zeros((batch_size, self.units))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OwqAk1S1zXps",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "optimizer = tf.keras.optimizers.Adam()\n",
        "loss_object = tf.keras.losses.SparseCategoricalCrossentropy(\n",
        "    from_logits=True, reduction='none')\n",
        "\n",
        "def loss_function(real, pred):\n",
        "  mask = tf.math.logical_not(tf.math.equal(real, 0))\n",
        "  loss_ = loss_object(real, pred)\n",
        "\n",
        "  mask = tf.cast(mask, dtype=loss_.dtype)\n",
        "  loss_ *= mask\n",
        "\n",
        "  return tf.reduce_mean(loss_)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "4kKHVupeRbnY",
        "colab": {}
      },
      "source": [
        "encoder = CNN_Encoder(embedding_dim)\n",
        "decoder = RNN_Decoder(embedding_dim, units, vocab_size)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "6A3Ni64joyab"
      },
      "source": [
        "## Checkpoint\n",
        "\n",
        "Note: If loading this model from checkpoint, make sure to run all cells above"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "PpJAqPMWo0uE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        },
        "outputId": "2a819732-2912-4249-c2a7-2d0d4263a178"
      },
      "source": [
        "# !wget 'https://storage.googleapis.com/cs231n-emotiw/models/image-caption-checkpoint-all.zip'\n",
        "# !unzip 'image-caption-checkpoint-all.zip'\n",
        "\n",
        "!rm -rf home/\n",
        "!wget 'https://storage.googleapis.com/cs231n-emotiw/models/checkpoint-all-4.zip'\n",
        "!unzip 'checkpoint-all-4.zip'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-06-17 13:10:02--  https://storage.googleapis.com/cs231n-emotiw/models/checkpoint-all-4.zip\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 172.217.212.128, 2607:f8b0:4001:c03::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|172.217.212.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 337511082 (322M) [application/zip]\n",
            "Saving to: ‘checkpoint-all-4.zip’\n",
            "\n",
            "checkpoint-all-4.zi 100%[===================>] 321.88M  26.9MB/s    in 12s     \n",
            "\n",
            "2020-06-17 13:10:14 (27.9 MB/s) - ‘checkpoint-all-4.zip’ saved [337511082/337511082]\n",
            "\n",
            "Archive:  checkpoint-all-4.zip\n",
            "   creating: home/jupyter/train/\n",
            "  inflating: home/jupyter/train/ckpt-7.data-00001-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-3.data-00001-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-6.index  \n",
            "  inflating: home/jupyter/train/ckpt-3.index  \n",
            "  inflating: home/jupyter/train/ckpt-4.data-00001-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-5.index  \n",
            "  inflating: home/jupyter/train/ckpt-7.index  \n",
            "  inflating: home/jupyter/train/ckpt-3.data-00000-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-5.data-00001-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-6.data-00000-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-5.data-00000-of-00002  \n",
            "  inflating: home/jupyter/train/checkpoint  \n",
            "  inflating: home/jupyter/train/ckpt-6.data-00001-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-4.index  \n",
            "  inflating: home/jupyter/train/ckpt-4.data-00000-of-00002  \n",
            "  inflating: home/jupyter/train/ckpt-7.data-00000-of-00002  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n3-2TLDg2dzJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "checkpoint_path = \"/content/home/jupyter/train/\"\n",
        "ckpt = tf.train.Checkpoint(encoder=encoder,\n",
        "                           decoder=decoder,\n",
        "                           optimizer = optimizer)\n",
        "ckpt_manager = tf.train.CheckpointManager(ckpt, checkpoint_path, max_to_keep=5)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "fUkbqhc_uObw",
        "colab": {}
      },
      "source": [
        "start_epoch = 0\n",
        "\n",
        "if ckpt_manager.latest_checkpoint:\n",
        "  start_epoch = int(ckpt_manager.latest_checkpoint.split('-')[-1])\n",
        "  # restoring the latest checkpoint in checkpoint_path\n",
        "  ckpt.restore(ckpt_manager.latest_checkpoint)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-pIPHWS0zoEP",
        "colab_type": "text"
      },
      "source": [
        "## Get the Data "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ryzDii47sEv6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/train_frames.tar.gz' .\n",
        "#!cp '/content/drive/My Drive/cs231n-project/datasets/emotiw/train_frames.tar.gz' ."
