image_captioning.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "image-captioning.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "yHuG0RyjKV__",
        "a_iv0wRCKaKP"
      ]
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Image Captioning\n",
        "Image Captioning is the process of generating textual description of an image. It uses both Natural Language Processing and Computer Vision to generate the captions. This work (Mohammad Mohammadifar's master thesis) makes captions for images in Persian."
      ],
      "metadata": {
        "id": "X-V2NtEVKPjL"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XC1OW_F0fP66",
        "outputId": "a7578cec-799f-4124-f877-7d317c23c274"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'image-captioning'...\n",
            "remote: Enumerating objects: 129, done.\u001b[K\n",
            "remote: Counting objects: 100% (129/129), done.\u001b[K\n",
            "remote: Compressing objects: 100% (90/90), done.\u001b[K\n",
            "remote: Total 129 (delta 67), reused 96 (delta 38), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (129/129), 1.10 MiB | 6.96 MiB/s, done.\n",
            "Resolving deltas: 100% (67/67), done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/Sharif-SLPL/image-captioning"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cd image-captioning"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SXQ1w4rVhH4_",
        "outputId": "492c685b-0d77-40b4-fea3-2d8aafabaa29"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/image-captioning\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Requirements\n",
        "Install requirements by "
      ],
      "metadata": {
        "id": "yHuG0RyjKV__"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -r requirements.txt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dCMm5BkeycD8",
        "outputId": "100ad117-bb26-4d01-f21d-028f726b696f"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: keras==2.7.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (2.7.0)\n",
            "Requirement already satisfied: nltk==3.2.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (3.2.5)\n",
            "Requirement already satisfied: numpy==1.19.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (1.19.5)\n",
            "Requirement already satisfied: tensorflow==2.7.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (2.7.0)\n",
            "Requirement already satisfied: torch==1.10.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (1.10.0+cu111)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from nltk==3.2.5->-r requirements.txt (line 2)) (1.15.0)\n",
            "Requirement already satisfied: wheel<1.0,>=0.32.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (0.37.1)\n",
            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (1.43.0)\n",
            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (3.3.0)\n",
            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (1.6.3)\n",
            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (0.2.0)\n",
            "Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (3.1.0)\n",
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            "Requirement already satisfied: flatbuffers<3.0,>=1.12 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (2.0)\n",
            "Requirement already satisfied: absl-py>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (1.0.0)\n",
            "Requirement already satisfied: tensorboard~=2.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (2.7.0)\n",
            "Requirement already satisfied: wrapt>=1.11.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (1.13.3)\n",
            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.21.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (0.23.1)\n",
            "Requirement already satisfied: keras-preprocessing>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (1.1.2)\n",
            "Requirement already satisfied: gast<0.5.0,>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (0.4.0)\n",
            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (1.1.0)\n",
            "Requirement already satisfied: tensorflow-estimator<2.8,~=2.7.0rc0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (2.7.0)\n",
            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (3.10.0.2)\n",
            "Requirement already satisfied: libclang>=9.0.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==2.7.0->-r requirements.txt (line 4)) (12.0.0)\n",
            "Requirement already satisfied: cached-property in /usr/local/lib/python3.7/dist-packages (from h5py>=2.9.0->tensorflow==2.7.0->-r requirements.txt (line 4)) (1.5.2)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (1.8.1)\n",
            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (2.23.0)\n",
            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (1.35.0)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (0.4.6)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (3.3.6)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (1.0.1)\n",
            "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (57.4.0)\n",
            "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (0.6.1)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (4.8)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (4.2.4)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (0.2.8)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (1.3.0)\n",
            "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (4.10.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (3.7.0)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (0.4.8)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (2021.10.8)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (2.10)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.6->tensorflow==2.7.0->-r requirements.txt (line 4)) (3.1.1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Dataset\n",
        "This work uses the Flicker8 Dataset which is available [here](https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_Dataset.zip). You can donwload and unzip it by command bellow:"
      ],
      "metadata": {
        "id": "a_iv0wRCKaKP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_Dataset.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9FDMKdXwhL8v",
