COCO-image-captioning-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "DMPJcMX1j5hP"
   },
   "source": [
    "# 0.Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "O3-JnNxgx4uu"
   },
   "outputs": [],
   "source": [
    "# import os\n",
    "# os.environ['CUDA_LAUNCH_BLOCKING'] = '1'\n",
    "import torch\n",
    "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "PAD_IDX=0\n",
    "BERT_CLS_IDX=101\n",
    "BERT_SEP_IDX=102"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 122
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 50987,
     "status": "ok",
     "timestamp": 1599121465002,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "OMfq8x8lXzCt",
    "outputId": "8f5c535b-af31-460a-974f-1a219a7ba2ba"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly&response_type=code\n",
      "\n",
      "Enter your authorization code:\n",
      "··········\n",
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "hWM0j40w8ek5"
   },
   "source": [
    "# 1.Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 615
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 9191,
     "status": "ok",
     "timestamp": 1599121476068,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "4KDs9jwqVWW0",
    "outputId": "1de41fbb-f526-4c8e-aa44-1c4af531350f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting transformers\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ae/05/c8c55b600308dc04e95100dc8ad8a244dd800fe75dfafcf1d6348c6f6209/transformers-3.1.0-py3-none-any.whl (884kB)\n",
      "\u001b[K     |████████████████████████████████| 890kB 3.5MB/s \n",
      "\u001b[?25hRequirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.6/dist-packages (from transformers) (4.41.1)\n",
      "Collecting sentencepiece!=0.1.92\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d4/a4/d0a884c4300004a78cca907a6ff9a5e9fe4f090f5d95ab341c53d28cbc58/sentencepiece-0.1.91-cp36-cp36m-manylinux1_x86_64.whl (1.1MB)\n",
      "\u001b[K     |████████████████████████████████| 1.1MB 15.4MB/s \n",
      "\u001b[?25hRequirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.6/dist-packages (from transformers) (2019.12.20)\n",
      "Requirement already satisfied: packaging in /usr/local/lib/python3.6/dist-packages (from transformers) (20.4)\n",
      "Collecting sacremoses\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/7d/34/09d19aff26edcc8eb2a01bed8e98f13a1537005d31e95233fd48216eed10/sacremoses-0.0.43.tar.gz (883kB)\n",
      "\u001b[K     |████████████████████████████████| 890kB 26.6MB/s \n",
      "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from transformers) (1.18.5)\n",
      "Requirement already satisfied: dataclasses; python_version < \"3.7\" in /usr/local/lib/python3.6/dist-packages (from transformers) (0.7)\n",
      "Collecting tokenizers==0.8.1.rc2\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/80/83/8b9fccb9e48eeb575ee19179e2bdde0ee9a1904f97de5f02d19016b8804f/tokenizers-0.8.1rc2-cp36-cp36m-manylinux1_x86_64.whl (3.0MB)\n",
      "\u001b[K     |████████████████████████████████| 3.0MB 33.3MB/s \n",
      "\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from transformers) (2.23.0)\n",
      "Requirement already satisfied: filelock in /usr/local/lib/python3.6/dist-packages (from transformers) (3.0.12)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging->transformers) (2.4.7)\n",
      "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from packaging->transformers) (1.15.0)\n",
      "Requirement already satisfied: click in /usr/local/lib/python3.6/dist-packages (from sacremoses->transformers) (7.1.2)\n",
      "Requirement already satisfied: joblib in /usr/local/lib/python3.6/dist-packages (from sacremoses->transformers) (0.16.0)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->transformers) (3.0.4)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->transformers) (1.24.3)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->transformers) (2.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->transformers) (2020.6.20)\n",
      "Building wheels for collected packages: sacremoses\n",
      "  Building wheel for sacremoses (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "  Created wheel for sacremoses: filename=sacremoses-0.0.43-cp36-none-any.whl size=893257 sha256=4350087828b4a60a6ab8aee8d12697eb743288aeff7751f2c9fe30ae0a608f94\n",
      "  Stored in directory: /root/.cache/pip/wheels/29/3c/fd/7ce5c3f0666dab31a50123635e6fb5e19ceb42ce38d4e58f45\n",
      "Successfully built sacremoses\n",
      "Installing collected packages: sentencepiece, sacremoses, tokenizers, transformers\n",
      "Successfully installed sacremoses-0.0.43 sentencepiece-0.1.91 tokenizers-0.8.1rc2 transformers-3.1.0\n"
     ]
    }
   ],
   "source": [
    "!pip install transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10746,
     "status": "ok",
     "timestamp": 1599121480111,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "mevwfnDa86rT",
    "outputId": "a3b41e11-5c17-4214-9ffb-c105cc57f883"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
      "[nltk_data]   Unzipping tokenizers/punkt.zip.\n"
     ]
    }
   ],
   "source": [
    "import csv\n",
    "import shutil\n",
    "import numpy as np\n",
    "import copy\n",
    "import matplotlib.pyplot as plt\n",
    "from torch import nn\n",
    "from torch.nn import functional as F\n",
    "from torchvision import transforms\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from PIL import Image\n",
    "import nltk\n",
    "nltk.download('punkt')\n",
    "from nltk import word_tokenize\n",
    "from itertools import chain\n",
    "from collections import Counter\n",
    "import json\n",
    "from torchvision.models.detection import fasterrcnn_resnet50_fpn\n",
    "from torchvision.models import vgg19\n",
    "from torch.nn.utils.rnn import pack_sequence\n",
    "from torch.nn.utils.rnn import pack_padded_sequence\n",
    "from torch.nn.utils.rnn import pad_packed_sequence\n",
    "from transformers import BertModel,BertTokenizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "69VcR-BB9U1Y"
   },
   "source": [
    "# 2.Preparing Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 248807,
     "status": "ok",
     "timestamp": 1599121720885,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "ZaMDvCHL-1Qm",
    "outputId": "c4156107-0f2a-4427-e4b4-165274fe5c70"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
      "  inflating: ./mscoco/COCO_train2014_000000486641.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486713.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486718.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486807.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486821.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486869.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486906.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486936.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486960.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486972.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486977.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486983.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000486994.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487007.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487009.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487011.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487033.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487038.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487060.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487061.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487118.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487137.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487139.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487182.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487198.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487238.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487244.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487264.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487288.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487357.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487361.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487378.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487401.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487409.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487413.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487414.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487434.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487442.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487466.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487476.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487489.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487496.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487502.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487507.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487528.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487559.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487573.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487635.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487665.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487757.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487781.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487783.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487788.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487806.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487810.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487837.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487927.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487942.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487948.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487952.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487962.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487992.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000487994.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488014.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488032.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488033.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488066.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488072.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488089.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488129.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488139.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488156.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488271.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488277.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488345.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488363.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488367.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488373.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488404.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488408.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488413.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488422.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488432.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488440.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488487.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488538.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488547.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488641.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488731.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488750.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488787.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488792.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488809.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488812.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488833.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488845.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488853.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488862.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488880.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488932.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000488955.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489052.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489100.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489107.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489109.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489167.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489187.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489263.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489288.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489352.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489385.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489399.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489415.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489419.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489469.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489524.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489538.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489670.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489695.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489724.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489744.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489810.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489827.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489838.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489844.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489845.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489849.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489856.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489890.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489918.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489958.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489971.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489978.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489995.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000489998.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490010.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490016.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490046.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490062.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490087.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490097.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490110.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490111.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490112.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490182.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490242.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490259.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490289.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490317.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490356.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490385.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490400.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490462.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490471.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490490.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490496.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490507.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490508.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490546.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490598.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490610.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490647.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490791.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490801.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490843.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490887.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490888.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490908.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490986.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000490993.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491107.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491111.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491117.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491204.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491229.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491241.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491273.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491277.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491279.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491305.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491330.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491346.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491384.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491400.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491426.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491450.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491477.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491492.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491494.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491558.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491581.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491585.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491597.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491611.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491638.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491659.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491664.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491666.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491684.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491707.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491727.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491733.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491736.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491739.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491753.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491879.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491904.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491910.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491914.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491936.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491976.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000491981.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492008.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492040.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492131.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492166.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492171.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492178.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492219.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492268.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492293.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492302.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492303.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492321.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492325.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492399.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492402.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492408.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492417.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492471.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492502.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492547.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492566.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492572.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492606.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492618.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492627.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492638.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492659.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492671.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492684.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492692.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492715.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492736.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492754.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492772.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492810.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492853.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492882.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492894.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492943.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000492993.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493066.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493081.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493131.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493173.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493197.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493209.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493227.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493253.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493339.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493355.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493368.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493407.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493438.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493454.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493482.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493483.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493485.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493504.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493526.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493552.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493576.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493601.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493618.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493698.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493699.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493707.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493760.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493806.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493811.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493845.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493851.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493918.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493936.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493947.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493959.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000493991.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494012.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494019.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494032.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494041.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494055.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494056.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494112.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494113.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494128.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494174.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494190.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494208.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494257.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494283.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494329.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494330.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494360.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494382.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494394.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494403.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494424.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494434.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494466.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494508.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494548.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494574.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494579.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494583.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494592.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494618.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494622.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494637.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494660.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494675.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494676.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494680.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494690.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494721.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494743.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494764.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494780.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494811.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494817.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494833.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494837.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494856.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494954.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494985.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000494990.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495059.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495077.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495095.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495122.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495143.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495162.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495169.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495182.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495233.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495243.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495304.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495305.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495317.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495322.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495356.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495367.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495374.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495387.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495403.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495454.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495460.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495481.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495489.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495528.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495536.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495580.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495592.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495599.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495607.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495609.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495633.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495641.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495670.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495692.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495712.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495722.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495726.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495750.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495753.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495776.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495790.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495802.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495860.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495867.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495872.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495905.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495915.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495919.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495969.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000495997.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496053.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496059.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496065.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496097.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496100.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496123.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496128.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496210.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496214.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496256.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496322.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496374.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496429.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496440.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496478.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496496.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496506.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496509.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496513.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496516.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496530.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496556.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496613.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496646.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496673.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496730.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496746.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496752.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496763.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496782.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496783.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496794.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496799.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496829.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496839.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496869.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496879.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496891.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496918.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496926.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496932.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496939.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000496991.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497033.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497082.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497103.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497119.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497167.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497177.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497207.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497226.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497227.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497265.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497296.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497311.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497322.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497384.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497386.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497402.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497558.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497572.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497608.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497616.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497733.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497736.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497788.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497807.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497815.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497847.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497856.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497900.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497953.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000497972.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498045.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498072.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498079.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498082.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498137.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498160.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498204.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498241.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498397.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498403.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498406.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498421.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498423.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498436.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498443.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498449.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498508.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498588.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498633.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498639.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498645.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498669.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498679.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498690.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498730.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498813.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498860.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498922.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498943.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000498967.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499024.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499026.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499028.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499051.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499054.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499094.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499122.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499135.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499141.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499202.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499204.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499305.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499307.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499339.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499364.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499419.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499460.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499516.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499538.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499545.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499598.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499623.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499639.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499656.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499730.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499738.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499749.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499760.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499789.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499829.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499865.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499867.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499871.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499911.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499952.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000499966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500060.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500069.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500076.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500092.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500099.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500129.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500136.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500165.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500183.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500190.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500207.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500214.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500233.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500271.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500323.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500359.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500390.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500396.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500400.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500401.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500440.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500450.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500474.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500499.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500525.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500531.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500576.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500585.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500594.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500603.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500622.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500634.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500638.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500649.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500664.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500686.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500694.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500712.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500761.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500818.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500822.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500890.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500891.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500896.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500904.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500982.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000500991.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501028.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501038.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501059.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501176.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501177.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501210.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501212.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501258.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501289.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501314.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501325.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501364.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501369.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501388.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501418.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501549.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501612.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501618.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501625.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501638.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501647.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501673.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501677.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501698.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501710.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501718.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501758.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501773.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501801.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501842.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501867.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501909.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501926.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501936.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501972.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000501995.