FinalProject.Keras.GPU.ImageNet.FusionLayer.LABcolors.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### Load Libraries ####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras import applications\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from keras import optimizers\n",
    "from keras.models import Sequential, Model \n",
    "from keras.layers import Dropout, Flatten, Dense, GlobalAveragePooling2D\n",
    "from keras import backend as k \n",
    "from keras.callbacks import ModelCheckpoint, LearningRateScheduler, TensorBoard, EarlyStopping\n",
    "from keras.backend import backend\n",
    "\n",
    "from __future__ import print_function\n",
    "\n",
    "import os\n",
    "import re\n",
    "\n",
    "import numpy as np\n",
    "import PIL\n",
    "from PIL import Image\n",
    "\n",
    "from scipy.stats import randint as sp_randint\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.base import BaseEstimator\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.cross_validation import StratifiedShuffleSplit\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import GridSearchCV, RandomizedSearchCV\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "from keras.models import Sequential,Model\n",
    "from keras.layers import Dense, Convolution2D, AveragePooling2D, MaxPooling2D, Flatten, Activation, UpSampling2D, Add, merge, Concatenate\n",
    "from keras.layers import RepeatVector, Reshape, Permute\n",
    "from keras.layers.normalization import BatchNormalization\n",
    "from keras.callbacks import EarlyStopping\n",
    "from keras.utils import np_utils\n",
    "from keras.datasets import cifar10\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from keras.applications.vgg16 import preprocess_input\n",
    "from keras.models import load_model\n",
    "from keras.applications.imagenet_utils import decode_predictions\n",
    "from keras.preprocessing import image as im\n",
    "from keras.callbacks import Callback\n",
    "from scipy.ndimage.filters import gaussian_filter\n",
    "import cv2\n",
    "from keras.models import model_from_json\n",
    "from keras.applications.inception_v3 import preprocess_input as inception_preprocess_input\n",
    "from keras.applications.vgg16 import preprocess_input as vgg16_preprocess_input\n",
    "\n",
    "import tensorflow as tf\n",
    "from keras.callbacks import LearningRateScheduler, ModelCheckpoint, ReduceLROnPlateau, TensorBoard, CSVLogger\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "from skimage import color\n",
    "import scipy\n",
    "\n",
    "# def preprocess_Inception(bgrImage):\n",
    "#     bgrImage /= 255.\n",
    "#     bgrImage -= 0.5\n",
    "#     bgrImage *= 2.\n",
    "#     return bgrImage\n",
    "\n",
    "def preprocess_single_image(img_name, datagen):\n",
    "    image = cv2.imread(img_name)\n",
    "    \n",
    "    if image.shape[0] > image.shape[1]:\n",
    "        offset = int((image.shape[0] - image.shape[1]) / 2 + 1)\n",
    "        image = image[offset:image.shape[1]+offset,:,:]\n",
    "    elif image.shape[0] < image.shape[1]:\n",
    "        offset = int((image.shape[1] - image.shape[0]) / 2 + 1)\n",
    "        image = image[:,offset:image.shape[0]+offset,:]\n",
    "\n",
    "    #resize\n",
    "    #image = scipy.misc.imresize(image, (224, 224), interp='bilinear')\n",
    "    \n",
    "    #random transform using data generators functions\n",
    "    image = datagen.random_transform(image)\n",
    "    \n",
    "    return image\n",
    "\n",
    "def preprocess_images(image_names, seed, datagen):\n",
    "    np.random.seed(seed)\n",
    "    images=[]\n",
    "    for img_name in image_names:\n",
    "        image = preprocess_single_image(img_name, datagen)\n",
    "        images.append(image)\n",
    "    return images\n",
    "\n",
    "def GrayScaleTo3Channel(img):\n",
    "    img3Ch = np.zeros((img.shape[0],img.shape[0], 3))\n",
    "\n",
    "    img3Ch[:,:,0] = img\n",
    "    img3Ch[:,:,1] = img\n",
    "    img3Ch[:,:,2] = img\n",
    "    \n",
    "    return img3Ch\n",
    "\n",
    "\n",
    "''' Convert color images to gray scales, color images to HUV format,\n",
    "    return grayscale RGB image and UV channels of color image \n",
    "'''\n",
    "def data_generator(image_name_path,batchsize):\n",
    "    image_names = glob.glob(image_name_path)\n",
    "    \n",
    "    datagen_args = dict(rotation_range=10,\n",
    "                        #width_shift_range=0.2,\n",
    "                        #height_shift_range=0.2,\n",
    "                        shear_range=0.2,\n",
    "                        #zoom_range=0.2,\n",
    "                        horizontal_flip=True,\n",
    "                        \n",
    "                    )\n",
    "    datagen = ImageDataGenerator(**datagen_args)\n",
    "    seed = 1000\n",
    "    \n",
    "    while 1:\n",
    "        batch = np.random.choice(image_names, batchsize,replace=False)\n",
    "        bgrImages = preprocess_images(batch,seed,datagen)\n",
    "        \n",
    "        #resize Images for inputs VGG 16 and convert to LAB\n",
    "        bgrImages224_lab = [\n",
    "                            color.rgb2lab( # used scipy function since I couldn't value ranges for CV2.convert\n",
    "                                cv2.resize(i, (224, 224)).astype(np.float32)[:,:,2::-1]/255\n",
    "                            ) for i in bgrImages\n",
    "                            ]\n",
    "        \n",
    "        # L from imread ranges from [0,100], while AB ranges from [-127,127]\n",
    "        # L channel - normalized and centered [-1,1]\n",
    "        bgrImages224_l_norm = [i[:,:,0]*2/100 -1 for i in bgrImages224_lab]\n",
    "        \n",
    "        # model input requires 3 layers - repeat L for all three channels\n",
    "        bgrImages224_l_norm_3Ch = [ GrayScaleTo3Channel(i) for i in bgrImages224_l_norm ]\n",
    "        \n",
    "        # AB channels - normalized and centered [-1,1]\n",
    "        bgrImages224_ab_norm = [i[:,:,1:]/127 for i in bgrImages224_lab]\n",
    "        \n",
    "        # resize and preprocess for Inception V3\n",
    "        bgrImages299 = [ inception_preprocess_input(\n",
    "            GrayScaleTo3Channel(cv2.cvtColor(cv2.resize(i, (299, 299)).astype(np.float32),\n",
    "                        cv2.COLOR_BGR2GRAY))) for i in bgrImages]\n",
    "            \n",
    "            #img = np.expand_dims(im, axis=0)\n",
    "        \n",
    "        #rgbImages = [ gaussian_filter(i,(.3,.3,0)) for i in rgbImages]\n",
    "        \n",
    "        #grayScales = [ color.gray2rgb(color.rgb2gray(i)) for i in rgbImages]\n",
    "        \n",
    "        #yuvColor = [ color.rgb2yuv(i) for i in rgbImages]\n",
    "        #yuvGray = [ color.rgb2yuv(i) for i in grayScales]\n",
    "        \n",
    "        #grayScale_arr = np.array(grayScales)\n",
    "        #rgb_arr = np.array(rgbImages)\n",
    "        \n",
    "        #grayScale_arr = preprocess_input(grayScale_arr)\n",
