Copy_of_ImageCaptioning_Final.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/alaahossam/AM-and-FM-modulation/blob/master/Copy_of_ImageCaptioning_Final.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "C9AUnCSZN2Cr"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import torchvision.models\n",
        "import torch.optim as optim\n",
        "import torchvision.transforms as transforms\n",
        "from PIL import Image\n",
        "\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "\n",
        "def save_checkpoint(state, filename=\"saved_checkpoint.pt\"):\n",
        "    print(\"=> Saving checkpoint\")\n",
        "    torch.save(state, filename)\n",
        "\n",
        "def load_checkpoint(checkpoint, model, optimizer):\n",
        "    print(\"=> Loading checkpoint\")\n",
        "    model.load_state_dict(checkpoint[\"state_dict\"])\n",
        "    optimizer.load_state_dict(checkpoint[\"optimizer\"])\n",
        "    step = checkpoint[\"step\"]\n",
        "    return step\n",
        "\n",
        "def save_train_dataloader(state, filename=\"saved_train_dataloader.pt\"):\n",
        "    print(\"=> Saving Train Dataloader\")\n",
        "    torch.save(state, filename)\n",
        "\n",
        "def save_test_dataloader(state, filename=\"saved_test_dataloader.pt\"):\n",
        "    print(\"=> Saving Test Dataloader\")\n",
        "    torch.save(state, filename)\n",
        "\n",
        "def save_train_dataset(state, filename=\"saved_train_dataset.pt\"):\n",
        "    print(\"=> Saving Train Dataset\")\n",
        "    torch.save(state, filename)\n",
        "\n",
        "def save_test_dataset(state, filename=\"saved_test_dataset.pt\"):\n",
        "    print(\"=> Saving Test Dataset\")\n",
        "    torch.save(state, filename)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os  # when loading file paths\n",
        "import pandas as pd  # for lookup in annotation file\n",
        "import spacy  # for tokenizer\n",
        "import torch\n",
        "from torch.nn.utils.rnn import pad_sequence  # pad batch\n",
        "from torch.utils.data import DataLoader, Dataset\n",
        "from PIL import Image  # Load img\n",
        "import torchvision.transforms as transforms\n",
        "from sklearn.model_selection import train_test_split\n",
        "# This is the version for the english language\n",
        "spacy_eng = spacy.load(\"en_core_web_sm\")"
      ],
      "metadata": {
        "id": "K5F-pWP9N3cC"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "! gdown 1aucr_u_8sKcfuDNhFbB6IzbpOsInHd9d\n",
        "! mkdir ~/.kaggle\n",
        "! cp kaggle.json ~/.kaggle/\n",
        "! chmod 600 ~/.kaggle/kaggle.json"
      ],
      "metadata": {
        "id": "Qgbr_T3AOAK2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3e1f240f-5f00-4d12-8491-ce50f2c6fee0"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1aucr_u_8sKcfuDNhFbB6IzbpOsInHd9d\n",
            "To: /content/kaggle.json\n",
            "\r  0% 0.00/69.0 [00:00<?, ?B/s]\r100% 69.0/69.0 [00:00<00:00, 286kB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!kaggle datasets download -d adityajn105/flickr8k"
      ],
      "metadata": {
        "id": "ot84t_gNOD4m",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "db4759a2-c28c-4699-9c5c-a9ab47882c2a"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading flickr8k.zip to /content\n",
            "100% 1.04G/1.04G [00:48<00:00, 23.6MB/s]\n",
            "100% 1.04G/1.04G [00:48<00:00, 22.9MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/flickr8k.zip"
      ],
      "metadata": {
        "id": "P7g60sBxOGHB",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1f4541b3-3e2f-4ca7-c39a-3acbb50fdf7a"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class Vocabulary :\n",
        "    def __init__(self, freq_threshold):\n",
        "        # itos will contain the mapping of indices to the corresponding words\n",
        "        self.itos = {0: \"<PAD>\", 1: \"<SOS>\", 2: \"<EOS>\", 3: \"<UNK>\"}\n",
        "\n",
        "        # stoi is just the inverse mapping of itos\n",
        "        self.stoi = {\"<PAD>\": 0, \"<SOS>\": 1, \"<EOS>\": 2, \"<UNK>\": 3}\n",
        "\n",
        "        # the number of times a word has to occur in the text for it to be eligible to be\n",