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502058.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502107.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502116.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502134.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502140.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502148.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502153.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502178.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502183.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502248.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502262.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502300.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502325.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502366.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502370.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502395.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502407.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502438.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502470.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502508.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502529.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502564.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502593.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502670.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502679.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502680.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502726.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502748.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502756.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502792.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502838.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502847.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502860.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502862.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502884.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502894.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502914.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502916.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502935.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000502971.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503011.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503014.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503028.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503059.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503061.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503068.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503077.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503089.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503091.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503150.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503153.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503170.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503178.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503250.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503275.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503321.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503382.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503385.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503416.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503421.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503472.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503478.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503488.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503497.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503500.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503557.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503575.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503599.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503643.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503647.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503674.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503683.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503734.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503777.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503832.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503834.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503871.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503883.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503893.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503906.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503945.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503963.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000503996.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504013.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504023.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504052.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504069.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504115.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504122.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504140.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504170.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504187.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504257.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504259.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504289.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504298.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504318.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504325.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504348.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504425.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504502.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504550.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504560.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504591.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504616.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504620.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504699.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504744.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504748.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504851.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504852.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504868.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504893.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504982.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000504988.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505033.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505093.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505102.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505104.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505111.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505113.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505122.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505152.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505160.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505288.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505347.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505388.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505402.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505418.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505469.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505479.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505486.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505501.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505507.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505546.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505595.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505597.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505625.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505627.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505645.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505708.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505738.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505750.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505827.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505865.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505884.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505885.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505888.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505895.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505898.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505903.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505919.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505924.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505927.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000505980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506011.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506026.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506034.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506056.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506058.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506062.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506075.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506078.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506087.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506162.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506183.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506198.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506226.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506231.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506289.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506316.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506331.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506378.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506414.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506463.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506530.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506589.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506592.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506598.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506599.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506631.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506640.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506710.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506735.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506740.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506750.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506808.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506837.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506898.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506903.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506919.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506927.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000506979.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507067.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507068.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507101.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507212.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507237.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507239.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507252.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507266.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507322.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507329.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507334.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507339.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507424.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507438.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507444.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507459.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507460.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507511.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507535.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507580.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507615.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507690.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507741.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507749.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507761.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507763.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507765.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507776.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507815.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507819.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507827.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507838.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507881.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507908.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507928.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507939.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507946.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000507952.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508025.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508040.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508055.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508083.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508140.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508151.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508174.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508177.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508200.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508202.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508207.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508251.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508262.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508281.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508311.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508328.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508429.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508430.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508449.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508456.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508460.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508488.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508504.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508548.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508565.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508612.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508665.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508710.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508722.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508741.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508780.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508821.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508855.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508881.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508913.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508944.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508969.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000508990.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509000.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509049.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509098.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509099.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509128.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509210.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509217.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509247.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509292.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509321.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509394.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509411.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509483.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509484.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509509.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509540.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509565.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509579.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509584.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509620.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509652.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509718.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509733.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509740.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509746.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509749.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509914.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509915.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509943.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509948.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000509971.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510012.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510027.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510061.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510100.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510144.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510175.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510216.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510225.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510232.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510246.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510252.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510258.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510264.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510293.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510313.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510320.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510328.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510333.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510359.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510371.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510385.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510399.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510405.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510418.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510434.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510540.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510571.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510572.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510577.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510594.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510611.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510656.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510663.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510671.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510676.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510695.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510812.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510860.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510900.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510913.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510923.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510951.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510959.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510962.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510976.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510977.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510979.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510985.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000510998.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511036.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511062.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511075.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511146.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511208.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511221.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511239.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511276.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511279.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511345.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511357.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511373.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511406.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511410.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511425.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511454.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511472.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511482.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511495.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511522.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511559.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511562.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511569.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511580.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511650.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511665.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511693.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511736.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511742.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511751.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511754.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511774.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511789.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511806.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511828.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511829.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511842.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511915.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511930.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511965.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000511967.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512156.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512217.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512258.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512266.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512282.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512289.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512295.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512296.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512298.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512316.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512380.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512400.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512458.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512459.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512509.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512515.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512531.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512547.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512572.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512583.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512625.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512658.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512723.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512734.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512764.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512787.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512816.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512845.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512892.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512904.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512920.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512944.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512950.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512951.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512967.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000512983.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513075.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513080.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513200.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513221.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513282.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513298.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513324.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513359.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513406.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513445.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513447.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513449.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513505.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513522.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513550.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513577.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513683.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513748.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513758.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513796.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513806.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513811.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513832.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513850.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513863.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513867.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513881.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513895.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513943.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000513999.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514006.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514025.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514064.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514088.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514099.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514131.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514139.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514156.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514161.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514204.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514209.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514213.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514230.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514243.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514251.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514283.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514295.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514340.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514346.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514387.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514391.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514404.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514435.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514440.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514527.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514528.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514559.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514601.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514622.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514666.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514683.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514693.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514777.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514781.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514790.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514801.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514806.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514821.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514839.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514846.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514871.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514939.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514988.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000514997.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515006.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515040.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515054.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515064.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515075.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515106.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515107.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515125.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515197.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515204.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515210.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515229.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515252.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515296.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515309.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515329.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515333.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515387.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515390.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515394.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515401.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515428.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515431.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515470.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515505.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515512.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515513.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515527.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515550.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515574.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515590.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515623.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515656.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515684.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515710.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515754.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515773.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515814.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515815.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515871.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515893.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515896.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515937.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000515938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516000.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516008.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516046.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516049.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516071.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516106.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516119.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516158.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516198.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516263.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516265.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516268.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516273.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516329.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516412.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516462.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516470.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516481.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516487.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516590.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516596.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516607.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516624.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516625.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516634.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516655.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516673.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516725.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516738.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516774.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516791.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516808.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516880.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516889.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516895.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516906.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516988.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516990.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000516996.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517031.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517038.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517045.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517055.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517087.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517089.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517095.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517101.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517113.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517123.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517144.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517147.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517148.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517160.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517178.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517194.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517226.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517232.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517251.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517282.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517294.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517326.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517340.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517349.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517382.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517403.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517408.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517438.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517451.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517453.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517460.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517468.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517487.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517492.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517494.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517545.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517579.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517586.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517594.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517603.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517625.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517652.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517670.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517685.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517748.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517755.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517805.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517869.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517879.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517882.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517911.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517920.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517936.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517972.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517975.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000517985.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518075.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518081.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518098.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518100.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518110.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518117.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518157.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518200.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518242.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518257.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518265.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518305.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518321.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518323.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518335.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518361.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518384.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518389.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518390.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518392.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518410.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518472.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518495.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518499.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518509.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518511.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518548.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518552.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518575.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518659.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518664.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518764.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518774.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518829.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518843.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518844.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518883.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518894.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518901.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518907.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518918.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518941.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518948.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518951.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000518966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519035.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519076.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519135.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519136.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519186.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519205.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519209.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519228.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519264.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519320.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519337.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519404.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519407.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519477.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519482.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519528.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519533.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519566.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519578.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519607.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519610.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519616.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519628.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519652.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519685.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519715.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519723.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519759.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519827.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519832.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519836.