    "        #yuvGray_arr = np.array(yuvGray)\n",
    "        #yuvGray_arr[:,:,:,1:] = 0\n",
    "        \n",
    "        #yuvColor_arr = np.array(yuvColor)[:,:,:,1:]\n",
    "        \n",
    "        \n",
    "        \n",
    "        yield [np.array(bgrImages224_l_norm_3Ch), np.array(bgrImages299)],[np.array(bgrImages224_ab_norm)]\n",
    "              \n",
    "            \n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build Neural Net ###"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Load Pretrained VGG16 Model #####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model_VGG16 = applications.VGG16(weights = \"imagenet\", include_top=True, input_shape = (224, 224, 3))\n",
    "model_Inception = applications.InceptionV3(weights = \"imagenet\", include_top=True, input_shape = (299, 299, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def buildModel_baseVGG16(model_VGG16, model_Inception):\n",
    "    model = model_VGG16\n",
    "    \n",
    "    # Freeze inception layers. Not training this model\n",
    "    for l in model_Inception.layers:\n",
    "        l.trainable = False\n",
    "    \n",
    "    # add layers in front of vgg16\n",
    "#     x = Convolution2D(filters=32, kernel_size=3, activation='relu', name='c_1')(x)\n",
    "#     x = MaxPooling2D(pool_size=(2, 2), strides=None, padding='valid', data_format=None, name='p_1')(x)\n",
    "    \n",
    "    layer = model.get_layer(name='block4_conv3')\n",
    "    #layer\n",
    "    x = BatchNormalization(name='n0')(layer.output)\n",
    "    y = Convolution2D(filters=256, kernel_size=1, activation='relu', name='c1')(x)\n",
    "    \n",
    "    # Fusion between Inception and my model\n",
    "    y_global_2d = RepeatVector(28 * 28)(model_Inception.output)\n",
    "    y_global_2d = Permute((2, 1))(y_global_2d)\n",
    "    y_global_3d = Reshape((28,28,1000))(y_global_2d)\n",
    "\n",
    "    y_concat = merge([y,y_global_3d], mode='concat', name='fusion_layer') \n",
    "    y_fusion = Convolution2D(256, 1, 1, activation='relu', name='c_fusion')(y_concat)\n",
    "    \n",
    "    # Decoding\n",
    "\n",
    "    y = UpSampling2D(name = 'up1', size=2)(y_fusion)\n",
    "    x = BatchNormalization(name='n1')(model.get_layer(name='block3_conv3').output)\n",
    "    z = merge((x,y), mode='concat', name='s1')\n",
    "    #z = Concatenate((x,y))\n",
    "    y = Convolution2D(filters=128, kernel_size=3, strides=1, activation='tanh', name='c2',padding='same')(z)\n",
    "\n",
    "    y = UpSampling2D(name = 'up2', size=2)(y)\n",
    "    x = BatchNormalization(name='n2')(model.get_layer(name='block2_conv2').output)\n",
    "    z = merge((x,y), mode='concat', name='s2')\n",
    "    y = Convolution2D(filters=64, kernel_size=3, strides=1, activation='tanh', name='c3',padding='same')(z)\n",
    "\n",
    "    y = UpSampling2D(name = 'up3', size=2)(y)\n",
    "    x = BatchNormalization(name='n3')(model.get_layer(name='block1_conv2').output)\n",
    "    z = merge((x,y), mode='concat', name='s3')\n",
    "    y = Convolution2D(filters=32, kernel_size=3, strides=1, activation='tanh', name='c4',padding='same')(z)\n",
    "    y = Dropout(0.05)(y)\n",
    "\n",
    "    x = BatchNormalization(name='n4')(model.get_layer(name=model.input_names[0]).output)\n",
    "    z = merge((x,y), mode='concat', name='s4')\n",
    "    y = Convolution2D(filters=8, kernel_size=3, strides=1, activation='tanh', name='c5',padding='same')(z)\n",
    "    y = Dropout(0.05)(y)\n",
    "\n",
    "    y = Convolution2D(filters=2, kernel_size=3, name='output', padding='same', activation='tanh')(y)\n",
    "\n",
    "    model_final = Model(input = [model.input, model_Inception.input], output = y)\n",
    "    \n",
    "    return model_final\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<tf.Tensor 'input_3:0' shape=(?, 224, 224, 3) dtype=float32>,\n",
       " <tf.Tensor 'input_4:0' shape=(?, 299, 299, 3) dtype=float32>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_final.input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:22: UserWarning: The `merge` function is deprecated and will be removed after 08/2017. Use instead layers from `keras.layers.merge`, e.g. `add`, `concatenate`, etc.\n",
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/keras/legacy/layers.py:456: UserWarning: The `Merge` layer is deprecated and will be removed after 08/2017. Use instead layers from `keras.layers.merge`, e.g. `add`, `concatenate`, etc.\n",
      "  name=name)\n",
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:23: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(256, (1, 1), activation=\"relu\", name=\"c_fusion\")`\n",
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:29: UserWarning: The `merge` function is deprecated and will be removed after 08/2017. Use instead layers from `keras.layers.merge`, e.g. `add`, `concatenate`, etc.\n",
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:35: UserWarning: The `merge` function is deprecated and will be removed after 08/2017. Use instead layers from `keras.layers.merge`, e.g. `add`, `concatenate`, etc.\n",
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:40: UserWarning: The `merge` function is deprecated and will be removed after 08/2017. Use instead layers from `keras.layers.merge`, e.g. `add`, `concatenate`, etc.\n",
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:45: UserWarning: The `merge` function is deprecated and will be removed after 08/2017. Use instead layers from `keras.layers.merge`, e.g. `add`, `concatenate`, etc.\n",
      "/home/ubuntu/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:51: UserWarning: Update your `Model` call to the Keras 2 API: `Model(inputs=[<tf.Tenso..., outputs=Tensor(\"ou...)`\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "input_4 (InputLayer)             (None, 299, 299, 3)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_95 (Conv2D)               (None, 149, 149, 32)  864                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_95 (BatchNor (None, 149, 149, 32)  96                                           \n",
      "____________________________________________________________________________________________________\n",
      "activation_95 (Activation)       (None, 149, 149, 32)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_96 (Conv2D)               (None, 147, 147, 32)  9216                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_96 (BatchNor (None, 147, 147, 32)  96                                           \n",
      "____________________________________________________________________________________________________\n",