        "        # part of our vocabulary\n",
        "        self.freq_threshold = freq_threshold\n",
        "\n",
        "    # will return us the length of our vocabulary\n",
        "    def __len__(self):\n",
        "        return len(self.itos)\n",
        "\n",
        "    @staticmethod\n",
        "    def tokenizer_eng(text):\n",
        "        return [tok.text.lower() for tok in spacy_eng.tokenizer(text)]\n",
        "\n",
        "    # building our vocabulary from the set of sentences given to us\n",
        "    def build_vocabulary(self, sentence_list):\n",
        "        # to keep track of the frequency of a word appearing in our sentences\n",
        "        frequencies = {}\n",
        "\n",
        "        # starting from 4 as the first 4 are already taken up by the key words\n",
        "        idx = 4\n",
        "\n",
        "        for sentence in sentence_list:\n",
        "            for word in self.tokenizer_eng(sentence):\n",
        "                if word not in frequencies:\n",
        "                    frequencies[word] = 1\n",
        "\n",
        "                else:\n",
        "                    frequencies[word] += 1\n",
        "\n",
        "                if frequencies[word] == self.freq_threshold:\n",
        "                    self.stoi[word] = idx\n",
        "                    self.itos[idx] = word\n",
        "                    idx += 1\n",
        "\n",
        "    def numericalize(self, text):\n",
        "        tokenized_text = self.tokenizer_eng(text)\n",
        "\n",
        "        return [\n",
        "            self.stoi[token] if token in self.stoi else self.stoi[\"<UNK>\"]\n",
        "            for token in tokenized_text\n",
        "        ]\n"
      ],
      "metadata": {
        "id": "MVqi9teIOKE3"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class Flickr8k(Dataset):\n",
        "    def __init__(self,images_path,captions_file,transform = None,freq_threshold=4):\n",
        "        self.images_path = images_path\n",
        "        self.captions_file = captions_file\n",
        "        self.dataframe = pd.read_csv(captions_file)\n",
        "        self.transform = transform\n",
        "\n",
        "        # Get img, caption columns\n",
        "        self.imgs = self.dataframe[\"image\"]\n",
        "        self.captions = self.dataframe[\"caption\"]\n",
        "\n",
        "        # Initialize vocabulary and build vocab\n",
        "        self.vocab = Vocabulary(freq_threshold)\n",
        "        self.vocab.build_vocabulary(self.captions.tolist())\n",
        "\n",
        "        # Splitting it into train and test datasets\n",
        "        self.train_imgs , self.test_imgs , self.train_captions , self.test_captions = train_test_split(self.imgs,self.captions,test_size=0.2,train_size=0.8,random_state=1,shuffle=True)\n",
        "\n",
        "        self.train_imgs.reset_index(drop=True, inplace=True)\n",
        "        self.train_captions.reset_index(drop=True, inplace=True)\n",
        "        self.test_imgs.reset_index(drop=True, inplace=True)\n",
        "        self.test_captions.reset_index(drop=True, inplace=True)\n",
        "\n",
        "    def get_training_data(self):\n",
        "        return self.train_imgs, self.train_captions\n",
        "\n",
        "    def get_testing_data(self):\n",
        "        return self.test_imgs, self.test_captions"
      ],
      "metadata": {
        "id": "_wqzb06zOO0s"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class Flickr8k_Training(Dataset):\n",
        "    def __init__(self, images_path , train_imgs, train_captions, vocab, transform=None):\n",
        "        self.images_path = images_path\n",
        "        self.transform = transform\n",
        "        self.imgs = train_imgs\n",
        "        self.captions = train_captions\n",
        "\n",
        "        # Initialize vocabulary and build vocab\n",
        "        self.vocab = vocab\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.captions)\n",
        "\n",
        "    def __getitem__(self, index):\n",
        "        caption = self.captions[index]\n",
        "        img_id = self.imgs[index]\n",