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2TJ2_a0X9W9h",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!tar -xzf train_frames.tar.gz"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IWIAQddxMo5-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw/val_frames.tar.gz' .\n",
        "#!cp '/content/drive/My Drive/cs231n-project/datasets/emotiw/val_frames.tar.gz' .\n",
        "\n",
        "!tar -xzf val_frames.tar.gz"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8nohApcF9os7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "outputId": "f55811fb-2183-4da0-808c-6e3d40ff5281"
      },
      "source": [
        "!ls train_frames/1 | head"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "frame_101_10.mp4_0.jpg\n",
            "frame_101_10.mp4_10.jpg\n",
            "frame_101_10.mp4_11.jpg\n",
            "frame_101_10.mp4_12.jpg\n",
            "frame_101_10.mp4_13.jpg\n",
            "frame_101_10.mp4_14.jpg\n",
            "frame_101_10.mp4_1.jpg\n",
            "frame_101_10.mp4_2.jpg\n",
            "frame_101_10.mp4_3.jpg\n",
            "frame_101_10.mp4_4.jpg\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SqVJ-DkjGo4K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 384
        },
        "outputId": "8a5a7ab4-d796-4a79-d483-ff55640ff3cf"
      },
      "source": [
        "!nvidia-smi"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Wed Jun 17 01:58:07 2020       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 450.36.06    Driver Version: 418.67       CUDA Version: 10.1     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla P100-PCIE...  Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   48C    P0    33W / 250W |    481MiB / 16280MiB |      0%      Default |\n",
            "|                               |                      |                 ERR! |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vl4_9IuvctjL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def evaluate(image, max_length=16):\n",
        "    def load_image(image_path):\n",
        "      img = tf.io.read_file(image_path)\n",
        "      img = tf.image.decode_jpeg(img, channels=3)\n",
        "      img = tf.image.resize(img, (299, 299))\n",
        "      img = tf.keras.applications.inception_v3.preprocess_input(img)\n",
        "      return img, image_path\n",
        "    attention_plot = np.zeros((max_length, attention_features_shape))\n",
        "\n",
        "    hidden = decoder.reset_state(batch_size=1)\n",
        "\n",
        "    temp_input = tf.expand_dims(load_image(image)[0], 0)\n",
        "    img_tensor_val = image_features_extract_model(temp_input)\n",
        "    img_tensor_val = tf.reshape(img_tensor_val, (img_tensor_val.shape[0], -1, img_tensor_val.shape[3]))\n",
        "\n",
        "    features = encoder(img_tensor_val)\n",
        "\n",
        "    dec_input = tf.expand_dims([tokenizer.word_index['<start>']], 0)\n",
        "    result = []\n",
        "\n",
        "    for i in range(max_length):\n",
        "        predictions, hidden, attention_weights = decoder(dec_input, features, hidden)\n",
        "\n",
        "        attention_plot[i] = tf.reshape(attention_weights, (-1, )).numpy()\n",
        "\n",
        "        predicted_id = tf.random.categorical(predictions, 1)[0][0].numpy()\n",
        "        result.append(tokenizer.index_word[predicted_id])\n",
        "\n",
        "        if tokenizer.index_word[predicted_id] == '<end>':\n",
        "            return result, attention_plot\n",
        "\n",
        "        dec_input = tf.expand_dims([predicted_id], 0)\n",
        "\n",
        "    attention_plot = attention_plot[:len(result), :]\n",
        "    return result, attention_plot\n",
        "\n",
        "\n",
        "def plot_attention(image, result, attention_plot):\n",
        "    temp_image = np.array(Image.open(image))\n",
        "\n",
        "    fig = plt.figure(figsize=(10, 10))\n",
        "\n",
        "    len_result = len(result)\n",
        "    for l in range(len_result):\n",
        "        temp_att = np.resize(attention_plot[l], (8, 8))\n",
        "        ax = fig.add_subplot(len_result//2, len_result//2, l+1)\n",
        "        ax.set_title(result[l])\n",
        "        img = ax.imshow(temp_image)\n",
        "        ax.imshow(temp_att, cmap='gray', alpha=0.6, extent=img.get_extent())\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LseetfORc06S",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 263