      "activation_96 (Activation)       (None, 147, 147, 32)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_97 (Conv2D)               (None, 147, 147, 64)  18432                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_97 (BatchNor (None, 147, 147, 64)  192                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_97 (Activation)       (None, 147, 147, 64)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling2d_5 (MaxPooling2D)   (None, 73, 73, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_98 (Conv2D)               (None, 73, 73, 80)    5120                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_98 (BatchNor (None, 73, 73, 80)    240                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_98 (Activation)       (None, 73, 73, 80)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_99 (Conv2D)               (None, 71, 71, 192)   138240                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_99 (BatchNor (None, 71, 71, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_99 (Activation)       (None, 71, 71, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling2d_6 (MaxPooling2D)   (None, 35, 35, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_103 (Conv2D)              (None, 35, 35, 64)    12288                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_103 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_103 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_101 (Conv2D)              (None, 35, 35, 48)    9216                                         \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_104 (Conv2D)              (None, 35, 35, 96)    55296                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_101 (BatchNo (None, 35, 35, 48)    144                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_104 (BatchNo (None, 35, 35, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_101 (Activation)      (None, 35, 35, 48)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_104 (Activation)      (None, 35, 35, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_10 (AveragePoo (None, 35, 35, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_100 (Conv2D)              (None, 35, 35, 64)    12288                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_102 (Conv2D)              (None, 35, 35, 64)    76800                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_105 (Conv2D)              (None, 35, 35, 96)    82944                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_106 (Conv2D)              (None, 35, 35, 32)    6144                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_100 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_102 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_105 (BatchNo (None, 35, 35, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_106 (BatchNo (None, 35, 35, 32)    96                                           \n",
      "____________________________________________________________________________________________________\n",
      "activation_100 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_102 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_105 (Activation)      (None, 35, 35, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_106 (Activation)      (None, 35, 35, 32)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed0 (Concatenate)             (None, 35, 35, 256)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_110 (Conv2D)              (None, 35, 35, 64)    16384                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_110 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_110 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_108 (Conv2D)              (None, 35, 35, 48)    12288                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_111 (Conv2D)              (None, 35, 35, 96)    55296                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_108 (BatchNo (None, 35, 35, 48)    144                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_111 (BatchNo (None, 35, 35, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_108 (Activation)      (None, 35, 35, 48)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_111 (Activation)      (None, 35, 35, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_11 (AveragePoo (None, 35, 35, 256)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_107 (Conv2D)              (None, 35, 35, 64)    16384                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_109 (Conv2D)              (None, 35, 35, 64)    76800                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_112 (Conv2D)              (None, 35, 35, 96)    82944                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_113 (Conv2D)              (None, 35, 35, 64)    16384                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_107 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_109 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_112 (BatchNo (None, 35, 35, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_113 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_107 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_109 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_112 (Activation)      (None, 35, 35, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_113 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed1 (Concatenate)             (None, 35, 35, 288)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_117 (Conv2D)              (None, 35, 35, 64)    18432                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_117 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_117 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_115 (Conv2D)              (None, 35, 35, 48)    13824                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_118 (Conv2D)              (None, 35, 35, 96)    55296                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_115 (BatchNo (None, 35, 35, 48)    144                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_118 (BatchNo (None, 35, 35, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_115 (Activation)      (None, 35, 35, 48)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_118 (Activation)      (None, 35, 35, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_12 (AveragePoo (None, 35, 35, 288)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_114 (Conv2D)              (None, 35, 35, 64)    18432                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_116 (Conv2D)              (None, 35, 35, 64)    76800                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_119 (Conv2D)              (None, 35, 35, 96)    82944                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_120 (Conv2D)              (None, 35, 35, 64)    18432                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_114 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_116 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_119 (BatchNo (None, 35, 35, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_120 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_114 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_116 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_119 (Activation)      (None, 35, 35, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_120 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed2 (Concatenate)             (None, 35, 35, 288)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_122 (Conv2D)              (None, 35, 35, 64)    18432                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_122 (BatchNo (None, 35, 35, 64)    192                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_122 (Activation)      (None, 35, 35, 64)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_123 (Conv2D)              (None, 35, 35, 96)    55296                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_123 (BatchNo (None, 35, 35, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_123 (Activation)      (None, 35, 35, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_121 (Conv2D)              (None, 17, 17, 384)   995328                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_124 (Conv2D)              (None, 17, 17, 96)    82944                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_121 (BatchNo (None, 17, 17, 384)   1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_124 (BatchNo (None, 17, 17, 96)    288                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_121 (Activation)      (None, 17, 17, 384)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_124 (Activation)      (None, 17, 17, 96)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling2d_7 (MaxPooling2D)   (None, 17, 17, 288)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed3 (Concatenate)             (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_129 (Conv2D)              (None, 17, 17, 128)   98304                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_129 (BatchNo (None, 17, 17, 128)   384                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_129 (Activation)      (None, 17, 17, 128)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_130 (Conv2D)              (None, 17, 17, 128)   114688                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_130 (BatchNo (None, 17, 17, 128)   384                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_130 (Activation)      (None, 17, 17, 128)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_126 (Conv2D)              (None, 17, 17, 128)   98304                                        \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_131 (Conv2D)              (None, 17, 17, 128)   114688                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_126 (BatchNo (None, 17, 17, 128)   384                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_131 (BatchNo (None, 17, 17, 128)   384                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_126 (Activation)      (None, 17, 17, 128)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_131 (Activation)      (None, 17, 17, 128)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_127 (Conv2D)              (None, 17, 17, 128)   114688                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_132 (Conv2D)              (None, 17, 17, 128)   114688                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_127 (BatchNo (None, 17, 17, 128)   384                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_132 (BatchNo (None, 17, 17, 128)   384                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_127 (Activation)      (None, 17, 17, 128)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_132 (Activation)      (None, 17, 17, 128)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_13 (AveragePoo (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_125 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_128 (Conv2D)              (None, 17, 17, 192)   172032                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_133 (Conv2D)              (None, 17, 17, 192)   172032                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_134 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_125 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_128 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_133 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_134 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_125 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_128 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_133 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_134 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed4 (Concatenate)             (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_139 (Conv2D)              (None, 17, 17, 160)   122880                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_139 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_139 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_140 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_140 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_140 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_136 (Conv2D)              (None, 17, 17, 160)   122880                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_141 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_136 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_141 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_136 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_141 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_137 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_142 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_137 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_142 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_137 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_142 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_14 (AveragePoo (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_135 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_138 (Conv2D)              (None, 17, 17, 192)   215040                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_143 (Conv2D)              (None, 17, 17, 192)   215040                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_144 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_135 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_138 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_143 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_144 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_135 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_138 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_143 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_144 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed5 (Concatenate)             (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_149 (Conv2D)              (None, 17, 17, 160)   122880                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_149 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_149 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_150 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_150 