        "outputId": "44e43a80-96e8-4f10-d654-c05bdbc3cfd5"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-02-01 07:26:12--  https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_Dataset.zip\n",
            "Resolving github.com (github.com)... 140.82.112.3\n",
            "Connecting to github.com (github.com)|140.82.112.3|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/124585957/47f52b80-3501-11e9-8f49-4515a2a3339b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220201%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220201T072612Z&X-Amz-Expires=300&X-Amz-Signature=28ddb25997a5aa8549c354c2a2cc5a98c7f6c16c41e734443742b23ce8267fe0&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=124585957&response-content-disposition=attachment%3B%20filename%3DFlickr8k_Dataset.zip&response-content-type=application%2Foctet-stream [following]\n",
            "--2022-02-01 07:26:12--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/124585957/47f52b80-3501-11e9-8f49-4515a2a3339b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220201%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220201T072612Z&X-Amz-Expires=300&X-Amz-Signature=28ddb25997a5aa8549c354c2a2cc5a98c7f6c16c41e734443742b23ce8267fe0&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=124585957&response-content-disposition=attachment%3B%20filename%3DFlickr8k_Dataset.zip&response-content-type=application%2Foctet-stream\n",
            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1115419746 (1.0G) [application/octet-stream]\n",
            "Saving to: ‘Flickr8k_Dataset.zip’\n",
            "\n",
            "Flickr8k_Dataset.zi 100%[===================>]   1.04G  27.7MB/s    in 25s     \n",
            "\n",
            "2022-02-01 07:26:37 (43.3 MB/s) - ‘Flickr8k_Dataset.zip’ saved [1115419746/1115419746]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip Flickr8k_Dataset.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I-ktnin_hZah",
        "outputId": "bded8708-3ddf-4dd7-b94e-f1c8b43c614b"
      },
      "execution_count": 5,
      "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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          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 1. Pre-processing\n",
        "In this section three steps of pre-processing are needed which are as fallows\n",
        "\n",
        "### Feature Extraction\n",
        "First part will extract features from Flicker8 dataset and save them into a `features.pkl` file. This process can take a while to complete."
      ],
      "metadata": {
        "id": "jbP-wmSYKdGo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python 1_feature_exctract.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TE1w5wFlkBi1",
        "outputId": "9b4ad40d-8a8e-4d19-ee28-0bedb2ab00e3"
      },
      "execution_count": 6,
      "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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            ">2172493537_128bc8b187.jpg\n",
            ">3701226275_952547ba0f.jpg\n",
            ">3290465391_258429e2f9.jpg\n",
            "Extracted Features: 8091\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Text Preparation\n",
        "Second part will prepare texts from the `farsi_8k_human.txt` and save them into a `descriptions.txt` file"
      ],
      "metadata": {
        "id": "dERKE0B_KnDP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python 1_text_prep.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FViUv1qkwG4K",
        "outputId": "9d8b7654-0cd4-408c-e6bb-eb3ded39d588"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loaded: 8092 \n",
            "Vocabulary Size: 7754\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Tokenizer\n",
        "Third part will train a tokenizer based on train set image descriptions and save it into a `tokenizer.pkl`"
      ],
      "metadata": {
        "id": "W79zh3Q4KsVT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python 1_tokenizer.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F3VocCIWwOrP",
        "outputId": "6522fe99-4149-44b1-9999-ff7569a16e6d"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset: 7000\n",
            "Descriptions: train=7000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 2. Training\n",
        "In this section we train our Persion image captioning model based on `features.pkl`, `descriptions.txt` and `tokenizer.pkl`. This process may take a while. At the end it will make some files like `model-ep*-loss*-val_loss*-attention-final.h5` and each of them can be used for evaluation section. You should rename your preferred one to `model.h5`."
      ],
      "metadata": {
        "id": "uqBTez9ypfNy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python 2_train_nic2.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bZ1TTw2YwSYk",
        "outputId": "1822978a-4593-4cc5-ec39-466be33cbe6c"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "embedding loadedd\n",
            "Dataset: 7000\n",
            "Descriptions: train=7000\n",
            "Photos: train=7000\n",
            "Vocabulary Size: 7223\n",
            "Description Length: 39\n",
            "^C\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "In case of Ram crash (in the google colab run) You can either downlowad our pretrianed model from [here](https://drive.google.com/file/d/1sB_mfQ0k0amO_vL9JXJ859KrsJpVn0Kg/view) by bellow command"
      ],
      "metadata": {
        "id": "sZ1MjpzI0ygj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!gdown https://drive.google.com/uc?id=1sB_mfQ0k0amO_vL9JXJ859KrsJpVn0Kg"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ow9tFGWuz29u",
        "outputId": "34996832-b7d4-4dfe-8548-656b8780daec"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1sB_mfQ0k0amO_vL9JXJ859KrsJpVn0Kg\n",
            "To: /content/image-captioning/model.h5\n",
            "100% 228M/228M [00:02<00:00, 89.4MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 3. Evaluation and test\n",
        "In this section you can evaluate the trained model and then test it on any given image\n",
        "\n",
        "### Evaluation\n",
        "This part will evaluate the model on test data using [BLEU](https://en.wikipedia.org/wiki/BLEU) score. This process can take a while to run."