        },
        "outputId": "b7ae2832-7f3a-4e5e-e772-8bb6efa323af"
      },
      "source": [
        "# captions on the validation set\n",
        "import numpy as np\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "result, attention_plot = evaluate(\"train_frames/1/frame_101_10.mp4_0.jpg\")\n",
        "\n",
        "print ('Prediction Caption:', ' '.join(result))\n",
        "plot_attention(\"train_frames/1/frame_101_10.mp4_0.jpg\", result, attention_plot)\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Prediction Caption: a happy while <unk> in a hallway of kids <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LcEVMGnegfNf",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 249
        },
        "outputId": "e99fe307-6f66-41d1-c3b7-a135cfa23bc7"
      },
      "source": [
        "# captions on the validation set\n",
        "import numpy as np\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "result, attention_plot = evaluate(\"train_frames/1/frame_101_10.mp4_0.jpg\")\n",
        "\n",
        "print ('Prediction Caption:', ' '.join(result))\n",
        "plot_attention(\"train_frames/1/frame_101_10.mp4_0.jpg\", result, attention_plot)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Prediction Caption: a little boy and a child have kites at a skateboard <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h34fRdSBQuas",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import random\n",
        "import cv2\n",
        "from os import listdir\n",
        "from os.path import isfile, join\n",
        "from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor\n",
        "class DataGenerator(tf.keras.utils.Sequence):\n",
        "    \"\"\"\n",
        "    Generates data based on a directory of frames\n",
        "    \"\"\"\n",
        "    def __init__(self, dir, batch_size=32, frames_to_use=-1, shuffle=True , return_words=False , return_images=True , max_workers=32):\n",
        "        self.frames_to_use = frames_to_use\n",
        "        self.batch_size = batch_size\n",
        "        self.dir = dir\n",
        "        self.shuffle = shuffle\n",
        "        self.classes = self.find_classes()\n",
        "        self.video_names, self.video_map, self.video_to_class, self.num_samples, self.min_frames = self.find_samples()\n",
        "        self.on_epoch_end()\n",
        "        self.return_words = return_words\n",
        "        self.return_images = return_images\n",
        "        self.max_workers = max_workers\n",
        "        print(f\"Found {self.num_samples} frames belonging to {len(self.video_names)} videos belonging to {len(self.classes)} classes.\")\n",
        "        print(f\"Min frames determined to be {self.min_frames}\")\n",
        "\n",
        "    def find_classes(self):\n",
        "        category_folders = [f for f in listdir(self.dir) if not isfile(join(self.dir, f))]\n",
        "        return sorted(list(set(category_folders)))\n",
        "\n",
        "    def find_samples(self):\n",
        "        \"\"\"\n",
        "        Returns the following video frame structure:\n",
        "\n",
        "        {\n",
        "            \"vid1\": [\n",
        "                \"frame1.jpg\",\n",
        "                \"frame2.jpg\",\n",
        "                ...\n",
        "            ]\n",
        "        }\n",
        "\n",
        "        \"\"\"\n",
        "        num_samples = 0\n",
        "        min_frames = -1\n",
        "        video_map = {}\n",
        "        vid_to_cat = {}\n",
        "        category_folders = [f for f in listdir(self.dir) if not isfile(join(self.dir, f))]\n",
        "        for category_folder in category_folders:\n",
        "            cat_path = join(self.dir, category_folder)\n",
        "            frames = [f for f in listdir(cat_path) if isfile(join(cat_path, f))]\n",
        "            for frame in frames:\n",
        "                # frame = frame_101_7.mp4_8.jpg\n",
        "                frame_arr = frame.split(\".mp4_\")\n",
        "                vid_name = frame_arr[0]\n",
        "                if vid_name not in video_map:\n",
        "                    video_map[vid_name] = []\n",
        "                    vid_to_cat[vid_name] = category_folder\n",
        "                video_map[vid_name].append(frame)\n",
        "            \n",
        "            for k in video_map.keys():\n",