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_150 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_146 (Conv2D)              (None, 17, 17, 160)   122880                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_151 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_146 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_151 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_146 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_151 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_147 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_152 (Conv2D)              (None, 17, 17, 160)   179200                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_147 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_152 (BatchNo (None, 17, 17, 160)   480                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_147 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_152 (Activation)      (None, 17, 17, 160)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_15 (AveragePoo (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_145 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_148 (Conv2D)              (None, 17, 17, 192)   215040                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_153 (Conv2D)              (None, 17, 17, 192)   215040                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_154 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_145 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_148 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_153 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_154 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_145 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_148 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_153 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_154 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed6 (Concatenate)             (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_159 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_159 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_159 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_160 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_160 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_160 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_156 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_161 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_156 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_161 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_156 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_161 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_157 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_162 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_157 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_162 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_157 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_162 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_16 (AveragePoo (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_155 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_158 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_163 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_164 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_155 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_158 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_163 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_164 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_155 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_158 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_163 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_164 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed7 (Concatenate)             (None, 17, 17, 768)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_167 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_167 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_167 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_168 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_168 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_168 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_165 (Conv2D)              (None, 17, 17, 192)   147456                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_169 (Conv2D)              (None, 17, 17, 192)   258048                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_165 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_169 (BatchNo (None, 17, 17, 192)   576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_165 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_169 (Activation)      (None, 17, 17, 192)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_166 (Conv2D)              (None, 8, 8, 320)     552960                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_170 (Conv2D)              (None, 8, 8, 192)     331776                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_166 (BatchNo (None, 8, 8, 320)     960                                          \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_170 (BatchNo (None, 8, 8, 192)     576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_166 (Activation)      (None, 8, 8, 320)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_170 (Activation)      (None, 8, 8, 192)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "max_pooling2d_8 (MaxPooling2D)   (None, 8, 8, 768)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed8 (Concatenate)             (None, 8, 8, 1280)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_175 (Conv2D)              (None, 8, 8, 448)     573440                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_175 (BatchNo (None, 8, 8, 448)     1344                                         \n",
      "____________________________________________________________________________________________________\n",
