AlphaGo Zero.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras.models import Model\n",
    "from keras.layers import Input, Dense\n",
    "from keras.layers import Conv2D\n",
    "from keras.layers import BatchNormalization\n",
    "from keras.layers import Activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "input_data = Input(shape=(19, 19, 17))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def conv_block(x):\n",
    "    y = Conv2D(256, (3, 3), padding='same')(x)\n",
    "    y = BatchNormalization()(y)\n",
    "    y = Activation('relu')(y)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def residual_block(x):\n",
    "    y = Conv2D(256, (3, 3), padding='same')(x)\n",
    "    y = BatchNormalization()(y)\n",
    "    y = Activation('relu')(y)\n",
    "    y = Conv2D(256, (3, 3), padding='same')(y)\n",
    "    y = BatchNormalization()(y)\n",
    "    y = keras.layers.add([x, y])\n",
    "    y = Activation('relu')(y)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def policy_head(x):\n",
    "    y = Conv2D(2, (1, 1), padding='same')(x)\n",
    "    y = BatchNormalization()(y)\n",
    "    y = Activation('relu')(y)\n",
    "    y = Dense(19**2+1, activation='sigmoid')(y)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def value_head(x):\n",
    "    y = Conv2D(1, (1, 1), padding='same')(x)\n",
    "    y = BatchNormalization()(y)\n",
    "    y = Activation('relu')(y)\n",
    "    y = Dense(256)(y)\n",
    "    y = Activation('relu')(y)\n",
    "    y = Dense(1)(y)\n",
    "    y = Activation('tanh')(y)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = conv_block(input_data)\n",
    "\n",
    "for i in range(39):\n",
    "    x = residual_block(x)\n",
    "    \n",
    "policy_out = policy_head(x)\n",
    "value_out = value_head(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = Model(inputs=[input_data], outputs=[policy_out, value_out])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "input_1 (InputLayer)             (None, 19, 19, 17)    0                                            \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)                (None, 19, 19, 256)   39424       input_1[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_1 (BatchNorm (None, 19, 19, 256)   1024        conv2d_1[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "activation_1 (Activation)        (None, 19, 19, 256)   0           batch_normalization_1[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)                (None, 19, 19, 256)   590080      activation_1[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_2 (BatchNorm (None, 19, 19, 256)   1024        conv2d_2[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "activation_2 (Activation)        (None, 19, 19, 256)   0           batch_normalization_2[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_3 (Conv2D)                (None, 19, 19, 256)   590080      activation_2[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_3 (BatchNorm (None, 19, 19, 256)   1024        conv2d_3[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "add_1 (Add)                      (None, 19, 19, 256)   0           activation_1[0][0]               \n",
      "                                                                   batch_normalization_3[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "activation_3 (Activation)        (None, 19, 19, 256)   0           add_1[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_4 (Conv2D)                (None, 19, 19, 256)   590080      activation_3[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_4 (BatchNorm (None, 19, 19, 256)   1024        conv2d_4[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "activation_4 (Activation)        (None, 19, 19, 256)   0           batch_normalization_4[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_5 (Conv2D)                (None, 19, 19, 256)   590080      activation_4[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_5 (BatchNorm (None, 19, 19, 256)   1024        conv2d_5[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "add_2 (Add)                      (None, 19, 19, 256)   0           activation_3[0][0]               \n",
      "                                                                   batch_normalization_5[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "activation_5 (Activation)        (None, 19, 19, 256)   0           add_2[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_6 (Conv2D)                (None, 19, 19, 256)   590080      activation_5[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_6 (BatchNorm (None, 19, 19, 256)   1024        conv2d_6[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "activation_6 (Activation)        (None, 19, 19, 256)   0           batch_normalization_6[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_7 (Conv2D)                (None, 19, 19, 256)   590080      activation_6[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_7 (BatchNorm (None, 19, 19, 256)   1024        conv2d_7[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "add_3 (Add)                      (None, 19, 19, 256)   0           activation_5[0][0]               \n",
      "                                                                   batch_normalization_7[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "activation_7 (Activation)        (None, 19, 19, 256)   0           add_3[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_8 (Conv2D)                (None, 19, 19, 256)   590080      activation_7[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_8 (BatchNorm (None, 19, 19, 256)   1024        conv2d_8[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "activation_8 (Activation)        (None, 19, 19, 256)   0           batch_normalization_8[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_9 (Conv2D)                (None, 19, 19, 256)   590080      activation_8[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_9 (BatchNorm (None, 19, 19, 256)   1024        conv2d_9[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "add_4 (Add)                      (None, 19, 19, 256)   0           activation_7[0][0]               \n",
      "                                                                   batch_normalization_9[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "activation_9 (Activation)        (None, 19, 19, 256)   0           add_4[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_10 (Conv2D)               (None, 19, 19, 256)   590080      activation_9[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_10 (BatchNor (None, 19, 19, 256)   1024        conv2d_10[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_10 (Activation)       (None, 19, 19, 256)   0           batch_normalization_10[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_11 (Conv2D)               (None, 19, 19, 256)   590080      activation_10[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_11 (BatchNor (None, 19, 19, 256)   1024        conv2d_11[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_5 (Add)                      (None, 19, 19, 256)   0           activation_9[0][0]               \n",