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519842.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519844.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519877.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519906.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519911.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519929.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519939.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000519974.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520000.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520041.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520049.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520087.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520092.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520094.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520100.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520112.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520123.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520197.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520235.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520256.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520272.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520337.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520349.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520422.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520434.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520445.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520456.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520471.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520472.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520475.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520477.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520479.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520480.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520486.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520519.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520533.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520590.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520655.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520696.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520764.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520767.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520831.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520851.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520883.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520921.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520976.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000520980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521025.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521064.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521070.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521094.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521096.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521101.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521117.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521165.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521176.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521182.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521203.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521210.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521216.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521225.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521226.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521238.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521256.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521266.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521334.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521366.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521402.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521437.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521471.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521514.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521572.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521618.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521667.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521671.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521674.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521697.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521709.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521712.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521726.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521762.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521775.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521796.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521797.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521806.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521822.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521847.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521923.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521950.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521982.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521988.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000521998.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522062.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522069.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522074.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522079.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522101.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522105.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522129.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522143.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522146.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522150.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522173.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522221.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522225.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522229.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522233.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522240.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522244.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522256.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522258.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522288.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522298.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522309.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522330.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522362.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522365.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522416.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522423.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522454.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522461.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522462.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522465.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522479.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522491.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522653.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522667.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522704.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522708.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522741.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522749.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522754.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522811.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522834.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522868.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522871.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522897.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522930.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522947.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522978.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522992.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000522996.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523007.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523010.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523034.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523081.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523166.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523183.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523272.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523281.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523309.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523314.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523334.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523344.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523346.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523370.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523374.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523405.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523433.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523455.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523466.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523473.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523484.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523487.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523490.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523505.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523524.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523564.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523577.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523594.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523711.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523718.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523735.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523742.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523753.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523792.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523834.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523863.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523890.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523893.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523894.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523907.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523919.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523968.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523985.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523989.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523995.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000523997.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524014.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524041.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524056.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524068.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524115.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524174.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524227.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524233.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524291.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524314.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524320.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524340.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524352.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524369.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524386.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524428.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524470.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524476.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524525.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524531.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524625.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524628.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524648.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524651.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524723.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524802.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524820.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524881.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524925.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524929.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524946.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524975.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524984.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000524991.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525027.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525101.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525152.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525153.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525169.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525171.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525180.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525206.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525223.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525236.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525248.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525303.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525318.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525360.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525380.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525424.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525438.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525450.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525501.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525513.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525563.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525580.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525589.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525591.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525622.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525636.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525675.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525691.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525721.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525782.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525807.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525813.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525865.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000525953.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526029.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526033.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526070.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526085.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526087.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526098.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526165.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526225.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526247.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526288.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526290.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526320.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526350.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526362.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526445.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526514.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526521.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526522.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526523.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526552.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526592.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526597.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526648.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526666.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526680.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526681.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526695.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526713.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526735.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526754.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526794.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526912.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526922.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526953.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526958.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000526987.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527010.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527048.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527059.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527082.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527083.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527092.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527139.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527173.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527181.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527194.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527196.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527216.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527229.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527257.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527264.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527283.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527345.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527365.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527446.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527468.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527492.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527509.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527526.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527557.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527587.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527597.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527623.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527624.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527628.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527640.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527649.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527656.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527660.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527666.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527752.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527796.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527822.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527829.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527863.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527868.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527879.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527886.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527907.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527908.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527922.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527925.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527935.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000527970.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528019.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528020.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528071.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528112.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528117.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528129.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528130.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528151.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528167.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528197.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528198.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528213.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528231.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528321.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528345.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528355.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528418.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528449.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528465.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528550.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528563.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528583.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528587.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528624.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528664.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528667.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528694.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528707.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528712.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528713.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528748.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528756.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528764.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528788.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528796.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528849.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528851.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528890.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528892.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528900.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528941.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528944.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528970.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528971.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000528992.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529016.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529036.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529087.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529095.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529107.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529126.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529137.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529208.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529226.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529229.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529238.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529240.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529300.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529303.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529311.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529320.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529345.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529383.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529389.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529470.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529490.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529503.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529511.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529562.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529586.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529613.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529624.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529630.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529647.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529661.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529667.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529671.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529676.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529715.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529772.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529860.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529877.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529886.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529929.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000529964.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530047.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530081.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530097.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530187.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530216.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530229.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530272.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530293.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530294.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530321.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530364.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530377.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530386.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530390.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530394.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530397.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530406.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530447.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530460.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530479.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530486.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530535.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530546.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530551.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530599.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530629.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530635.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530649.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530650.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530668.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530683.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530684.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530713.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530758.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530772.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530781.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530782.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530796.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530832.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530848.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530888.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530896.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530903.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530904.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530912.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530925.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530950.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530962.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000530966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531016.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531076.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531096.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531137.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531201.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531266.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531277.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531283.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531290.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531309.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531337.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531366.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531388.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531395.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531404.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531405.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531441.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531444.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531453.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531550.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531596.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531645.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531646.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531659.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531715.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531725.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531752.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531765.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531834.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531860.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531861.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531910.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531963.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000531998.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532014.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532062.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532131.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532147.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532175.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532181.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532194.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532219.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532239.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532253.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532269.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532335.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532397.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532411.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532419.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532461.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532504.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532505.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532543.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532565.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532577.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532589.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532595.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532603.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532605.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532622.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532624.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532633.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532635.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532668.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532673.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532704.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532711.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532718.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532734.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532744.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532799.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532819.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532988.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000532999.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533004.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533019.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533042.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533045.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533050.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533176.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533197.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533220.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533228.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533240.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533258.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533315.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533356.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533364.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533384.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533441.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533451.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533484.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533494.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533519.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533525.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533569.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533599.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533603.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533742.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533751.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533757.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533784.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533799.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533803.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533807.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533827.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533897.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000533998.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534048.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534065.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534094.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534107.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534131.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534166.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534183.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534247.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534292.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534311.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534314.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534318.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534332.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534347.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534391.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534440.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534443.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534468.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534484.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534502.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534513.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534543.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534548.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534564.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534573.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534593.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534627.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534633.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534637.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534663.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534690.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534711.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534713.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534723.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534751.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534763.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534789.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534848.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534849.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534855.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534867.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534881.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534892.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534898.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534926.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534959.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534975.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534976.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000534980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535049.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535060.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535101.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535125.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535130.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535133.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535171.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535202.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535229.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535265.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535282.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535289.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535325.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535335.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535355.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535369.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535418.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535432.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535455.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535468.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535580.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535585.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535649.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535655.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535660.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535663.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535666.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535788.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535811.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535817.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535820.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535856.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535860.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535874.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535898.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535948.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000535978.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536001.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536058.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536103.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536146.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536237.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536244.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536280.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536290.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536322.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536368.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536390.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536412.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536423.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536433.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536437.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536576.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536579.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536592.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536648.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536693.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536728.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536730.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536761.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536820.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536884.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536902.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536920.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536923.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536932.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536950.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000536960.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537041.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537055.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537139.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537160.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537188.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537196.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537198.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537223.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537231.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537235.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537248.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537293.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537304.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537326.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537337.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537349.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537371.