Caption_Generator.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Caption_Generator.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ujjawalcse/My-ML-Project/blob/master/Caption_Generator.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "DZhNGqJ_Qpze",
        "colab_type": "code",
        "outputId": "2a930b97-12d7-4625-9f1a-bde0296e4295",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        }
      },
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/thatbrguy/Dropbox-Uploader.git"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'Dropbox-Uploader'...\n",
            "remote: Enumerating objects: 951, done.\u001b[K\n",
            "Receiving objects:   0% (1/951)   \rReceiving objects:   1% (10/951)   \rReceiving objects:   2% (20/951)   \rReceiving objects:   3% (29/951)   \rReceiving objects:   4% (39/951)   \rReceiving objects:   5% (48/951)   \rReceiving objects:   6% (58/951)   \rReceiving objects:   7% (67/951)   \rReceiving objects:   8% (77/951)   \rReceiving objects:   9% (86/951)   \rReceiving objects:  10% (96/951)   \rReceiving objects:  11% (105/951)   \rReceiving objects:  12% (115/951)   \rReceiving objects:  13% (124/951)   \rReceiving objects:  14% (134/951)   \rReceiving objects:  15% (143/951)   \rReceiving objects:  16% (153/951)   \rReceiving objects:  17% (162/951)   \rReceiving objects:  18% (172/951)   \rReceiving objects:  19% (181/951)   \rReceiving objects:  20% (191/951)   \rReceiving objects:  21% (200/951)   \rReceiving objects:  22% (210/951)   \rReceiving objects:  23% (219/951)   \rReceiving objects:  24% (229/951)   \rReceiving objects:  25% (238/951)   \rReceiving objects:  26% (248/951)   \rReceiving objects:  27% (257/951)   \rReceiving objects:  28% (267/951)   \rReceiving objects:  29% (276/951)   \rReceiving objects:  30% (286/951)   \rReceiving objects:  31% (295/951)   \rReceiving objects:  32% (305/951)   \rReceiving objects:  33% (314/951)   \rReceiving objects:  34% (324/951)   \rReceiving objects:  35% (333/951)   \rReceiving objects:  36% (343/951)   \rReceiving objects:  37% (352/951)   \rReceiving objects:  38% (362/951)   \rReceiving objects:  39% (371/951)   \rReceiving objects:  40% (381/951)   \rReceiving objects:  41% (390/951)   \rReceiving objects:  42% (400/951)   \rReceiving objects:  43% (409/951)   \rReceiving objects:  44% (419/951)   \rReceiving objects:  45% (428/951)   \rReceiving objects:  46% (438/951)   \rReceiving objects:  47% (447/951)   \rReceiving objects:  48% (457/951)   \rReceiving objects:  49% (466/951)   \rReceiving objects:  50% (476/951)   \rReceiving objects:  51% (486/951)   \rReceiving objects:  52% (495/951)   \rReceiving objects:  53% (505/951)   \rReceiving objects:  54% (514/951)   \rReceiving objects:  55% (524/951)   \rReceiving objects:  56% (533/951)   \rReceiving objects:  57% (543/951)   \rReceiving objects:  58% (552/951)   \rReceiving objects:  59% (562/951)   \rReceiving objects:  60% (571/951)   \rReceiving objects:  61% (581/951)   \rReceiving objects:  62% (590/951)   \rReceiving objects:  63% (600/951)   \rReceiving objects:  64% (609/951)   \rReceiving objects:  65% (619/951)   \rReceiving objects:  66% (628/951)   \rReceiving objects:  67% (638/951)   \rReceiving objects:  68% (647/951)   \rReceiving objects:  69% (657/951)   \rReceiving objects:  70% (666/951)   \rReceiving objects:  71% (676/951)   \rReceiving objects:  72% (685/951)   \rReceiving objects:  73% (695/951)   \rReceiving objects:  74% (704/951)   \rReceiving objects:  75% (714/951)   \rReceiving objects:  76% (723/951)   \rReceiving objects:  77% (733/951)   \rReceiving objects:  78% (742/951)   \rReceiving objects:  79% (752/951)   \rReceiving objects:  80% (761/951)   \rReceiving objects:  81% (771/951)   \rReceiving objects:  82% (780/951)   \rReceiving objects:  83% (790/951)   \rReceiving objects:  84% (799/951)   \rReceiving objects:  85% (809/951)   \rReceiving objects:  86% (818/951)   \rReceiving objects:  87% (828/951)   \rReceiving objects:  88% (837/951)   \rReceiving objects:  89% (847/951)   \rReceiving objects:  90% (856/951)   \rReceiving objects:  91% (866/951)   \rremote: Total 951 (delta 0), reused 0 (delta 0), pack-reused 951\u001b[K\n",
            "Receiving objects:  92% (875/951)   \rReceiving objects:  93% (885/951)   \rReceiving objects:  94% (894/951)   \rReceiving objects:  95% (904/951)   \rReceiving objects:  96% (913/951)   \rReceiving objects:  97% (923/951)   \rReceiving objects:  98% (932/951)   \rReceiving objects:  99% (942/951)   \rReceiving objects: 100% (951/951)   \rReceiving objects: 100% (951/951), 309.20 KiB | 3.96 MiB/s, done.\n",
            "Resolving deltas:   0% (0/505)   \rResolving deltas:   4% (25/505)   \rResolving deltas:   6% (32/505)   \rResolving deltas:   9% (49/505)   \rResolving deltas:  11% (58/505)   \rResolving deltas:  14% (75/505)   \rResolving deltas:  29% (148/505)   \rResolving deltas:  36% (184/505)   \rResolving deltas:  37% (187/505)   \rResolving deltas:  41% (209/505)   \rResolving deltas:  42% (216/505)   \rResolving deltas:  49% (249/505)   \rResolving deltas:  52% (267/505)   \rResolving deltas:  54% (276/505)   \rResolving deltas:  60% (303/505)   \rResolving deltas:  61% (311/505)   \rResolving deltas:  63% (319/505)   \rResolving deltas:  64% (325/505)   \rResolving deltas:  70% (355/505)   \rResolving deltas:  71% (359/505)   \rResolving deltas:  72% (364/505)   \rResolving deltas:  73% (369/505)   \rResolving deltas:  74% (376/505)   \rResolving deltas:  75% (380/505)   \rResolving deltas:  76% (386/505)   \rResolving deltas:  80% (404/505)   \rResolving deltas:  85% (432/505)   \rResolving deltas:  88% (446/505)   \rResolving deltas: 100% (505/505)   \rResolving deltas: 100% (505/505), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Rg3UWVAYRAID",
        "colab_type": "code",
        "outputId": "e7334eaf-050e-4cf9-cf53-447c181647d6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "cd Dropbox-Uploader"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/Dropbox-Uploader\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "ltCgAZDrRJWH",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!chmod +x dropbox_uploader.sh"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "9JdJtHWRROLB",
        "colab_type": "code",
        "outputId": "7b63fe03-14dd-4d95-f1d1-1f5a974a5d47",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "cell_type": "code",
      "source": [
