Approach_1_on_5000_to_7000_VGG16.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "BsyZw--zKOG5"
   },
   "outputs": [],
   "source": [
    "# Make sure we are pointing to the directory that has all the files necessary\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "import sys, requests, shutil, os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "aM8oilRdsHOJ",
    "outputId": "7de0d69e-30c1-4540-ca47-f1535d8e2e1e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/content/sample_data/dataset2\n"
     ]
    }
   ],
   "source": [
    "cd \"/content/sample_data/dataset2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "ADlys_w-3hd5",
    "outputId": "906b4f32-bb5b-4e87-d02c-8f3a3ff4bd5a"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'/content/drive/My Drive/ADM_2/dataset2'"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "aB9f6rzbcfC-",
    "outputId": "a36f6fdb-1c36-460d-a56a-6ec9ccf2e263"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "VVd8WqgVNcxT",
    "outputId": "45a26755-8a9e-4220-fa95-e188712f32ab"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "!unzip \"/content/drive/My Drive/ADM_2/dataset2.zip\" -d \"/content/sample_data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "4ZgLUpSUKlif"
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import sys, requests, shutil, os\n",
    "\n",
    "data_train=pd.read_csv(\"train_sample.csv\")\n",
    "data_valid=pd.read_csv(\"valid_sample.csv\")\n",
    "data_test=pd.read_csv(\"test_sample.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Q4b3xYqfNB4S"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator, img_to_array, load_img\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dropout, Flatten, Dense, GlobalAveragePooling2D\n",
    "from tensorflow.keras import applications\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras import optimizers\n",
    "#from tensorflow.keras.utils.np_utils import to_categorical\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "\n",
    "from tensorflow.keras.callbacks import ModelCheckpoint\n",
    "from tensorflow.keras.models import Model\n",
    "import csv\n",
    "import os\n",
    "#import cv2\n",
    "from tensorflow.keras.models import load_model\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from sklearn.model_selection import train_test_split\n",
    "from tensorflow.keras.preprocessing.image import img_to_array\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import argparse\n",
    "import random\n",
    "import tensorflow as tf\n",
    "import tensorflow.keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 50
    },
    "id": "yLRH9o0TND3f",
    "outputId": "1afd7e19-fc9c-4ad3-e34e-29a3ed0aa2b4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63750\n",
      "19380\n"
     ]
    }
   ],
   "source": [
    "# This cell counts the total number of train images and validation images in the entire dataset\n",
    "# It stores the counts of train data 108181 training samples belonging to 1000 classes and \n",
    "# 19826 test samples in the respective variables nb_train_samples and nb_validation_samples\n",
    "\n",
    "\n",
    "\n",
    "train_data_dir = 'train_images_model'                   # points to directory having train images\n",
    "validation_data_dir = 'validation_images_model'         # points to directory having validation images\n",
    "\n",
    "\n",
    "def count(dir):\n",
    "    i = 5000\n",
    "    count = []\n",
    "    while i <= 6999:\n",
    "        f = str(i)\n",
    "        #print (f)\n",
    "        for root, dirs, files in os.walk(dir +'/'+ f):  # os. walk() is used to iterate through all folders of a directory\n",
    "            for pic in files:\n",
    "                count.append(f)   \n",
    "            i += 1\n",
    "    print (len(count))\n",
    "    return ([len(count),count])\n",
    "\n",
    "nb_train_samples = count(train_data_dir)\n",
    "nb_validation_samples = count(validation_data_dir)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "7RW-NEiONFxI"
   },
   "outputs": [],
   "source": [
    "#Importing few other files needed\n",
    "import pandas as pd\n",
    "import os\n",
    "import shutil\n",
    "from shutil import copyfile\n",
    "import urllib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 252
    },
    "id": "FpfzC_SXNHO5",
    "outputId": "560f562c-ade6-4695-b7a4-68d7888c6b77"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start1\n",
      "Found 63750 images belonging to 2000 classes.\n",
      "start2\n",
      "WARNING:tensorflow:From <ipython-input-6-43ba42158bdc>:27: Model.predict_generator (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use Model.predict, which supports generators.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/PIL/Image.py:932: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
      "  \"Palette images with Transparency expressed in bytes should be \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bottleneck_features_trained\n",
      "Train done\n",
      "Found 19380 images belonging to 2000 classes.\n",
      "validation predict start\n",
      "validation done\n"
     ]