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537379.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537390.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537417.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537424.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537461.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537475.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537540.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537579.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537596.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537621.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537648.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537667.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537669.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537685.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537720.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537770.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537774.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537782.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537790.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537807.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537825.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537844.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537878.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537879.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537909.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537924.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537944.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537960.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000537986.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538006.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538007.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538099.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538116.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538133.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538170.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538182.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538196.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538210.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538235.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538247.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538263.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538309.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538343.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538349.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538368.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538398.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538411.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538470.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538537.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538544.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538547.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538557.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538574.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538581.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538633.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538637.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538643.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538691.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538735.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538737.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538776.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538805.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538814.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538821.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538846.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538861.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538872.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538973.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538977.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538979.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000538993.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539008.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539023.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539051.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539068.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539071.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539072.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539098.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539139.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539158.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539167.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539173.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539174.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539214.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539216.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539247.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539270.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539313.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539317.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539319.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539371.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539397.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539475.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539476.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539556.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539563.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539573.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539596.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539665.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539671.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539727.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539737.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539797.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539832.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539851.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539897.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539915.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539924.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000539941.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540027.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540092.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540100.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540110.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540205.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540265.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540273.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540321.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540347.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540370.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540404.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540428.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540436.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540459.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540479.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540538.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540561.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540679.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540790.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540831.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540843.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540844.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540863.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540872.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540922.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540947.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540970.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000540989.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541027.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541029.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541082.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541094.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541105.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541117.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541147.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541157.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541212.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541264.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541293.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541298.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541319.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541343.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541367.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541385.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541422.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541472.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541496.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541505.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541506.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541528.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541556.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541571.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541643.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541690.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541709.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541721.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541727.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541730.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541832.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541868.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541880.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541900.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541901.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541944.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000541994.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542011.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542027.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542033.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542036.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542041.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542048.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542084.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542112.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542129.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542159.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542160.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542173.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542200.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542202.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542213.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542221.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542231.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542313.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542327.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542359.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542391.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542426.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542431.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542442.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542449.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542452.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542484.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542485.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542589.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542640.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542651.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542658.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542718.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542779.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542799.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542804.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542809.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542814.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542818.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542820.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542824.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542839.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542855.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542928.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542936.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542937.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542969.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542974.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000542988.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543038.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543062.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543171.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543182.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543200.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543233.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543263.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543333.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543337.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543350.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543379.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543407.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543413.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543469.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543470.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543490.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543513.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543515.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543552.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543616.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543642.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543645.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543661.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543663.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543665.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543695.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543716.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543747.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543790.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543805.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543814.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543833.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543838.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543881.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543882.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543916.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543922.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543947.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000543986.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544001.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544026.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544032.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544089.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544109.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544113.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544150.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544169.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544188.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544238.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544240.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544263.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544264.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544279.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544294.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544307.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544347.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544386.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544410.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544475.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544483.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544595.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544623.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544660.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544690.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544703.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544737.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544783.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544819.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544831.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544850.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544983.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000544994.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545016.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545072.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545088.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545116.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545160.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545187.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545213.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545214.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545253.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545275.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545305.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545325.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545381.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545405.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545411.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545428.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545538.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545549.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545651.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545696.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545721.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545731.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545753.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545806.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545832.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545833.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545841.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545844.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545850.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545874.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545898.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545929.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545944.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545948.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545953.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545982.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000545987.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546031.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546041.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546046.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546065.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546078.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546085.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546093.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546105.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546148.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546151.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546161.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546232.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546242.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546296.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546307.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546361.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546366.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546379.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546401.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546408.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546445.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546447.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546473.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546474.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546480.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546515.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546527.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546575.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546708.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546730.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546739.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546757.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546765.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546787.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546791.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546847.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546937.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546940.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546944.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546959.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546975.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000546985.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547043.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547044.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547055.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547066.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547089.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547097.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547099.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547118.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547165.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547265.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547315.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547318.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547348.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547352.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547369.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547391.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547411.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547422.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547459.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547475.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547498.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547509.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547533.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547633.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547636.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547703.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547722.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547726.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547767.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547770.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547777.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547797.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547837.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547845.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547863.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547869.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547974.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000547999.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548039.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548067.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548088.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548136.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548169.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548186.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548240.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548251.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548322.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548323.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548357.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548384.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548388.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548416.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548452.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548471.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548545.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548548.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548562.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548564.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548565.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548575.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548583.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548593.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548597.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548661.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548662.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548711.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548755.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548772.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548773.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548792.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548821.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548822.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548889.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548893.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548906.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548933.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548936.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000548974.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549002.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549098.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549133.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549135.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549188.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549236.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549328.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549366.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549377.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549407.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549409.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549422.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549423.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549426.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549442.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549447.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549478.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549499.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549506.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549519.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549539.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549599.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549605.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549639.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549703.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549709.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549759.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549804.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549821.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549841.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549886.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549924.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549939.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549942.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000549996.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550019.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550056.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550089.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550104.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550129.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550134.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550140.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550235.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550237.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550239.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550246.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550258.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550277.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550311.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550333.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550338.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550355.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550394.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550410.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550449.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550478.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550481.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550540.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550545.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550569.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550610.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550624.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550652.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550726.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550746.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550760.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550780.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550834.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550842.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550844.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550845.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550874.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550911.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550912.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550960.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550972.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000550979.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551014.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551082.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551088.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551118.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551125.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551144.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551166.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551197.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551244.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551316.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551344.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551364.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551438.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551446.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551466.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551472.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551481.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551522.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551524.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551553.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551571.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551574.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551598.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551607.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551631.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551647.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551651.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551676.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551733.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551793.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551802.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551814.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551842.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551858.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551869.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551873.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551889.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000551994.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552005.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552041.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552052.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552068.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552092.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552112.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552136.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552204.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552254.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552272.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552276.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552291.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552295.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552346.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552348.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552380.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552383.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552444.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552453.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552472.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552482.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552502.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552549.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552623.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552630.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552641.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552646.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552681.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552721.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552723.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552810.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552811.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552852.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552855.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552876.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552886.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552927.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000552985.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553021.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553030.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553067.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553126.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553148.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553166.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553176.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553283.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553314.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553370.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553371.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553392.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553413.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553428.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553441.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553446.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553487.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553498.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553501.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553502.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553533.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553548.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553563.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553573.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553586.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553587.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553595.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553660.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553668.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553671.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553682.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553753.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553758.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553760.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553773.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553777.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553796.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553800.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553812.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553827.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553849.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553969.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000553975.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554031.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554070.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554085.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554098.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554125.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554136.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554182.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554207.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554217.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554232.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554238.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554252.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554275.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554283.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554316.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554323.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554332.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554378.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554381.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554398.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554434.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554442.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554452.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554453.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554488.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554505.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554507.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554524.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554534.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554555.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554566.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554598.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554621.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554635.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554636.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554664.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554668.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554674.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554691.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554698.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554699.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554703.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554742.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554756.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554842.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554866.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554891.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554943.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554950.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554952.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554992.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000554996.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555038.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555045.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555080.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555120.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555133.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555143.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555183.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555254.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555273.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555339.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555355.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555446.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555475.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555493.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555495.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555514.