        "!bash dropbox_uploader.sh"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            " This is the first time you run this script, please follow the instructions:\n",
            "\n",
            " 1) Open the following URL in your Browser, and log in using your account: https://www.dropbox.com/developers/apps\n",
            " 2) Click on \"Create App\", then select \"Dropbox API app\"\n",
            " 3) Now go on with the configuration, choosing the app permissions and access restrictions to your DropBox folder\n",
            " 4) Enter the \"App Name\" that you prefer (e.g. MyUploader73163095230766)\n",
            "\n",
            " Now, click on the \"Create App\" button.\n",
            "\n",
            " When your new App is successfully created, please click on the Generate button\n",
            " under the 'Generated access token' section, then execute the following command:\n",
            "\n",
            " echo \"INPUT_YOUR_ACCESS_TOKEN_HERE\" > token.txt\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "OcgA1RLkRXsY",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!echo \"I8vRHfC8loAAAAAAAAAAHnZdM5_kOemFPGCDZW7Mk0bJIcCfzO4hGkr6dRO15_mS\" > token.txt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "J9RxM-gOSdcy",
        "colab_type": "code",
        "outputId": "ce946b03-6ee8-4d4c-eb66-031a3d245bee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        }
      },
      "cell_type": "code",
      "source": [
        "!bash dropbox_uploader.sh"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            " This is the first time you run this script, please follow the instructions:\n",
            "\n",
            " 1) Open the following URL in your Browser, and log in using your account: https://www.dropbox.com/developers/apps\n",
            " 2) Click on \"Create App\", then select \"Dropbox API app\"\n",
            " 3) Now go on with the configuration, choosing the app permissions and access restrictions to your DropBox folder\n",
            " 4) Enter the \"App Name\" that you prefer (e.g. MyUploader4978246639162)\n",
            "\n",
            " Now, click on the \"Create App\" button.\n",
            "\n",
            " When your new App is successfully created, please click on the Generate button\n",
            " under the 'Generated access token' section, then execute the following command:\n",
            "\n",
            " echo \"INPUT_YOUR_ACCESS_TOKEN_HERE\" > token.txt\n",
            "\n",
            "\n",
            " Found token.txt with access token: I8vRHfC8loAAAAAAAAAAHnZdM5_kOemFPGCDZW7Mk0bJIcCfzO4hGkr6dRO15_mS\n",
            "\n",
            " You can unlink this account if the token is wrong, using:\n",
            " ./dropbox-uploader.sh unlink\n",
            "\n",
            " The configuration has been saved.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "3MqojOfaSh-t",
        "colab_type": "code",
        "outputId": "1589dc7d-319e-481e-da51-3bb427793eb6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "!bash dropbox_uploader.sh download flickr8k-sau.zip"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " > Downloading \"/flickr8k-sau.zip\" to \"/content/Dropbox-Uploader/flickr8k-sau.zip\"... DONE\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "7W-q6rbCS0yB",
        "colab_type": "code",
        "outputId": "d0260003-aa7c-482c-a700-0d7c9c619574",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "from zipfile import ZipFile\n",
        "file_name='flickr8k-sau.zip'\n",
        "with ZipFile(file_name,'r') as zip:\n",
        "  zip.extractall()\n",
        "  print(\"Done\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Done\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "vE6QEyNxTLzf",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "kOxmm530UNZq",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "**Preparing data for testing our model and then saving the resulting directory to a file named 'features.pkl**\n"
      ]
    },
    {
      "metadata": {
        "id": "XT10mw_2Utk2",
        "colab_type": "code",
        "outputId": "0c073229-a5ff-4fff-9e90-b0c3e71c4148",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136957
        }
      },
      "cell_type": "code",
      "source": [
        "from os import listdir\n",
        "from pickle import dump\n",
        "from keras.applications.vgg16 import VGG16\n",
        "from keras.applications.vgg16 import preprocess_input\n",
        "from keras.preprocessing.image import load_img\n",
        "from keras.preprocessing.image import img_to_array\n",
        "from keras.models import Model\n",
        "\n",
        "def extract_features(directory):\n",
        "  model=VGG16()\n",
        "  model.layers.pop()\n",
        "  model=Model(inputs=model.inputs,outputs=model.layers[-1].output)\n",
        "  print(model.summary())\n",
        "  features=dict()\n",
        "  for name in listdir(directory):\n",
        "    filename=directory+'/'+name\n",
        "    image=load_img(filename,target_size=(224,224))\n",
        "    image=img_to_array(image)\n",
        "    image=image.reshape((1,image.shape[0],image.shape[1],image.shape[2]))\n",
        "    image=preprocess_input(image)\n",
        "    feature=model.predict(image,verbose=0)\n",
        "    image_id=name.split('.')[0]\n",
        "    features[image_id]=feature\n",
        "    print('>%s'%name)\n",
        "  return features\n",
        "\n",
        "directory='Flickr_Data/Images'\n",
        "features=extract_features(directory)\n",
        "print(\"Features extracted :%d\"%len(features))\n",
        "dump(features,open('features.pkl','wb'))                  #save to .pkl file\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Colocations handled automatically by placer.\n",
            "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.1/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n",
            "553467904/553467096 [==============================] - 6s 0us/step\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         (None, 224, 224, 3)       0         \n",
            "_________________________________________________________________\n",
            "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
            "_________________________________________________________________\n",
            "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
            "_________________________________________________________________\n",
            "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