    }
   ],
   "source": [
    "# here we build the VGG 16 model, which is pretrained using the imagenet dataset,\n",
    "# This is achieved by setting weights = 'imagenet' as a parameter while building the model\n",
    "\n",
    "img_width, img_height = 96, 96 #dimensions used in the model\n",
    "top_model_weights_path = 'bottleneck_fc_model.h5' # this is used to save weights in later stages, avoid recomputations\n",
    "epochs = 5\n",
    "batch_size = 510 #GCD\n",
    "def save_bottleneck_features():\n",
    "    datagen = ImageDataGenerator(rescale=1. / 255,\n",
    "                                 rotation_range=30,\n",
    "                                 width_shift_range=0.2,\n",
    "                                 height_shift_range=0.2,\n",
    "                                 zoom_range = 0.5,\n",
    "                                 brightness_range = [0.5,1.5])\n",
    "\n",
    "    # VGG 16 FramerWork\n",
    "    model = applications.VGG16(include_top=False, weights='imagenet', input_shape=(96,96,3))\n",
    "    print ('start1')\n",
    "    generator = datagen.flow_from_directory(\n",
    "        train_data_dir,\n",
    "        target_size=(img_width, img_height),\n",
    "        batch_size=batch_size,\n",
    "        class_mode=None, \n",
    "        shuffle=False)\n",
    "    \n",
    "    print ('start2')\n",
    "    bottleneck_features_train = model.predict_generator(generator, nb_train_samples[0] // batch_size) \n",
    "    print ('bottleneck_features_trained')\n",
    "    \n",
    "    \n",
    "    with open('bottleneck_features_train.npy', 'wb') as features_train_file:\n",
    "        np.save(features_train_file, bottleneck_features_train)\n",
    "    print ('Train done')\n",
    "    \n",
    "\n",
    "    datagen = ImageDataGenerator(rescale=1. / 255) \n",
    "    generator = datagen.flow_from_directory(\n",
    "        validation_data_dir,\n",
    "        target_size=(img_width, img_height),\n",
    "        batch_size=batch_size,\n",
    "        class_mode=None,\n",
    "        shuffle=False)\n",
    "    print ('validation predict start')\n",
    "    bottleneck_features_validation = model.predict_generator(generator, nb_validation_samples[0] // batch_size)\n",
    "    \n",
    "    with open('bottleneck_features_validation.npy', 'wb') as features_validation_file:\n",
    "        np.save(features_validation_file, bottleneck_features_validation)\n",
    "    print ('validation done')\n",
    "save_bottleneck_features()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "irmxF2I3I-q2"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 89
    },
    "id": "f8TsRBuANu9i",
    "outputId": "40a20454-1954-463b-a5f1-57a56bc6c32e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63920\n",
      "63920\n",
      "19380\n",
      "19380\n"
     ]
    }
   ],
   "source": [
    "# counts of train and validation labels\n",
    "train_labels = np.array(nb_train_samples[1])\n",
    "train_labels = [str(int(train_label) - 5000) for train_label in train_labels] \n",
    "print(len(train_labels))\n",
    "train_data = np.load(open('bottleneck_features_train.npy', 'rb'))\n",
    "print(len(train_data))\n",
    "validation_data = np.load(open('bottleneck_features_validation.npy', 'rb'))\n",
    "print(len(validation_data))\n",
    "validation_labels = np.array(nb_validation_samples[1])\n",
    "print(len(validation_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 199
    },
    "id": "jUrsEx3JPxWR",
    "outputId": "f089ed9d-e3cc-44d5-a86e-65cfe11ddafc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model fit starting\n",
      "Epoch 1/5\n",
      "125/125 [==============================] - 2s 15ms/step - loss: 5.7377 - accuracy: 0.0910 - val_loss: 4.7274 - val_accuracy: 0.1746\n",
      "Epoch 2/5\n",
      "125/125 [==============================] - 2s 14ms/step - loss: 4.7379 - accuracy: 0.1807 - val_loss: 4.0420 - val_accuracy: 0.2614\n",
      "Epoch 3/5\n",
      "125/125 [==============================] - 2s 13ms/step - loss: 4.1611 - accuracy: 0.2398 - val_loss: 3.5902 - val_accuracy: 0.3257\n",
      "Epoch 4/5\n",
      "125/125 [==============================] - 2s 13ms/step - loss: 3.7362 - accuracy: 0.2842 - val_loss: 3.3032 - val_accuracy: 0.3641\n",
      "Epoch 5/5\n",
      "125/125 [==============================] - 2s 13ms/step - loss: 3.4046 - accuracy: 0.3229 - val_loss: 3.2014 - val_accuracy: 0.3829\n"
     ]
    }
   ],
   "source": [
    "epochs = 5\n",
    "batch_size = 510\n",
    "import numpy as np\n",
    "\n",
    "def train_top_model():\n",
    "    train_data = np.load(open('bottleneck_features_train.npy', 'rb'))\n",
    "    train_labels = np.array(nb_train_samples[1])\n",
    "    train_labels = [str(int(train_label) - 5000) for train_label in train_labels] \n",
    "    # we do label-1000, so that class lable starts from 0, as we have labels starting from 1000\n",
    "\n",
    "    validation_data = np.load(open('bottleneck_features_validation.npy', 'rb'))\n",
    "    validation_labels = np.array(nb_validation_samples[1])\n",