        "                # make sure the frames for each video are in sorted order\n",
        "                video_map[k] = sorted(video_map[k], key=lambda x: x.split(\".mp4_\")[0] + x.split(\".mp4_\")[1].split(\".jpg\")[0].zfill(3))\n",
        "                if min_frames == -1 or len(video_map[k]) < min_frames:\n",
        "                    min_frames = len(video_map[k])\n",
        "\n",
        "        return list(video_map.keys()), video_map, vid_to_cat, len(vid_to_cat), min_frames\n",
        "\n",
        "    def __len__(self):\n",
        "        \"\"\"\n",
        "        Denotes the number of batches per epoch\n",
        "        \"\"\"\n",
        "        return self.num_samples\n",
        "\n",
        "    def get(self, index):\n",
        "        \"\"\"\n",
        "        Generate one batch of data\n",
        "        \"\"\"\n",
        "        return [f\"{self.dir}/{self.video_to_class[self.video_names[index]]}/{x}\" for x in self.video_map[self.video_names[index]]]\n",
        "\n",
        "\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fkecWy9u6pDW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        },
        "outputId": "d71d40c4-644b-4baa-b209-ec5d3cbf99a4"
      },
      "source": [
        "train_generator = DataGenerator(\"train_frames\", frames_to_use=12, batch_size=BATCH_SIZE)\n",
        "validation_generator = DataGenerator(\"val_frames\", frames_to_use=12, batch_size=BATCH_SIZE)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2661 frames belonging to 2661 videos belonging to 3 classes.\n",
            "Min frames determined to be 7\n",
            "Found 766 frames belonging to 766 videos belonging to 3 classes.\n",
            "Min frames determined to be 7\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sy-DOQ6O6kKN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 277
        },
        "outputId": "bb58a0c0-bad3-46f3-a402-4191caaf61bf"
      },
      "source": [
        "train_generator.get(0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['train_frames/1/frame_279_3.mp4_0.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_1.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_2.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_3.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_4.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_5.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_6.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_7.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_8.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_9.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_10.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_11.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_12.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_13.jpg',\n",
              " 'train_frames/1/frame_279_3.mp4_14.jpg']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HzWhZBeS70EO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "68ebdc5a-fb26-427d-f7ed-14b2243e656b"
      },
      "source": [
        "\n",
        "for i in range(len(train_generator)):\n",
        "    result, attention_plot = evaluate(train_generator.get(i)[0])\n",
        "    print(train_generator.get(i)[0])\n",
        "    print(\" \".join(result))\n",
        "\n",
        "    plot_attention(train_generator.get(i)[0], result, attention_plot)\n",
        "\n",
        "    if i > 5:\n",
        "        break\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "train_frames/1/frame_279_3.mp4_0.jpg\n",
            "a man sitting at a table eating food on the desk <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "train_frames/1/frame_286_20.mp4_0.jpg\n",
            "a man and crown gathered in a restaurant in the middle finger in chairs <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 15 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "train_frames/1/frame_279_1.mp4_0.jpg\n",
            "a man standing at a black table with a striped tie <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "train_frames/1/frame_290_1.mp4_0.jpg\n",
            "a group of tennis players in dress shirts with ties are standing next to each other\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 16 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "train_frames/1/frame_101_15.mp4_0.jpg\n",
            "a little girl are making a woman watches <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "train_frames/1/frame_25_1.mp4_0.jpg\n",