            "_________________________________________________________________\n",
            "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
            "_________________________________________________________________\n",
            "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
            "_________________________________________________________________\n",
            "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
            "_________________________________________________________________\n",
            "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
            "_________________________________________________________________\n",
            "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
            "_________________________________________________________________\n",
            "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
            "_________________________________________________________________\n",
            "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
            "_________________________________________________________________\n",
            "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 25088)             0         \n",
            "_________________________________________________________________\n",
            "fc1 (Dense)                  (None, 4096)              102764544 \n",
            "_________________________________________________________________\n",
            "fc2 (Dense)                  (None, 4096)              16781312  \n",
            "=================================================================\n",
            "Total params: 134,260,544\n",
            "Trainable params: 134,260,544\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "None\n",
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            ">2313230479_13f87c6bf3.jpg\n",
            ">2629294578_853a08bb43.jpg\n",
            ">733965014_1a0b2b5ee9.jpg\n",
            ">1332722096_1e3de8ae70.jpg\n",
            ">3044359043_627488ddf0.jpg\n",
            ">2587846523_b177c9a3e3.jpg\n",
            ">3471066276_fb1e82e905.jpg\n",
            ">842961005_692737888e.jpg\n",
            ">421322723_3470543368.jpg\n",
            ">2949014128_0d96196261.jpg\n",
            ">2623146491_b64698b875.jpg\n",
            ">3052104757_d1cf646935.jpg\n",
            ">2876848241_63290edfb4.jpg\n",
            ">211277478_7d43aaee09.jpg\n",
            ">2444741900_5cb3ef3e1d.jpg\n",
            ">3143155555_32b6d24f34.jpg\n",
            ">3584829998_25e59fdef3.jpg\n",
            ">3171035252_dba286ae5c.jpg\n",
            ">3117562746_62f57a02b5.jpg\n",
            ">3524612244_64f00afec5.jpg\n",
            ">2865376471_43c5e6b941.jpg\n",
            ">3502993968_4ee36afb0e.jpg\n",
            ">798343627_7492fe0c12.jpg\n",
            ">1514957266_a19827c538.jpg\n",
            ">2673148534_8daf0de833.jpg\n",
            ">1362128028_8422d53dc4.jpg\n",
            ">2934359101_cdf57442dc.jpg\n",
            ">2975118353_5af5a5df54.jpg\n",
            ">3609952704_3719ab0524.jpg\n",
            ">2801146217_03a0b59ccb.jpg\n",
            ">3041487045_b48ac7ed08.jpg\n",
            ">1348113612_5bfc5f429e.jpg\n",
            ">2960759328_2d31e4af9b.jpg\n",
            ">2806710650_e201acd913.jpg\n",
            ">1383698008_8ac53ed7ec.jpg\n",
            ">3383388869_a14552e551.jpg\n",
            ">3019917636_4e0bb0acc4.jpg\n",
            ">3249865395_dceaa59f54.jpg\n",
            ">2527163162_d0fb802992.jpg\n",
            ">1169307342_e7a4685a5c.jpg\n",
            ">2086534745_1e4ab80078.jpg\n",
            ">3098336319_a7e5b061d0.jpg\n",
            ">3440724965_03d6ca5399.jpg\n",
            ">3441511444_b031585b45.jpg\n",
            "Features extracted :8091\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "eQvQQxpOYzKA",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def load_doc(filename):\n",
        "  file=open(filename,'r')\n",
        "  text=file.read()\n",
        "  file.close()\n",
        "  return text\n",
        "\n",
        "filename='Flickr_Data/Flickr_TextData/Flickr8k.token.txt'\n",
        "doc=load_doc(filename)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Hhg1j9ZAvyZv",
        "colab_type": "code",
        "outputId": "8b1f2dfc-042a-4876-ccbd-971987fcaa27",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "def load_descriptions(doc):\n",
        "  mapping=dict()\n",
        "  for line in doc.split('\\n'):\n",
        "    tokens=line.split()\n",
        "    if len(line)<2:\n",
        "      continue\n",
        "    image_id,image_desc=tokens[0],tokens[1:]\n",
        "    image_id=image_id.split('.')[0]\n",
        "    image_desc=' '.join(image_desc)          #convert description tokens back to string\n",
        "    if image_id not in mapping:\n",
        "      mapping[image_id]=list()\n",
        "    mapping[image_id].append(image_desc)\n",
        "  return mapping\n",
        "\n",
        "descriptions=load_descriptions(doc)\n",
        "print('Loaded : %d'%len(descriptions))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded : 8092\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "2n7qxL1ZyKbK",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "**Cleaning the description text**"
      ]
    },
    {
      "metadata": {
        "id": "eMih-XGhxtEt",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import string\n",
        "def clean_descriptions(descriptions):\n",
        "  table=str.maketrans('','',string.punctuation)\n",
        "  for key,desc_list in descriptions.items():\n",
        "    for i in range(len(desc_list)):\n",
        "      desc=desc_list[i]\n",
        "      desc=desc.split()\n",
        "      desc=[word.lower() for word in desc]\n",
        "      desc=[w.translate(table) for w in desc]\n",
        "      desc=[word for word in desc if len(word)>1]\n",
        "      desc=[word for word in desc if word.isalpha()]\n",
        "      desc_list[i]=' '.join(desc)\n",
        "      \n",
        "clean_descriptions(descriptions)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "--QKFLkSzye6",
        "colab_type": "code",
        "outputId": "efa90a61-40ae-40e7-fee8-5ddfb7957f61",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "def to_vocab(descriptions):\n",
        "  all_desc=set()\n",
        "  for key in descriptions.keys():\n",
        "    [all_desc.update(d.split()) for d in descriptions[key]]\n",
        "  return all_desc\n",