    "    validation_labels = [str(int(validation_label) - 5000) for validation_label in validation_labels]\n",
    "    \n",
    "    model = Sequential()\n",
    "    model.add(Flatten(input_shape=train_data.shape[1:]))\n",
    "    model.add(Dense(256, activation='relu'))\n",
    "    model.add(Dense(256, activation='relu'))\n",
    "    n_class = 2000 # max. classes given to the model\n",
    "    model.add(Dense(n_class, activation='softmax'))\n",
    "    model.compile(optimizer='rmsprop',\n",
    "                  loss='categorical_crossentropy', metrics=['accuracy'])\n",
    "    train_labels = to_categorical(train_labels, n_class)\n",
    "    validation_labels = to_categorical(validation_labels, n_class)\n",
    "    \n",
    "    print ('model fit starting')\n",
    "    \n",
    "    model.fit(train_data, train_labels,epochs=epochs,batch_size=batch_size,validation_data=(validation_data, validation_labels))\n",
    "    model.save_weights(top_model_weights_path)\n",
    "\n",
    "train_top_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "aBxIMsgtQGWm",
    "outputId": "5de9c4da-7e59-4354-9591-94ad9cd04da0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"input_12:0\", shape=(None, 96, 96, 3), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "base_model = applications.VGG16(weights='imagenet',include_top= False,input_shape=(96,96,3))\n",
    "print(base_model.input)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "pHHsSQThNnpj",
    "outputId": "84f08098-0ce1-49fe-ce57-1ee0b9db44df"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'/content/drive/My Drive/ADM_2/dataset2'"
      ]
     },
     "execution_count": 43,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "qjF39jDRQYXJ",
    "outputId": "1acdb0c2-eb97-47c5-f5e0-68c35d997c63"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compilation done.\n",
      "Found 63750 images belonging to 2000 classes.\n",
      "Found 19380 images belonging to 2000 classes.\n",
      "Model fit begins...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/PIL/Image.py:932: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
      "  \"Palette images with Transparency expressed in bytes should be \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "150/150 [==============================] - 148s 985ms/step - loss: 5.9212 - accuracy: 0.0644 - val_loss: 4.8089 - val_accuracy: 0.1310\n",
      "Epoch 2/50\n",
      "150/150 [==============================] - 143s 956ms/step - loss: 4.8514 - accuracy: 0.1346 - val_loss: 4.2770 - val_accuracy: 0.1929\n",
      "Epoch 3/50\n",
      "150/150 [==============================] - 142s 948ms/step - loss: 4.5148 - accuracy: 0.1729 - val_loss: 3.9892 - val_accuracy: 0.2443\n",
      "Epoch 4/50\n",
      "150/150 [==============================] - 139s 927ms/step - loss: 4.2142 - accuracy: 0.2106 - val_loss: 3.7237 - val_accuracy: 0.2791\n",
      "Epoch 5/50\n",
      "150/150 [==============================] - 140s 931ms/step - loss: 4.0307 - accuracy: 0.2354 - val_loss: 3.5047 - val_accuracy: 0.3213\n",
      "Epoch 6/50\n",
      "150/150 [==============================] - 146s 975ms/step - loss: 3.8505 - accuracy: 0.2577 - val_loss: 3.4891 - val_accuracy: 0.3185\n",
      "Epoch 7/50\n",
      "150/150 [==============================] - 142s 949ms/step - loss: 3.7308 - accuracy: 0.2775 - val_loss: 3.2901 - val_accuracy: 0.3512\n",
      "Epoch 8/50\n",
      "150/150 [==============================] - 139s 928ms/step - loss: 3.6172 - accuracy: 0.2911 - val_loss: 3.2440 - val_accuracy: 0.3595\n",
      "Epoch 9/50\n",
      "150/150 [==============================] - 140s 931ms/step - loss: 3.5052 - accuracy: 0.3068 - val_loss: 3.0912 - val_accuracy: 0.3795\n",
      "Epoch 10/50\n",
      "150/150 [==============================] - 141s 942ms/step - loss: 3.4322 - accuracy: 0.3153 - val_loss: 3.0661 - val_accuracy: 0.3883\n",
      "Epoch 11/50\n",
      "150/150 [==============================] - 140s 935ms/step - loss: 3.3501 - accuracy: 0.3284 - val_loss: 2.9684 - val_accuracy: 0.4000\n",
      "Epoch 12/50\n",
      "150/150 [==============================] - 141s 943ms/step - loss: 3.2860 - accuracy: 0.3363 - val_loss: 2.9319 - val_accuracy: 0.4133\n",
      "Epoch 13/50\n",
      "150/150 [==============================] - 141s 939ms/step - loss: 3.1907 - accuracy: 0.3507 - val_loss: 2.7982 - val_accuracy: 0.4303\n",
      "Epoch 14/50\n",
      "150/150 [==============================] - 142s 946ms/step - loss: 3.1548 - accuracy: 0.3554 - val_loss: 2.7664 - val_accuracy: 0.4332\n",
      "Epoch 15/50\n",
      "150/150 [==============================] - 140s 934ms/step - loss: 3.0962 - accuracy: 0.3622 - val_loss: 2.7238 - val_accuracy: 0.4499\n",
      "Epoch 16/50\n",
      "150/150 [==============================] - 141s 937ms/step - loss: 3.0455 - accuracy: 0.3719 - val_loss: 2.7355 - val_accuracy: 0.4396\n",
      "Epoch 17/50\n",
      "150/150 [==============================] - 139s 927ms/step - loss: 2.9857 - accuracy: 0.3818 - val_loss: 2.7746 - val_accuracy: 0.4383\n",
      "Epoch 18/50\n",
      "150/150 [==============================] - 140s 933ms/step - loss: 2.9306 - accuracy: 0.3895 - val_loss: 2.7031 - val_accuracy: 0.4553\n",