            "a group of people are standing around at a table <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 11 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "train_frames/1/frame_215_3.mp4_0.jpg\n",
            "high five snowboard show luggage that makes its <unk> down <end>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 11 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JHMjkTFz6THE",
        "colab_type": "text"
      },
      "source": [
        "### Pre-process \n",
        "\n",
        "Extract the captions and underlying embeddings from each video"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4tE8EM1uTUCW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "2ce2366b-3ef4-4e82-9c6a-947651ab887d"
      },
      "source": [
        "from tqdm import tqdm\n",
        "train_captions = []\n",
        "train_categories = []\n",
        "train_videos = []\n",
        "\n",
        "for i in tqdm(range(len(train_generator))):\n",
        "    train_category = train_generator.get(i)[0].split(\"/\")[1]\n",
        "    train_categories.append(train_category)\n",
        "    frame_captions = []\n",
        "    for frame in train_generator.get(i):\n",
        "        result, _ = evaluate(frame)\n",
        "        # print(train_generator.get(i)[0])\n",
        "        # print(\" \".join(result))\n",
        "        frame_captions.append(result)\n",
        "\n",
        "    train_captions.append(frame_captions)\n",
        "    train_videos.append(train_generator.get(i)[0].split(\".mp4\")[0].split(\"frame_\")[1])\n",
        "\n",
        "    # plot_attention(train_generator.get(i)[0], result, attention_plot)\n",
        "\n",
        "    # if i > 5:\n",
        "    #     break\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 2661/2661 [2:55:38<00:00,  3.96s/it]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8HU3NsuxTT8C",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pickle\n",
        "\n",
        "train_caption_obj = {\n",
        "    \"train_captions\": train_captions,\n",
        "    \"train_categories\": train_categories,\n",
        "    \"train_videos\": train_videos\n",
        "}\n",
        "\n",
        "with open(\"train_captions_v3.pkl\", \"wb\") as f:\n",
        "    pickle.dump(train_caption_obj, f)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n39JpoXEdQV_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp train_captions_v3.pkl drive/'My Drive/Machine-Learning-Projects'/cs231n-project/\n",
        "# !cp train_captions.pkl drive/'My Drive'/cs231n-project/"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a0Q2ZNUPoblv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "fd249235-8049-408b-fd91-83808621e052"
      },
      "source": [
        "from tqdm import tqdm\n",
        "val_captions = []\n",
        "val_categories = []\n",
        "val_videos = []\n",
        "\n",
        "for i in tqdm(range(len(validation_generator))):\n",
        "    val_category = validation_generator.get(i)[0].split(\"/\")[1]\n",
        "    val_categories.append(val_category)\n",
        "    frame_captions = []\n",
        "    for frame in validation_generator.get(i):\n",
        "        result, _ = evaluate(frame)\n",
        "        frame_captions.append(result)\n",
        "\n",
        "    val_captions.append(frame_captions)\n",
        "    val_videos.append(validation_generator.get(i)[0].split(\".mp4\")[0].split(\"frame_\")[1])\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 766/766 [48:09<00:00,  3.77s/it]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3_CNHzIUA9BN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pickle\n",
        "\n",
        "val_caption_obj = {\n",
        "    \"val_captions\": val_captions,\n",
        "    \"val_categories\": val_categories,\n",
        "    \"val_videos\": val_videos\n",
        "}\n",
        "\n",
        "with open(\"val_captions_v3.pkl\", \"wb\") as f:\n",
        "    pickle.dump(val_caption_obj, f)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xERS81wvdPa1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# !cp val_captions.pkl drive/'My Drive'/cs231n-project/\n",
        "!cp val_captions_v3.pkl drive/'My Drive/Machine-Learning-Projects'/cs231n-project/"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0EHSJWUhe6sH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}