        "\n",
        "vocabulary=to_vocab(descriptions)\n",
        "print('Vocab size:%d'%len(vocabulary))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Vocab size:8763\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "DrySek7c0_n_",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def save_descriptions(descriptions,filename):\n",
        "  lines=list()\n",
        "  for key,desc_list in descriptions.items():\n",
        "    for desc in desc_list:\n",
        "      lines.append(key+' '+desc)\n",
        "  data='\\n'.join(lines)\n",
        "  file=open(filename,'w')\n",
        "  file.write(data)\n",
        "  file.close()\n",
        "  \n",
        "save_descriptions(descriptions,'descriptions.txt')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "NdTEVVvL2LDy",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def load_doc(filename):\n",
        "\tfile = open(filename, 'r')\n",
        "\ttext = file.read()\n",
        "\tfile.close()\n",
        "\treturn text\n",
        " \n",
        "# load a pre-defined list of photo identifiers\n",
        "def load_set(filename):\n",
        "\tdoc = load_doc(filename)\n",
        "\tdataset = list()\n",
        "\tfor line in doc.split('\\n'):\n",
        "\t\tif len(line) < 1:\n",
        "\t\t\tcontinue\n",
        "\t\t# get the image identifier\n",
        "\t\tidentifier = line.split('.')[0]\n",
        "\t\tdataset.append(identifier)\n",
        "\treturn set(dataset)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "JDhAe-dnIez6",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def load_clean_descriptions(filename,dataset):\n",
        "  doc=load_doc(filename)\n",
        "  descriptions=dict()\n",
        "  for line in doc.split('\\n'):\n",
        "    tokens=line.split()\n",
        "    image_id,image_desc=tokens[0],tokens[1:]\n",
        "    if image_id in dataset:\n",
        "      if image_id not in descriptions:\n",
        "        descriptions[image_id]=list()\n",
        "      desc='startseq' + \" \".join(image_desc) + 'endseq' \n",
        "      descriptions[image_id].append(desc)\n",
        "  return descriptions\n",
        "    "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "-OcNFJI-MOD9",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "\n",
        "# load photo features\n",
        "def load_photo_features(filename, dataset):\n",
        "\t# load all features\n",
        "\tall_features = load(open(filename, 'rb'))\n",
        "\t# filter features\n",
        "\tfeatures = {k: all_features[k] for k in dataset}\n",
        "\treturn features\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "fkDc0eOrN12Z",
        "colab_type": "code",
        "outputId": "764c91eb-0a50-4e87-cf38-5eaaff708879",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "cell_type": "code",
      "source": [
        "from pickle import load\n",
        "filename='Flickr_Data/Flickr_TextData/Flickr_8k.trainImages.txt'\n",
        "train=load_set(filename)\n",
        "print('Dataset :%d'%len(train))\n",
        "train_descriptions=load_clean_descriptions('descriptions.txt',train)\n",
        "print('Train Descriptions :%d'%len(train_descriptions))\n",
        "train_features=load_photo_features('features.pkl',train)\n",
        "print('Train Photos :%d'%len(train_features))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dataset :6000\n",
            "Train Descriptions :6000\n",
            "Train Photos :6000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "AAK7GiOkPQ6l",
        "colab_type": "code",
        "outputId": "50935c66-d63c-4dbb-d07c-db614aee6411",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "from keras.preprocessing.text import Tokenizer\n",
        "#Convert a dictionary of clean descriptions to a list of descriptions\n",
        "def to_lines(descriptions):\n",
        "  all_desc=list()\n",
        "  for key in descriptions.keys():\n",
        "    [all_desc.append(d) for d in descriptions[key]]\n",
        "  return all_desc\n",
        "\n",
        "def create_tokenizer(descriptions):\n",
        "  lines=to_lines(descriptions)\n",
        "  tokenizer=Tokenizer()\n",
        "  tokenizer.fit_on_texts(lines)\n",
        "  return tokenizer\n",
        "\n",
        "tokenizer=create_tokenizer(train_descriptions)\n",
        "vocab_size=len(tokenizer.word_index)+1\n",
        "print('Vocabulary size :%d'%vocab_size)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Vocabulary size :10400\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "RQp6xxzkSnAq",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from numpy import array\n",
        "from keras.preprocessing.sequence import pad_sequences\n",
        "from keras.utils import to_categorical\n",
        "from keras.utils import plot_model\n",
        "from keras.layers import Input\n",
        "from keras.layers import Dense\n",
        "from keras.layers import LSTM\n",
        "from keras.layers import Embedding\n",
        "from keras.layers import Dropout\n",
        "from keras.layers.merge import add\n",
        "from keras.callbacks import ModelCheckpoint"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "h_rW1IykWYKM",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def max_length(descriptions):\n",
        "  lines=to_lines(descriptions)\n",
        "  return max(len(d.split()) for d in lines)\n",
        "\n",
        "def create_sequences(tokenizer,max_length,desc_list,photo):\n",
        "  X1,X2,y=list(),list(),list()\n",
        "  for desc in desc_list:\n",
        "    seq=tokenizer.texts_to_sequences([desc])[0]\n",
        "    for i in range(1,len(seq)):\n",
        "      in_seq,out_seq=seq[:i],seq[i]\n",
        "      in_seq=pad_sequences([in_seq],maxlen=max_length)[0]\n",
        "      out_seq=to_categorical([out_seq],num_classes=vocab_size)[0]\n",
        "      X1.append(photo)\n",
        "      X2.append(in_seq)\n",
        "      y.append(out_seq)\n",
        "  return array(X1),array(X2),array(y)\n",
        "\n",
        "#Captioning model\n",
        "def define_model(vocab_size,max_length):\n",
        "  #feature extractor model\n",
        "  inputs1=Input(shape=(4096,))\n",
        "  fe1=Dropout(0.25)(inputs1)\n",
        "  fe2=Dense(256,activation='relu')(fe1)\n",
        "  #sequence model\n",
        "  inputs2=Input(shape=(max_length,))\n",
        "  se1=Embedding(vocab_size,256,mask_zero=True)(inputs2)\n",
        "  se2=Dropout(0.5)(se1)\n",