      "activation_175 (Activation)      (None, 8, 8, 448)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_172 (Conv2D)              (None, 8, 8, 384)     491520                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_176 (Conv2D)              (None, 8, 8, 384)     1548288                                      \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_172 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_176 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "activation_172 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_176 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_173 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_174 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_177 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_178 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_17 (AveragePoo (None, 8, 8, 1280)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_171 (Conv2D)              (None, 8, 8, 320)     409600                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_173 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_174 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_177 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_178 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_179 (Conv2D)              (None, 8, 8, 192)     245760                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_171 (BatchNo (None, 8, 8, 320)     960                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_173 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_174 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_177 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_178 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_179 (BatchNo (None, 8, 8, 192)     576                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_171 (Activation)      (None, 8, 8, 320)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed9_0 (Concatenate)           (None, 8, 8, 768)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "concatenate_3 (Concatenate)      (None, 8, 8, 768)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_179 (Activation)      (None, 8, 8, 192)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed9 (Concatenate)             (None, 8, 8, 2048)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "input_3 (InputLayer)             (None, 224, 224, 3)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_184 (Conv2D)              (None, 8, 8, 448)     917504                                       \n",
      "____________________________________________________________________________________________________\n",
      "block1_conv1 (Conv2D)            (None, 224, 224, 64)  1792                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_184 (BatchNo (None, 8, 8, 448)     1344                                         \n",
      "____________________________________________________________________________________________________\n",
      "block1_conv2 (Conv2D)            (None, 224, 224, 64)  36928                                        \n",
      "____________________________________________________________________________________________________\n",
      "activation_184 (Activation)      (None, 8, 8, 448)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "block1_pool (MaxPooling2D)       (None, 112, 112, 64)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_181 (Conv2D)              (None, 8, 8, 384)     786432                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_185 (Conv2D)              (None, 8, 8, 384)     1548288                                      \n",
      "____________________________________________________________________________________________________\n",
      "block2_conv1 (Conv2D)            (None, 112, 112, 128) 73856                                        \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_181 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_185 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "block2_conv2 (Conv2D)            (None, 112, 112, 128) 147584                                       \n",
      "____________________________________________________________________________________________________\n",
      "activation_181 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_185 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "block2_pool (MaxPooling2D)       (None, 56, 56, 128)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_182 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_183 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_186 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_187 (Conv2D)              (None, 8, 8, 384)     442368                                       \n",
      "____________________________________________________________________________________________________\n",
      "average_pooling2d_18 (AveragePoo (None, 8, 8, 2048)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "block3_conv1 (Conv2D)            (None, 56, 56, 256)   295168                                       \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_180 (Conv2D)              (None, 8, 8, 320)     655360                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_182 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_183 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_186 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_187 (BatchNo (None, 8, 8, 384)     1152                                         \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_188 (Conv2D)              (None, 8, 8, 192)     393216                                       \n",
      "____________________________________________________________________________________________________\n",
      "block3_conv2 (Conv2D)            (None, 56, 56, 256)   590080                                       \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_180 (BatchNo (None, 8, 8, 320)     960                                          \n",
      "____________________________________________________________________________________________________\n",
      "activation_182 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_183 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_186 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_187 (Activation)      (None, 8, 8, 384)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_188 (BatchNo (None, 8, 8, 192)     576                                          \n",
      "____________________________________________________________________________________________________\n",
      "block3_conv3 (Conv2D)            (None, 56, 56, 256)   590080                                       \n",
      "____________________________________________________________________________________________________\n",
      "activation_180 (Activation)      (None, 8, 8, 320)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed9_1 (Concatenate)           (None, 8, 8, 768)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "concatenate_4 (Concatenate)      (None, 8, 8, 768)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "activation_188 (Activation)      (None, 8, 8, 192)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "block3_pool (MaxPooling2D)       (None, 28, 28, 256)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "mixed10 (Concatenate)            (None, 8, 8, 2048)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "block4_conv1 (Conv2D)            (None, 28, 28, 512)   1180160                                      \n",
      "____________________________________________________________________________________________________\n",
      "avg_pool (GlobalAveragePooling2D (None, 2048)          0                                            \n",
      "____________________________________________________________________________________________________\n",
      "block4_conv2 (Conv2D)            (None, 28, 28, 512)   2359808                                      \n",