      "                                                                   batch_normalization_11[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_11 (Activation)       (None, 19, 19, 256)   0           add_5[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_12 (Conv2D)               (None, 19, 19, 256)   590080      activation_11[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_12 (BatchNor (None, 19, 19, 256)   1024        conv2d_12[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_12 (Activation)       (None, 19, 19, 256)   0           batch_normalization_12[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_13 (Conv2D)               (None, 19, 19, 256)   590080      activation_12[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_13 (BatchNor (None, 19, 19, 256)   1024        conv2d_13[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_6 (Add)                      (None, 19, 19, 256)   0           activation_11[0][0]              \n",
      "                                                                   batch_normalization_13[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_13 (Activation)       (None, 19, 19, 256)   0           add_6[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_14 (Conv2D)               (None, 19, 19, 256)   590080      activation_13[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_14 (BatchNor (None, 19, 19, 256)   1024        conv2d_14[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_14 (Activation)       (None, 19, 19, 256)   0           batch_normalization_14[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_15 (Conv2D)               (None, 19, 19, 256)   590080      activation_14[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_15 (BatchNor (None, 19, 19, 256)   1024        conv2d_15[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_7 (Add)                      (None, 19, 19, 256)   0           activation_13[0][0]              \n",
      "                                                                   batch_normalization_15[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_15 (Activation)       (None, 19, 19, 256)   0           add_7[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_16 (Conv2D)               (None, 19, 19, 256)   590080      activation_15[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_16 (BatchNor (None, 19, 19, 256)   1024        conv2d_16[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_16 (Activation)       (None, 19, 19, 256)   0           batch_normalization_16[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_17 (Conv2D)               (None, 19, 19, 256)   590080      activation_16[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_17 (BatchNor (None, 19, 19, 256)   1024        conv2d_17[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_8 (Add)                      (None, 19, 19, 256)   0           activation_15[0][0]              \n",
      "                                                                   batch_normalization_17[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_17 (Activation)       (None, 19, 19, 256)   0           add_8[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_18 (Conv2D)               (None, 19, 19, 256)   590080      activation_17[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_18 (BatchNor (None, 19, 19, 256)   1024        conv2d_18[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_18 (Activation)       (None, 19, 19, 256)   0           batch_normalization_18[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_19 (Conv2D)               (None, 19, 19, 256)   590080      activation_18[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_19 (BatchNor (None, 19, 19, 256)   1024        conv2d_19[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_9 (Add)                      (None, 19, 19, 256)   0           activation_17[0][0]              \n",
      "                                                                   batch_normalization_19[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_19 (Activation)       (None, 19, 19, 256)   0           add_9[0][0]                      \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_20 (Conv2D)               (None, 19, 19, 256)   590080      activation_19[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_20 (BatchNor (None, 19, 19, 256)   1024        conv2d_20[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_20 (Activation)       (None, 19, 19, 256)   0           batch_normalization_20[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_21 (Conv2D)               (None, 19, 19, 256)   590080      activation_20[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_21 (BatchNor (None, 19, 19, 256)   1024        conv2d_21[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_10 (Add)                     (None, 19, 19, 256)   0           activation_19[0][0]              \n",
      "                                                                   batch_normalization_21[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_21 (Activation)       (None, 19, 19, 256)   0           add_10[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_22 (Conv2D)               (None, 19, 19, 256)   590080      activation_21[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_22 (BatchNor (None, 19, 19, 256)   1024        conv2d_22[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_22 (Activation)       (None, 19, 19, 256)   0           batch_normalization_22[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_23 (Conv2D)               (None, 19, 19, 256)   590080      activation_22[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_23 (BatchNor (None, 19, 19, 256)   1024        conv2d_23[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_11 (Add)                     (None, 19, 19, 256)   0           activation_21[0][0]              \n",
      "                                                                   batch_normalization_23[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_23 (Activation)       (None, 19, 19, 256)   0           add_11[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_24 (Conv2D)               (None, 19, 19, 256)   590080      activation_23[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_24 (BatchNor (None, 19, 19, 256)   1024        conv2d_24[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_24 (Activation)       (None, 19, 19, 256)   0           batch_normalization_24[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_25 (Conv2D)               (None, 19, 19, 256)   590080      activation_24[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_25 (BatchNor (None, 19, 19, 256)   1024        conv2d_25[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_12 (Add)                     (None, 19, 19, 256)   0           activation_23[0][0]              \n",
      "                                                                   batch_normalization_25[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_25 (Activation)       (None, 19, 19, 256)   0           add_12[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_26 (Conv2D)               (None, 19, 19, 256)   590080      activation_25[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_26 (BatchNor (None, 19, 19, 256)   1024        conv2d_26[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_26 (Activation)       (None, 19, 19, 256)   0           batch_normalization_26[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_27 (Conv2D)               (None, 19, 19, 256)   590080      activation_26[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_27 (BatchNor (None, 19, 19, 256)   1024        conv2d_27[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_13 (Add)                     (None, 19, 19, 256)   0           activation_25[0][0]              \n",