      ],
      "metadata": {
        "id": "1WFtQ5B6LJgz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python 3_eval.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_q4QTOA5wWP2",
        "outputId": "89cebe06-b68e-4fe8-eed0-2c8d845e79f8"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset: 7000\n",
            "Descriptions: train=7000\n",
            "Vocabulary Size: 7223\n",
            "Description Length: 39\n",
            "Dataset: 1000\n",
            "Descriptions: test=1000\n",
            "Photos: test=1000\n",
            "2022-02-01 07:42:02.655801: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:39] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
            "Model: \"model\"\n",
            "__________________________________________________________________________________________________\n",
            " Layer (type)                   Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            " input_2 (InputLayer)           [(None, 39)]         0           []                               \n",
            "                                                                                                  \n",
            " embedding (Embedding)          (None, 39, 380)      2744740     ['input_2[0][0]']                \n",
            "                                                                                                  \n",
            " dropout_1 (Dropout)            (None, 39, 380)      0           ['embedding[0][0]']              \n",
            "                                                                                                  \n",
            " input_1 (InputLayer)           [(None, 2048)]       0           []                               \n",
            "                                                                                                  \n",
            " bidirectional (Bidirectional)  (None, 39, 1024)     3657728     ['dropout_1[0][0]']              \n",
            "                                                                                                  \n",
            " dropout (Dropout)              (None, 2048)         0           ['input_1[0][0]']                \n",
            "                                                                                                  \n",
            " bidirectional_1 (Bidirectional  (None, 39, 1024)    6295552     ['bidirectional[0][0]']          \n",
            " )                                                                                                \n",
            "                                                                                                  \n",
            " dense (Dense)                  (None, 1024)         2098176     ['dropout[0][0]']                \n",
            "                                                                                                  \n",
            " attention3 (Attention3)        (None, 1024)         1063        ['bidirectional_1[0][0]']        \n",
            "                                                                                                  \n",
            " add (Add)                      (None, 1024)         0           ['dense[0][0]',                  \n",
            "                                                                  'attention3[0][0]']             \n",
            "                                                                                                  \n",
            " dense_1 (Dense)                (None, 512)          524800      ['add[0][0]']                    \n",
            "                                                                                                  \n",
            " dense_2 (Dense)                (None, 7223)         3705399     ['dense_1[0][0]']                \n",
            "                                                                                                  \n",
            "==================================================================================================\n",
            "Total params: 19,027,458\n",
            "Trainable params: 19,027,458\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n",
            "None\n",
            "Traceback (most recent call last):\n",
            "  File \"3_eval.py\", line 268, in <module>\n",
            "    evaluate_model(model, test_descriptions, test_features, tokenizer, max_length)\n",
            "  File \"3_eval.py\", line 218, in evaluate_model\n",
            "    yhat = generate_desc(model, tokenizer, photos[key], max_length)\n",
            "  File \"3_eval.py\", line 198, in generate_desc\n",
            "    yhat = model.predict([photo, sequence], verbose=0)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/keras/utils/traceback_utils.py\", line 64, in error_handler\n",
            "    return fn(*args, **kwargs)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/keras/engine/training.py\", line 1789, in predict\n",
            "    tmp_batch_outputs = self.predict_function(iterator)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/util/traceback_utils.py\", line 150, in error_handler\n",
            "    return fn(*args, **kwargs)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\", line 910, in __call__\n",
            "    result = self._call(*args, **kwds)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\", line 949, in _call\n",
            "    results = self._stateful_fn(*args, **kwds)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\", line 3131, in __call__\n",
            "    filtered_flat_args, captured_inputs=graph_function.captured_inputs)  # pylint: disable=protected-access\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\", line 1960, in _call_flat\n",
            "    ctx, args, cancellation_manager=cancellation_manager))\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\", line 603, in call\n",
            "    ctx=ctx)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/execute.py\", line 59, in quick_execute\n",
            "    inputs, attrs, num_outputs)\n",
            "KeyboardInterrupt\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Test\n",
        "You can get the caption of your images using bellow command"
      ],
      "metadata": {
        "id": "3g3MzIm4LMCc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python test.py test.jpg"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O-7bORBrs2bL",
        "outputId": "13f70356-fbec-40fa-bf7f-cf4c0c38f609"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2022-02-01 07:48:09.538552: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:39] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
            "startseq یک زن در حال عکس گرفتن از یک صخره بزرگ است endseq\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "SNbe_JLv1iZk"
      },
      "execution_count": 12,
      "outputs": []
    }
  ]
}