      "____________________________________________________________________________________________________\n",
      "predictions (Dense)              (None, 1000)          2049000                                      \n",
      "____________________________________________________________________________________________________\n",
      "block4_conv3 (Conv2D)            (None, 28, 28, 512)   2359808                                      \n",
      "____________________________________________________________________________________________________\n",
      "repeat_vector_2 (RepeatVector)   (None, 784, 1000)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "n0 (BatchNormalization)          (None, 28, 28, 512)   2048                                         \n",
      "____________________________________________________________________________________________________\n",
      "permute_2 (Permute)              (None, 1000, 784)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "c1 (Conv2D)                      (None, 28, 28, 256)   131328                                       \n",
      "____________________________________________________________________________________________________\n",
      "reshape_2 (Reshape)              (None, 28, 28, 1000)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "fusion_layer (Merge)             (None, 28, 28, 1256)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "c_fusion (Conv2D)                (None, 28, 28, 256)   321792                                       \n",
      "____________________________________________________________________________________________________\n",
      "n1 (BatchNormalization)          (None, 56, 56, 256)   1024                                         \n",
      "____________________________________________________________________________________________________\n",
      "up1 (UpSampling2D)               (None, 56, 56, 256)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "s1 (Merge)                       (None, 56, 56, 512)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "c2 (Conv2D)                      (None, 56, 56, 128)   589952                                       \n",
      "____________________________________________________________________________________________________\n",
      "n2 (BatchNormalization)          (None, 112, 112, 128) 512                                          \n",
      "____________________________________________________________________________________________________\n",
      "up2 (UpSampling2D)               (None, 112, 112, 128) 0                                            \n",
      "____________________________________________________________________________________________________\n",
      "s2 (Merge)                       (None, 112, 112, 256) 0                                            \n",
      "____________________________________________________________________________________________________\n",
      "c3 (Conv2D)                      (None, 112, 112, 64)  147520                                       \n",
      "____________________________________________________________________________________________________\n",
      "n3 (BatchNormalization)          (None, 224, 224, 64)  256                                          \n",
      "____________________________________________________________________________________________________\n",
      "up3 (UpSampling2D)               (None, 224, 224, 64)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "s3 (Merge)                       (None, 224, 224, 128) 0                                            \n",
      "____________________________________________________________________________________________________\n",
      "c4 (Conv2D)                      (None, 224, 224, 32)  36896                                        \n",
      "____________________________________________________________________________________________________\n",
      "n4 (BatchNormalization)          (None, 224, 224, 3)   12                                           \n",
      "____________________________________________________________________________________________________\n",
      "dropout_3 (Dropout)              (None, 224, 224, 32)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "s4 (Merge)                       (None, 224, 224, 35)  0                                            \n",
      "____________________________________________________________________________________________________\n",
      "c5 (Conv2D)                      (None, 224, 224, 8)   2528                                         \n",
      "____________________________________________________________________________________________________\n",
      "dropout_4 (Dropout)              (None, 224, 224, 8)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "output (Conv2D)                  (None, 224, 224, 2)   146                                          \n",
      "====================================================================================================\n",
      "Total params: 32,721,062.0\n",
      "Trainable params: 8,867,352.0\n",
      "Non-trainable params: 23,853,710.0\n",
      "____________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model_final = buildModel_baseVGG16(model_VGG16, model_Inception)\n",
    "#model.get_layer(name=model.input_names[0]).output\n",
    "model_final.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Visualize Model #####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import SVG\n",
    "import logging\n",
    "from keras.utils.vis_utils import model_to_dot #, plot\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.INFO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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     },
     "execution_count": 17,
     "metadata": {},
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   "source": [
    "SVG(model_to_dot(model_final, show_shapes=True).create(prog='dot', format='svg'))"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Compile Model #####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model_final.compile(loss=\"mean_squared_error\", optimizer=\"adam\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Save Model ####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "def saveModelAndWeights(model, filePrefix):\n",
    "    model_json = model.to_json()\n",
    "    with open(filePrefix + \"_model.json\", \"w\") as json_file:\n",
    "        json_file.write(model_json)\n",
    "    \n",
    "    # serialize weights to HDF5\n",
    "    model.save_weights(filePrefix + \"_weights.h5\")\n",
    "    print(\"Saved model to disk\")\n",
    "    \n",
    "def loadModel(filePrefix):\n",
    "    with open(filePrefix + '_model.json', 'r') as json_file:\n",
    "        loaded_model_json = json_file.read()\n",
    "\n",
    "    loaded_model = model_from_json(loaded_model_json)\n",
    "    \n",
    "    # load weights into new model\n",
    "    loaded_model.load_weights(filePrefix + \"_weights.h5\")\n",
    "    \n",