      "Epoch 19/50\n",
      "150/150 [==============================] - 140s 936ms/step - loss: 2.9060 - accuracy: 0.3934 - val_loss: 2.5824 - val_accuracy: 0.4701\n",
      "Epoch 20/50\n",
      "150/150 [==============================] - 139s 929ms/step - loss: 2.8671 - accuracy: 0.3964 - val_loss: 2.6264 - val_accuracy: 0.4671\n",
      "Epoch 21/50\n",
      "150/150 [==============================] - 140s 936ms/step - loss: 2.8368 - accuracy: 0.4030 - val_loss: 2.5629 - val_accuracy: 0.4769\n",
      "Epoch 22/50\n",
      "150/150 [==============================] - 139s 927ms/step - loss: 2.8175 - accuracy: 0.4086 - val_loss: 2.6068 - val_accuracy: 0.4683\n",
      "Epoch 23/50\n",
      "150/150 [==============================] - 141s 937ms/step - loss: 2.7713 - accuracy: 0.4139 - val_loss: 2.5673 - val_accuracy: 0.4773\n",
      "Epoch 24/50\n",
      "150/150 [==============================] - 139s 926ms/step - loss: 2.7538 - accuracy: 0.4145 - val_loss: 2.5677 - val_accuracy: 0.4733\n",
      "Epoch 25/50\n",
      "150/150 [==============================] - 140s 933ms/step - loss: 2.7314 - accuracy: 0.4214 - val_loss: 2.5093 - val_accuracy: 0.4867\n",
      "Epoch 26/50\n",
      "150/150 [==============================] - 139s 925ms/step - loss: 2.6997 - accuracy: 0.4235 - val_loss: 2.4719 - val_accuracy: 0.4970\n",
      "Epoch 27/50\n",
      "150/150 [==============================] - 139s 925ms/step - loss: 2.6954 - accuracy: 0.4230 - val_loss: 2.5081 - val_accuracy: 0.4870\n",
      "Epoch 28/50\n",
      "150/150 [==============================] - 138s 921ms/step - loss: 2.6642 - accuracy: 0.4248 - val_loss: 2.5417 - val_accuracy: 0.4885\n",
      "Epoch 29/50\n",
      "150/150 [==============================] - 139s 928ms/step - loss: 2.6431 - accuracy: 0.4320 - val_loss: 2.4231 - val_accuracy: 0.5079\n",
      "Epoch 30/50\n",
      "150/150 [==============================] - 141s 938ms/step - loss: 2.6354 - accuracy: 0.4299 - val_loss: 2.4371 - val_accuracy: 0.5068\n",
      "Epoch 31/50\n",
      "150/150 [==============================] - 142s 948ms/step - loss: 2.6028 - accuracy: 0.4389 - val_loss: 2.3947 - val_accuracy: 0.5141\n",
      "Epoch 32/50\n",
      "150/150 [==============================] - 142s 946ms/step - loss: 2.5847 - accuracy: 0.4438 - val_loss: 2.3196 - val_accuracy: 0.5262\n",
      "Epoch 33/50\n",
      "150/150 [==============================] - 141s 937ms/step - loss: 2.5555 - accuracy: 0.4469 - val_loss: 2.3764 - val_accuracy: 0.5161\n",
      "Epoch 34/50\n",
      "150/150 [==============================] - 141s 941ms/step - loss: 2.5435 - accuracy: 0.4461 - val_loss: 2.4482 - val_accuracy: 0.5049\n",
      "Epoch 35/50\n",
      "150/150 [==============================] - 140s 936ms/step - loss: 2.5367 - accuracy: 0.4481 - val_loss: 2.3402 - val_accuracy: 0.5224\n",
      "Epoch 36/50\n",
      "150/150 [==============================] - 141s 941ms/step - loss: 2.5201 - accuracy: 0.4505 - val_loss: 2.4473 - val_accuracy: 0.4985\n",
      "Epoch 37/50\n",
      "150/150 [==============================] - 141s 941ms/step - loss: 2.5122 - accuracy: 0.4530 - val_loss: 2.3016 - val_accuracy: 0.5271\n",
      "Epoch 38/50\n",
      "150/150 [==============================] - 141s 940ms/step - loss: 2.4788 - accuracy: 0.4550 - val_loss: 2.3950 - val_accuracy: 0.5149\n",
      "Epoch 39/50\n",
      "150/150 [==============================] - 140s 932ms/step - loss: 2.4602 - accuracy: 0.4584 - val_loss: 2.3253 - val_accuracy: 0.5257\n",
      "Epoch 40/50\n",
      "150/150 [==============================] - 140s 937ms/step - loss: 2.4822 - accuracy: 0.4583 - val_loss: 2.4404 - val_accuracy: 0.5055\n",
      "Epoch 41/50\n",
      "150/150 [==============================] - 142s 946ms/step - loss: 2.4445 - accuracy: 0.4622 - val_loss: 2.2884 - val_accuracy: 0.5331\n",
      "Epoch 42/50\n",
      "150/150 [==============================] - 141s 938ms/step - loss: 2.4130 - accuracy: 0.4672 - val_loss: 2.2972 - val_accuracy: 0.5289\n",
      "Epoch 43/50\n",
      "150/150 [==============================] - 142s 944ms/step - loss: 2.4098 - accuracy: 0.4709 - val_loss: 2.2538 - val_accuracy: 0.5383\n",
      "Epoch 44/50\n",
      "150/150 [==============================] - 141s 937ms/step - loss: 2.4012 - accuracy: 0.4723 - val_loss: 2.2540 - val_accuracy: 0.5400\n",
      "Epoch 45/50\n",
      "150/150 [==============================] - 142s 944ms/step - loss: 2.3821 - accuracy: 0.4753 - val_loss: 2.2450 - val_accuracy: 0.5437\n",
      "Epoch 46/50\n",
      "150/150 [==============================] - 140s 935ms/step - loss: 2.3966 - accuracy: 0.4698 - val_loss: 2.2747 - val_accuracy: 0.5345\n",
      "Epoch 47/50\n",
      "150/150 [==============================] - 141s 941ms/step - loss: 2.3662 - accuracy: 0.4772 - val_loss: 2.3157 - val_accuracy: 0.5337\n",
      "Epoch 48/50\n",
      "150/150 [==============================] - 141s 940ms/step - loss: 2.3528 - accuracy: 0.4800 - val_loss: 2.2170 - val_accuracy: 0.5483\n",
      "Epoch 49/50\n",