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555516.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555537.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555549.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555583.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555586.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555590.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555613.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555615.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555631.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555653.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555654.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555673.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555683.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555755.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555782.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555794.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555800.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555857.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555869.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555882.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555921.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555940.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555956.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000555974.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556011.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556035.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556065.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556143.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556162.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556176.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556279.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556306.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556332.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556360.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556370.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556383.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556399.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556418.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556424.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556453.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556481.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556492.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556500.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556503.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556524.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556544.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556560.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556591.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556599.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556613.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556617.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556636.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556643.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556669.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556698.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556707.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556709.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556715.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556744.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556752.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556783.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556811.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556813.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556865.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556871.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556880.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556888.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556920.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556955.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556956.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556982.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000556986.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557021.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557023.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557081.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557102.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557118.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557186.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557200.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557219.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557251.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557272.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557291.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557374.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557387.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557394.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557399.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557434.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557442.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557483.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557507.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557508.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557514.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557589.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557609.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557628.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557636.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557643.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557685.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557694.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557698.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557746.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557762.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557781.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557783.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557804.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557843.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557888.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557901.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557922.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557985.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000557987.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558009.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558031.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558044.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558070.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558071.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558134.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558142.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558148.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558190.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558221.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558246.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558248.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558276.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558365.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558401.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558426.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558523.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558556.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558584.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558615.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558618.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558623.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558639.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558656.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558764.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558765.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558798.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558804.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558824.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558826.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558850.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558876.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558878.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558890.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558910.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558917.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558968.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000558983.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559005.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559055.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559186.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559194.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559214.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559218.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559271.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559282.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559331.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559350.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559356.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559366.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559382.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559384.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559411.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559438.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559482.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559497.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559522.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559525.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559544.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559556.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559565.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559566.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559618.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559647.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559651.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559695.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559720.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559747.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559760.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559780.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559857.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559865.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559873.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559891.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559900.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559908.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559935.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000559952.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560009.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560047.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560083.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560123.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560137.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560152.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560180.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560270.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560307.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560309.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560311.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560343.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560359.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560388.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560389.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560391.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560412.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560422.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560431.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560489.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560495.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560532.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560571.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560576.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560580.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560587.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560615.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560630.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560634.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560685.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560691.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560704.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560713.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560715.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560750.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560754.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560784.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560787.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560809.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560818.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560885.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560909.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560910.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560969.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560978.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000560992.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561028.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561033.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561064.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561082.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561097.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561119.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561156.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561163.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561186.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561201.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561288.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561323.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561324.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561339.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561352.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561371.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561384.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561390.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561394.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561406.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561436.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561453.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561454.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561479.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561543.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561551.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561590.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561593.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561594.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561613.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561624.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561630.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561631.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561635.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561653.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561655.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561666.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561673.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561677.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561687.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561692.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561714.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561715.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561724.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561731.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561789.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561818.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561861.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561888.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561911.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561913.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000561957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562008.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562075.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562092.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562100.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562106.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562124.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562144.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562147.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562162.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562176.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562195.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562196.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562296.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562305.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562317.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562330.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562348.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562382.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562393.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562401.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562428.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562433.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562456.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562463.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562474.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562504.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562516.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562523.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562544.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562559.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562573.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562589.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562596.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562623.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562633.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562675.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562677.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562679.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562712.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562740.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562745.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562824.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562826.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562845.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562861.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562862.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562901.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562904.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562911.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562930.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000562960.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563024.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563110.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563122.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563123.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563208.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563233.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563243.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563280.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563319.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563355.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563364.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563391.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563396.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563437.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563444.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563447.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563477.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563488.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563494.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563513.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563525.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563545.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563584.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563593.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563601.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563645.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563655.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563656.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563658.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563659.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563692.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563707.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563713.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563734.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563743.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563764.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563798.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563803.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563809.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563827.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563839.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563858.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563904.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563914.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563935.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563987.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000563999.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564050.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564072.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564073.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564186.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564188.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564198.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564217.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564228.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564232.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564237.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564253.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564267.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564271.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564302.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564330.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564349.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564361.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564411.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564421.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564431.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564432.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564437.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564449.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564451.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564491.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564508.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564515.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564545.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564550.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564557.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564566.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564570.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564573.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564580.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564627.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564643.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564654.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564655.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564676.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564677.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564684.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564708.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564721.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564729.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564759.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564762.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564803.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564812.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564823.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564904.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564920.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564926.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564950.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564952.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564958.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564978.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000564993.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565004.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565042.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565047.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565070.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565081.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565098.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565115.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565116.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565139.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565144.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565183.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565194.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565201.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565220.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565243.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565264.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565303.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565332.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565360.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565367.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565379.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565424.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565462.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565476.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565480.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565500.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565522.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565595.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565600.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565608.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565613.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565637.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565652.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565664.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565699.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565740.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565755.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565777.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565849.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565857.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565884.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565918.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565940.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000565966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566054.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566085.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566115.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566128.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566166.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566175.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566188.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566237.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566319.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566377.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566387.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566488.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566491.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566495.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566499.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566512.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566583.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566584.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566587.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566592.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566598.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566600.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566607.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566612.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566681.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566704.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566746.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566752.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566765.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566798.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566847.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566855.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566864.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566911.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566935.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566968.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566973.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566988.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566992.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000566993.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567000.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567036.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567049.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567066.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567076.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567091.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567135.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567149.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567161.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567189.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567219.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567224.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567268.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567318.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567342.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567368.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567389.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567396.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567407.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567430.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567495.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567566.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567616.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567630.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567663.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567780.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567899.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567914.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567916.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567937.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567964.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567973.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567976.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567989.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000567990.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568023.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568060.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568064.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568068.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568089.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568117.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568156.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568168.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568169.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568171.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568187.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568272.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568288.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568311.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568369.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568389.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568403.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568420.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568471.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568492.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568531.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568557.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568562.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568597.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568628.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568640.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568647.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568654.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568660.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568677.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568725.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568731.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568788.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568810.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568816.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568848.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568851.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568880.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568948.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568962.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568963.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000568974.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569046.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569062.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569069.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569075.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569101.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569174.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569203.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569205.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569214.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569253.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569294.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569298.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569301.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569347.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569349.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569363.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569389.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569401.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569459.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569525.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569529.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569533.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569538.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569582.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569592.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569607.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569613.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569667.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569725.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569742.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569750.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569769.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569774.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569783.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569792.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569816.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569838.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569851.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569867.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569889.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569901.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569919.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569958.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569987.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569989.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000569996.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570016.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570019.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570078.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570111.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570143.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570178.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570203.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570205.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570209.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570333.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570344.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570346.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570395.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570430.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570436.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570440.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570452.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570463.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570474.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570503.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570522.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570538.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570542.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570543.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570574.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570581.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570656.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570705.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570775.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570822.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570836.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570852.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570864.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570876.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570878.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570951.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570963.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000570968.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571036.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571048.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571051.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571157.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571246.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571263.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571343.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571355.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571392.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571407.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571415.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571441.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571451.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571498.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571503.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571516.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571554.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571563.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571573.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571603.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571644.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571653.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571654.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571658.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571661.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571665.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571671.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571677.