    "    print(\"Loaded model from disk\")\n",
    "    \n",
    "    return(loaded_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved model to disk\n"
     ]
    }
   ],
   "source": [
    "saveModelAndWeights(model_final, filePrefix='tanh_blur_fusion')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "#model_final.load_weights('checkpoints_uv_tanh_lessblur_deepConv/backup/3pt_blur_weights.12-0.00375703.hdf5')\n",
    "\n",
    "# for i in data_generator(TRAIN_IMAGE_PATH,BATCH_SIZE):\n",
    "#     print(i)\n",
    "#     break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Train Model ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "# class LossHistory(Callback):\n",
    "#     def on_train_begin(self, logs={}):\n",
    "#         with open('losses.log', 'w') as lossLog:\n",
    "#             lossLog.write('')\n",
    "\n",
    "#     def on_batch_end(self, batch, logs={}):\n",
    "#         #self.losses.append(logs.get('loss'))\n",
    "#         with open('losses.log', 'a') as lossLog:\n",
    "#             lossLog.write(logs.get('loss').tostring())\n"
   ]
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  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
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   "source": [
    "# Define callback to save model checkpoints\n",
    "if not os.path.exists('checkpoints_fusionMdl'):\n",
    "    os.makedirs('checkpoints_fusionMdl')\n",
    "model_checkpoint = ModelCheckpoint(os.path.join('checkpoints_fusionMdl', '3pt_blur_weights.{epoch:02d}-{val_loss:.8f}.hdf5'),\n",
    "                                  monitor='loss', save_best_only=True)\n",
    "\n",
    "# Define callback to reduce learning rate when learning stagnates\n",
    "reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=3, epsilon=0.0001, cooldown=1)\n",
    "\n",
    "# TensorBoard visualization\n",
    "tensorboard = TensorBoard(log_dir='logs/tboard_logs_fusionMdl', histogram_freq=0, write_graph=True, write_images=True)\n",
    "\n",
    "csv_logger = CSVLogger('train_fusionMdl.csv', separator=',', append=True)\n",
    "#lossHistory = LossHistory()\n",
    "# Train the model\n",
    "# model = get_unet(0.001)\n",
    "# model_fin.fit(X_train, Y_train, batch_size=32, epochs=NUM_EPOCHS, verbose=1, shuffle=True,\n",
    "#          callbacks=[model_checkpoint, reduce_lr, tensorboard], validation_data=(X_val, Y_val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#TRAIN_IMAGE_PATH = '../flickr30k-images/*.jpg'\n",
    "#VALIDATION_IMAGE_NAME_PATH = '../flickr30k-images_validation/*.jpg'\n",
    "\n",
    "TRAIN_IMAGE_PATH = 'data/images/*.JPEG'\n",
    "VALIDATION_IMAGE_NAME_PATH = 'data/validationImages/*.JPEG'\n",
    "\n",
    "\n",
    "\n",
    "BATCH_SIZE = 20\n",
    "VALIDATION_BATCH_SIZE = int(BATCH_SIZE * .1)\n",
    "NUM_EPOCHS = 2000\n",
    "TRAIN_STEPS_PER_EPOCH = len(glob.glob(TRAIN_IMAGE_PATH))// BATCH_SIZE\n",
    "VALIDATION_STEPS_PER_EPOCH = len(glob.glob(VALIDATION_IMAGE_NAME_PATH))// VALIDATION_BATCH_SIZE\n",
    "\n",
    "train_Gen = data_generator(TRAIN_IMAGE_PATH,BATCH_SIZE)\n",
    "validation_dGen = data_generator(VALIDATION_IMAGE_NAME_PATH,VALIDATION_BATCH_SIZE)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in train_Gen:\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'tuple' object has no attribute 'shape'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-37-d358e56e9d53>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mi\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: 'tuple' object has no attribute 'shape'"
     ]
    }
   ],
   "source": [
    "i[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2000\n",
      "2250/2250 [==============================] - 6343s - loss: 0.0014 - val_loss: 0.0167\n",
      "Epoch 3/2000\n",
      "2250/2250 [==============================] - 6296s - loss: 3.4403e-04 - val_loss: 0.0156\n",
      "Epoch 8/2000\n",
      "2250/2250 [==============================] - 6310s - loss: 3.0362e-04 - val_loss: 0.0155\n",
      "Epoch 10/2000\n",
      "1922/2250 [========================>.....] - ETA: 857s - loss: 2.6081e-04"
     ]
    }
   ],
   "source": [
    "history = model_final.fit_generator(\n",
    "generator=train_Gen,\n",
    "steps_per_epoch = TRAIN_STEPS_PER_EPOCH,\n",
    "epochs = NUM_EPOCHS,\n",
    "validation_data = validation_dGen,\n",
    "#nb_val_samples = 20,\n",
    "verbose = 1,\n",
    "validation_steps = VALIDATION_STEPS_PER_EPOCH,\n",
    "callbacks = [model_checkpoint, reduce_lr, csv_logger],\n",
    "workers=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#dat = plt.imread('../flickr30k-images/1000092795.jpg')\n",
    "\n",
    "colorImg=preprocess_single_image('data/validationImages/frame118000.jpg', ImageDataGenerator())\n",
    "#plt.imshow(dat)\n",
    "\n",
    "grayImg = color.rgb2gray(colorImg)\n",
    "grayImg3Ch = np.zeros(colorImg.shape)\n",
    "grayImg3Ch[:,:,0] = grayImg\n",
    "grayImg3Ch[:,:,1] = grayImg\n",
    "grayImg3Ch[:,:,2] = grayImg\n",
    "\n",
    "yuvColorImg = color.rgb2yuv(colorImg)\n",
    "yuvGrayImg = np.zeros(colorImg.shape)\n",
    "yuvGrayImg[:,:,0] = yuvColorImg[:,:,0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "uvResult = model_final.predict(np.expand_dims(grayImg3Ch,0))\n",
    "print(np.min(uvResult),np.max(uvResult))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.hist(yuvColorImg[:,:,1])\n",
    "plt.xlim(-.5,.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.hist(uvResult[0,:,:,1]/10)\n",
    "plt.xlim(-.5,0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.imshow(colorImg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pred_YUVImg = np.zeros(colorImg.shape)\n",
    "pred_YUVImg[:,:,0] = yuvColorImg[:,:,0]\n",
    "pred_YUVImg[:,:,1] = uvResult[0,:,:,0]/10\n",
    "pred_YUVImg[:,:,2] = uvResult[0,:,:,1]/10\n",
    "\n",
    "pred_YUVImg[pred_YUVImg[:,:,1]>0.5,1] = 0.5\n",
    "pred_YUVImg[pred_YUVImg[:,:,1]<(-0.5),1] = -0.5\n",
    "\n",
    "pred_YUVImg[pred_YUVImg[:,:,2]>0.5,2] = 0.49999\n",
    "pred_YUVImg[pred_YUVImg[:,:,2]<(-0.5),2] = -0.49999\n",
    "\n",
    "plt.imshow(color.yuv2rgb(pred_YUVImg))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# from twilio.rest import Client\n",
    "\n",
    "# # Find these values at https://twilio.com/user/account\n",
    "# account_sid = \"ACXXXXXXXXXXXXXXXXX\"\n",
    "# auth_token = \"YYYYYYYYYYYYYYYYYY\"\n",
    "# client = Client(account_sid, auth_token)\n",
    "\n",
    "# message = client.api.account.messages.create(to=\"+12316851234\",\n",
    "#                                              from_=\"+15555555555\",\n",
    "#                                              body=\"Hello there!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "j = plt.imread('data/validationImages/frame118000.jpg')\n",
    "k = gaussian_filter(colorImg,(1,1,0))\n",
    "\n",
    "plt.imshow(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.min(colorImg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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