      "150/150 [==============================] - 142s 944ms/step - loss: 2.3653 - accuracy: 0.4764 - val_loss: 2.2795 - val_accuracy: 0.5477\n",
      "Epoch 50/50\n",
      "150/150 [==============================] - 140s 930ms/step - loss: 2.3351 - accuracy: 0.4819 - val_loss: 2.3035 - val_accuracy: 0.5377\n"
     ]
    }
   ],
   "source": [
    "# This is where we fine tune the pretrained model according to our dataset\n",
    "\n",
    "img_width, img_height = 96, 96\n",
    "top_model_weights_path = 'bottleneck_fc_model.h5' \n",
    "train_data_dir = 'train_images_model'\n",
    "validation_data_dir = 'validation_images_model'\n",
    "batch_size = 200\n",
    "epochs = 50\n",
    "def trainCNN():\n",
    "\n",
    "    # build the VGG16 network\n",
    "\n",
    "    base_model = applications.VGG16(weights='imagenet',include_top= False,input_shape=(96,96,3))\n",
    "\n",
    "    top_model = Sequential()\n",
    "    top_model.add(Flatten(input_shape=base_model.output_shape[1:]))\n",
    "    top_model.add(Dense(256, activation='relu'))\n",
    "    top_model.add(Dense(256, activation='relu'))\n",
    "    n_class = 2000\n",
    "    top_model.add(Dense(n_class, activation='softmax'))\n",
    "    top_model.load_weights(top_model_weights_path) #Load the weights initialized in previous steps\n",
    "    \n",
    "\n",
    "    model = Model(base_model.input, top_model(base_model.output))\n",
    "    \n",
    "    # set the first 16 layers to non-trainable (weights will not be updated) \n",
    "    # 1 conv layer and three dense layers will be trained\n",
    "    for layer in model.layers[:16]:\n",
    "        layer.trainable = False\n",
    "\n",
    "    model.compile(loss='categorical_crossentropy',\n",
    "                  optimizer=optimizers.Adam(lr=0.001, beta_1=0.9,beta_2=0.999,epsilon=1e-8, decay=0.0),\n",
    "                  metrics=['accuracy'])\n",
    "    print ('Compilation done.')\n",
    "    \n",
    "    train_datagen = ImageDataGenerator(rescale=1. / 255,\n",
    "                                       rotation_range=90,\n",
    "                                        width_shift_range=0.2,\n",
    "                                        height_shift_range=0.2,\n",
    "                                        zoom_range = 0.5)\n",
    "    \n",
    "    valid_datagen = ImageDataGenerator(rescale=1. / 255)\n",
    "\n",
    "    train_generator = train_datagen.flow_from_directory(\n",
    "        train_data_dir,\n",
    "        target_size=(img_height, img_width),\n",
    "        batch_size=batch_size,\n",
    "        class_mode='categorical')\n",
    "\n",
    "    np.save('class_indices.npy', train_generator.class_indices)\n",
    "\n",
    "    validation_generator = valid_datagen.flow_from_directory(\n",
    "        validation_data_dir,\n",
    "        target_size=(img_height, img_width),\n",
    "        batch_size=batch_size,\n",
    "        class_mode='categorical')\n",
    "    \n",
    "    print ('Model fit begins...')\n",
    "    history=model.fit_generator(\n",
    "        train_generator,\n",
    "        steps_per_epoch=150,\n",
    "        epochs=epochs,\n",
    "        validation_data=validation_generator,\n",
    "        validation_steps=75,\n",
    "        callbacks=[ModelCheckpoint(filepath=top_model_weights_path, save_best_only=True, save_weights_only=True)]\n",
    "        )\n",
    "    \n",
    "    model.save_weights(top_model_weights_path)\n",
    "    # final weights are saved in bottleneck_fc_model.h5 file\n",
    "\n",
    "trainCNN()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "2VZByxvxZvR5"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "bysqz2e_Qze8"
   },
   "outputs": [],
   "source": [
    "from tensorflow.python.platform import app\n",
    "import argparse\n",
    "import os\n",
    "import sys\n",
    "import time\n",
    "from time import *\n",
    "import io\n",
    "import tensorflow as tf \n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "LL2SpEqdoL7N"
   },
   "outputs": [],
   "source": [
    "top_model_weights_path = 'bottleneck_fc_model.h5'       # final weights of the model\n",
    "train_data_dir = 'train_images_model'\n",
    "testfile = 'test_images_from_train'\n",
    "subfile = 'result2.csv'                                  # predictions of the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "f157fl0Zoaqk"
   },
   "outputs": [],
   "source": [
    "from keras import backend as K \n",
    "import cv2\n",
    "\n",
    "# here we send the test images to the model\n",
    "# the model predicts the classes with some confidence score\n",
    "# these tuples are stored in a file result.csv that are used in later parts of the code\n",
    "\n",
    "def predict(image_path):\n",
    "    print ('starting...')\n",
    "    path, dirs, files = next(os.walk(image_path))\n",
    "    file_len = len(files)\n",
    "    print('Number of Testimages:', file_len)\n",
    "\n",
    "    train_datagen = ImageDataGenerator(rescale=1. / 255)\n",
    "\n",
    "    generator = train_datagen.flow_from_directory(train_data_dir, batch_size=batch_size)\n",