        "        img = Image.open(os.path.join(self.images_path, img_id)).convert(\"RGB\")\n",
        "\n",
        "        if self.transform is not None:\n",
        "            img = self.transform(img)\n",
        "\n",
        "        numericalized_caption = [self.vocab.stoi[\"<SOS>\"]]\n",
        "        numericalized_caption += self.vocab.numericalize(caption)\n",
        "        numericalized_caption.append(self.vocab.stoi[\"<EOS>\"])\n",
        "\n",
        "        return img, torch.tensor(numericalized_caption)\n",
        "\n",
        "\n",
        "class Flickr8k_Testing(Dataset):\n",
        "    def __init__(self, images_path, test_imgs, test_captions, vocab, transform=None):\n",
        "        self.images_path = images_path\n",
        "        self.transform = transform\n",
        "        self.imgs = test_imgs\n",
        "        self.captions = test_captions\n",
        "\n",
        "        # Initialize vocabulary and build vocab\n",
        "        self.vocab = vocab\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.captions)\n",
        "\n",
        "    def __getitem__(self, index):\n",
        "        caption = self.captions[index]\n",
        "        img_id = self.imgs[index]\n",
        "        img = Image.open(os.path.join(self.images_path, img_id)).convert(\"RGB\")\n",
        "\n",
        "        if self.transform is not None:\n",
        "            img = self.transform(img)\n",
        "\n",
        "        numericalized_caption = [self.vocab.stoi[\"<SOS>\"]]\n",
        "        numericalized_caption += self.vocab.numericalize(caption)\n",
        "        numericalized_caption.append(self.vocab.stoi[\"<EOS>\"])\n",
        "\n",
        "        return img, torch.tensor(numericalized_caption)\n",
        "\n",
        "class MyCollate:\n",
        "    def __init__(self, pad_idx):\n",
        "        self.pad_idx = pad_idx\n",
        "\n",
        "    def __call__(self, batch):\n",
        "        imgs = [item[0].unsqueeze(0) for item in batch]\n",
        "        imgs = torch.cat(imgs, dim=0)\n",
        "        targets = [item[1] for item in batch]\n",
        "        targets = pad_sequence(targets, batch_first=False, padding_value=self.pad_idx)\n",
        "\n",
        "        return imgs, targets"
      ],
      "metadata": {
        "id": "eFa-_n87OTIJ"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_loader(root_folder,\n",
        "    annotation_file,\n",
        "    transform,\n",
        "    batch_size=32,\n",
        "    num_workers=2,\n",
        "    shuffle=True,\n",
        "    pin_memory=True,\n",
        "    ):\n",
        "    dataset = Flickr8k(root_folder,annotation_file,transform)\n",
        "    train_imgs , train_captions = dataset.get_training_data()\n",
        "    test_imgs , test_captions = dataset.get_testing_data()\n",
        "\n",
        "    train_dataset = Flickr8k_Training(root_folder,train_imgs,train_captions,dataset.vocab,transform)\n",
        "    test_dataset = Flickr8k_Testing(root_folder,test_imgs,test_captions,dataset.vocab,transform)\n",
        "\n",
        "    pad_idx_train = train_dataset.vocab.stoi[\"<PAD>\"]\n",
        "    pad_idx_test = test_dataset.vocab.stoi[\"<PAD>\"]\n",
        "\n",
        "    train_loader = DataLoader(\n",
        "        dataset=train_dataset,\n",
        "        batch_size=batch_size,\n",
        "        num_workers=num_workers,\n",
        "        shuffle=shuffle,\n",
        "        pin_memory=pin_memory,\n",
        "        collate_fn=MyCollate(pad_idx=pad_idx_train),\n",
        "    )\n",
        "\n",
        "    test_loader = DataLoader(\n",
        "        dataset=test_dataset,\n",
        "        batch_size=batch_size,\n",
        "        num_workers=num_workers,\n",
        "        shuffle=shuffle,\n",
        "        pin_memory=pin_memory,\n",
        "        collate_fn=MyCollate(pad_idx=pad_idx_test),\n",
        "    )\n",
        "\n",
        "    return train_loader, test_loader, train_dataset, test_dataset,test_imgs, test_captions"
      ],
      "metadata": {
        "id": "_2xQmJYvOWu4"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "transform = transforms.Compose(\n",
        "        [transforms.Resize((224, 224)), transforms.ToTensor(), ]\n",
        "    )\n",