        "  se3=LSTM(256)(se2)\n",
        "  #decoder model\n",
        "  decoder1=add([fe2,se3])\n",
        "  decoder2=Dense(256,activation='relu')(decoder1)\n",
        "  outputs=Dense(vocab_size,activation='softmax')(decoder2)\n",
        "  #Combining together\n",
        "  model=Model(inputs=[inputs1,inputs2],outputs=outputs)\n",
        "  #compiling the model\n",
        "  model.compile(loss='categorical_crossentropy',optimizer='adam')\n",
        "  print(model.summary())\n",
        "  plot_model(model,to_file='model.png',show_shapes=True)\n",
        "  return model\n",
        "\n",
        "def data_generator(descriptions,photos,tokenizer,max_length):\n",
        "  while 1:\n",
        "    for key,desc_list in descriptions.items():\n",
        "      photo=photos[key][0]\n",
        "      in_img,in_seq,out_word=create_sequences(tokenizer,max_length,desc_list,photo)\n",
        "      yield [[in_img,in_seq],out_word]\n",
        "  "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "BdkK-XgefTac",
        "colab_type": "code",
        "outputId": "1030e153-d2b6-41e7-ba30-b8406b4f86aa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1314
        }
      },
      "cell_type": "code",
      "source": [
        "max_length=max_length(train_descriptions)\n",
        "print('Descriptions length :%d'%max_length)\n",
        "\n",
        "model=define_model(vocab_size,max_length)\n",
        "epochs=20\n",
        "steps=len(train_descriptions)\n",
        "for i in range(epochs):\n",
        "  generator=data_generator(train_descriptions,train_features,tokenizer,max_length)\n",
        "  model.fit_generator(generator,epochs=1,steps_per_epoch=steps,verbose=1)\n",
        "  model.save('model_'+str(i)+'.h5')\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Descriptions length :32\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_3 (InputLayer)            (None, 32)           0                                            \n",
            "__________________________________________________________________________________________________\n",
            "input_2 (InputLayer)            (None, 4096)         0                                            \n",
            "__________________________________________________________________________________________________\n",
            "embedding_1 (Embedding)         (None, 32, 256)      2662400     input_3[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "dropout_1 (Dropout)             (None, 4096)         0           input_2[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "dropout_2 (Dropout)             (None, 32, 256)      0           embedding_1[0][0]                \n",
            "__________________________________________________________________________________________________\n",
            "dense_1 (Dense)                 (None, 256)          1048832     dropout_1[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "lstm_1 (LSTM)                   (None, 256)          525312      dropout_2[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "add_1 (Add)                     (None, 256)          0           dense_1[0][0]                    \n",
            "                                                                 lstm_1[0][0]                     \n",
            "__________________________________________________________________________________________________\n",
            "dense_2 (Dense)                 (None, 256)          65792       add_1[0][0]                      \n",
            "__________________________________________________________________________________________________\n",
            "dense_3 (Dense)                 (None, 10400)        2672800     dense_2[0][0]                    \n",
            "==================================================================================================\n",
            "Total params: 6,975,136\n",
            "Trainable params: 6,975,136\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n",
            "None\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.cast instead.\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 642s 107ms/step - loss: 5.4564\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 649s 108ms/step - loss: 4.4853\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 649s 108ms/step - loss: 4.1371\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 657s 110ms/step - loss: 3.9317\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 657s 109ms/step - loss: 3.7910\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 656s 109ms/step - loss: 3.6909\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 650s 108ms/step - loss: 3.6132\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 657s 110ms/step - loss: 3.5563\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 650s 108ms/step - loss: 3.4964\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 643s 107ms/step - loss: 3.4531\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 646s 108ms/step - loss: 3.4077\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 634s 106ms/step - loss: 3.3820\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 628s 105ms/step - loss: 3.3516\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 631s 105ms/step - loss: 3.3258\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 636s 106ms/step - loss: 3.3220\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 643s 107ms/step - loss: 3.3028\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 645s 107ms/step - loss: 3.2887\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 635s 106ms/step - loss: 3.2795\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 643s 107ms/step - loss: 3.2707\n",
            "Epoch 1/1\n",
            "6000/6000 [==============================] - 658s 110ms/step - loss: 3.2627\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "oPlZnkV9g-j6",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from numpy import argmax\n",
        "from keras.models import load_model\n",
        "from nltk.translate.bleu_score import corpus_bleu\n",
        "\n",
        "def word_for_id(integer,tokenizer):\n",
        "  for word,index in tokenizer.word_index.items():\n",
        "    if index==integer:\n",
        "      return word\n",
        "  return None\n",
        "\n",
        "def generate_desc(model,tokenizer,photo,max_length):\n",
        "  in_text='startseq'\n",
        "  for i in range(max_length):\n",
        "    sequence=tokenizer.texts_to_sequences([in_text])[0]\n",