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571683.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571694.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571747.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571750.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571773.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571791.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571797.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571799.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571848.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571858.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571867.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571885.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571906.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000571953.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572001.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572015.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572016.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572024.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572061.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572121.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572174.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572180.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572245.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572250.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572252.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572270.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572276.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572307.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572353.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572372.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572383.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572405.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572439.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572441.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572443.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572448.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572467.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572474.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572475.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572508.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572529.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572550.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572572.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572587.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572602.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572675.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572680.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572737.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572745.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572752.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572756.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572761.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572786.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572789.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572801.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572840.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572865.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572884.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572888.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572923.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572926.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572978.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000572998.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573018.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573044.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573107.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573165.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573166.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573260.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573263.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573287.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573314.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573336.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573357.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573360.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573388.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573476.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573483.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573485.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573513.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573520.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573572.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573611.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573635.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573640.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573653.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573670.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573700.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573704.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573724.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573725.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573744.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573807.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573815.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573825.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573841.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573854.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573873.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573898.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573913.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573920.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573941.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573954.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573963.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573966.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573973.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573975.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000573995.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574014.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574049.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574059.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574076.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574106.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574114.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574116.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574132.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574140.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574203.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574211.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574213.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574217.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574232.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574236.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574244.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574248.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574251.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574275.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574277.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574281.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574356.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574368.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574420.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574443.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574453.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574497.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574506.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574527.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574562.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574563.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574590.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574605.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574645.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574648.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574654.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574673.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574678.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574722.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574755.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574760.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574812.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574829.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574839.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574857.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574870.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574901.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574930.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574947.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574951.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000574983.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575029.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575049.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575055.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575096.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575119.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575121.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575163.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575164.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575202.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575220.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575246.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575274.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575284.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575294.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575310.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575319.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575361.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575417.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575421.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575459.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575461.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575483.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575490.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575502.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575519.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575523.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575526.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575590.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575594.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575601.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575627.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575631.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575641.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575701.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575703.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575704.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575711.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575717.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575733.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575743.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575756.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575761.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575768.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575805.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575826.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575839.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575842.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575863.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575873.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575922.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575929.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575949.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575955.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575961.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575971.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000575980.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576026.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576040.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576047.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576072.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576082.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576119.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576128.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576153.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576155.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576157.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576158.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576187.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576188.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576212.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576214.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576225.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576247.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576290.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576307.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576376.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576457.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576500.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576517.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576526.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576527.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576530.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576543.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576581.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576593.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576598.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576684.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576689.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576727.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576749.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576752.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576756.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576758.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576759.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576771.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576776.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576780.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576818.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576829.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576849.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576859.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576877.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576896.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576902.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576905.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576931.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576938.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576973.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576993.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000576994.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577022.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577087.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577125.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577126.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577129.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577140.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577148.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577176.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577197.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577206.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577207.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577213.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577221.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577225.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577240.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577246.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577265.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577278.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577333.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577343.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577351.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577358.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577362.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577399.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577405.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577416.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577421.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577447.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577455.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577464.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577488.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577507.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577556.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577558.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577583.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577586.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577653.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577669.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577725.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577758.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577762.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577787.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577808.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577809.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577819.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577830.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577850.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577869.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577879.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000577907.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578002.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578009.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578037.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578046.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578063.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578070.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578072.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578094.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578128.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578147.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578154.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578193.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578250.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578261.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578294.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578295.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578307.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578308.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578326.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578331.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578332.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578345.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578356.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578369.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578375.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578459.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578466.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578484.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578497.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578506.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578519.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578521.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578523.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578567.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578596.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578619.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578626.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578649.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578651.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578702.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578705.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578795.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578805.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578808.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578843.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578856.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578875.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578884.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578894.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578924.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578986.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000578990.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579000.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579042.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579051.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579095.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579103.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579123.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579127.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579136.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579138.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579144.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579145.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579165.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579179.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579184.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579186.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579206.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579213.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579215.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579255.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579299.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579312.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579332.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579341.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579366.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579374.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579395.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579404.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579440.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579466.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579568.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579576.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579589.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579604.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579614.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579632.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579667.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579680.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579735.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579736.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579757.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579807.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579813.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579862.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579865.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579883.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579907.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579909.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000579937.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580000.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580002.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580008.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580026.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580052.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580057.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580142.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580146.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580172.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580185.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580191.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580234.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580238.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580257.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580286.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580296.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580306.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580344.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580374.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580408.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580431.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580434.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580446.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580510.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580511.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580523.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580541.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580549.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580562.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580579.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580585.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580600.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580625.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580629.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580631.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580668.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580685.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580695.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580706.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580718.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580732.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580741.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580777.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580785.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580822.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580843.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580849.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580850.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580905.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580906.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580913.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580916.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580919.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580930.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580943.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580957.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580978.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000580979.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581009.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581036.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581042.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581071.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581096.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581108.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581136.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581189.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581196.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581198.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581199.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581227.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581233.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581249.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581256.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581258.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581277.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581282.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581285.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581297.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581326.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581354.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581396.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581419.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581423.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581425.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581446.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581481.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581495.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581499.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581518.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581563.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581605.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581629.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581637.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581657.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581668.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581670.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581674.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581686.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581704.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581708.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581712.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581719.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581738.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581739.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581766.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581789.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581797.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581821.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581835.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581839.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581857.jpg  \n",
      "  inflating: ./mscoco/COCO_train2014_000000581921.jpg  \n"
     ]
    }
   ],
   "source": [
    " !unzip drive/My\\ Drive/Colab\\ Data/mscoco.zip -d ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "64T6bj5SjjZU"
   },
   "source": [
    "## 2.0.Vocabulary\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000,
     "referenced_widgets": [
      "d32f9226f6804c6684bb6322c4e4a3b2",
      "764a86be290547e399292fb50095b691",
      "01a7c4ac28994181b6c67359f589e209",
      "2cd2cf216e5d4e8ca562868125e0c2b2",
      "98e3e06e29dd432a8bed22e0443380a5",
      "a330ba1369864fc793631cc0809d8e60",
      "fa232c558c1d42bc87d9192ba5dc2538",
      "413181f798624794bac4e69238e7036e",
      "39dc15e7ecdb42bf9090eb12126e33ab",
      "f3d67d597ee3411fa1963a00c9cdc9c9",
      "d50bd49765fc427897ac17389bb02b04",
      "2f2ee223d916486f8e88e34806e02305",
      "7b4e644f82c047eb897a201b40bfc983",
      "5bc47ba479104bb4bd7585eb791e4457",
      "db907185665846ae8fdef98f351827d3",
      "b394642d212b46c9be8801550c3bd1fa",
      "7a775678a3944172912a8ef21974375c",
      "59955266910344a9b540622f783dc83e",
      "b463ea9108a1487bbd3632cc58c8df44",
      "0a13a74667ef46c38d40384c5ce393ac",
      "81c9324aab724db98d723fd4e6b0ec72",
      "79a14269d5554ba7bdb8f6c65db92a29",
      "f15e2f7402c548828cb15c63bf6ba603",
      "4a7f2d9f676e488c9b55b4c1de18a799"
     ]
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 271615,
     "status": "ok",
     "timestamp": 1599121747028,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "u8pZUIbhrYjK",
    "outputId": "91dbd471-a4e1-416e-e27d-0d918b75cc22"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d32f9226f6804c6684bb6322c4e4a3b2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=231508.0, style=ProgressStyle(descripti…"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "39dc15e7ecdb42bf9090eb12126e33ab",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=433.0, style=ProgressStyle(description_…"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a775678a3944172912a8ef21974375c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=440473133.0, style=ProgressStyle(descri…"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "BertModel(\n",
       "  (embeddings): BertEmbeddings(\n",
       "    (word_embeddings): Embedding(30522, 768, padding_idx=0)\n",
       "    (position_embeddings): Embedding(512, 768)\n",
       "    (token_type_embeddings): Embedding(2, 768)\n",
       "    (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "    (dropout): Dropout(p=0.1, inplace=False)\n",
       "  )\n",
       "  (encoder): BertEncoder(\n",
       "    (layer): ModuleList(\n",
       "      (0): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (1): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (2): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (3): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (4): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (5): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (6): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (7): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (8): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (9): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (10): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (11): BertLayer(\n",
       "        (attention): BertAttention(\n",
       "          (self): BertSelfAttention(\n",
       "            (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "          (output): BertSelfOutput(\n",
       "            (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "            (dropout): Dropout(p=0.1, inplace=False)\n",
       "          )\n",
       "        )\n",
       "        (intermediate): BertIntermediate(\n",
       "          (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        )\n",
       "        (output): BertOutput(\n",
       "          (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "          (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "  )\n",
       "  (pooler): BertPooler(\n",
       "    (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "    (activation): Tanh()\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BERT_tokenizer = BertTokenizer.from_pretrained('bert-base-uncased', do_lower_case=True)\n",
    "BERT_model = BertModel.from_pretrained('bert-base-uncased',output_hidden_states=True).to(DEVICE)\n",
    "BERT_model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "d82OHh36xYrL"
   },
   "source": [
    "## 2.1.Batch Preparation Collate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "aA0i9KKSxdVu"
   },
   "outputs": [],
   "source": [
    "# # Taken from HW4 Part3\n",
    "# def pad_tensor(tensor: torch.Tensor, size: int, dim: int=-1):\n",
    "#   \"\"\"\n",
    "#   tensor: tensor to pad\n",
    "#   size: the size to pad to\n",
    "#   dim: dimension to pad\n",
    "#   returns a new tensor padded to 'size' in dimension 'dim'\n",
    "#   \"\"\"\n",
    "#   pad_size = list(tensor.shape)\n",
    "#   pad_size[dim] = size - tensor.size(dim)\n",
    "#   pad = torch.full(pad_size, PAD_IDX, dtype=tensor.dtype, device=tensor.device)\n",
    "#   return torch.cat([tensor, pad], dim=dim)\n",
    "\n",
    "# Thanks to https://discuss.pytorch.org/t/dataloader-for-various-length-of-data/6418/8\n",
    "class BatchPrepareCollate:\n",
    "  def __init__(self,vgg,fcnn,mode='train',task='reg2cap'):\n",
    "    self.vgg=vgg\n",
    "    self.fcnn=fcnn\n",
    "    self.mode=mode\n",
    "    self.task=task\n",
    "    self.vgg_transforms=transforms.Compose([\n",
    "                      transforms.Resize((224,224)),\n",
    "                      transforms.ToTensor(),\n",
    "                      transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])])\n",
    "  def BatchPrepare_collate(self, batch,mode,task):\n",
    "\n",
    "    if not task=='reg2cap':\n",
    "      batch_image=[transforms.functional.to_tensor(s['image']).to(DEVICE) for s in batch]\n",
    "      with torch.no_grad():\n",
    "        fcnn_res=self.fcnn(batch_image)\n",
    "      \n",
    "      batch_image_boxes=[]\n",
    "      for i in range(len(fcnn_res)):\n",
    "        boxes,scores=fcnn_res[i]['boxes'].detach(),fcnn_res[i]['scores'].detach()\n",
    "        most_likely_boxes=boxes[scores>=(0.75 if mode=='train' else 0.7)]\n",
    "        if most_likely_boxes.size(0)>1:\n",
    "          if mode!='test':\n",
    "            box_distances_to_true_box=torch.norm(most_likely_boxes-batch[i]['true_box'][:4],dim=1)\n",
    "            nearest_box_idx=torch.argmin(box_distances_to_true_box).item()\n",
    "            other_boxes=most_likely_boxes[[idx for idx in range(most_likely_boxes.shape[0]) if idx!=nearest_box_idx],:]\n",
    "          else:\n",
    "            other_boxes=most_likely_boxes\n",
    "          if mode=='train':\n",
    "            false_box=other_boxes[torch.randint(other_boxes.size(0),(1,)).item()]\n",
    "            false_box_s=torch.tensor([(false_box[2]-false_box[0])*(false_box[3]-false_box[1])],device=DEVICE)  \n",
    "            batch_image_boxes+=[torch.cat((false_box,false_box_s))]\n",
    "          else:\n",
    "            batch_image_boxes+=[torch.cat((other_boxes,((other_boxes[:,2]-other_boxes[:,0])*(other_boxes[:,3]-other_boxes[:,1])).unsqueeze(dim=1)),dim=1)]\n",
    "        elif most_likely_boxes.size(0)==0 or mode!='test':\n",
    "          dummy_box=torch.zeros((4,),device=DEVICE)\n",
    "          dummy_box_s=torch.zeros((1,),device=DEVICE)\n",
    "          if mode=='train':\n",
    "            batch_image_boxes+=[torch.cat((dummy_box,dummy_box_s))]\n",
    "          else:\n",
    "            batch_image_boxes+=[torch.cat((dummy_box,dummy_box_s)).unsqueeze(dim=0)]\n",
    "        else:\n",
    "          batch_image_boxes+=[torch.cat((most_likely_boxes,((most_likely_boxes[:,2]-most_likely_boxes[:,0])*(most_likely_boxes[:,3]-most_likely_boxes[:,1])).unsqueeze(dim=1)),dim=1)]\n",
    "      torch.cuda.empty_cache()\n",
    "    \n",
    "    batch_image_features=torch.stack([s['VGGimageFeatures'] for s in batch]).to(DEVICE)\n",
    "\n",
    "    if not (mode=='test' and task=='cap2reg'):\n",
    "      batch_region_features=torch.stack([s['VGGregionFeatures'] for s in batch]).to(DEVICE)\n",
    "      batch_region_features=self.vgg['last'](batch_region_features)\n",
    "\n",
    "    if mode=='train' or task=='reg2cap':\n",
    "      true_spatial_features=torch.stack([s['true_box']/s['spatial_features_denominator'] for s in batch])\n",
    "      batch_true_box_features=torch.cat((batch_region_features,true_spatial_features),dim=1)\n",
    "\n",
    "      batch_init_attn_masks=torch.stack([s['initAttnMask'] for s in batch])\n",
    "      batch_init_attn_vecs=(batch_image_features @ batch_init_attn_masks.unsqueeze(dim=2)).squeeze(dim=2)\n",
    "\n",
    "    if mode=='train' and task=='cap2reg':\n",
    "      regions_vggInputs=[]\n",
    "      for i in range(len(batch)):\n",
    "        x_tl,y_tl,x_br,y_br=batch_image_boxes[i][:4].cpu().numpy()\n",
    "        h,w=y_br-y_tl,x_br-x_tl\n",
    "        regions_vggInputs+=[self.vgg_transforms(transforms.functional.crop(batch[i]['image'],y_tl,x_tl,h,w)).to(DEVICE)]      \n",
    "      for i in range(len(batch)):\n",
    "        batch_image_boxes[i]=batch_image_boxes[i]/batch[i]['spatial_features_denominator']\n",
    "      batch_false_box_spatial_features=torch.stack(batch_image_boxes)\n",
    "      with torch.no_grad():\n",
    "        region_features=self.vgg['cls'](self.vgg['feat'](torch.stack(regions_vggInputs)))\n",
    "      region_features=self.vgg['last'](region_features)\n",
    "      batch_false_box_features=torch.cat((region_features,batch_false_box_spatial_features),dim=1)\n",
    "    elif mode!='train' and task=='cap2reg':\n",
    "      batch_image_regions_features=[]\n",
    "      for i in range(len(batch)):\n",
    "        regions_vggInputs=[]\n",
    "        for j in range(batch_image_boxes[i].size(0)):\n",
    "          x_tl,y_tl,x_br,y_br=batch_image_boxes[i][j][:4].cpu().numpy()\n",
    "          h,w=y_br-y_tl,x_br-x_tl\n",
    "          regions_vggInputs+=[self.vgg_transforms(transforms.functional.crop(batch[i]['image'],y_tl,x_tl,h,w)).to(DEVICE)]\n",
    "        with torch.no_grad():\n",
    "          region_features=self.vgg['last'](self.vgg['cls'](self.vgg['feat'](torch.stack(regions_vggInputs))))\n",
    "        batch_image_regions_features+=[torch.cat([region_features,batch_image_boxes[i]/batch[i]['spatial_features_denominator']],dim=1)]\n",
    "\n",
    "    if not (mode=='test' and task=='reg2cap'):\n",
    "      sentences=BERT_tokenizer.batch_encode_plus([sample['sentence'] for sample in batch],\n",
    "                                       add_special_tokens=True,max_length=10,truncation=True,\n",
    "                                       padding=True,return_tensors='pt',return_length=True)\n",
    "      with torch.no_grad():\n",