        "train_loader, test_loader, train_dataset, test_dataset,test_imgs, test_captions= get_loader(\n",
        "    \"Images/\", \"captions.txt\", transform=transform\n",
        ")"
      ],
      "metadata": {
        "id": "pJR832sqOaO5"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "import torchvision.models as model\n",
        "\n",
        "class EncoderCNN(nn.Module):\n",
        "    def __init__(self, embed_size):\n",
        "        super(EncoderCNN,self).__init__()\n",
        "\n",
        "        # pretrained GoogLeNet model from PyTorch , aux_logits = False because we do not need to train\n",
        "        # the whole model again and auxillary outputs is useful only while training.\n",
        "        self.model = torch.hub.load('pytorch/vision:v0.9.0', 'googlenet', pretrained=True)\n",
        "\n",
        "        # freezing all the layers of the GoogLeNet model\n",
        "        for param in self.model.parameters():\n",
        "            param.requires_grad = False\n",
        "\n",
        "        # replacing the last layer of the model with a linear layer with output size as the embed_size\n",
        "        self.model.fc = nn.Linear(self.model.fc.in_features,embed_size)\n",
        "\n",
        "        # dropout layer\n",
        "        self.dropout = nn.Dropout(p=0.5)\n",
        "\n",
        "        # activation layer\n",
        "        self.relu = nn.ReLU()\n",
        "\n",
        "    def forward(self, images):\n",
        "        # getting the latent representation of our image\n",
        "        output = self.model(images)\n",
        "\n",
        "        # applying relu activation and dropout layer\n",
        "        return self.dropout(self.relu(output))"
      ],
      "metadata": {
        "id": "91OxSGX1Odub"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class DecoderLSTM(nn.Module):\n",
        "    def __init__(self,embed_size,hidden_size,vocab_size,num_layers):\n",
        "        super(DecoderLSTM,self).__init__()\n",
        "\n",
        "        # defining our class properties\n",
        "        self.embed_size = embed_size\n",
        "        self.hidden_size = hidden_size\n",
        "        self.vocab_size = vocab_size\n",
        "        self.num_layers = num_layers\n",
        "\n",
        "        # LSTM Cell\n",
        "        self.lstm = nn.LSTM(input_size=self.embed_size,hidden_size=self.hidden_size,num_layers=self.num_layers)\n",
        "\n",
        "        # Output Layer\n",
        "        self.linear = nn.Linear(in_features=self.hidden_size,out_features=self.vocab_size)\n",
        "\n",
        "        # Embedding Layer\n",
        "        self.embedding = nn.Embedding(num_embeddings=self.vocab_size,embedding_dim=self.embed_size)\n",
        "\n",
        "        # Dropout Layer\n",
        "        self.dropout = nn.Dropout(p = 0.5)\n",
        "\n",
        "    def forward(self, features, captions):\n",
        "        # Getting the word embeddings for the captions\n",
        "        word_embeddings = self.dropout(self.embedding(captions))\n",
        "\n",
        "        # our input vector will be the feature vector from the images + target captions during each time step\n",
        "        # during training\n",
        "        word_embeddings = torch.cat((features.unsqueeze(0), word_embeddings), dim = 0)\n",
        "\n",
        "        # Getting the cell state and the hidden state from the LSTM\n",
        "        hidden_state, cell_state = self.lstm(word_embeddings)\n",
        "\n",
        "        # Applying the linear layer to get a probability distribution output\n",
        "        return self.linear(hidden_state)\n"
      ],
      "metadata": {
        "id": "A9pTmkuOOhtk"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class ImageToCaption(nn.Module):\n",
        "    def __init__(self, embed_size, hidden_size, vocab_size, num_layers):\n",
        "        super(ImageToCaption,self).__init__()\n",
        "\n",
        "        # Initializing the Encoder CNN\n",
        "        self.encoder = EncoderCNN(embed_size)\n",
        "\n",
        "        # Initializing the Decoder LSTM\n",
        "        self.decoder = DecoderLSTM(embed_size,hidden_size,vocab_size,num_layers)\n",
        "\n",