        "    sequence=pad_sequences([sequence],maxlen=max_length)\n",
        "    yhat=model.predict([photo,sequence],verbose=0)\n",
        "    yhat=argmax(yhat)\n",
        "    word=word_for_id(yhat,tokenizer)\n",
        "    if word is None:\n",
        "      break\n",
        "    in_text+=' '+word\n",
        "    if word=='endseq':\n",
        "      break\n",
        "  return in_text\n",
        "\n",
        "def evaluate_model(model,descriptions,photos,tokenizer,max_length):\n",
        "  actual,predicted=list(),list()\n",
        "  for key,desc_list in descriptions.items():\n",
        "    yhat=generate_desc(model,tokenizer,photos[key],max_length)\n",
        "    references=[d.split() for d in desc_list]\n",
        "    actual.append(references)\n",
        "    predicted.append(yhat.split())\n",
        "  print('BLEU-1 :%f'%corpus_bleu(actual,predicted,weights=(1.0,0,0,0)))\n",
        "  print('BLEU-2 :%f'%corpus_bleu(actual,predicted,weights=(0.5,0.5,0,0)))\n",
        "  print('BLEU-3 :%f'%corpus_bleu(actual,predicted,weights=(0.3,0.3,0.3,0)))\n",
        "  print('BLEU-4 :%f'%corpus_bleu(actual,predicted,weights=(0.25,0.25,0.25,0.25)))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "ZbSoy66tCRyn",
        "colab_type": "code",
        "outputId": "b80f9f55-be1a-4753-f1b1-82437b3c058f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "cell_type": "code",
      "source": [
        "file_name='Flickr_Data/Flickr_TextData/Flickr_8k.testImages.txt'\n",
        "test=load_set(file_name)\n",
        "print('Dataset :%d'%len(test))\n",
        "test_descriptions=load_clean_descriptions('descriptions.txt',test)\n",
        "print('Test Descriptions :%d'%len(test_descriptions))\n",
        "test_features=load_photo_features('features.pkl',test)\n",
        "print('Test Photos :%d'%len(test_features))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dataset :1000\n",
            "Test Descriptions :1000\n",
            "Test Photos :1000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "X3zVj5NyE63s",
        "colab_type": "code",
        "outputId": "63d85743-e7be-4127-d65e-b0440449d4c3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        }
      },
      "cell_type": "code",
      "source": [
        "model_file='model_19.h5'\n",
        "model=load_model(model_file)\n",
        "evaluate_model(model,test_descriptions,test_features,tokenizer,max_length)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "BLEU-1 :0.134273\n",
            "BLEU-2 :0.060558\n",
            "BLEU-3 :0.037931\n",
            "BLEU-4 :0.010242\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "MrWH2bW_GG3k",
        "colab_type": "code",
        "outputId": "488f6936-291e-4ba5-bb41-5b4789e82bb4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 3458
        }
      },
      "cell_type": "code",
      "source": [
        "def extract_features(filename):\n",
        "  model=VGG16()\n",
        "  model.layers.pop()\n",
        "  model=Model(inputs=model.inputs,outputs=model.layers[-1].output)\n",
        "  #print(model.summary())\n",
        "  image=load_img(filename,target_size=(224,224))\n",
        "  image=img_to_array(image)\n",
        "  image=image.reshape((1,image.shape[0],image.shape[1],image.shape[2]))\n",
        "  image=preprocess_input(image)\n",
        "  feature=model.predict(image,verbose=0)\n",
        "  return feature\n",
        "\n",
        "max_length=32\n",
        "photo=extract_features('image3.jpg')\n",
        "description=generate_desc(model,tokenizer,photo,max_length)\n",
        "for word in range(description.find('startseq'),description.find('endseq')):\n",
        "  print(description[word])\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ResourceExhaustedError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mResourceExhaustedError\u001b[0m                    Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1333\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1334\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1335\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m   1318\u001b[0m       return self._call_tf_sessionrun(\n\u001b[0;32m-> 1319\u001b[0;31m           options, feed_dict, fetch_list, target_list, run_metadata)\n\u001b[0m\u001b[1;32m   1320\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_call_tf_sessionrun\u001b[0;34m(self, options, feed_dict, fetch_list, target_list, run_metadata)\u001b[0m\n\u001b[1;32m   1406\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1407\u001b[0;31m         run_metadata)\n\u001b[0m\u001b[1;32m   1408\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mResourceExhaustedError\u001b[0m: OOM when allocating tensor of shape [] and type float\n\t [[{{node predictions_21/random_uniform/min}}]]",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mResourceExhaustedError\u001b[0m                    Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-61-629af46526f8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0mmax_length\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m32\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mphoto\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mextract_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'image3.jpg'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     15\u001b[0m \u001b[0mdescription\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgenerate_desc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtokenizer\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mphoto\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmax_length\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdescription\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'startseq'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdescription\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'endseq'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m<ipython-input-61-629af46526f8>\u001b[0m in \u001b[0;36mextract_features\u001b[0;34m(filename)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mextract_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m   \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mVGG16\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m   \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m   \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m   \u001b[0;31m#print(model.summary())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/applications/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     