    "        _,_,embed_hiddens=BERT_model(input_ids=sentences['input_ids'].to(DEVICE),attention_mask=sentences['attention_mask'].to(DEVICE),token_type_ids=sentences['token_type_ids'].to(DEVICE))\n",
    "      embeddings=embed_hiddens[-2]\n",
    "      if mode=='valid' and task=='reg2cap':\n",
    "        padding_mask=(sentences['attention_mask']!=1).to(DEVICE)\n",
    "      if mode!='train' and task=='cap2reg':\n",
    "        sentence_lengths=sentences['length']\n",
    "      sentences=sentences['input_ids'].to(DEVICE)\n",
    "\n",
    "    if mode=='train' and task=='cap2reg':\n",
    "      return sentences,embeddings,batch_image_features,batch_true_box_features,batch_false_box_features\n",
    "    elif mode=='train' and task=='reg2cap':\n",
    "      return sentences,embeddings,batch_image_features,batch_init_attn_vecs,batch_true_box_features\n",
    "    elif mode=='valid' and task=='reg2cap':\n",
    "      return sentences,embeddings,padding_mask,batch_image_features,batch_init_attn_vecs,batch_true_box_features\n",
    "    elif mode=='test' and task=='reg2cap':\n",
    "      return batch_image_features,batch_init_attn_vecs,batch_true_box_features\n",
    "    else:\n",
    "      return sentences,embeddings,sentence_lengths,batch_image_features,batch_image_regions_features,batch_image_boxes\n",
    "  def __call__(self, batch):\n",
    "    return self.BatchPrepare_collate(batch,self.mode,self.task)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6UD4I5NxZlew"
   },
   "source": [
    "## 2.2.Dataset Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Oo7k4ZqM9dIy"
   },
   "outputs": [],
   "source": [
    "class CapRegDataset(Dataset):\n",
    "  def __init__(self,vgg,mode='train',task='reg2cap',csv_dir='/content/drive/My Drive/Colab Data/',coco_images_dir='mscoco/'):\n",
    "    self.coco_images_dir=coco_images_dir\n",
    "    self.csv_dir=csv_dir\n",
    "    self.samples=[]\n",
    "    self.images_features={}\n",
    "    self.mode=mode\n",
    "    self.task=task\n",
    "    self.vgg_transforms=transforms.Compose([\n",
    "                      transforms.Resize((224,224)),\n",
    "                      transforms.ToTensor(),\n",
    "                      transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])])\n",
    "  def build(self):\n",
    "    fname='dataset.'+self.mode+'.csv'\n",
    "    if self.mode=='test':\n",
    "      if self.task=='reg2cap':\n",
    "        fname='dataset.test.gen.csv'\n",
    "      else:\n",
    "        fname='dataset.test.comp.csv'\n",
    "    with open(self.csv_dir+fname) as csvfile:\n",
    "      reader=csv.reader(csvfile)\n",
    "      key_names=next(reader)\n",
    "      bstart=0\n",
    "      length=0\n",
    "      images=[]\n",
    "      images_fnames=[]\n",
    "      regions=[]\n",
    "      for row in reader:\n",
    "        sample=dict(zip(key_names,row))\n",
    "        image=Image.open(self.coco_images_dir+sample['image_fname']).convert('RGB')\n",
    "        if not (self.mode=='test' and self.task=='cap2reg'):\n",
    "          sample['box']=[float(x) for x in sample['box'].replace('[','').replace(']','').split()]\n",
    "          x_tl,y_tl,w,h=sample['box']\n",
    "          regions+=[self.vgg_transforms(transforms.functional.crop(image,y_tl,x_tl,h,w))]\n",
    "        if not (sample['image_fname'] in self.images_features):\n",
    "          images+=[self.vgg_transforms(image)]\n",
    "          images_fnames+=[sample['image_fname']]\n",
    "          self.images_features[sample['image_fname']]=image\n",
    "        length+=1\n",
    "        self.samples+=[sample]\n",
    "        if length==256:\n",
    "          im_batch=torch.stack(images).to(DEVICE)\n",
    "          with torch.no_grad():\n",
    "            VGGimageFeatures=torch.unbind(vgg['feat'](im_batch).reshape(im_batch.size(0),512,49).detach().cpu())\n",
    "          for i in range(len(VGGimageFeatures)):\n",
    "            self.images_features[images_fnames[i]]=VGGimageFeatures[i]\n",
    "          if not (self.mode=='test' and self.task=='cap2reg'):\n",
    "            reg_batch=torch.stack(regions).to(DEVICE)\n",
    "            with torch.no_grad():\n",
    "              VGGregionFeatures=torch.unbind(vgg['cls'](vgg['feat'](reg_batch)).detach().cpu())\n",
    "            for i in range(bstart,bstart+length):\n",
    "                self.samples[i]['VGGregionFeatures']=VGGregionFeatures[i-bstart]\n",
    "          print('preparing {} samples finished!'.format(len(self.samples)))\n",
    "          bstart+=length\n",
    "          length=0\n",
    "          images=[]\n",
    "          regions=[]\n",
    "          images_fnames=[]\n",
    "      if length!=0:\n",
    "        im_batch=torch.stack(images).to(DEVICE)\n",
    "        with torch.no_grad():\n",
    "          VGGimageFeatures=torch.unbind(vgg['feat'](im_batch).reshape(im_batch.size(0),512,49).detach().cpu())\n",
    "        for i in range(len(VGGimageFeatures)):\n",
    "            self.images_features[images_fnames[i]]=VGGimageFeatures[i]\n",
    "        if not (self.mode=='test' and self.task=='cap2reg'):\n",
    "          reg_batch=torch.stack(regions).to(DEVICE)\n",
    "          with torch.no_grad():\n",
    "            VGGregionFeatures=torch.unbind(vgg['cls'](vgg['feat'](reg_batch)).detach().cpu())\n",
    "          for i in range(bstart,bstart+length):\n",
    "              self.samples[i]['VGGregionFeatures']=VGGregionFeatures[i-bstart]\n",
    "        print('preparing {} samples finished!'.format(len(self.samples)))\n",
    "        bstart+=length\n",
    "        length=0\n",
    "        images=[]\n",
    "        regions=[]\n",
    "        images_fnames=[]\n",
    "      print('Reading Dataset file finished!')\n",
    "  def __len__(self):\n",
    "    return len(self.samples)\n",
    "  def __getitem__(self, idx):\n",
    "    sample=self.samples[idx]\n",
    "    image=Image.open(self.coco_images_dir+sample['image_fname']).convert('RGB')\n",
    "    W,H=image.size\n",
    "    if not (self.mode=='test' and self.task=='cap2reg'):\n",
    "      x_tl,y_tl,w,h=sample['box']\n",
    "      initAttnLeftCol,initAttnRightCol=int(np.ceil((x_tl/W)*7)-1),int(np.ceil(((x_tl+w)/W)*7)-1)\n",
    "      initAttnTopRow,initAttnBottomRow=int(np.ceil((y_tl/H)*7)-1),int(np.ceil(((y_tl+h)/H)*7-1))\n",
    "      if initAttnLeftCol==-1:\n",
    "        initAttnLeftCol+=1\n",
    "      if initAttnRightCol==-1:\n",
    "        initAttnRightCol+=1\n",
    "      if initAttnTopRow==-1:\n",
    "        initAttnTopRow+=1\n",
    "      if initAttnBottomRow==-1:\n",
    "        initAttnBottomRow+=1\n",
    "      initAttnMask=torch.zeros((7,7),dtype=torch.float,device=DEVICE)\n",
    "      for c in range(initAttnLeftCol,initAttnRightCol+1):\n",
    "        for r in range(initAttnTopRow,initAttnBottomRow+1):\n",
    "          initAttnMask[r,c]=1./((initAttnRightCol+1-initAttnLeftCol)*(initAttnBottomRow+1-initAttnTopRow))\n",
    "      s_region=h*w\n",
    "    denominator=torch.tensor([W,H,W,H,W*H],dtype=torch.float,device=DEVICE)\n",
    "\n",
    "    if (self.mode=='test' and self.task=='cap2reg'):\n",
    "      return {'sentence':sample['sentence'],\n",
    "            'spatial_features_denominator':denominator,\n",
    "            'image':image,\n",
    "            'VGGimageFeatures':self.images_features[sample['image_fname']]}\n",
    "    elif (self.mode=='test' and self.task=='reg2cap'):\n",
    "      return {'true_box':torch.tensor([x_tl,y_tl,x_tl+w,y_tl+h,s_region],device=DEVICE),\n",
    "            'spatial_features_denominator':denominator,\n",
    "            'image':image,\n",
    "            'initAttnMask':initAttnMask.reshape((49,)),\n",
    "            'VGGimageFeatures':self.images_features[sample['image_fname']],\n",
    "            'VGGregionFeatures':sample['VGGregionFeatures']\n",
    "            }  \n",
    "    return {'sentence':sample['sentence'],\n",
    "            'true_box':torch.tensor([x_tl,y_tl,x_tl+w,y_tl+h,s_region],device=DEVICE),\n",
    "            # 'true_box_size':(y_br-y_tl,x_br-x_tl),\n",
    "            'spatial_features_denominator':denominator,\n",
    "            'image':image,\n",
    "            'initAttnMask':initAttnMask.reshape((49,)),\n",
    "            'VGGimageFeatures':self.images_features[sample['image_fname']],\n",
    "            'VGGregionFeatures':sample['VGGregionFeatures']\n",
    "            }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "id": "LZCaQwC-EKs2",
    "outputId": "828b7741-d813-4813-bbe3-d6376fa54a27"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.patches as patches\n",
    "\n",
    "image=Image.open('mscoco/'+trainDS.samples[5]['image_fname']).convert('RGB')\n",
    "x_tl,y_tl,w,h=trainDS.samples[5]['box']\n",
    "fig,ax = plt.subplots(1)\n",
    "ax.imshow(image)\n",
    "rect = patches.Rectangle((x_tl,y_tl),w,h,linewidth=1,edgecolor='r',facecolor='none')\n",
    "ax.add_patch(rect)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VpSZxDVw-us5"
   },
   "source": [
    "# 3.Defining Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qvPZy9LC-2e0"
   },
   "outputs": [],
   "source": [
    "class CapRegModel(nn.Module):\n",
    "  def __init__(self,task='reg2cap'):\n",
    "    super(CapRegModel, self).__init__()\n",
    "    self.task=task\n",
    "    self.vocab_size=BERT_tokenizer.vocab_size\n",
    "    self.hidden_size=1024\n",
    "    self.embed_size=768\n",
    "    self.region_feat_size=1005\n",
    "    self.attention_size=512\n",
    "    self.teacher_forcing_rate=0.7\n",
    "    self.lstm=nn.LSTMCell(self.attention_size+self.region_feat_size+self.embed_size,self.hidden_size)\n",
    "    self.lstm2=nn.LSTMCell(self.hidden_size,self.hidden_size)\n",
    "    self.lstm_to_attn_weights=nn.Linear(self.hidden_size,49,bias=False)\n",
    "    self.after_lstm_dropout=nn.Dropout(p=0.5)\n",
    "    self.lstm_to_vocab=nn.Linear(self.hidden_size,self.vocab_size,bias=False)\n",
    "  def change_task(self,task):\n",
    "    self.task=task\n",
    "  def forward(self,args):\n",
    "    if self.training and self.task=='cap2reg':\n",
    "      sentences,embeddings,batch_image_features,batch_true_box_features,batch_false_box_features=args\n",
    "      combined_batch_input12=[]\n",
    "      combined_batch_images=[]\n",
    "      sentences_combined=[]\n",
    "      for i in range(batch_true_box_features.size(0)*2):\n",
    "        idx=i//2 if (i%2==0) else (i-1)//2\n",
    "        row=batch_true_box_features[idx] if (i%2==0) else batch_false_box_features[idx]\n",
    "        input1=row.unsqueeze(dim=0).expand((sentences.size(1)-1,self.region_feat_size))\n",
    "        input2=embeddings[idx,:-1]\n",
    "        combined_batch_input12+=[torch.cat([input1,input2],dim=1)]\n",
    "        combined_batch_images+=[batch_image_features[idx]]\n",
    "        sentences_combined+=[sentences[idx,1:]]\n",
    "      combined_batch_images=torch.stack(combined_batch_images)\n",
    "      lstm_input12=torch.stack(combined_batch_input12)#shape after: (2*B,T,F1+F2)\n",
    "      lstm_input3=torch.zeros((batch_true_box_features.size(0)*2,self.attention_size),dtype=torch.float,device=DEVICE)\n",
    "      h,c=torch.zeros((batch_true_box_features.size(0)*2,self.hidden_size),dtype=torch.float,device=DEVICE),torch.zeros((batch_true_box_features.size(0)*2,self.hidden_size),dtype=torch.float,device=DEVICE)\n",
    "      all_logits=[]\n",
    "      for t in range(sentences.size(1)-1):\n",
    "        lstm_input=torch.cat([lstm_input12[:,t,:],lstm_input3],dim=1)\n",
    "        h,c=self.lstm(lstm_input,(h,c))\n",
    "        h_dropout=self.after_lstm_dropout(h)\n",
    "        all_logits+=[self.lstm_to_vocab(h_dropout)]\n",
    "        lstm_input3=(combined_batch_images @ F.softmax(self.lstm_to_attn_weights(h_dropout),dim=1).unsqueeze(dim=2)).squeeze(dim=2)#out shape:(B,attn_size)\n",
    "      logits=torch.stack(all_logits,dim=2)#shape after: (B,F,T).to be able to feed into CrossEntropy\n",
    "      loss=F.cross_entropy(logits,torch.stack(sentences_combined),reduction='none',ignore_index=PAD_IDX)#shape after: (B,T)\n",
    "      return torch.mean(torch.sum(loss[[2*i for i in range(batch_true_box_features.size(0))]],dim=1))-torch.mean(torch.sum(loss[[2*i+1 for i in range(batch_false_box_features.size(0))]],dim=1))\n",
    "    elif self.training and self.task=='reg2cap':\n",
    "      sentences,embeddings,batch_image_features,batch_init_attn_vecs,batch_true_box_features=args\n",
    "      h,c=[torch.zeros((batch_true_box_features.size(0),self.hidden_size),dtype=torch.float,device=DEVICE) for i in range(2)]\n",
    "      h2,c2=[torch.zeros((batch_true_box_features.size(0),self.hidden_size),dtype=torch.float,device=DEVICE) for i in range(2)]\n",
    "      all_logits=[]\n",
    "      for t in range(sentences.size(1)-1):\n",
    "        if t==0:\n",
    "          lstm_input2=embeddings[:,t]\n",
    "          lstm_input3=batch_init_attn_vecs\n",
    "        else:\n",
    "          lstm_input3=(batch_image_features @ F.softmax(self.lstm_to_attn_weights(h_dropout),dim=1).unsqueeze(dim=2)).squeeze(dim=2)#out shape:(B,attn_size)\n",
    "          if np.random.uniform()<=0.7:\n",
    "            lstm_input2=embeddings[:,t]\n",
    "          else:\n",
    "            with torch.no_grad():\n",
    "              input2=torch.multinomial(F.softmax(logits,dim=1),1)\n",
    "              lstm_input2=BERT_model(torch.cat((sentences[:,:t],input2),dim=1))[2][-2][:,-1]\n",
    "        lstm_input=torch.cat([batch_true_box_features,lstm_input2,lstm_input3],dim=1)\n",
    "        h,c=self.lstm(lstm_input,(h,c))\n",
    "        h2,c2=self.lstm2(h,(h2,c2))\n",
    "        h_dropout=self.after_lstm_dropout(h2)\n",
    "        logits=self.lstm_to_vocab(h_dropout)\n",
    "        all_logits+=[logits]\n",
    "      loss=F.cross_entropy(torch.stack(all_logits,dim=2),sentences[:,1:],reduction='none',ignore_index=PAD_IDX)#shape after: (B,T)\n",
    "      return torch.mean(torch.sum(loss,dim=1))      \n",
    "    elif self.task=='reg2cap':\n",
    "      sentences,embeddings,padding_mask,batch_image_features,batch_init_attn_vecs,batch_true_box_features=args\n",
    "      preds=[]\n",
    "      lstm_input2=embeddings[:,0]\n",
    "      lstm_input3=batch_init_attn_vecs\n",
    "      h,c=[torch.zeros((batch_true_box_features.size(0),self.hidden_size),dtype=torch.float,device=DEVICE) for i in range(2)]\n",
    "      h2,c2=[torch.zeros((batch_true_box_features.size(0),self.hidden_size),dtype=torch.float,device=DEVICE) for i in range(2)]\n",
    "      all_logits=[]\n",
    "      for t in range(sentences.size(1)-1):\n",
    "        lstm_input=torch.cat([batch_true_box_features,lstm_input2,lstm_input3],dim=1)\n",
    "        h,c=self.lstm(lstm_input,(h,c))\n",
    "        h2,c2=self.lstm2(h,(h2,c2))\n",
    "        h_dropout=self.after_lstm_dropout(h2)\n",
    "        logits=self.lstm_to_vocab(h_dropout)\n",
    "        pred=torch.multinomial(F.softmax(logits,dim=1),1)\n",
    "        preds+=[pred.squeeze(dim=1)]\n",
    "        all_logits+=[logits]\n",
    "        lstm_input3=(batch_image_features @ F.softmax(self.lstm_to_attn_weights(h_dropout),dim=1).unsqueeze(dim=2)).squeeze(dim=2)#out shape:(B,attn_size)      \n",
    "        with torch.no_grad():\n",
    "          lstm_input2=BERT_model(torch.cat((torch.stack(preds,dim=1),pred),dim=1))[2][-2][:,-1]\n",
    "      loss=F.cross_entropy(torch.stack(all_logits,dim=2),sentences[:,1:],reduction='none',ignore_index=PAD_IDX)#shape after: (B,T)\n",
    "      preds_padding_restored=torch.stack(preds,dim=1).masked_fill_(padding_mask[:,1:],0)\n",
    "      return torch.mean(torch.sum(loss,dim=1)),preds_padding_restored\n",
    "    else:\n",
    "      #batch_image_regions_features: List(len:batchSize)[Tensor(regionCnt(depends on image),region_feat_size)]\n",
    "      sentences,embeddings,sentence_lengths,batch_image_features,batch_image_regions_features,batch_image_boxes=args\n",
    "      batch_region_cnts=[s.size(0) for s in batch_image_regions_features]\n",
    "      lstm_input1=torch.cat([s.unsqueeze(dim=1).expand((s.size(0),sentences.size(1)-1,self.region_feat_size)) for s in batch_image_regions_features],dim=0)\n",
    "      lstm_input2=torch.cat([embeddings[i][:-1].unsqueeze(dim=0).expand((batch_image_regions_features[i].size(0),sentences.size(1)-1,self.embed_size)) for i in range(sentences.size(0))],dim=0)\n",
    "      lstm_input12=torch.cat([lstm_input1,lstm_input2],dim=2)\n",
    "      lstm_input3=torch.zeros((sum(batch_region_cnts),self.attention_size),dtype=torch.float,device=DEVICE)\n",
    "      h,c=[torch.zeros((sum(batch_region_cnts),self.hidden_size),dtype=torch.float,device=DEVICE) for i in range(2)]\n",
    "      all_log_probs=[]\n",
    "      batch_image_features_combined=[]\n",
    "      for i in range(batch_image_features.size(0)):\n",
    "        batch_image_features_combined+=[batch_image_features[i].expand((batch_region_cnts[i],self.attention_size,49))]\n",
    "      batch_image_features_combined=torch.cat(batch_image_features_combined)\n",
    "      for t in range(sentences.size(1)-1):\n",
    "        lstm_input=torch.cat([lstm_input12[:,t,:],lstm_input3],dim=1)\n",
    "        h,c=self.lstm(lstm_input,(h,c))\n",
    "        h_dropout=self.after_lstm_dropout(h)\n",
    "        logits=self.lstm_to_vocab(h_dropout)\n",
    "        all_log_probs+=[F.log_softmax(logits,dim=1)]\n",
    "        lstm_input3=(batch_image_features_combined @ F.softmax(self.lstm_to_attn_weights(h_dropout),dim=1).unsqueeze(dim=2)).squeeze(dim=2)#out shape:(B,attn_size)\n",
    "      log_probs=torch.stack(all_log_probs,dim=1)\n",
    "      regionNum=0\n",
    "      best_regions=[]\n",
    "      for i in range(len(batch_image_regions_features)):\n",
    "        sample_log_probs=log_probs[regionNum:regionNum+batch_region_cnts[i]]\n",
    "        sample_log_probs_unpadded=sample_log_probs[:,:sentence_lengths[i]-1]\n",
    "        sample_regions_log_probs=torch.sum(sample_log_probs_unpadded[:,list(range(sentence_lengths[i]-1)),sentences[i,1:sentence_lengths[i]]],dim=1)\n",
    "        best_regions+=[(batch_image_boxes[i][torch.argmax(sample_regions_log_probs,dim=0)],torch.exp(torch.max(sample_regions_log_probs,dim=0)[0]))]\n",
    "        regionNum+=batch_region_cnts[i]\n",
    "      return best_regions\n",
    "  def generate_caption(self,args):\n",
    "      batch_image_features,batch_init_attn_vecs,batch_true_box_features=args\n",
    "      max_len_sentence=10\n",
    "      predictions=[]\n",
    "      for i in range(batch_true_box_features.size(0)):\n",
    "        preds=[]\n",
    "        input2=torch.tensor([[BERT_CLS_IDX]],device=DEVICE)\n",
    "        with torch.no_grad():\n",
    "          lstm_input2=BERT_model(input2)[2][-2][0,-1]\n",
    "        lstm_input3=batch_init_attn_vecs[i]\n",
    "        h,c=[torch.zeros((1,self.hidden_size),dtype=torch.float,device=DEVICE) for i in range(2)]\n",
    "        for t in range(max_len_sentence-1):\n",
    "          lstm_input=torch.cat([batch_true_box_features[i],lstm_input2,lstm_input3]).unsqueeze(dim=0)\n",
    "          h,c=self.lstm(lstm_input,(h,c))\n",
    "          h_dropout=self.after_lstm_dropout(h)\n",
    "          logits=self.lstm_to_vocab(h_dropout)\n",
    "          pred=torch.multinomial(F.softmax(logits[0],dim=0),1)\n",
    "          preds+=[pred.item()]\n",
    "          if pred.item()==BERT_SEP_IDX:\n",
    "            break\n",
    "          with torch.no_grad():\n",
    "            lstm_input2=BERT_model(torch.tensor([[BERT_CLS_IDX]+preds],device=DEVICE))[2][-2][0,-1]\n",
    "          lstm_input3=(batch_image_features[i] @ F.softmax(self.lstm_to_attn_weights(h_dropout),dim=1).unsqueeze(dim=2)).squeeze(dim=2).squeeze(dim=0)#out shape:(attn_size,)\n",
    "        predictions+=[preds]\n",
    "      return predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mepd6cVB1EHt"
   },
   "source": [
    "# 4.Training Procedure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jC_LpUQP1Rxp"
   },
   "source": [
    "## 4.0. Hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "k0cnXhLE1Bnw"
   },
   "outputs": [],
   "source": [
    "BATCH_SIZE=256\n",
    "LR=0.001\n",
    "EPOCHS=10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Q3yrDJcR2BXU"
   },
   "source": [
    "## 4.1. Instantiating Classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 169,
     "referenced_widgets": [
      "1193a86878424dd395648224b4e54d89",
      "ff3bec91e18e4c0ca9eeb0de27aabdfb",
      "4e50a24d6c964834a22e12e0ce0fbb2a",
      "bf90ae474de84f3fba30992e36175752",
      "03dbc95d219c4f65b2116e2bb551be07",
      "6ad7a6aee2a3446c946e0ba612f159b6",
      "bdfcedb0138740e19d8047530d1c811b",
      "157594a43c5e4cf58d8c7b7199c32c1f",
      "7641e100eade4e129db570c56559ecbe",
      "77a2aec6a49249c99227b629857eb573",
      "849b0dd7ddf04f6ba080cdad70bf9b80",
      "cbea54e1b3b14f99aed5327193873eee",
      "64bfea9f91b54dbe83f8faa797866d7f",
      "4d059fd91fb740f99dd0d286d841a80a",
      "fdbc6cd79e844779896dd214b0c6a821",
      "32e7e13ddd3143d8b1954288f4dec264"
     ]
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 9369,
     "status": "ok",
     "timestamp": 1599121791007,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "wtlAwATzh3Sm",
    "outputId": "b70d567f-7047-480c-c033-d74d3a2f446f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\" to /root/.cache/torch/hub/checkpoints/fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1193a86878424dd395648224b4e54d89",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=167502836.0), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/vgg19-dcbb9e9d.pth\" to /root/.cache/torch/hub/checkpoints/vgg19-dcbb9e9d.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7641e100eade4e129db570c56559ecbe",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=574673361.0), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "fcnn=fasterrcnn_resnet50_fpn(pretrained=True).to(DEVICE)\n",
    "fcnn.eval()\n",
    "vgg19_model = vgg19(pretrained=True)\n",
    "vggLastLayer=copy.deepcopy(vgg19_model.classifier[6]).to(DEVICE)\n",
    "del vgg19_model.classifier[6]\n",
    "vggClassifier=copy.deepcopy(vgg19_model.classifier)\n",
    "vggClassifier=nn.Sequential(nn.Flatten(1),vggClassifier).to(DEVICE)\n",
    "del vgg19_model.classifier\n",
    "vggFeatures=nn.Sequential(vgg19_model.features,vgg19_model.avgpool).to(DEVICE)\n",
    "# for param in vggLastLayer.parameters():\n",
    "#   param.requires_grad = False\n",
    "for param in vggClassifier.parameters():\n",
    "  param.requires_grad = False\n",
    "for param in vggFeatures.parameters():\n",
    "  param.requires_grad = False\n",
    "# vggLastLayer.eval()\n",
    "vggClassifier.eval()\n",
    "vggFeatures.eval()\n",
    "vgg={'feat':vggFeatures,'cls':vggClassifier,'last':vggLastLayer}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2026506,
     "status": "ok",
     "timestamp": 1599124261313,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "SIfJnrW1h5Pu",
    "outputId": "a24e17ee-7546-449f-b7b0-025b03bdcffd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "preparing 256 samples finished!\n",
      "preparing 512 samples finished!\n",
      "preparing 768 samples finished!\n",
      "preparing 1024 samples finished!\n",
      "preparing 1280 samples finished!\n",
      "preparing 1536 samples finished!\n",
      "preparing 1792 samples finished!\n",
      "preparing 2048 samples finished!\n",
      "preparing 2304 samples finished!\n",
      "preparing 2560 samples finished!\n",
      "preparing 2816 samples finished!\n",
      "preparing 3072 samples finished!\n",
      "preparing 3328 samples finished!\n",
      "preparing 3584 samples finished!\n",
      "preparing 3840 samples finished!\n",
      "preparing 4096 samples finished!\n",
      "preparing 4352 samples finished!\n",
      "preparing 4608 samples finished!\n",
      "preparing 4864 samples finished!\n",
      "preparing 5120 samples finished!\n",
      "preparing 5376 samples finished!\n",
      "preparing 5632 samples finished!\n",
      "preparing 5888 samples finished!\n",
      "preparing 6144 samples finished!\n",
      "preparing 6400 samples finished!\n",
      "preparing 6656 samples finished!\n",
      "preparing 6912 samples finished!\n",
      "preparing 7168 samples finished!\n",
      "preparing 7424 samples finished!\n",
      "preparing 7680 samples finished!\n",
      "preparing 7936 samples finished!\n",
      "preparing 8192 samples finished!\n",
      "preparing 8448 samples finished!\n",
      "preparing 8704 samples finished!\n",
      "preparing 8960 samples finished!\n",
      "preparing 9216 samples finished!\n",
      "preparing 9472 samples finished!\n",
      "preparing 9728 samples finished!\n",
      "preparing 9984 samples finished!\n",
      "preparing 10240 samples finished!\n",
      "preparing 10496 samples finished!\n",
      "preparing 10752 samples finished!\n",
      "preparing 11008 samples finished!\n",
      "preparing 11264 samples finished!\n",
      "preparing 11520 samples finished!\n",
      "preparing 11776 samples finished!\n",
      "preparing 12032 samples finished!\n",
      "preparing 12288 samples finished!\n",
      "preparing 12544 samples finished!\n",
      "preparing 12800 samples finished!\n",
      "preparing 13056 samples finished!\n",
      "preparing 13312 samples finished!\n",
      "preparing 13568 samples finished!\n",
      "preparing 13824 samples finished!\n",
      "preparing 14080 samples finished!\n",
      "preparing 14336 samples finished!\n",
      "preparing 14592 samples finished!\n",
      "preparing 14848 samples finished!\n",
      "preparing 15104 samples finished!\n",
      "preparing 15360 samples finished!\n",
      "preparing 15616 samples finished!\n",
      "preparing 15872 samples finished!\n",
      "preparing 16128 samples finished!\n",
      "preparing 16384 samples finished!\n",
      "preparing 16640 samples finished!\n",
      "preparing 16896 samples finished!\n",
      "preparing 17152 samples finished!\n",
      "preparing 17408 samples finished!\n",
      "preparing 17664 samples finished!\n",
      "preparing 17920 samples finished!\n",
      "preparing 18176 samples finished!\n",
      "preparing 18432 samples finished!\n",
      "preparing 18688 samples finished!\n",
      "preparing 18944 samples finished!\n",
      "preparing 19200 samples finished!\n",
      "preparing 19456 samples finished!\n",
      "preparing 19712 samples finished!\n",
      "preparing 19968 samples finished!\n",
      "preparing 20224 samples finished!\n",
      "preparing 20480 samples finished!\n",
      "preparing 20736 samples finished!\n",
      "preparing 20992 samples finished!\n",
      "preparing 21248 samples finished!\n",
      "preparing 21504 samples finished!\n",
      "preparing 21760 samples finished!\n",
      "preparing 22016 samples finished!\n",
      "preparing 22272 samples finished!\n",
      "preparing 22528 samples finished!\n",
      "preparing 22784 samples finished!\n",
      "preparing 23040 samples finished!\n",
      "preparing 23296 samples finished!\n",
      "preparing 23552 samples finished!\n",
      "preparing 23808 samples finished!\n",
      "preparing 24064 samples finished!\n",
      "preparing 24320 samples finished!\n",
      "preparing 24576 samples finished!\n",
      "preparing 24832 samples finished!\n",
      "preparing 25088 samples finished!\n",
      "preparing 25344 samples finished!\n",
      "preparing 25600 samples finished!\n",
      "preparing 25856 samples finished!\n",
      "preparing 26112 samples finished!\n",
      "preparing 26368 samples finished!\n",
      "preparing 26624 samples finished!\n",
      "preparing 26880 samples finished!\n",
      "preparing 27136 samples finished!\n",
      "preparing 27392 samples finished!\n",
      "preparing 27648 samples finished!\n",
      "preparing 27904 samples finished!\n",
      "preparing 28160 samples finished!\n",
      "preparing 28416 samples finished!\n",
      "preparing 28672 samples finished!\n",
      "preparing 28928 samples finished!\n",
      "preparing 29184 samples finished!\n",
      "preparing 29440 samples finished!\n",
      "preparing 29696 samples finished!\n",
      "preparing 29952 samples finished!\n",
      "preparing 30208 samples finished!\n",
      "preparing 30464 samples finished!\n",
      "preparing 30720 samples finished!\n",
      "preparing 30976 samples finished!\n",
      "preparing 31232 samples finished!\n",
      "preparing 31488 samples finished!\n",
      "preparing 31744 samples finished!\n",
      "preparing 32000 samples finished!\n",
      "preparing 32256 samples finished!\n",
      "preparing 32512 samples finished!\n",
      "preparing 32768 samples finished!\n",
      "preparing 33024 samples finished!\n",
      "preparing 33280 samples finished!\n",
      "preparing 33536 samples finished!\n",
      "preparing 33792 samples finished!\n",
      "preparing 34048 samples finished!\n",
      "preparing 34304 samples finished!\n",
      "preparing 34560 samples finished!\n",
      "preparing 34816 samples finished!\n",
      "preparing 35072 samples finished!\n",
      "preparing 35328 samples finished!\n",
      "preparing 35584 samples finished!\n",
      "preparing 35840 samples finished!\n",
      "preparing 36096 samples finished!\n",
      "preparing 36352 samples finished!\n",
      "preparing 36608 samples finished!\n",
      "preparing 36864 samples finished!\n",
      "preparing 37120 samples finished!\n",
      "preparing 37376 samples finished!\n",
      "preparing 37632 samples finished!\n",
      "preparing 37888 samples finished!\n",
      "preparing 38144 samples finished!\n",
      "preparing 38400 samples finished!\n",
      "preparing 38656 samples finished!\n",
      "preparing 38912 samples finished!\n",
      "preparing 39168 samples finished!\n",
      "preparing 39424 samples finished!\n",
      "preparing 39680 samples finished!\n",
      "preparing 39936 samples finished!\n",
      "preparing 40192 samples finished!\n",
      "preparing 40448 samples finished!\n",
      "preparing 40704 samples finished!\n",
      "preparing 40960 samples finished!\n",
      "preparing 41216 samples finished!\n",
      "preparing 41472 samples finished!\n",
      "preparing 41728 samples finished!\n",
      "preparing 41984 samples finished!\n",
      "preparing 42240 samples finished!\n",
      "preparing 42496 samples finished!\n",
      "preparing 42752 samples finished!\n",
      "preparing 43008 samples finished!\n",
      "preparing 43264 samples finished!\n",
      "preparing 43520 samples finished!\n",
      "preparing 43776 samples finished!\n",
      "preparing 44032 samples finished!\n",
      "preparing 44288 samples finished!\n",
      "preparing 44544 samples finished!\n",
      "preparing 44800 samples finished!\n",
      "preparing 45056 samples finished!\n",
      "preparing 45312 samples finished!\n",
      "preparing 45568 samples finished!\n",
      "preparing 45824 samples finished!\n",
      "preparing 46080 samples finished!\n",
      "preparing 46336 samples finished!\n",
      "preparing 46592 samples finished!\n",
      "preparing 46848 samples finished!\n",
      "preparing 47104 samples finished!\n",
      "preparing 47360 samples finished!\n",
      "preparing 47616 samples finished!\n",
      "preparing 47872 samples finished!\n",
      "preparing 48128 samples finished!\n",
      "preparing 48384 samples finished!\n",
      "preparing 48640 samples finished!\n",
      "preparing 48896 samples finished!\n",
      "preparing 49152 samples finished!\n",
      "preparing 49408 samples finished!\n",
      "preparing 49664 samples finished!\n",
      "preparing 49920 samples finished!\n",
      "preparing 50176 samples finished!\n",
      "preparing 50432 samples finished!\n",
      "preparing 50688 samples finished!\n",
      "preparing 50944 samples finished!\n",
      "preparing 51200 samples finished!\n",
      "preparing 51456 samples finished!\n",
      "preparing 51712 samples finished!\n",
      "preparing 51968 samples finished!\n",
      "preparing 52224 samples finished!\n",
      "preparing 52480 samples finished!\n",
      "preparing 52736 samples finished!\n",
      "preparing 52992 samples finished!\n",
      "preparing 53248 samples finished!\n",
      "preparing 53504 samples finished!\n",
      "preparing 53760 samples finished!\n",
      "preparing 54016 samples finished!\n",
      "preparing 54272 samples finished!\n",
      "preparing 54528 samples finished!\n",
      "preparing 54784 samples finished!\n",
      "preparing 55040 samples finished!\n",
      "preparing 55296 samples finished!\n",
      "preparing 55552 samples finished!\n",
      "preparing 55808 samples finished!\n",
      "preparing 56064 samples finished!\n",
      "preparing 56320 samples finished!\n",
      "preparing 56576 samples finished!\n",
      "preparing 56832 samples finished!\n",
      "preparing 57088 samples finished!\n",
      "preparing 57344 samples finished!\n",
      "preparing 57600 samples finished!\n",
      "preparing 57856 samples finished!\n",
      "preparing 58112 samples finished!\n",
      "preparing 58368 samples finished!\n",
      "preparing 58624 samples finished!\n",
      "preparing 58880 samples finished!\n",
      "preparing 59136 samples finished!\n",
      "preparing 59392 samples finished!\n",
      "preparing 59648 samples finished!\n",
      "preparing 59904 samples finished!\n",
      "preparing 60160 samples finished!\n",
      "preparing 60416 samples finished!\n",
      "preparing 60672 samples finished!\n",
      "preparing 60928 samples finished!\n",
      "preparing 61184 samples finished!\n",
      "preparing 61440 samples finished!\n",
      "preparing 61696 samples finished!\n",
      "preparing 61952 samples finished!\n",
      "preparing 62208 samples finished!\n",
      "preparing 62464 samples finished!\n",
      "preparing 62720 samples finished!\n",
      "preparing 62976 samples finished!\n",
      "preparing 63232 samples finished!\n",
      "preparing 63488 samples finished!\n",
      "preparing 63744 samples finished!\n",
      "preparing 64000 samples finished!\n",
      "preparing 64256 samples finished!\n",
      "preparing 64512 samples finished!\n",
      "preparing 64768 samples finished!\n",
      "preparing 65024 samples finished!\n",
      "preparing 65280 samples finished!\n",
      "preparing 65536 samples finished!\n",
      "preparing 65792 samples finished!\n",
      "preparing 66048 samples finished!\n",
      "preparing 66304 samples finished!\n",
      "preparing 66560 samples finished!\n",
      "preparing 66816 samples finished!\n",
      "preparing 67072 samples finished!\n",
      "preparing 67328 samples finished!\n",
      "preparing 67584 samples finished!\n",
      "preparing 67840 samples finished!\n",
      "preparing 68096 samples finished!\n",
      "preparing 68352 samples finished!\n",
      "preparing 68608 samples finished!\n",
      "preparing 68864 samples finished!\n",
      "preparing 69120 samples finished!\n",
      "preparing 69376 samples finished!\n",
      "preparing 69632 samples finished!\n",
      "preparing 69888 samples finished!\n",
      "preparing 70144 samples finished!\n",
      "preparing 70400 samples finished!\n",
      "preparing 70656 samples finished!\n",
      "preparing 70912 samples finished!\n",
      "preparing 71168 samples finished!\n",
      "preparing 71424 samples finished!\n",
      "preparing 71680 samples finished!\n",
      "preparing 71936 samples finished!\n",
      "preparing 72192 samples finished!\n",
      "preparing 72448 samples finished!\n",
      "preparing 72704 samples finished!\n",
      "preparing 72960 samples finished!\n",
      "preparing 73216 samples finished!\n",
      "preparing 73472 samples finished!\n",
      "preparing 73728 samples finished!\n",
      "preparing 73984 samples finished!\n",
      "preparing 74240 samples finished!\n",
      "preparing 74496 samples finished!\n",
      "preparing 74752 samples finished!\n",
      "preparing 75008 samples finished!\n",
      "preparing 75264 samples finished!\n",
      "preparing 75520 samples finished!\n",
      "preparing 75776 samples finished!\n",
      "preparing 76032 samples finished!\n",
      "preparing 76288 samples finished!\n",
      "preparing 76544 samples finished!\n",
      "preparing 76800 samples finished!\n",
      "preparing 77056 samples finished!\n",
      "preparing 77312 samples finished!\n",
      "preparing 77568 samples finished!\n",
      "preparing 77824 samples finished!\n",
      "preparing 78080 samples finished!\n",
      "preparing 78336 samples finished!\n",
      "preparing 78592 samples finished!\n",
      "preparing 78848 samples finished!\n",
      "preparing 79104 samples finished!\n",
      "preparing 79360 samples finished!\n",
      "preparing 79616 samples finished!\n",
      "preparing 79872 samples finished!\n",
      "preparing 80128 samples finished!\n",
      "preparing 80384 samples finished!\n",
      "preparing 80507 samples finished!\n",
      "Reading Dataset file finished!\n",
      "preparing 256 samples finished!\n",
      "preparing 512 samples finished!\n",
      "preparing 768 samples finished!\n",
      "preparing 1024 samples finished!\n",
      "preparing 1280 samples finished!\n",
      "preparing 1536 samples finished!\n",
      "preparing 1792 samples finished!\n",
      "preparing 2048 samples finished!\n",
      "preparing 2304 samples finished!\n",
      "preparing 2560 samples finished!\n",
      "preparing 2816 samples finished!\n",
      "preparing 3072 samples finished!\n",
      "preparing 3328 samples finished!\n",
      "preparing 3584 samples finished!\n",
      "preparing 3840 samples finished!\n",
      "preparing 4096 samples finished!\n",
      "preparing 4352 samples finished!\n",
      "preparing 4608 samples finished!\n",
      "preparing 4864 samples finished!\n",
      "preparing 4895 samples finished!\n",
      "Reading Dataset file finished!\n"
     ]
    }
   ],
   "source": [
    "trainDS=CapRegDataset(vgg)\n",
    "trainDS.build()\n",
    "testDS=CapRegDataset(vgg,mode='valid')\n",
    "testDS.build()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "28P69Bvrh_9N"
   },
   "outputs": [],
   "source": [
    "trainDL=DataLoader(trainDS,batch_size=BATCH_SIZE,shuffle=True,num_workers=0,collate_fn=BatchPrepareCollate(vgg,fcnn))\n",
    "reg2capTestDL=DataLoader(testDS,batch_size=BATCH_SIZE,shuffle=True,num_workers=0,collate_fn=BatchPrepareCollate(vgg,fcnn,mode='valid'))\n",
    "cap2regTestDL=DataLoader(testDS,batch_size=BATCH_SIZE,shuffle=True,num_workers=0,collate_fn=BatchPrepareCollate(vgg,fcnn,mode='valid',task='cap2reg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tNG3Xv5W1h8I"
   },
   "outputs": [],
   "source": [
    "model=CapRegModel().to(DEVICE)\n",
    "# print(model.load_state_dict(torch.load('drive/My Drive/Colab Data/DL_FP_attention_epoch60_loss47.454.pt')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "iM8HF13NG0Vl"
   },
   "outputs": [],
   "source": [
    "optimizer=torch.optim.Adam(list(model.parameters())+list(vgg['last'].parameters()),lr=LR)\n",
    "# print(optimizer.load_state_dict(torch.load('drive/My Drive/Colab Data/DL_FP_attention_optim_epoch54_loss47.632.pt')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QZHjZewjNoqN"
   },
   "source": [
    "## 4.2.Train Loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "yIEvKycp5W2s"
   },
   "outputs": [],
   "source": [
    "epochs_train_losses=[]\n",
    "epochs_test_losses=[]\n",
    "train_batch_cnt=len(trainDS)//BATCH_SIZE\n",
    "test_batch_cnt=len(testDS)//BATCH_SIZE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "pQrh6MnNLojM"
   },
   "outputs": [],
   "source": [
    "import json\n",
    "f=open('drive/My Drive/Colab Data/attention_loss_history.json','r')\n",
    "d=json.loads(f.read())\n",
    "epochs_train_losses=d['train']\n",
    "epochs_test_losses=d['test']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 12135556,
     "status": "ok",
     "timestamp": 1599136397265,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "g8w0edrtNn_V",
    "outputId": "753d188a-b4fe-49a2-b6ba-55b70a2b801d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train ,Epoch#1 ,batch 1/314 ,avg-loss: 85.10997772216797\n",
      "Train ,Epoch#1 ,batch 11/314 ,avg-loss: 57.76718521118164\n",
      "Train ,Epoch#1 ,batch 21/314 ,avg-loss: 51.372788747151695\n",
      "Train ,Epoch#1 ,batch 31/314 ,avg-loss: 48.29702328097436\n",
      "Train ,Epoch#1 ,batch 41/314 ,avg-loss: 46.48185069386552\n",
      "Train ,Epoch#1 ,batch 51/314 ,avg-loss: 45.32000268674364\n",
      "Train ,Epoch#1 ,batch 61/314 ,avg-loss: 44.46208910082208\n",
      "Train ,Epoch#1 ,batch 71/314 ,avg-loss: 43.827746700233135\n",
      "Train ,Epoch#1 ,batch 81/314 ,avg-loss: 43.325228844159916\n",
      "Train ,Epoch#1 ,batch 91/314 ,avg-loss: 42.89920261928013\n",
      "Train ,Epoch#1 ,batch 101/314 ,avg-loss: 42.51735785455987\n",
      "Train ,Epoch#1 ,batch 111/314 ,avg-loss: 42.19097996617223\n",
      "Train ,Epoch#1 ,batch 121/314 ,avg-loss: 41.919581894047006\n",
      "Train ,Epoch#1 ,batch 131/314 ,avg-loss: 41.686500461956925\n",
      "Train ,Epoch#1 ,batch 141/314 ,avg-loss: 41.490195849263074\n",
      "Train ,Epoch#1 ,batch 151/314 ,avg-loss: 41.29896216992511\n",
      "Train ,Epoch#1 ,batch 161/314 ,avg-loss: 41.1517036153663\n",
      "Train ,Epoch#1 ,batch 171/314 ,avg-loss: 40.989348205209474\n",
      "Train ,Epoch#1 ,batch 181/314 ,avg-loss: 40.86171770886163\n",
      "Train ,Epoch#1 ,batch 191/314 ,avg-loss: 40.747634907667546\n",
      "Train ,Epoch#1 ,batch 201/314 ,avg-loss: 40.63379805835325\n",
      "Train ,Epoch#1 ,batch 211/314 ,avg-loss: 40.510443212861695\n",
      "Train ,Epoch#1 ,batch 221/314 ,avg-loss: 40.42019689568567\n",
      "Train ,Epoch#1 ,batch 231/314 ,avg-loss: 40.323955436805626\n",
      "Train ,Epoch#1 ,batch 241/314 ,avg-loss: 40.240675407821215\n",
      "Train ,Epoch#1 ,batch 251/314 ,avg-loss: 40.16485554668533\n",
      "Train ,Epoch#1 ,batch 261/314 ,avg-loss: 40.11630769342298\n",
      "Train ,Epoch#1 ,batch 271/314 ,avg-loss: 40.04006448443086\n",
      "Train ,Epoch#1 ,batch 281/314 ,avg-loss: 39.9629102279283\n",
      "Train ,Epoch#1 ,batch 291/314 ,avg-loss: 39.90886246461639\n",
      "Train ,Epoch#1 ,batch 301/314 ,avg-loss: 39.84726977427537\n",
      "Train ,Epoch#1 ,batch 311/314 ,avg-loss: 39.79917495580348\n",
      "Train ,Epoch#1 ,loss:39.77723323277065\n",
      "Test ,batch 1/19 ,avg-loss: 38.15100860595703\n",
      "Test ,batch 11/19 ,avg-loss: 38.14824884588068\n",