        "    def forward(self,images,captions):\n",
        "        # Getting the latent representation of the image from the encoder\n",
        "        features = self.encoder(images)\n",
        "\n",
        "        # Returning the captions from the decoder LSTM during training time.\n",
        "        return self.decoder(features,captions)\n",
        "\n",
        "    def generate_caption(self,image,vocabulary,max_length = 50):\n",
        "        # Initializing an empty list\n",
        "        generated_caption = []\n",
        "\n",
        "        # Inference time so no grad is required\n",
        "        with torch.no_grad():\n",
        "\n",
        "            # Defining the initial Input and the cell state\n",
        "            x = self.encoder(image).unsqueeze(0)\n",
        "            state = None\n",
        "\n",
        "            for _ in range(max_length):\n",
        "                # finding the hidden and cell states\n",
        "                hidden, state = self.decoder.lstm(x,state)\n",
        "\n",
        "                # applying the linear layer on the hidden state to get the output distribution\n",
        "                output = self.decoder.linear(hidden.squeeze(0))\n",
        "\n",
        "                # find out the word with the highest probability\n",
        "                predicted = output.argmax(1)\n",
        "\n",
        "                # appending the index of the word in our generated_caption list\n",
        "                generated_caption.append(predicted.item())\n",
        "\n",
        "                # setting the input for the next iteration\n",
        "                x = self.decoder.embedding(predicted).unsqueeze(0)\n",
        "\n",
        "                # if our model predicts End of Sequence then we just stop\n",
        "                if vocabulary.itos[predicted.item()] == \"<EOS>\":\n",
        "                    break\n",
        "\n",
        "        # we convert the indices to the words\n",
        "        return [vocabulary.itos[idx] for idx in generated_caption]"
      ],
      "metadata": {
        "id": "Zv6WSlO5OlCM"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "####### Lessa Hangarabha (40 epochs with plots)\n",
        "import torch\n",
        "from tqdm import tqdm\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import torchvision.transforms as transforms\n",
        "from torch.utils.tensorboard import SummaryWriter\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "def train():\n",
        "    transform = transforms.Compose(\n",
        "        [\n",
        "            transforms.Resize((356, 356)),\n",
        "            transforms.RandomCrop((299, 299)),\n",
        "            transforms.ToTensor(),\n",
        "            transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)),\n",
        "        ]\n",
        "    )\n",
        "\n",
        "    train_loader, test_loader, train_dataset, test_dataset, _, _ = get_loader(\n",
        "        root_folder=\"Images\",\n",
        "        annotation_file=\"captions.txt\",\n",
        "        transform=transform,\n",
        "        num_workers=2,\n",
        "    )\n",
        "\n",
        "    save_train_dataloader(train_loader, filename=\"saved_train_dataloader.pt\")\n",
        "    save_test_dataloader(test_loader, filename=\"saved_test_dataloader.pt\")\n",
        "    save_train_dataset(train_dataset, filename=\"saved_train_dataset.pt\")\n",
        "    save_test_dataset(test_dataset, filename=\"saved_test_dataset.pt\")\n",
        "\n",
        "    torch.backends.cudnn.benchmark = True\n",
        "    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "    load_model = False\n",
        "    save_model = True\n",
        "    train_CNN = False\n",
        "\n",
        "    # Hyperparameters\n",
        "    embed_size = 256\n",
        "    hidden_size = 256\n",
        "    vocab_size = len(train_dataset.vocab)\n",
        "    num_layers = 1\n",
        "    learning_rate = 3e-4\n",
        "    num_epochs = 40\n",
        "\n",
        "    # for tensorboard\n",
        "    writer = SummaryWriter(\"runs/flickr\")\n",
        "    step = 0\n",
        "\n",
        "    # initialize model, loss etc\n",