26\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'models'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodels\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     27\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'utils'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 28\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mbase_fun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     29\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     30\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/applications/vgg16.py\u001b[0m in \u001b[0;36mVGG16\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mkeras_modules_injection\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mVGG16\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mvgg16\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mVGG16\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras_applications/vgg16.py\u001b[0m in \u001b[0;36mVGG16\u001b[0;34m(include_top, weights, input_tensor, input_shape, pooling, classes, **kwargs)\u001b[0m\n\u001b[1;32m    208\u001b[0m                 \u001b[0mcache_subdir\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'models'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    209\u001b[0m                 file_hash='6d6bbae143d832006294945121d1f1fc')\n\u001b[0;32m--> 210\u001b[0;31m         \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mweights_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    211\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mbackend\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'theano'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    212\u001b[0m             \u001b[0mkeras_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconvert_all_kernels_in_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/network.py\u001b[0m in \u001b[0;36mload_weights\u001b[0;34m(self, filepath, by_name, skip_mismatch, reshape)\u001b[0m\n\u001b[1;32m   1164\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1165\u001b[0m                 saving.load_weights_from_hdf5_group(\n\u001b[0;32m-> 1166\u001b[0;31m                     f, self.layers, reshape=reshape)\n\u001b[0m\u001b[1;32m   1167\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1168\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_updated_config\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/saving.py\u001b[0m in \u001b[0;36mload_weights_from_hdf5_group\u001b[0;34m(f, layers, reshape)\u001b[0m\n\u001b[1;32m   1056\u001b[0m                              ' elements.')\n\u001b[1;32m   1057\u001b[0m         \u001b[0mweight_value_tuples\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msymbolic_weights\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight_values\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1058\u001b[0;31m     \u001b[0mK\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbatch_set_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mweight_value_tuples\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1059\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1060\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py\u001b[0m in \u001b[0;36mbatch_set_value\u001b[0;34m(tuples)\u001b[0m\n\u001b[1;32m   2468\u001b[0m             \u001b[0massign_ops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0massign_op\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2469\u001b[0m             \u001b[0mfeed_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0massign_placeholder\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2470\u001b[0;31m         \u001b[0mget_session\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0massign_ops\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfeed_dict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2471\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2472\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py\u001b[0m in \u001b[0;36mget_session\u001b[0;34m()\u001b[0m\n\u001b[1;32m    204\u001b[0m                     \u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_keras_initialized\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    205\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0muninitialized_vars\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 206\u001b[0;31m                     \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvariables_initializer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muninitialized_vars\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    207\u001b[0m     \u001b[0;31m# hack for list_devices() function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    208\u001b[0m     \u001b[0;31m# list_devices() function is not available under tensorflow r1.3.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    927\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    928\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 929\u001b[0;31m                          run_metadata_ptr)\n\u001b[0m\u001b[1;32m    930\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    931\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1150\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1151\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m-> 1152\u001b[0;31m                              feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[1;32m   1153\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1154\u001b[0m       \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1326\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1327\u001b[0m       return self._do_call(_run_fn, feeds, fetches, targets, options,\n\u001b[0;32m-> 1328\u001b[0;31m                            run_metadata)\n\u001b[0m\u001b[1;32m   1329\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1330\u001b[0m       \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1346\u001b[0m           \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1347\u001b[0m       \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0merror_interpolation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterpolate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1348\u001b[0;31m       \u001b[0;32mraise\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnode_def\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1349\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1350\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_extend_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mResourceExhaustedError\u001b[0m: OOM when allocating tensor of shape [] and type float\n\t [[node predictions_21/random_uniform/min (defined at /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4139) ]]\n\nCaused by op 'predictions_21/random_uniform/min', defined at:\n  File \"/usr/lib/python3.6/runpy.py\", line 193, in _run_module_as_main\n    \"__main__\", mod_spec)\n  File \"/usr/lib/python3.6/runpy.py\", line 85, in _run_code\n    exec(code, run_globals)\n  File \"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py\", line 16, in <module>\n    app.launch_new_instance()\n  File \"/usr/local/lib/python3.6/dist-packages/traitlets/config/application.py\", line 658, in launch_instance\n    app.start()\n  File \"/usr/local/lib/python3.6/dist-packages/ipykernel/kernelapp.py\", line 477, in start\n    ioloop.IOLoop.instance().start()\n  File \"/usr/local/lib/python3.6/dist-packages/tornado/ioloop.py\", line 888, in start\n    handler_func(fd_obj, events)\n  File \"/usr/local/lib/python3.6/dist-packages/tornado/stack_context.py\", line 277, in null_wrapper\n    return fn(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n    self._handle_recv()\n  File \"/usr/local/lib/python3.6/dist-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n    self._run_callback(callback, msg)\n  File \"/usr/local/lib/python3.6/dist-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n    callback(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/tornado/stack_context.py\", line 277, in null_wrapper\n    return fn(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n    return self.dispatch_shell(stream, msg)\n  File \"/usr/local/lib/python3.6/dist-packages/ipykernel/kernelbase.py\", line 235, in dispatch_shell\n    handler(stream, idents, msg)\n  File \"/usr/local/lib/python3.6/dist-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n    user_expressions, allow_stdin)\n  File \"/usr/local/lib/python3.6/dist-packages/ipykernel/ipkernel.py\", line 196, in do_execute\n    res = shell.run_cell(code, store_history=store_history, silent=silent)\n  File \"/usr/local/lib/python3.6/dist-packages/ipykernel/zmqshell.py\", line 533, in run_cell\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py\", line 2718, in run_cell\n    interactivity=interactivity, compiler=compiler, result=result)\n  File \"/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py\", line 2822, in run_ast_nodes\n    if self.run_code(code, result):\n  File \"/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py\", line 2882, in run_code\n    exec(code_obj, self.user_global_ns, self.user_ns)\n  File \"<ipython-input-61-629af46526f8>\", line 14, in <module>\n    photo=extract_features('image3.jpg')\n  File \"<ipython-input-61-629af46526f8>\", line 2, in extract_features\n    model=VGG16()\n  File \"/usr/local/lib/python3.6/dist-packages/keras/applications/__init__.py\", line 28, in wrapper\n    return base_fun(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/keras/applications/vgg16.py\", line 11, in VGG16\n    return vgg16.VGG16(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/keras_applications/vgg16.py\", line 180, in VGG16\n    x = layers.Dense(classes, activation='softmax', name='predictions')(x)\n  File \"/usr/local/lib/python3.6/dist-packages/keras/engine/base_layer.py\", line 431, in __call__\n    self.build(unpack_singleton(input_shapes))\n  File \"/usr/local/lib/python3.6/dist-packages/keras/layers/core.py\", line 866, in build\n    constraint=self.kernel_constraint)\n  File \"/usr/local/lib/python3.6/dist-packages/keras/legacy/interfaces.py\", line 91, in wrapper\n    return func(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/keras/engine/base_layer.py\", line 249, in add_weight\n    weight = K.variable(initializer(shape),\n  File \"/usr/local/lib/python3.6/dist-packages/keras/initializers.py\", line 218, in __call__\n    dtype=dtype, seed=self.seed)\n  File \"/usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py\", line 4139, in random_uniform\n    dtype=dtype, seed=seed)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/random_ops.py\", line 240, in random_uniform\n    minval = ops.convert_to_tensor(minval, dtype=dtype, name=\"min\")\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/ops.py\", line 1039, in convert_to_tensor\n    return convert_to_tensor_v2(value, dtype, preferred_dtype, name)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/ops.py\", line 1097, in convert_to_tensor_v2\n    as_ref=False)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/ops.py\", line 1175, in internal_convert_to_tensor\n    ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/constant_op.py\", line 304, in _constant_tensor_conversion_function\n    return constant(v, dtype=dtype, name=name)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/constant_op.py\", line 245, in constant\n    allow_broadcast=True)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/constant_op.py\", line 289, in _constant_impl\n    name=name).outputs[0]\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/util/deprecation.py\", line 507, in new_func\n    return func(*args, **kwargs)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/ops.py\", line 3300, in create_op\n    op_def=op_def)\n  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/ops.py\", line 1801, in __init__\n    self._traceback = tf_stack.extract_stack()\n\nResourceExhaustedError (see above for traceback): OOM when allocating tensor of shape [] and type float\n\t [[node predictions_21/random_uniform/min (defined at /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4139) ]]\n"
          ]
        }
      ]
    },
    {
      "metadata": {
        "id": "WAi3V1AIO37v",
        "colab_type": "code",
        "outputId": "0e36d656-f3fd-44ce-fb6f-76295776b564",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "!pwd"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/root\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "ecSanUR6P1MD",
        "colab_type": "code",
        "outputId": "55ccfe3e-39a1-4140-a8f9-14af3412afd7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "%cd ../"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Iw3Mw2cQQNn8",
        "colab_type": "code",
        "outputId": "6e1629c0-87b2-48fc-d6b5-10cb5a88a223",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "%cd ./content"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "sWKmmFGPQUWf",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "KY4gLPSxZk3K",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}