    "    label_map = (generator.class_indices)\n",
    "\n",
    "    n_class = 2000\n",
    "\n",
    "    with open(subfile, 'w') as csvfile:\n",
    "        newFileWriter = csv.writer(csvfile)\n",
    "        newFileWriter.writerow(['id', 'landmarks'])\n",
    "\n",
    "        file_counter = 0\n",
    "        base_model = applications.VGG16(weights='imagenet', include_top=False, input_shape=(96, 96, 3))\n",
    "\n",
    "        top_model = Sequential()\n",
    "        top_model.add(Flatten(input_shape=base_model.output_shape[1:]))\n",
    "        top_model.add(Dense(256, activation='relu'))\n",
    "        top_model.add(Dense(256, activation='relu'))\n",
    "        top_model.add(Dense(n_class, activation='softmax'))\n",
    "\n",
    "        model = Model(base_model.input, top_model(base_model.output))\n",
    "        model.load_weights(top_model_weights_path)\n",
    "        for root, dirs, files in os.walk(image_path): \n",
    "            for pic in files:\n",
    "\n",
    "                #loop folder and convert image\n",
    "                path = image_path + '/' + pic\n",
    "\n",
    "\n",
    "                orig = cv2.imread(path)\n",
    "                image = load_img(path, target_size=(96, 96))\n",
    "                image = img_to_array(image)\n",
    "\n",
    "                image = image / 255\n",
    "\n",
    "                image = np.expand_dims(image, axis=0)\n",
    "\n",
    "                #classify landmark\n",
    "                \n",
    "\n",
    "                prediction = model.predict(image)\n",
    "\n",
    "                class_predicted = prediction.argmax(axis=1)\n",
    "                inID = class_predicted[0]\n",
    "                inv_map = {v: k for k, v in label_map.items()}\n",
    "                label = inv_map[inID]\n",
    "\n",
    "                score = max(prediction[0])\n",
    "                scor = \"{:.2f}\".format(score)\n",
    "                out = str(label) + ' '+ scor\n",
    "                #print(score)\n",
    "\n",
    "                newFileWriter.writerow([os.path.splitext(pic)[0], out])\n",
    "                \n",
    "\n",
    "predict(testfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "UGOiE0yPDnr5",
    "outputId": "315554a7-831b-4646-f42e-f51b5232f851"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting\n",
      "Number of Testimages: 4783\n",
      "1 0.42045176 5525\n",
      "2 0.159241 6743\n",
      "3 0.9933908 5203\n",
      "4 0.17908786 6043\n",
      "5 0.18792956 6039\n",
      "6 0.25939888 6696\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/PIL/Image.py:932: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
      "  \"Palette images with Transparency expressed in bytes should be \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1948 0.25939888 6696\n",
      "1949 0.13059184 6280\n",
      "1950 0.27569723 6582\n",
      "1951 0.46402475 6130\n",
      "1952 0.13478106 5702\n",
      "1953 0.9814247 5647\n",
      "1954 0.117968425 5076\n",
      "1955 0.16646583 5762\n",
      "1956 0.94754755 5943\n",
      "1957 0.9960757 5561\n",
      "1958 0.10197716 5376\n",
      "1959 0.9887918 5955\n",
      "1960 0.1942999 6180\n",
      "1961 0.5585328 5052\n",
      "1962 0.33441138 6231\n",
      "1963 0.48247004 5955\n",
      "1964 0.32824752 5588\n",
      "1965 0.34571564 6960\n",
      "1966 0.28880003 6156\n",
      "1967 0.19382179 6058\n",
      "1968 0.96190166 6542\n",
      "1969 0.1427989 6582\n",
      "1970 0.12612131 6846\n",
      "1971 0.47403947 5946\n",
      "1972 0.59867656 5720\n",
      "1973 0.9693262 6051\n",
      "1974 0.99784756 5880\n",
      "1975 0.2725481 5101\n",
      "1976 0.9936614 6197\n",
      "1977 0.9769578 5812\n",
      "1978 0.9930373 6483\n",
      "1979 0.42695263 5943\n",
      "1980 0.9789988 6198\n",
      "1981 0.5820198 6484\n",
      "1982 0.059123535 6280\n",
      "1983 0.92241 6651\n",
      "1984 0.78228056 6371\n",
      "1985 0.21252777 5669\n",
      "1986 0.17839915 5163\n",
      "1987 0.99989283 6956\n",
      "1988 0.4574467 6751\n",
      "1989 0.23767442 6438\n",
      "1990 0.9907012 5101\n",
      "1991 0.99996865 6685\n",
      "1992 0.9804866 6051\n",
      "1993 0.9740114 5506\n",
      "1994 0.80056006 5270\n",
      "1995 0.19272448 5172\n",
      "1996 0.11644778 6221\n",
      "1997 0.601096 5590\n",
      "1998 0.6203579 6627\n",
      "1999 0.28978685 5166\n",
      "2000 0.18792956 6039\n",
      "2001 0.39965734 6271\n",
      "2002 0.49125174 6795\n",
      "2003 0.19421475 5206\n",
      "2004 0.30985475 5101\n",
      "2005 0.9448888 6435\n",
      "2006 1.0 5367\n",
      "2007 0.9998374 5100\n",
      "2008 0.5246057 5943\n",
      "2009 0.7955797 6450\n",
      "2010 0.46777108 5444\n",
      "2011 0.8199561 5720\n",
      "2012 0.18792956 6039\n",
      "2013 0.2908451 5475\n",
      "2014 0.26196808 5400\n",
      "2015 0.75952315 6627\n",
      "2016 0.9894329 6973\n",
      "2017 0.3850143 5149\n",
      "2018 0.9996424 6231\n",
      "2019 0.656352 5460\n",
      "2020 0.97189605 6924\n",
      "2021 0.25939888 6696\n",
      "2022 0.7653352 6243\n",