        "    model = ImageToCaption(embed_size, hidden_size, vocab_size, num_layers).to(device)\n",
        "    criterion = nn.CrossEntropyLoss(ignore_index=train_dataset.vocab.stoi[\"<PAD>\"])\n",
        "    optimizer = optim.Adam(model.parameters(), lr=learning_rate)\n",
        "\n",
        "    if load_model:\n",
        "        step = load_checkpoint(torch.load(\"saved_checkpoint.pt\"), model, optimizer)\n",
        "\n",
        "    model.train()\n",
        "\n",
        "    train_losses = []\n",
        "    val_losses = []\n",
        "\n",
        "    for epoch in range(num_epochs):\n",
        "        if save_model:\n",
        "            checkpoint = {\n",
        "                \"state_dict\": model.state_dict(),\n",
        "                \"optimizer\": optimizer.state_dict(),\n",
        "                \"step\": step,\n",
        "            }\n",
        "            save_checkpoint(checkpoint)\n",
        "\n",
        "        total_loss = 0.0\n",
        "        total_samples = 0\n",
        "\n",
        "        for idx, (imgs, captions) in tqdm(\n",
        "            enumerate(train_loader), total=len(train_loader), leave=False\n",
        "        ):\n",
        "            imgs = imgs.to(device)\n",
        "            captions = captions.to(device)\n",
        "\n",
        "            outputs = model(imgs, captions[:-1])\n",
        "            loss = criterion(outputs.reshape(-1, outputs.shape[2]), captions.reshape(-1))\n",
        "            writer.add_scalar(\"Training loss\", loss.item(), global_step=step)\n",
        "            step += 1\n",
        "\n",
        "            optimizer.zero_grad()\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "\n",
        "            total_loss += loss.item() * imgs.size(0)\n",
        "            total_samples += imgs.size(0)\n",
        "\n",
        "        epoch_loss = total_loss / total_samples\n",
        "        train_losses.append(epoch_loss)\n",
        "        print(f\"Epoch [{epoch+1}/{num_epochs}], Training Loss: {epoch_loss:.4f}\")\n",
        "\n",
        "        # Validation\n",
        "        model.eval()\n",
        "        with torch.no_grad():\n",
        "            total_val_loss = 0.0\n",
        "            total_val_samples = 0\n",
        "\n",
        "            for val_imgs, val_captions in test_loader:\n",
        "                val_imgs = val_imgs.to(device)\n",
        "                val_captions = val_captions.to(device)\n",
        "\n",
        "                val_outputs = model(val_imgs, val_captions[:-1])\n",
        "                val_loss = criterion(\n",
        "                    val_outputs.reshape(-1, val_outputs.shape[2]), val_captions.reshape(-1)\n",
        "                )\n",
        "                total_val_loss += val_loss.item() * val_imgs.size(0)\n",
        "                total_val_samples += val_imgs.size(0)\n",
        "\n",
        "            val_epoch_loss = total_val_loss / total_val_samples\n",
        "            val_losses.append(val_epoch_loss)\n",
        "            print(f\"Epoch [{epoch+1}/{num_epochs}], Validation Loss: {val_epoch_loss:.4f}\")\n",
        "\n",
        "        model.train()\n",
        "\n",
        "    # Plotting training and validation losses\n",
        "    plot_loss(train_losses, val_losses)\n",
        "\n",
        "\n",
        "def plot_loss(train_losses, val_losses):\n",
        "    plt.plot(train_losses, label='Training Loss')\n",
        "    plt.plot(val_losses, label='Validation Loss')\n",
        "    plt.xlabel('Epoch')\n",
        "    plt.ylabel('Loss')\n",
        "    plt.title('Training and Validation Loss')\n",
        "    plt.legend()\n",
        "    plt.show()\n"
      ],
      "metadata": {
        "id": "XggetDHsOool"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train()"
      ],
      "metadata": {
        "id": "ySSABY6eOvxU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ecf09b83-dd69-48a8-d9b9-8491b80e9d94"
      },
      "execution_count": null,
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "=> Saving Train Dataloader\n",
            "=> Saving Test Dataloader\n",
            "=> Saving Train Dataset\n",
            "=> Saving Test Dataset\n"
          ]
        },