      "Test ,Epoch#1 ,loss:38.04200496673584\n",
      "Train ,Epoch#2 ,batch 1/314 ,avg-loss: 37.542274475097656\n",
      "Train ,Epoch#2 ,batch 11/314 ,avg-loss: 37.95010965520685\n",
      "Train ,Epoch#2 ,batch 21/314 ,avg-loss: 38.19202386765253\n",
      "Train ,Epoch#2 ,batch 31/314 ,avg-loss: 38.08076009442729\n",
      "Train ,Epoch#2 ,batch 41/314 ,avg-loss: 38.10305367446527\n",
      "Train ,Epoch#2 ,batch 51/314 ,avg-loss: 38.09461301915786\n",
      "Train ,Epoch#2 ,batch 61/314 ,avg-loss: 38.098837743039994\n",
      "Train ,Epoch#2 ,batch 71/314 ,avg-loss: 38.082496696794536\n",
      "Train ,Epoch#2 ,batch 81/314 ,avg-loss: 38.081973134735485\n",
      "Train ,Epoch#2 ,batch 91/314 ,avg-loss: 38.074347653231776\n",
      "Train ,Epoch#2 ,batch 101/314 ,avg-loss: 38.06671913071434\n",
      "Train ,Epoch#2 ,batch 111/314 ,avg-loss: 38.04450232703407\n",
      "Train ,Epoch#2 ,batch 121/314 ,avg-loss: 38.036718384293486\n",
      "Train ,Epoch#2 ,batch 131/314 ,avg-loss: 38.01220941907577\n",
      "Train ,Epoch#2 ,batch 141/314 ,avg-loss: 37.99860027664942\n",
      "Train ,Epoch#2 ,batch 151/314 ,avg-loss: 37.986958459513076\n",
      "Train ,Epoch#2 ,batch 161/314 ,avg-loss: 37.97578434914536\n",
      "Train ,Epoch#2 ,batch 171/314 ,avg-loss: 37.96895356206169\n",
      "Train ,Epoch#2 ,batch 181/314 ,avg-loss: 37.98319992571246\n",
      "Train ,Epoch#2 ,batch 191/314 ,avg-loss: 37.98816461213596\n",
      "Train ,Epoch#2 ,batch 201/314 ,avg-loss: 37.99885168123008\n",
      "Train ,Epoch#2 ,batch 211/314 ,avg-loss: 37.98254898939088\n",
      "Train ,Epoch#2 ,batch 221/314 ,avg-loss: 37.95707902865173\n",
      "Train ,Epoch#2 ,batch 231/314 ,avg-loss: 37.94414923201392\n",
      "Train ,Epoch#2 ,batch 241/314 ,avg-loss: 37.93206821932338\n",
      "Train ,Epoch#2 ,batch 251/314 ,avg-loss: 37.94359634217038\n",
      "Train ,Epoch#2 ,batch 261/314 ,avg-loss: 37.934569537867986\n",
      "Train ,Epoch#2 ,batch 271/314 ,avg-loss: 37.93090068634146\n",
      "Train ,Epoch#2 ,batch 281/314 ,avg-loss: 37.92248836530909\n",
      "Train ,Epoch#2 ,batch 291/314 ,avg-loss: 37.920192652961234\n",
      "Train ,Epoch#2 ,batch 301/314 ,avg-loss: 37.922060475396954\n",
      "Train ,Epoch#2 ,batch 311/314 ,avg-loss: 37.91942229684909\n",
      "Train ,Epoch#2 ,loss:37.91548288738917\n",
      "Test ,batch 1/19 ,avg-loss: 38.60283660888672\n",
      "Test ,batch 11/19 ,avg-loss: 37.8988168889826\n",
      "Test ,Epoch#2 ,loss:37.9357271194458\n",
      "Train ,Epoch#3 ,batch 1/314 ,avg-loss: 37.27058410644531\n",
      "Train ,Epoch#3 ,batch 11/314 ,avg-loss: 37.554012298583984\n",
      "Train ,Epoch#3 ,batch 21/314 ,avg-loss: 37.60849671136765\n",
      "Train ,Epoch#3 ,batch 31/314 ,avg-loss: 37.69721418811429\n",
      "Train ,Epoch#3 ,batch 41/314 ,avg-loss: 37.697083729069405\n",
      "Train ,Epoch#3 ,batch 51/314 ,avg-loss: 37.65248594097063\n",
      "Train ,Epoch#3 ,batch 61/314 ,avg-loss: 37.67553610879867\n",
      "Train ,Epoch#3 ,batch 71/314 ,avg-loss: 37.73823681683608\n",
      "Train ,Epoch#3 ,batch 81/314 ,avg-loss: 37.709846119821805\n",
      "Train ,Epoch#3 ,batch 91/314 ,avg-loss: 37.75159282474728\n",
      "Train ,Epoch#3 ,batch 101/314 ,avg-loss: 37.72147966139387\n",
      "Train ,Epoch#3 ,batch 111/314 ,avg-loss: 37.730308017215215\n",
      "Train ,Epoch#3 ,batch 121/314 ,avg-loss: 37.71382216776698\n",
      "Train ,Epoch#3 ,batch 131/314 ,avg-loss: 37.71486754089821\n",
      "Train ,Epoch#3 ,batch 141/314 ,avg-loss: 37.69550282904442\n",
      "Train ,Epoch#3 ,batch 151/314 ,avg-loss: 37.69338903363967\n",
      "Train ,Epoch#3 ,batch 161/314 ,avg-loss: 37.703765584815365\n",
      "Train ,Epoch#3 ,batch 171/314 ,avg-loss: 37.71872128938374\n",
      "Train ,Epoch#3 ,batch 181/314 ,avg-loss: 37.71349741477334\n",
      "Train ,Epoch#3 ,batch 191/314 ,avg-loss: 37.71681043614892\n",
      "Train ,Epoch#3 ,batch 201/314 ,avg-loss: 37.73129596994884\n",
      "Train ,Epoch#3 ,batch 211/314 ,avg-loss: 37.72559392847721\n",
      "Train ,Epoch#3 ,batch 221/314 ,avg-loss: 37.71581349437593\n",
      "Train ,Epoch#3 ,batch 231/314 ,avg-loss: 37.72801449598172\n",
      "Train ,Epoch#3 ,batch 241/314 ,avg-loss: 37.71568706718223\n",
      "Train ,Epoch#3 ,batch 251/314 ,avg-loss: 37.70619282209541\n",
      "Train ,Epoch#3 ,batch 261/314 ,avg-loss: 37.69052075791633\n",
      "Train ,Epoch#3 ,batch 271/314 ,avg-loss: 37.69245730466948\n",
      "Train ,Epoch#3 ,batch 281/314 ,avg-loss: 37.68911808326151\n",
      "Train ,Epoch#3 ,batch 291/314 ,avg-loss: 37.689330740073295\n",
      "Train ,Epoch#3 ,batch 301/314 ,avg-loss: 37.68525851683759\n",
      "Train ,Epoch#3 ,batch 311/314 ,avg-loss: 37.683672227276865\n",
      "Train ,Epoch#3 ,loss:37.68336425054641\n",
      "Test ,batch 1/19 ,avg-loss: 38.7864990234375\n",
      "Test ,batch 11/19 ,avg-loss: 38.09497833251953\n",
      "Test ,Epoch#3 ,loss:37.77141933441162\n",
      "Train ,Epoch#4 ,batch 1/314 ,avg-loss: 37.07373809814453\n",
      "Train ,Epoch#4 ,batch 11/314 ,avg-loss: 37.25098835338246\n",
      "Train ,Epoch#4 ,batch 21/314 ,avg-loss: 37.4914429074242\n",
      "Train ,Epoch#4 ,batch 31/314 ,avg-loss: 37.48275350755261\n",
      "Train ,Epoch#4 ,batch 41/314 ,avg-loss: 37.54094947256693\n",
      "Train ,Epoch#4 ,batch 51/314 ,avg-loss: 37.49560778748755\n",
      "Train ,Epoch#4 ,batch 61/314 ,avg-loss: 37.55635883769051\n",
      "Train ,Epoch#4 ,batch 71/314 ,avg-loss: 37.60325907317685\n",
      "Train ,Epoch#4 ,batch 81/314 ,avg-loss: 37.59272459995599\n",
      "Train ,Epoch#4 ,batch 91/314 ,avg-loss: 37.60522226186899\n",
      "Train ,Epoch#4 ,batch 101/314 ,avg-loss: 37.59980845687413\n",
      "Train ,Epoch#4 ,batch 111/314 ,avg-loss: 37.5779738211417\n",
      "Train ,Epoch#4 ,batch 121/314 ,avg-loss: 37.559872367165305\n",
      "Train ,Epoch#4 ,batch 131/314 ,avg-loss: 37.57900529235374\n",
      "Train ,Epoch#4 ,batch 141/314 ,avg-loss: 37.583976015131526\n",
      "Train ,Epoch#4 ,batch 151/314 ,avg-loss: 37.58512082636751\n",
      "Train ,Epoch#4 ,batch 161/314 ,avg-loss: 37.5871563550108\n",
      "Train ,Epoch#4 ,batch 171/314 ,avg-loss: 37.573947192632666\n",
      "Train ,Epoch#4 ,batch 181/314 ,avg-loss: 37.569626634292185\n",
      "Train ,Epoch#4 ,batch 191/314 ,avg-loss: 37.57750362376268\n",
      "Train ,Epoch#4 ,batch 201/314 ,avg-loss: 37.57001275209645\n",
      "Train ,Epoch#4 ,batch 211/314 ,avg-loss: 37.55431134553882\n",
      "Train ,Epoch#4 ,batch 221/314 ,avg-loss: 37.564046436844905\n",
      "Train ,Epoch#4 ,batch 231/314 ,avg-loss: 37.569707185159\n",
      "Train ,Epoch#4 ,batch 241/314 ,avg-loss: 37.56671668088288\n",
      "Train ,Epoch#4 ,batch 251/314 ,avg-loss: 37.55275347888232\n",
      "Train ,Epoch#4 ,batch 261/314 ,avg-loss: 37.574036068386505\n",
      "Train ,Epoch#4 ,batch 271/314 ,avg-loss: 37.56314693605768\n",
      "Train ,Epoch#4 ,batch 281/314 ,avg-loss: 37.564364382380695\n",
      "Train ,Epoch#4 ,batch 291/314 ,avg-loss: 37.583724411902146\n",
      "Train ,Epoch#4 ,batch 301/314 ,avg-loss: 37.59029268030312\n",
      "Train ,Epoch#4 ,batch 311/314 ,avg-loss: 37.605072156409356\n",
      "Train ,Epoch#4 ,loss:37.5998158167279\n",
      "Test ,batch 1/19 ,avg-loss: 37.26704025268555\n",
      "Test ,batch 11/19 ,avg-loss: 37.64817289872603\n",
      "Test ,Epoch#4 ,loss:37.75841636657715\n",
      "Train ,Epoch#5 ,batch 1/314 ,avg-loss: 37.155426025390625\n",
      "Train ,Epoch#5 ,batch 11/314 ,avg-loss: 37.65976125543768\n",
      "Train ,Epoch#5 ,batch 21/314 ,avg-loss: 37.5857173374721\n",
      "Train ,Epoch#5 ,batch 31/314 ,avg-loss: 37.576583739249934\n",
      "Train ,Epoch#5 ,batch 41/314 ,avg-loss: 37.581760127369954\n",
      "Train ,Epoch#5 ,batch 51/314 ,avg-loss: 37.54605297013825\n",
      "Train ,Epoch#5 ,batch 61/314 ,avg-loss: 37.53744444299917\n",
      "Train ,Epoch#5 ,batch 71/314 ,avg-loss: 37.527153874786805\n",
      "Train ,Epoch#5 ,batch 81/314 ,avg-loss: 37.553902802643954\n",
      "Train ,Epoch#5 ,batch 91/314 ,avg-loss: 37.549602843902925\n",
      "Train ,Epoch#5 ,batch 101/314 ,avg-loss: 37.536697425464595\n",
      "Train ,Epoch#5 ,batch 111/314 ,avg-loss: 37.53238519891962\n",
      "Train ,Epoch#5 ,batch 121/314 ,avg-loss: 37.51779360810587\n",
      "Train ,Epoch#5 ,batch 131/314 ,avg-loss: 37.51245845183161\n",
      "Train ,Epoch#5 ,batch 141/314 ,avg-loss: 37.51325953598563\n",
      "Train ,Epoch#5 ,batch 151/314 ,avg-loss: 37.51268139264442\n",
      "Train ,Epoch#5 ,batch 161/314 ,avg-loss: 37.528337253546866\n",
      "Train ,Epoch#5 ,batch 171/314 ,avg-loss: 37.51987508584184\n",
      "Train ,Epoch#5 ,batch 181/314 ,avg-loss: 37.533274592615626\n",
      "Train ,Epoch#5 ,batch 191/314 ,avg-loss: 37.54105552952951\n",
      "Train ,Epoch#5 ,batch 201/314 ,avg-loss: 37.542461186499146\n",
      "Train ,Epoch#5 ,batch 211/314 ,avg-loss: 37.55800749792307\n",
      "Train ,Epoch#5 ,batch 221/314 ,avg-loss: 37.551092070152315\n",
      "Train ,Epoch#5 ,batch 231/314 ,avg-loss: 37.5573013107498\n",
      "Train ,Epoch#5 ,batch 241/314 ,avg-loss: 37.5488286948303\n",
      "Train ,Epoch#5 ,batch 251/314 ,avg-loss: 37.57287015572962\n",
      "Train ,Epoch#5 ,batch 261/314 ,avg-loss: 37.56923839232931\n",
      "Train ,Epoch#5 ,batch 271/314 ,avg-loss: 37.560067208490686\n",
      "Train ,Epoch#5 ,batch 281/314 ,avg-loss: 37.55977477212818\n",
      "Train ,Epoch#5 ,batch 291/314 ,avg-loss: 37.55921887532133\n",
      "Train ,Epoch#5 ,batch 301/314 ,avg-loss: 37.565170528880785\n",
      "Train ,Epoch#5 ,batch 311/314 ,avg-loss: 37.55800470431901\n",
      "Train ,Epoch#5 ,loss:37.555826689705015\n",
      "Test ,batch 1/19 ,avg-loss: 36.959381103515625\n",
      "Test ,batch 11/19 ,avg-loss: 37.89964398470792\n",
      "Test ,Epoch#5 ,loss:37.72782096862793\n",
      "Train ,Epoch#6 ,batch 1/314 ,avg-loss: 37.767757415771484\n",
      "Train ,Epoch#6 ,batch 11/314 ,avg-loss: 37.48031581531871\n",
      "Train ,Epoch#6 ,batch 21/314 ,avg-loss: 37.500982375372026\n",
      "Train ,Epoch#6 ,batch 31/314 ,avg-loss: 37.465194579093684\n",
      "Train ,Epoch#6 ,batch 41/314 ,avg-loss: 37.443101371206886\n",
      "Train ,Epoch#6 ,batch 51/314 ,avg-loss: 37.4967711205576\n",
      "Train ,Epoch#6 ,batch 61/314 ,avg-loss: 37.42660566236152\n",
      "Train ,Epoch#6 ,batch 71/314 ,avg-loss: 37.45602744733784\n",
      "Train ,Epoch#6 ,batch 81/314 ,avg-loss: 37.450193287413796\n",
      "Train ,Epoch#6 ,batch 91/314 ,avg-loss: 37.43737407307049\n",
      "Train ,Epoch#6 ,batch 101/314 ,avg-loss: 37.41788036988513\n",
      "Train ,Epoch#6 ,batch 111/314 ,avg-loss: 37.42531132053684\n",
      "Train ,Epoch#6 ,batch 121/314 ,avg-loss: 37.44683923011969\n",
      "Train ,Epoch#6 ,batch 131/314 ,avg-loss: 37.455176520893595\n",
      "Train ,Epoch#6 ,batch 141/314 ,avg-loss: 37.45941868234188\n",
      "Train ,Epoch#6 ,batch 151/314 ,avg-loss: 37.45925875531127\n",
      "Train ,Epoch#6 ,batch 161/314 ,avg-loss: 37.461406541907266\n",
      "Train ,Epoch#6 ,batch 171/314 ,avg-loss: 37.44823455810547\n",
      "Train ,Epoch#6 ,batch 181/314 ,avg-loss: 37.45480688105631\n",
      "Train ,Epoch#6 ,batch 191/314 ,avg-loss: 37.458510154204845\n",
      "Train ,Epoch#6 ,batch 201/314 ,avg-loss: 37.48803583780924\n",
      "Train ,Epoch#6 ,batch 211/314 ,avg-loss: 37.495158462162834\n",
      "Train ,Epoch#6 ,batch 221/314 ,avg-loss: 37.51271778641783\n",
      "Train ,Epoch#6 ,batch 231/314 ,avg-loss: 37.51334686609574\n",
      "Train ,Epoch#6 ,batch 241/314 ,avg-loss: 37.520597180884906\n",
      "Train ,Epoch#6 ,batch 251/314 ,avg-loss: 37.51978727545871\n",
      "Train ,Epoch#6 ,batch 261/314 ,avg-loss: 37.5200353162042\n",
      "Train ,Epoch#6 ,batch 271/314 ,avg-loss: 37.512557786329204\n",
      "Train ,Epoch#6 ,batch 281/314 ,avg-loss: 37.50654534173606\n",
      "Train ,Epoch#6 ,batch 291/314 ,avg-loss: 37.51975247622356\n",
      "Train ,Epoch#6 ,batch 301/314 ,avg-loss: 37.513189195398475\n",
      "Train ,Epoch#6 ,batch 311/314 ,avg-loss: 37.51825623343612\n",
      "Train ,Epoch#6 ,loss:37.524830990745905\n",
      "Test ,batch 1/19 ,avg-loss: 38.1016960144043\n",
      "Test ,batch 11/19 ,avg-loss: 37.88386917114258\n",
      "Test ,Epoch#6 ,loss:37.790954399108884\n",
      "Train ,Epoch#7 ,batch 1/314 ,avg-loss: 36.302711486816406\n",
      "Train ,Epoch#7 ,batch 11/314 ,avg-loss: 37.19972541115501\n",
      "Train ,Epoch#7 ,batch 21/314 ,avg-loss: 37.26073292323521\n",
      "Train ,Epoch#7 ,batch 31/314 ,avg-loss: 37.36851255355343\n",
      "Train ,Epoch#7 ,batch 41/314 ,avg-loss: 37.41610959681069\n",
      "Train ,Epoch#7 ,batch 51/314 ,avg-loss: 37.39925683713427\n",
      "Train ,Epoch#7 ,batch 61/314 ,avg-loss: 37.35050689196977\n",
      "Train ,Epoch#7 ,batch 71/314 ,avg-loss: 37.376545812042664\n",
      "Train ,Epoch#7 ,batch 81/314 ,avg-loss: 37.43284296106409\n",
      "Train ,Epoch#7 ,batch 91/314 ,avg-loss: 37.45216675643083\n",
      "Train ,Epoch#7 ,batch 101/314 ,avg-loss: 37.46820344075118\n",
      "Train ,Epoch#7 ,batch 111/314 ,avg-loss: 37.49442115989891\n",
      "Train ,Epoch#7 ,batch 121/314 ,avg-loss: 37.51444515512009\n",
      "Train ,Epoch#7 ,batch 131/314 ,avg-loss: 37.50715651766944\n",
      "Train ,Epoch#7 ,batch 141/314 ,avg-loss: 37.5344595672391\n",
      "Train ,Epoch#7 ,batch 151/314 ,avg-loss: 37.53429349684557\n",
      "Train ,Epoch#7 ,batch 161/314 ,avg-loss: 37.54662962729886\n",
      "Train ,Epoch#7 ,batch 171/314 ,avg-loss: 37.53485711973313\n",
      "Train ,Epoch#7 ,batch 181/314 ,avg-loss: 37.51798121836963\n",
      "Train ,Epoch#7 ,batch 191/314 ,avg-loss: 37.52554972383989\n",
      "Train ,Epoch#7 ,batch 201/314 ,avg-loss: 37.524170624082956\n",
      "Train ,Epoch#7 ,batch 211/314 ,avg-loss: 37.515121080299124\n",
      "Train ,Epoch#7 ,batch 221/314 ,avg-loss: 37.51693042047423\n",
      "Train ,Epoch#7 ,batch 231/314 ,avg-loss: 37.5100878265513\n",
      "Train ,Epoch#7 ,batch 241/314 ,avg-loss: 37.50220252072663\n",
      "Train ,Epoch#7 ,batch 251/314 ,avg-loss: 37.51192263113075\n",
      "Train ,Epoch#7 ,batch 261/314 ,avg-loss: 37.513996825821096\n",
      "Train ,Epoch#7 ,batch 271/314 ,avg-loss: 37.51225155481993\n",
      "Train ,Epoch#7 ,batch 281/314 ,avg-loss: 37.508793094404226\n",
      "Train ,Epoch#7 ,batch 291/314 ,avg-loss: 37.51923707260708\n",
      "Train ,Epoch#7 ,batch 301/314 ,avg-loss: 37.516611574496146\n",
      "Train ,Epoch#7 ,batch 311/314 ,avg-loss: 37.51079380243921\n",
      "Train ,Epoch#7 ,loss:37.508780076768666\n",
      "Test ,batch 1/19 ,avg-loss: 38.63624572753906\n",
      "Test ,batch 11/19 ,avg-loss: 37.743954398415305\n",
      "Test ,Epoch#7 ,loss:37.84404048919678\n",
      "Train ,Epoch#8 ,batch 1/314 ,avg-loss: 37.93354797363281\n",
      "Train ,Epoch#8 ,batch 11/314 ,avg-loss: 37.122886657714844\n",
      "Train ,Epoch#8 ,batch 21/314 ,avg-loss: 37.36253847394671\n",
      "Train ,Epoch#8 ,batch 31/314 ,avg-loss: 37.300781126945246\n",
      "Train ,Epoch#8 ,batch 41/314 ,avg-loss: 37.34095494340106\n",
      "Train ,Epoch#8 ,batch 51/314 ,avg-loss: 37.3220033084645\n",
      "Train ,Epoch#8 ,batch 61/314 ,avg-loss: 37.3433617763832\n",
      "Train ,Epoch#8 ,batch 71/314 ,avg-loss: 37.38309177882235\n",
      "Train ,Epoch#8 ,batch 81/314 ,avg-loss: 37.40174630247516\n",
      "Train ,Epoch#8 ,batch 91/314 ,avg-loss: 37.39901326776861\n",
      "Train ,Epoch#8 ,batch 101/314 ,avg-loss: 37.39774073232518\n",
      "Train ,Epoch#8 ,batch 111/314 ,avg-loss: 37.408741684647296\n",
      "Train ,Epoch#8 ,batch 121/314 ,avg-loss: 37.429635828191586\n",
      "Train ,Epoch#8 ,batch 131/314 ,avg-loss: 37.44926283741725\n",
      "Train ,Epoch#8 ,batch 141/314 ,avg-loss: 37.432551985936804\n",
      "Train ,Epoch#8 ,batch 151/314 ,avg-loss: 37.42706109356406\n",
      "Train ,Epoch#8 ,batch 161/314 ,avg-loss: 37.44311312562931\n",
      "Train ,Epoch#8 ,batch 171/314 ,avg-loss: 37.45556651779086\n",
      "Train ,Epoch#8 ,batch 181/314 ,avg-loss: 37.45814549988805\n",
      "Train ,Epoch#8 ,batch 191/314 ,avg-loss: 37.44863358342835\n",
      "Train ,Epoch#8 ,batch 201/314 ,avg-loss: 37.4621928011007\n",
      "Train ,Epoch#8 ,batch 211/314 ,avg-loss: 37.44565907699802\n",
      "Train ,Epoch#8 ,batch 221/314 ,avg-loss: 37.45316230118005\n",
      "Train ,Epoch#8 ,batch 231/314 ,avg-loss: 37.458667094573315\n",
      "Train ,Epoch#8 ,batch 241/314 ,avg-loss: 37.454388440397274\n",
      "Train ,Epoch#8 ,batch 251/314 ,avg-loss: 37.44837772323791\n",
      "Train ,Epoch#8 ,batch 261/314 ,avg-loss: 37.45272878303382\n",
      "Train ,Epoch#8 ,batch 271/314 ,avg-loss: 37.455001127236\n",
      "Train ,Epoch#8 ,batch 281/314 ,avg-loss: 37.456791562117715\n",
      "Train ,Epoch#8 ,batch 291/314 ,avg-loss: 37.46663452096002\n",
      "Train ,Epoch#8 ,batch 301/314 ,avg-loss: 37.46708947875571\n",
      "Train ,Epoch#8 ,batch 311/314 ,avg-loss: 37.4695728952095\n",
      "Train ,Epoch#8 ,loss:37.47423950679718\n",
      "Test ,batch 1/19 ,avg-loss: 38.468536376953125\n",
      "Test ,batch 11/19 ,avg-loss: 37.84566255049272\n",
      "Test ,Epoch#8 ,loss:37.85124740600586\n",
      "Train ,Epoch#9 ,batch 1/314 ,avg-loss: 37.04237365722656\n",
      "Train ,Epoch#9 ,batch 11/314 ,avg-loss: 36.89256043867631\n",
      "Train ,Epoch#9 ,batch 21/314 ,avg-loss: 37.05119723365421\n",
      "Train ,Epoch#9 ,batch 31/314 ,avg-loss: 37.10528059928648\n",
      "Train ,Epoch#9 ,batch 41/314 ,avg-loss: 37.1566332375131\n",
      "Train ,Epoch#9 ,batch 51/314 ,avg-loss: 37.26442673627068\n",
      "Train ,Epoch#9 ,batch 61/314 ,avg-loss: 37.33366825541512\n",
      "Train ,Epoch#9 ,batch 71/314 ,avg-loss: 37.34735822006011\n",
      "Train ,Epoch#9 ,batch 81/314 ,avg-loss: 37.31175872425974\n",
      "Train ,Epoch#9 ,batch 91/314 ,avg-loss: 37.31526703886934\n",
      "Train ,Epoch#9 ,batch 101/314 ,avg-loss: 37.37636381092638\n",
      "Train ,Epoch#9 ,batch 111/314 ,avg-loss: 37.36335043005041\n",
      "Train ,Epoch#9 ,batch 121/314 ,avg-loss: 37.388193650679156\n",
      "Train ,Epoch#9 ,batch 131/314 ,avg-loss: 37.41343575397521\n",
      "Train ,Epoch#9 ,batch 141/314 ,avg-loss: 37.42400425038439\n",
      "Train ,Epoch#9 ,batch 151/314 ,avg-loss: 37.413226677092496\n",
      "Train ,Epoch#9 ,batch 161/314 ,avg-loss: 37.42413908206158\n",
      "Train ,Epoch#9 ,batch 171/314 ,avg-loss: 37.435324663307235\n",
      "Train ,Epoch#9 ,batch 181/314 ,avg-loss: 37.44491739431139\n",
      "Train ,Epoch#9 ,batch 191/314 ,avg-loss: 37.44948120516632\n",
      "Train ,Epoch#9 ,batch 201/314 ,avg-loss: 37.43391693646635\n",
      "Train ,Epoch#9 ,batch 211/314 ,avg-loss: 37.437705180091314\n",
      "Train ,Epoch#9 ,batch 221/314 ,avg-loss: 37.44544037003323\n",
      "Train ,Epoch#9 ,batch 231/314 ,avg-loss: 37.445036008760525\n",
      "Train ,Epoch#9 ,batch 241/314 ,avg-loss: 37.439124522862095\n",
      "Train ,Epoch#9 ,batch 251/314 ,avg-loss: 37.440564341754076\n",
      "Train ,Epoch#9 ,batch 261/314 ,avg-loss: 37.44804006700772\n",
      "Train ,Epoch#9 ,batch 271/314 ,avg-loss: 37.44807774730274\n",
      "Train ,Epoch#9 ,batch 281/314 ,avg-loss: 37.43988323551056\n",
      "Train ,Epoch#9 ,batch 291/314 ,avg-loss: 37.441304052818275\n",
      "Train ,Epoch#9 ,batch 301/314 ,avg-loss: 37.449646503030266\n",
      "Train ,Epoch#9 ,batch 311/314 ,avg-loss: 37.45460766611375\n",
      "Train ,Epoch#9 ,loss:37.459888312930154\n",
      "Test ,batch 1/19 ,avg-loss: 36.987937927246094\n",
      "Test ,batch 11/19 ,avg-loss: 37.81220800226385\n",
      "Test ,Epoch#9 ,loss:37.79276695251465\n",
      "Train ,Epoch#10 ,batch 1/314 ,avg-loss: 37.313743591308594\n",
      "Train ,Epoch#10 ,batch 11/314 ,avg-loss: 37.274775071577594\n",
      "Train ,Epoch#10 ,batch 21/314 ,avg-loss: 37.42422103881836\n",
      "Train ,Epoch#10 ,batch 31/314 ,avg-loss: 37.34561267975838\n",
      "Train ,Epoch#10 ,batch 41/314 ,avg-loss: 37.3700546636814\n",
      "Train ,Epoch#10 ,batch 51/314 ,avg-loss: 37.37374825571098\n",
      "Train ,Epoch#10 ,batch 61/314 ,avg-loss: 37.41935504850794\n",
      "Train ,Epoch#10 ,batch 71/314 ,avg-loss: 37.411900641213\n",
      "Train ,Epoch#10 ,batch 81/314 ,avg-loss: 37.39876721229082\n",
      "Train ,Epoch#10 ,batch 91/314 ,avg-loss: 37.418968158763846\n",
      "Train ,Epoch#10 ,batch 101/314 ,avg-loss: 37.41418528792882\n",
      "Train ,Epoch#10 ,batch 111/314 ,avg-loss: 37.41058040309597\n",
      "Train ,Epoch#10 ,batch 121/314 ,avg-loss: 37.39165890906468\n",
      "Train ,Epoch#10 ,batch 131/314 ,avg-loss: 37.40797820346046\n",
      "Train ,Epoch#10 ,batch 141/314 ,avg-loss: 37.40004145845454\n",
      "Train ,Epoch#10 ,batch 151/314 ,avg-loss: 37.41821392640373\n",
      "Train ,Epoch#10 ,batch 161/314 ,avg-loss: 37.41776232985976\n",
      "Train ,Epoch#10 ,batch 171/314 ,avg-loss: 37.42914106134783\n",
      "Train ,Epoch#10 ,batch 181/314 ,avg-loss: 37.434495578154674\n",
      "Train ,Epoch#10 ,batch 191/314 ,avg-loss: 37.448678580878294\n",
      "Train ,Epoch#10 ,batch 201/314 ,avg-loss: 37.44492909445692\n",
      "Train ,Epoch#10 ,batch 211/314 ,avg-loss: 37.45341265710044\n",
      "Train ,Epoch#10 ,batch 221/314 ,avg-loss: 37.45878932486832\n",
      "Train ,Epoch#10 ,batch 231/314 ,avg-loss: 37.4537758930421\n",
      "Train ,Epoch#10 ,batch 241/314 ,avg-loss: 37.461933879931436\n",
      "Train ,Epoch#10 ,batch 251/314 ,avg-loss: 37.45578870735321\n",
      "Train ,Epoch#10 ,batch 261/314 ,avg-loss: 37.45496375716052\n",
      "Train ,Epoch#10 ,batch 271/314 ,avg-loss: 37.45879883431861\n",
      "Train ,Epoch#10 ,batch 281/314 ,avg-loss: 37.465057169415346\n",
      "Train ,Epoch#10 ,batch 291/314 ,avg-loss: 37.451259206660424\n",
      "Train ,Epoch#10 ,batch 301/314 ,avg-loss: 37.450754818330175\n",
      "Train ,Epoch#10 ,batch 311/314 ,avg-loss: 37.453554637945736\n",
      "Train ,Epoch#10 ,loss:37.45177433074467\n",
      "Test ,batch 1/19 ,avg-loss: 37.141441345214844\n",
      "Test ,batch 11/19 ,avg-loss: 37.712891665371984\n",
      "Test ,Epoch#10 ,loss:37.97652187347412\n"
     ]
    }
   ],
   "source": [
    "model.train()\n",
    "vgg['last'].train()\n",
    "model.change_task('reg2cap')\n",
    "for epoch in range(EPOCHS):\n",
    "  batches_train_losses=[]\n",
    "  for num,batch in enumerate(trainDL):\n",
    "    model.zero_grad()\n",
    "    loss=model(batch)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    batches_train_losses+=[loss.item()]\n",
    "    if num%10==0:\n",
    "      avg_loss=np.mean(batches_train_losses)\n",
    "      print('Train ,Epoch#{} ,batch {}/{} ,avg-loss: {}'.format(epoch+1,num+1,train_batch_cnt,avg_loss))\n",
    "  epoch_loss=np.mean(batches_train_losses)\n",
    "  print('Train ,Epoch#{} ,loss:{}'.format(epoch+1,epoch_loss))\n",
    "  if (epoch>0 and epoch_loss<min(epochs_train_losses)) or epoch+1==EPOCHS:\n",
    "    torch.save(model.state_dict(),'DL_FP_attention_sgd_2lstm_loss{:.1f}_epoch{}.pt'.format(epoch_loss,epoch+1))\n",
    "    shutil.move('DL_FP_attention_sgd_2lstm_loss{:.1f}_epoch{}.pt'.format(epoch_loss,epoch+1),'drive/My Drive/Colab Data')\n",
    "    torch.save(optimizer.state_dict(),'DL_FP_attention_sgd_2lstm_optim_loss{:.1f}_epoch{}.pt'.format(epoch_loss,epoch+1))\n",
    "    shutil.move('DL_FP_attention_sgd_2lstm_optim_loss{:.1f}_epoch{}.pt'.format(epoch_loss,epoch+1),'drive/My Drive/Colab Data')\n",
    "    torch.save(vgg['last'].state_dict(),'DL_FP_attention_vgglast_sgd_2lstm_loss{:.1f}_epoch{}.pt'.format(epoch_loss,epoch+1))\n",
    "    shutil.move('DL_FP_attention_vgglast_sgd_2lstm_loss{:.1f}_epoch{}.pt'.format(epoch_loss,epoch+1),'drive/My Drive/Colab Data')\n",
    "  epochs_train_losses+=[epoch_loss]\n",
    "  #####Test\n",
    "  model.eval()\n",
    "  vgg['last'].eval()\n",
    "  model.change_task('reg2cap')\n",
    "  batches_test_losses=[]\n",
    "  for num,batch in enumerate(reg2capTestDL):\n",
    "    with torch.no_grad():\n",
    "      loss,_=model(batch)\n",
    "      batches_test_losses+=[loss.item()]\n",
    "      if num%10==0:\n",
    "        avg_loss=np.mean(batches_test_losses)\n",
    "        print('Test ,batch {}/{} ,avg-loss: {}'.format(num+1,test_batch_cnt,avg_loss))\n",
    "  model.train()\n",
    "  vgg['last'].train()\n",
    "  epoch_loss=np.mean(batches_test_losses)\n",
    "  epochs_test_losses+=[epoch_loss]\n",
    "  print('Test ,Epoch#{} ,loss:{}'.format(epoch+1,epoch_loss))\n",
    "  f=open('drive/My Drive/Colab Data/attention_loss_history.json','w')\n",
    "  s=json.dumps({'train':epochs_train_losses,'test':epochs_test_losses})\n",
    "  f.write(s)\n",
    "  f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "r_r6oC62MDPs"
   },
   "outputs": [],
   "source": [
    "plt.plot(epochs_train_losses)\n",
    "plt.plot(epochs_test_losses)\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend(['Train','Test'],loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "H78T-ab9Xckn"
   },
   "source": [
    "# 5.Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1458,
     "status": "ok",
     "timestamp": 1599052477615,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "popcsQi6J9og",
    "outputId": "df116f30-2969-4114-dbc6-c9d4c51d5fde"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<All keys matched successfully>\n",
      "<All keys matched successfully>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Linear(in_features=4096, out_features=1000, bias=True)"
      ]
     },
     "execution_count": 39,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model=CapRegModel().to(DEVICE)\n",
    "print(model.load_state_dict(torch.load('drive/My Drive/Colab Data/DL_FP_attention_adam_1lstm_loss36.5_epoch9.pt')))\n",
    "model.eval()\n",
    "#\n",
    "print(vgg['last'].load_state_dict(torch.load('drive/My Drive/Colab Data/DL_FP_attention_vgglast_adam_1lstm_loss36.5_epoch9.pt')))\n",
    "vgg['last'].eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 374
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 78723,
     "status": "ok",
     "timestamp": 1599051160721,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "qAqBp8ZWLgzo",
    "outputId": "b4a259ad-11c0-4a8d-d85a-535363a97332"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "preparing 256 samples finished!\n",
      "preparing 512 samples finished!\n",
      "preparing 768 samples finished!\n",
      "preparing 1024 samples finished!\n",
      "preparing 1280 samples finished!\n",
      "preparing 1536 samples finished!\n",
      "preparing 1792 samples finished!\n",
      "preparing 2048 samples finished!\n",
      "preparing 2304 samples finished!\n",
      "preparing 2560 samples finished!\n",
      "preparing 2816 samples finished!\n",
      "preparing 3072 samples finished!\n",
      "preparing 3328 samples finished!\n",
      "preparing 3584 samples finished!\n",
      "preparing 3840 samples finished!\n",
      "preparing 4096 samples finished!\n",
      "preparing 4352 samples finished!\n",
      "preparing 4608 samples finished!\n",
      "preparing 4864 samples finished!\n",
      "preparing 4895 samples finished!\n",
      "Reading Dataset file finished!\n"
     ]
    }
   ],
   "source": [
    "testDS=CapRegDataset(vgg,mode='valid')\n",
    "testDS.build()\n",
    "BATCH_SIZE=256\n",
    "test_batch_cnt=len(testDS)//BATCH_SIZE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "j-Pexbt1IMlT"
   },
   "outputs": [],
   "source": [
    "reg2capTestDL=DataLoader(testDS,batch_size=BATCH_SIZE,shuffle=True,num_workers=0,collate_fn=BatchPrepareCollate(vgg,fcnn,mode='test'))\n",
    "cap2regTestDL=DataLoader(testDS,batch_size=8,shuffle=True,num_workers=0,collate_fn=BatchPrepareCollate(vgg,fcnn,mode='test',task='cap2reg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 386699,
     "status": "ok",
     "timestamp": 1599065642852,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "ZkgHHvD11-h8",
    "outputId": "d6227b39-fd42-43a0-bf99-6dec8af72926"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test ,batch 1/19\n",
      "Test ,batch 11/19\n"
     ]
    }
   ],
   "source": [
    "model.eval()\n",
    "vgg['last'].eval()\n",
    "model.change_task('reg2cap')\n",
    "cap_predictions=[]\n",
    "for num,batch in enumerate(reg2capTestDL):\n",
    "    with torch.no_grad():\n",
    "      preds=model.generate_caption(batch)\n",
    "    cap_predictions+=BERT_tokenizer.batch_decode(preds,skip_special_tokens=True)\n",
    "    if num%10==0:\n",
    "      print('Test ,batch {}/{}'.format(num+1,test_batch_cnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 54
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 289325,
     "status": "ok",
     "timestamp": 1599065642855,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "mdjtBh9dL9jm",
    "outputId": "2036d601-92e3-4771-ea88-31592a5a1b05"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['overcome isuppe 1971 woman rebuild with 雄 chair', 'galicia with in back', 'the. kid holding next bus stabbed in a', '##hs in wii in the head sud long yellow', '##uating on brown to alexa chair to a.', 'suffrage black wearing pink the a out apply a', 'a', 'of ホ rotterdams girl his in as', 'the', 'the blend']\n"
     ]
    }
   ],
   "source": [
    "print(cap_predictions[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 7238,
     "status": "ok",
     "timestamp": 1599065700414,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "99m2rZIiXitR",
    "outputId": "d3d1e33c-e96e-4e9a-e867-d209614cf9ca"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.10180544541447126\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "tgt_frame=pd.read_csv('drive/My Drive/Colab Data/dataset.valid.csv')\n",
    "from bleu_score import eval_bleu\n",
    "print(eval_bleu(tgt_frame,cap_predictions,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1277027,
     "status": "ok",
     "timestamp": 1599067001740,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "84-Q9AOjBqG5",
    "outputId": "ff2205e8-0401-4b8d-8775-0d2d00fc2911"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/torchvision/ops/boxes.py:101: UserWarning: This overload of nonzero is deprecated:\n",
      "\tnonzero()\n",
      "Consider using one of the following signatures instead:\n",
      "\tnonzero(*, bool as_tuple) (Triggered internally at  /pytorch/torch/csrc/utils/python_arg_parser.cpp:766.)\n",
      "  keep = keep.nonzero().squeeze(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test ,batch 1/611\n",
      "Test ,batch 11/611\n",
      "Test ,batch 21/611\n",
      "Test ,batch 31/611\n",
      "Test ,batch 41/611\n",
      "Test ,batch 51/611\n",
      "Test ,batch 61/611\n",
      "Test ,batch 71/611\n",
      "Test ,batch 81/611\n",
      "Test ,batch 91/611\n",
      "Test ,batch 101/611\n",
      "Test ,batch 111/611\n",
      "Test ,batch 121/611\n",
      "Test ,batch 131/611\n",
      "Test ,batch 141/611\n",
      "Test ,batch 151/611\n",
      "Test ,batch 161/611\n",
      "Test ,batch 171/611\n",
      "Test ,batch 181/611\n",
      "Test ,batch 191/611\n",
      "Test ,batch 201/611\n",
      "Test ,batch 211/611\n",
      "Test ,batch 221/611\n",
      "Test ,batch 231/611\n",
      "Test ,batch 241/611\n",
      "Test ,batch 251/611\n",
      "Test ,batch 261/611\n",
      "Test ,batch 271/611\n",
      "Test ,batch 281/611\n",
      "Test ,batch 291/611\n",
      "Test ,batch 301/611\n",
      "Test ,batch 311/611\n",
      "Test ,batch 321/611\n",
      "Test ,batch 331/611\n",
      "Test ,batch 341/611\n",
      "Test ,batch 351/611\n",
      "Test ,batch 361/611\n",
      "Test ,batch 371/611\n",
      "Test ,batch 381/611\n",
      "Test ,batch 391/611\n",
      "Test ,batch 401/611\n",
      "Test ,batch 411/611\n",
      "Test ,batch 421/611\n",
      "Test ,batch 431/611\n",
      "Test ,batch 441/611\n",
      "Test ,batch 451/611\n",
      "Test ,batch 461/611\n",
      "Test ,batch 471/611\n",
      "Test ,batch 481/611\n",
      "Test ,batch 491/611\n",
      "Test ,batch 501/611\n",
      "Test ,batch 511/611\n",
      "Test ,batch 521/611\n",
      "Test ,batch 531/611\n",
      "Test ,batch 541/611\n",
      "Test ,batch 551/611\n",
      "Test ,batch 561/611\n",
      "Test ,batch 571/611\n",
      "Test ,batch 581/611\n",
      "Test ,batch 591/611\n",
      "Test ,batch 601/611\n",
      "Test ,batch 611/611\n"
     ]
    }
   ],
   "source": [
    "test_batch_cnt=len(testDS)//8\n",
    "model.eval()\n",
    "model.change_task('cap2reg')\n",
    "box_predictions=[]\n",
    "for num,batch in enumerate(cap2regTestDL):\n",
    "    with torch.no_grad():\n",
    "      preds=model(batch)\n",
    "    box_predictions+=[tuple(pred[0][:4].cpu().numpy()) for pred in preds]\n",
    "    if num%10==0:\n",
    "      print('Test ,batch {}/{}'.format(num+1,test_batch_cnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1272157,
     "status": "ok",
     "timestamp": 1599067001745,
     "user": {
      "displayName": "sadra barikbin",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64",
      "userId": "07513140462530453530"
     },
     "user_tz": -270
    },
    "id": "zQyqpe1HEg2Y",
    "outputId": "2d0f51bd-8a8c-429b-87a8-ba8702172199"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0.06557711950970378, 0.16091123371341676)\n"
     ]
    }
   ],
   "source": [
    "from comprehension_score import eval_precision\n",
    "print(eval_precision(tgt_frame,box_predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YOni5h2Ucj8z"
   },
   "source": [
    "# 6.Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1iI9yUskc5TX"
   },
   "outputs": [],
   "source": [
    "testDS=CapRegDataset(vgg,mode='test',task='reg2cap',vocab=vocab,csv_dir='')\n",
    "reg2capTestDL=DataLoader(testDS,batch_size=BATCH_SIZE,shuffle=True,num_workers=0,collate_fn=BatchPrepareCollate(vgg,fcnn,mode='test'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 85
    },
    "colab_type": "code",
    "id": "HHxzuKNNFYlv",
    "outputId": "c7b31884-51ca-417d-8a3c-2bcaa84e8816"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test ,batch 1/37\n",
      "Test ,batch 11/37\n",
      "Test ,batch 21/37\n",
      "Test ,batch 31/37\n"
     ]
    }
   ],
   "source": [
    "test_batch_cnt=len(testDS)//BATCH_SIZE\n",
    "model.eval()\n",
    "vgg['last'].eval()\n",
    "model.change_task('reg2cap')\n",
    "cap_predictions=[]\n",
    "for num,batch in enumerate(reg2capTestDL):\n",
    "    with torch.no_grad():\n",
    "      preds=model.generate_caption(batch)\n",
    "    for i in range(len(preds)):\n",
    "      preds[i]=' '.join([vocab.get_token_by_id(id) for id in preds[i]])\n",
    "    cap_predictions+=preds\n",
    "    if num%10==0:\n",
    "      print('Test ,batch {}/{}'.format(num+1,test_batch_cnt))\n",
    "f=open('drive/My Drive/Colab Data/sentences.txt','w')\n",
    "for sentence in cap_predictions:\n",
    "  f.write(sentence+'\\n')\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rd2KWIH_IaIC"
   },
   "outputs": [],
   "source": [
    "testDS=CapRegDataset(vgg,mode='test',task='cap2reg',vocab=vocab,csv_dir='')\n",
    "cap2regTestDL=DataLoader(testDS,batch_size=8,shuffle=True,num_workers=0,collate_fn=BatchPrepareCollate(vgg,fcnn,mode='test',task='cap2reg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "VfVFqrPBJaIv"
   },
   "outputs": [],
   "source": [
    "test_batch_cnt=len(testDS)//8\n",
    "model.eval()\n",
    "vgg['last'].eval()\n",
    "model.change_task('cap2reg')\n",
    "box_predictions=[]\n",
    "for num,batch in enumerate(cap2regTestDL):\n",
    "    with torch.no_grad():\n",
    "      preds=model(batch)\n",
    "    box_predictions+=[tuple(pred[0][:4].cpu().numpy()) for pred in preds]\n",
    "    if num%10==0:\n",
    "      print('Test ,batch {}/{}'.format(num+1,test_batch_cnt))\n",
    "f=open('drive/My Drive/Colab Data/boxes.txt','w')\n",
    "for box in box_predictions:\n",
    "  f.write('{}, {}, {}, {}\\n'.format(*box))\n",
    "f.close()"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "DL_FinalProjectWithAttention.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "01a7c4ac28994181b6c67359f589e209": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "Downloading: 100%",
      "description_tooltip": null,
      "layout": "IPY_MODEL_a330ba1369864fc793631cc0809d8e60",
      "max": 231508,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_98e3e06e29dd432a8bed22e0443380a5",
      "value": 231508
     }
    },
    "03dbc95d219c4f65b2116e2bb551be07": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": "initial"
     }
    },
    "0a13a74667ef46c38d40384c5ce393ac": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_4a7f2d9f676e488c9b55b4c1de18a799",
      "placeholder": "​",
      "style": "IPY_MODEL_f15e2f7402c548828cb15c63bf6ba603",
      "value": " 440M/440M [00:09&lt;00:00, 45.2MB/s]"
     }
    },
    "1193a86878424dd395648224b4e54d89": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_4e50a24d6c964834a22e12e0ce0fbb2a",
       "IPY_MODEL_bf90ae474de84f3fba30992e36175752"
      ],
      "layout": "IPY_MODEL_ff3bec91e18e4c0ca9eeb0de27aabdfb"
     }
    },
    "157594a43c5e4cf58d8c7b7199c32c1f": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "2cd2cf216e5d4e8ca562868125e0c2b2": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_413181f798624794bac4e69238e7036e",
      "placeholder": "​",
      "style": "IPY_MODEL_fa232c558c1d42bc87d9192ba5dc2538",
      "value": " 232k/232k [00:00&lt;00:00, 1.32MB/s]"
     }
    },
    "2f2ee223d916486f8e88e34806e02305": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b394642d212b46c9be8801550c3bd1fa",
      "placeholder": "​",
      "style": "IPY_MODEL_db907185665846ae8fdef98f351827d3",
      "value": " 433/433 [00:10&lt;00:00, 43.2B/s]"
     }
    },
    "32e7e13ddd3143d8b1954288f4dec264": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "39dc15e7ecdb42bf9090eb12126e33ab": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_d50bd49765fc427897ac17389bb02b04",
       "IPY_MODEL_2f2ee223d916486f8e88e34806e02305"
      ],
      "layout": "IPY_MODEL_f3d67d597ee3411fa1963a00c9cdc9c9"
     }
    },
    "413181f798624794bac4e69238e7036e": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4a7f2d9f676e488c9b55b4c1de18a799": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4d059fd91fb740f99dd0d286d841a80a": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4e50a24d6c964834a22e12e0ce0fbb2a": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "100%",
      "description_tooltip": null,
      "layout": "IPY_MODEL_6ad7a6aee2a3446c946e0ba612f159b6",
      "max": 167502836,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_03dbc95d219c4f65b2116e2bb551be07",
      "value": 167502836
     }
    },
    "59955266910344a9b540622f783dc83e": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5bc47ba479104bb4bd7585eb791e4457": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "64bfea9f91b54dbe83f8faa797866d7f": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": "initial"
     }
    },
    "6ad7a6aee2a3446c946e0ba612f159b6": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7641e100eade4e129db570c56559ecbe": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_849b0dd7ddf04f6ba080cdad70bf9b80",
       "IPY_MODEL_cbea54e1b3b14f99aed5327193873eee"
      ],
      "layout": "IPY_MODEL_77a2aec6a49249c99227b629857eb573"
     }
    },
    "764a86be290547e399292fb50095b691": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "77a2aec6a49249c99227b629857eb573": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "79a14269d5554ba7bdb8f6c65db92a29": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7a775678a3944172912a8ef21974375c": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_b463ea9108a1487bbd3632cc58c8df44",
       "IPY_MODEL_0a13a74667ef46c38d40384c5ce393ac"
      ],
      "layout": "IPY_MODEL_59955266910344a9b540622f783dc83e"
     }
    },
    "7b4e644f82c047eb897a201b40bfc983": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": "initial"
     }
    },
    "81c9324aab724db98d723fd4e6b0ec72": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": "initial"
     }
    },
    "849b0dd7ddf04f6ba080cdad70bf9b80": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "100%",
      "description_tooltip": null,
      "layout": "IPY_MODEL_4d059fd91fb740f99dd0d286d841a80a",
      "max": 574673361,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_64bfea9f91b54dbe83f8faa797866d7f",
      "value": 574673361
     }
    },
    "98e3e06e29dd432a8bed22e0443380a5": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": "initial"
     }
    },
    "a330ba1369864fc793631cc0809d8e60": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b394642d212b46c9be8801550c3bd1fa": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b463ea9108a1487bbd3632cc58c8df44": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "Downloading: 100%",
      "description_tooltip": null,
      "layout": "IPY_MODEL_79a14269d5554ba7bdb8f6c65db92a29",
      "max": 440473133,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_81c9324aab724db98d723fd4e6b0ec72",
      "value": 440473133
     }
    },
    "bdfcedb0138740e19d8047530d1c811b": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "bf90ae474de84f3fba30992e36175752": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_157594a43c5e4cf58d8c7b7199c32c1f",
      "placeholder": "​",
      "style": "IPY_MODEL_bdfcedb0138740e19d8047530d1c811b",
      "value": " 160M/160M [00:01&lt;00:00, 130MB/s]"
     }
    },
    "cbea54e1b3b14f99aed5327193873eee": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_32e7e13ddd3143d8b1954288f4dec264",
      "placeholder": "​",
      "style": "IPY_MODEL_fdbc6cd79e844779896dd214b0c6a821",
      "value": " 548M/548M [00:51&lt;00:00, 11.2MB/s]"
     }
    },
    "d32f9226f6804c6684bb6322c4e4a3b2": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_01a7c4ac28994181b6c67359f589e209",
       "IPY_MODEL_2cd2cf216e5d4e8ca562868125e0c2b2"
      ],
      "layout": "IPY_MODEL_764a86be290547e399292fb50095b691"
     }
    },
    "d50bd49765fc427897ac17389bb02b04": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "Downloading: 100%",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5bc47ba479104bb4bd7585eb791e4457",
      "max": 433,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_7b4e644f82c047eb897a201b40bfc983",
      "value": 433
     }
    },
    "db907185665846ae8fdef98f351827d3": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f15e2f7402c548828cb15c63bf6ba603": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f3d67d597ee3411fa1963a00c9cdc9c9": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fa232c558c1d42bc87d9192ba5dc2538": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "fdbc6cd79e844779896dd214b0c6a821": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ff3bec91e18e4c0ca9eeb0de27aabdfb": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}