      "2023 0.2563626 6259\n",
      "2024 0.21335769 5313\n",
      "2025 0.086509965 6051\n",
      "2026 0.9816553 5720\n",
      "2027 0.617086 5709\n",
      "2028 0.5152024 5460\n",
      "2029 0.3297133 5075\n",
      "2030 0.18792956 6039\n",
      "2031 0.5115503 5960\n",
      "2032 0.7684183 5046\n",
      "2033 0.18792956 6039\n",
      "2034 1.0 5739\n",
      "2035 0.5852576 5618\n",
      "2036 0.82000506 5166\n",
      "2037 0.9886136 5380\n",
      "2038 0.99999976 6991\n",
      "2039 0.69288 6589\n",
      "2040 0.22746888 5838\n",
      "2041 0.19443586 5485\n",
      "2042 0.9977568 5556\n",
      "2043 0.9921922 6899\n",
      "2044 0.98744893 6090\n",
      "2045 0.38503394 6231\n",
      "2046 1.0 5367\n",
      "2047 0.9988493 6696\n",
      "2048 0.5395726 5852\n",
      "2049 0.7019395 5017\n",
      "2050 0.62947077 6476\n",
      "2051 0.90297735 5163\n",
      "2052 0.15637352 5076\n",
      "2053 0.13217762 6171\n",
      "2054 0.33076993 5800\n",
      "2055 0.85527724 5373\n",
      "2056 0.58472437 6088\n",
      "2057 0.9996327 5376\n",
      "2058 0.85384125 6599\n",
      "2059 0.14445882 6651\n",
      "2060 0.41160172 5163\n",
      "2061 0.7672947 6421\n",
      "2062 0.7927625 6051\n",
      "2063 0.10484014 6991\n",
      "2064 0.066135705 6582\n",
      "2065 0.5522454 6735\n",
      "2066 0.27326873 5172\n",
      "2067 0.9998049 5529\n",
      "2068 0.12264281 5088\n",
      "2069 0.99954695 5460\n",
      "2070 0.33135262 6015\n",
      "2071 0.51747745 6846\n",
      "2072 1.0 5376\n",
      "2073 0.7664251 5172\n",
      "2074 0.9346626 5376\n",
      "2075 0.16025862 5163\n",
      "2076 0.9861481 6665\n",
      "2077 0.5176447 6231\n",
      "2078 0.44757667 5376\n",
      "2079 0.6560226 6051\n",
      "2080 0.4438558 6059\n",
      "2081 0.15166274 6621\n",
      "2082 0.09608512 5163\n",
      "2083 0.25939888 6696\n",
      "2084 0.40953454 6569\n",
      "2085 0.99991703 5163\n",
      "2086 0.97725004 6599\n",
      "2087 0.9805432 5046\n",
      "2088 0.3350177 5590\n",
      "2089 0.94495004 6599\n",
      "2090 0.17631954 5647\n",
      "2091 0.18792956 6039\n",
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      "2093 0.25523034 5665\n",
      "2094 0.6112515 5373\n",
      "2095 0.40206444 5762\n",
      "2096 0.18825682 6651\n",
      "2097 1.0 6290\n",
      "2098 0.75851625 5755\n",
      "2099 0.37069702 6984\n",
      "2100 0.44412053 6166\n",
      "2101 1.0 6511\n",
      "2102 0.21273032 5442\n",
      "2103 0.55844736 6290\n",
      "2104 0.3380789 6599\n",
      "2105 0.76326346 6166\n",
      "2106 0.19287187 6292\n",
      "2107 0.18792956 6039\n",
      "2108 0.13919383 6226\n",
      "2109 0.3869128 6542\n",
      "2110 0.3338471 6599\n",
      "2111 0.1755369 6665\n",
      "2112 0.44580147 5376\n",
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      "2114 0.76532173 5475\n",
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      "2116 0.8862828 5234\n",
      "2117 0.945921 5132\n",
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      "2119 0.12844126 5166\n",
      "2120 1.0 6231\n",
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      "2122 0.9220484 5470\n",
      "2123 0.9904795 6924\n",
      "2124 0.22237138 6651\n",
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      "2126 0.38643116 6597\n",
      "2127 0.5566116 6971\n",
      "2128 0.11803921 6051\n",
      "2129 0.15466373 6599\n",
      "2130 0.81726193 5590\n",
      "2131 0.99998784 6991\n",
      "2132 1.0 5367\n",
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      "2136 0.9998086 5934\n",
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     ]
    }
   ],
   "source": [
    "from keras import backend as K \n",
    "import cv2\n",
    "top_model_weights_path = 'bottleneck_fc_model.h5'       # final weights of the model\n",
    "train_data_dir = 'train_images_model'\n",
    "testfile = 'test_images_from_train'\n",
    "subfile = 'result2.csv'                                  # predictions of the model\n",
    "def predict(image_path):\n",
    "    print ('starting')\n",
    "    path, dirs, files = next(os.walk(image_path))\n",
    "    file_len = len(files)\n",
    "    print('Number of Testimages:', file_len)\n",
    "    #train_datagen = ImageDataGenerator(rescale=1. / 255)\n",
    "    #generator = train_datagen.flow_from_directory(train_data_dir, batch_size=batch_size)\n",
    "    #label_map = (generator.class_indices)\n",
    "    label_map={}\n",
    "    for i in range(2000):\n",
    "      label_map[str(5000+i)]=i\n",
    "    n_class = 2000\n",
    "    base_model = applications.VGG16(weights='imagenet', include_top=False, input_shape=(96, 96, 3))\n",
    "    top_model = Sequential()\n",
    "    top_model.add(Flatten(input_shape=base_model.output_shape[1:]))\n",
    "    top_model.add(Dense(256, activation='relu'))\n",
    "    top_model.add(Dense(256, activation='relu'))\n",
    "    top_model.add(Dense(n_class, activation='softmax'))\n",
    "    model = Model(base_model.input,top_model(base_model.output))\n",
    "    model.load_weights(top_model_weights_path)\n",