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Downloading: \"https://github.com/pytorch/vision/zipball/v0.9.0\" to /root/.cache/torch/hub/v0.9.0.zip\n",
            "/usr/local/lib/python3.10/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=GoogLeNet_Weights.IMAGENET1K_V1`. You can also use `weights=GoogLeNet_Weights.DEFAULT` to get the most up-to-date weights.\n",
            "  warnings.warn(msg)\n",
            "Downloading: \"https://download.pytorch.org/models/googlenet-1378be20.pth\" to /root/.cache/torch/hub/checkpoints/googlenet-1378be20.pth\n",
            "100%|██████████| 49.7M/49.7M [00:00<00:00, 280MB/s]\n"
          ]
        },
        {
          "metadata": {
            "tags": null
          },
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "=> Saving checkpoint\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "                                                   "
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch [1/40], Training Loss: 3.9387\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch [1/40], Validation Loss: 3.3710\n",
            "=> Saving checkpoint\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "                                                   "
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch [2/40], Training Loss: 3.2785\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch [2/40], Validation Loss: 3.1089\n",
            "=> Saving checkpoint\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "                                                   "
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch [3/40], Training Loss: 3.0632\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch [3/40], Validation Loss: 2.9555\n",
            "=> Saving checkpoint\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "  4%|▎         | 37/1012 [00:09<03:22,  4.82it/s]"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "import torchvision.models as model\n",
        "from tqdm import tqdm\n",
        "import torch.optim as optim\n",
        "import torchvision.transforms as transforms\n",
        "from PIL import Image  # Load img\n",
        "\n",
        "\n",
        "def print_caption(model, image ,device, dataset):\n",
        "    transform = transforms.Compose(\n",
        "        [\n",
        "            transforms.Resize((299, 299)),\n",
        "            transforms.ToTensor(),\n",
        "            transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)),\n",
        "        ]\n",
        "    )\n",
        "    model.eval()\n",
        "    test_img = transform(Image.open(image).convert(\"RGB\")).unsqueeze(0)\n",
        "    #print(generate_caption(model, test_img.to(device), dataset.vocab))\n",
        "    return generate_caption(model, test_img.to(device), dataset.vocab)\n",
        "\n",
        "\n",
        "def generate_caption(model, image, vocabulary, max_length=50):\n",
        "    model.eval()\n",
        "    # Initializing an empty list\n",
        "    generated_caption = []\n",
        "\n",
        "    # Inference time so no grad is required\n",
        "    with torch.no_grad():\n",
        "\n",
        "        # Defining the initial Input and the cell state\n",
        "        x = model.encoder(image).unsqueeze(0)\n",
        "        state = None\n",
        "\n",
        "        for _ in range(max_length):\n",
        "            # finding the hidden and cell states\n",
        "            hidden, state = model.decoder.lstm(x, state)\n",
        "\n",
        "            # applying the linear layer on the hidden state to get the output distribution\n",
        "            output = model.decoder.linear(hidden.squeeze(0))\n",
        "\n",
        "            # find out the word with the highest probability\n",
        "            predicted = output.argmax(1)\n",
        "\n",
        "            # appending the index of the word in our generated_caption list\n",
        "            generated_caption.append(predicted.cpu().detach().numpy().tolist())\n",
        "\n",
        "            # setting the input for the next iteration\n",
        "            x = model.decoder.embedding(predicted).unsqueeze(0)\n",
        "\n",
        "            # if our model predicts End of Sequence then we just stop\n",