    "    with open(subfile, 'w') as csvfile:\n",
    "        newFileWriter = csv.writer(csvfile)\n",
    "        newFileWriter.writerow(['id', 'landmarks','confidence'])\n",
    "        file_counter = 0\n",
    "        for root, dirs, files in os.walk(image_path):  # loop through startfolders\n",
    "            i=0\n",
    "            for pic in files:\n",
    "                i+=1\n",
    "                #loop folder and convert image\n",
    "                path = image_path + '/' + pic\n",
    "\n",
    "\n",
    "                orig = cv2.imread(path)\n",
    "                image = load_img(path, target_size=(96, 96))\n",
    "                image = img_to_array(image)\n",
    "\n",
    "                # important! otherwise the predictions will be '0'\n",
    "                image = image / 255\n",
    "\n",
    "                image = np.expand_dims(image, axis=0)\n",
    "\n",
    "                #classify landmark\n",
    "                \n",
    "\n",
    "                prediction = model.predict(image)\n",
    "\n",
    "\n",
    "                class_predicted = prediction.argmax(axis=1)\n",
    "                #class_predicted = np.argmax(prediction,axis=1)\n",
    "                #print (pic, class_predicted)\n",
    "\n",
    "\n",
    "                inID = class_predicted[0]\n",
    "                #print inID\n",
    "\n",
    "                inv_map = {v: k for k, v in label_map.items()}\n",
    "                #print class_dictionary\n",
    "                label = inv_map[inID]\n",
    "                score = max(prediction[0])\n",
    "                scor = \"{:.2f}\".format(score)\n",
    "                #out = str(label) + ' '+ scor\n",
    "                print (i,score,label)\n",
    "                newFileWriter.writerow([os.path.splitext(pic)[0], int(label),scor])\n",
    "\n",
    "predict(testfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "eytyhF1Pohxb"
   },
   "outputs": [],
   "source": [
    "result = pd.read_csv('result2.csv')     # predicted values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "APc1SY9OKpek"
   },
   "outputs": [],
   "source": [
    "test = pd.read_csv('test_sample.csv')  # ground truth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 53
    },
    "id": "W4KTer7tKprt",
    "outputId": "57f80f53-fd8b-44b8-af0a-13c7ade45f13"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5410830022998119\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5410830022998119"
      ]
     },
     "execution_count": 64,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# final accuracy of the model as tested on test dataset\n",
    "import pandas as pd\n",
    "def test_accuracy(pred,truth):\n",
    "    result=pd.read_csv(pred)\n",
    "    #print(result.head(20))\n",
    "    test=pd.read_csv(truth)\n",
    "    count=0\n",
    "    for i in result[\"id\"]:\n",
    "        a=result.loc[result['id'] == i, \"landmarks\"]\n",
    "        b=a.values\n",
    "        #b=list(b[0].split(\" \"))\n",
    "        b[0]=int(b[0])\n",
    "        if i in test.id.values:\n",
    "          c=test.loc[test['id'] == i, \"landmark_id\"]\n",
    "          d=c.values\n",
    "          if b[0]==d[0]:\n",
    "              count+=1\n",
    "    print(count/len(result))\n",
    "    return count/len(result)\n",
    "test_accuracy(\"result2.csv\",\"test_sample.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zo9haQ5tKp0d"
   },
   "outputs": [],
   "source": [
    "# This call calulates the Global Average Precision Metric \n",
    "# \n",
    "import pandas as pd\n",
    "def GAP_metric(path):\n",
    "    result=pd.read_csv(path)\n",
    "    test=pd.read_csv(\"test_sample.csv\")\n",
    "    result=result.sort_values(by='confidence', ascending=False)\n",
    "    M=0\n",
    "    true=0\n",
    "    total=0\n",
    "    s=0\n",
    "    relevance=0\n",
    "    for i in result['id']:\n",
    "        total+=1\n",
    "        a=result.loc[result['id'] == i, \"landmarks\"]\n",
    "        b=a.values\n",
    "        #if i in test['id']:\n",
    "        if i in test.id.values:\n",
    "          M+=1\n",
    "          c=test.loc[test['id'] == i, \"landmark_id\"]\n",
    "          d=c.values\n",
    "          if b[0]==d[0]:\n",
    "              true+=1\n",
    "              relevance=1\n",
    "        s+=(true/total)*relevance\n",
    "        relevance=0\n",
    "    print(M,s,total,true)\n",
    "    print(s/M)\n",
    "    return s/M\n",
    "GAP_metric(\"result.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 71
    },
    "id": "WabB1-EBYl4O",
    "outputId": "b90c0b03-c0ca-4b55-e456-2c53046081cd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4783 2345.7565041894886 4783 2588\n",
      "0.4904362333659813\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.4904362333659813"
      ]
     },
     "execution_count": 67,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GAP_metric('result2.csv')"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "Approach_1.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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