        "            if vocabulary.itos[predicted.item()] == \"<EOS>\":\n",
        "                break\n",
        "\n",
        "    # return generated_caption\n",
        "    # we convert the indices to the words\n",
        "    caption = []\n",
        "    for i in range(len(generated_caption)):\n",
        "        idx = int(generated_caption[i][0])\n",
        "        caption.append(vocabulary.itos[idx])\n",
        "    return caption"
      ],
      "metadata": {
        "id": "w76IXKpaO3U-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import IPython.display as display\n",
        "from nltk.translate.bleu_score import sentence_bleu\n",
        "train_dataloader = torch.load(\"saved_train_dataloader.pt\")\n",
        "test_dataloader = torch.load(\"saved_test_dataloader.pt\")\n",
        "train_dataset = torch.load(\"saved_train_dataset.pt\")\n",
        "test_dataset = torch.load(\"saved_test_dataset.pt\")\n",
        "\n",
        "# Hyper-Parameters\n",
        "embed_size = 256\n",
        "hidden_size = 256\n",
        "vocab_size = len(train_dataset.vocab)\n",
        "num_layers = 1\n",
        "learning_rate = 3e-4\n",
        "if torch.cuda.is_available():\n",
        "    device = \"cuda\"\n",
        "else:\n",
        "    device = \"cpu\"\n",
        "\n",
        "# initialize model, loss etc\n",
        "model = ImageToCaption(embed_size, hidden_size, vocab_size, num_layers).to(device)\n",
        "criterion = nn.CrossEntropyLoss(ignore_index=test_dataset.vocab.stoi[\"<PAD>\"])\n",
        "optimizer = optim.Adam(model.parameters(), lr=learning_rate)\n",
        "\n",
        "step = load_checkpoint(torch.load(\"saved_checkpoint.pt\"), model, optimizer)\n",
        "sum_blue = 0\n",
        "for idx in range(8091):\n",
        "  reference = test_captions[idx].split()\n",
        "  candidate = print_caption(model, \"/content/Images/\"+ test_imgs[idx],device, test_dataset)\n",
        "  candidate = candidate[1:-1]\n",
        "  bleu_score = sentence_bleu([reference], candidate)\n",
        "  sum_blue += bleu_score\n",
        "  # Load and convert the image to RGB\n",
        "  image = Image.open(\"/content/Images/\"+ test_imgs[idx]).convert(\"RGB\")\n",
        "\n",
        "  # Display the image\n",
        "  display.display(image)\n",
        "\n",
        "  # Print the caption below the image\n",
        "  print()\n",
        "  print(\"Actual captions:- \")\n",
        "  print(  reference)\n",
        "  print(\"Generated Caption:-  \" )\n",
        "  print( candidate)\n",
        "  print(\"BLUE score: \" )\n",
        "  print( bleu_score)\n",
        "  print()\n",
        "\n",
        "print(\"Average BLUE score\"+ sum_blue/8091.00)"
      ],
      "metadata": {
        "id": "uxkx_JOPQjVt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import IPython.display as display\n",
        "from nltk.translate.bleu_score import corpus_bleu\n",
        "\n",
        "##### Lessa magarbthash brdo\n",
        "step = load_checkpoint(torch.load(\"saved_checkpoint.pt\"), model, optimizer)\n",
        "references = []\n",
        "hypotheses = []\n",
        "for idx in range(8091):\n",
        "    reference = test_captions[idx].split()\n",
        "    candidate = print_caption(model, \"/content/Images/\" + test_imgs[idx], device, test_dataset)\n",
        "    candidate = candidate[1:-1]\n",
        "    references.append([reference])\n",
        "    hypotheses.append(candidate)\n",
        "\n",
        "    # Load and convert the image to RGB\n",
        "    image = Image.open(\"/content/Images/\" + test_imgs[idx]).convert(\"RGB\")\n",
        "\n",
        "    # Display the image\n",
        "    display.display(image)\n",
        "\n",
        "    # Print the caption below the image\n",
        "    print()\n",
        "    print(\"Actual captions:\")\n",
        "    print(reference)\n",
        "    print(\"Generated Caption:\")\n",
        "    print(candidate)\n",
        "    print()\n",
        "\n",
        "# Calculate BLEU score\n",
        "bleu_score = corpus_bleu(references, hypotheses)\n",
        "\n",
        "print(\"BLEU score:\", bleu_score)"
      ],
      "metadata": {
        "id": "FTISucbveCtV"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}