      "                                                                   batch_normalization_27[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_27 (Activation)       (None, 19, 19, 256)   0           add_13[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_28 (Conv2D)               (None, 19, 19, 256)   590080      activation_27[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_28 (BatchNor (None, 19, 19, 256)   1024        conv2d_28[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_28 (Activation)       (None, 19, 19, 256)   0           batch_normalization_28[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_29 (Conv2D)               (None, 19, 19, 256)   590080      activation_28[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_29 (BatchNor (None, 19, 19, 256)   1024        conv2d_29[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_14 (Add)                     (None, 19, 19, 256)   0           activation_27[0][0]              \n",
      "                                                                   batch_normalization_29[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_29 (Activation)       (None, 19, 19, 256)   0           add_14[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_30 (Conv2D)               (None, 19, 19, 256)   590080      activation_29[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_30 (BatchNor (None, 19, 19, 256)   1024        conv2d_30[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_30 (Activation)       (None, 19, 19, 256)   0           batch_normalization_30[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_31 (Conv2D)               (None, 19, 19, 256)   590080      activation_30[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_31 (BatchNor (None, 19, 19, 256)   1024        conv2d_31[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_15 (Add)                     (None, 19, 19, 256)   0           activation_29[0][0]              \n",
      "                                                                   batch_normalization_31[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_31 (Activation)       (None, 19, 19, 256)   0           add_15[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_32 (Conv2D)               (None, 19, 19, 256)   590080      activation_31[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_32 (BatchNor (None, 19, 19, 256)   1024        conv2d_32[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_32 (Activation)       (None, 19, 19, 256)   0           batch_normalization_32[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_33 (Conv2D)               (None, 19, 19, 256)   590080      activation_32[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_33 (BatchNor (None, 19, 19, 256)   1024        conv2d_33[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_16 (Add)                     (None, 19, 19, 256)   0           activation_31[0][0]              \n",
      "                                                                   batch_normalization_33[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_33 (Activation)       (None, 19, 19, 256)   0           add_16[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_34 (Conv2D)               (None, 19, 19, 256)   590080      activation_33[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_34 (BatchNor (None, 19, 19, 256)   1024        conv2d_34[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_34 (Activation)       (None, 19, 19, 256)   0           batch_normalization_34[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_35 (Conv2D)               (None, 19, 19, 256)   590080      activation_34[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_35 (BatchNor (None, 19, 19, 256)   1024        conv2d_35[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_17 (Add)                     (None, 19, 19, 256)   0           activation_33[0][0]              \n",
      "                                                                   batch_normalization_35[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_35 (Activation)       (None, 19, 19, 256)   0           add_17[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_36 (Conv2D)               (None, 19, 19, 256)   590080      activation_35[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_36 (BatchNor (None, 19, 19, 256)   1024        conv2d_36[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_36 (Activation)       (None, 19, 19, 256)   0           batch_normalization_36[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_37 (Conv2D)               (None, 19, 19, 256)   590080      activation_36[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_37 (BatchNor (None, 19, 19, 256)   1024        conv2d_37[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_18 (Add)                     (None, 19, 19, 256)   0           activation_35[0][0]              \n",
      "                                                                   batch_normalization_37[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_37 (Activation)       (None, 19, 19, 256)   0           add_18[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_38 (Conv2D)               (None, 19, 19, 256)   590080      activation_37[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_38 (BatchNor (None, 19, 19, 256)   1024        conv2d_38[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_38 (Activation)       (None, 19, 19, 256)   0           batch_normalization_38[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_39 (Conv2D)               (None, 19, 19, 256)   590080      activation_38[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_39 (BatchNor (None, 19, 19, 256)   1024        conv2d_39[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_19 (Add)                     (None, 19, 19, 256)   0           activation_37[0][0]              \n",
      "                                                                   batch_normalization_39[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_39 (Activation)       (None, 19, 19, 256)   0           add_19[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_40 (Conv2D)               (None, 19, 19, 256)   590080      activation_39[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_40 (BatchNor (None, 19, 19, 256)   1024        conv2d_40[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_40 (Activation)       (None, 19, 19, 256)   0           batch_normalization_40[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_41 (Conv2D)               (None, 19, 19, 256)   590080      activation_40[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_41 (BatchNor (None, 19, 19, 256)   1024        conv2d_41[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_20 (Add)                     (None, 19, 19, 256)   0           activation_39[0][0]              \n",
      "                                                                   batch_normalization_41[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_41 (Activation)       (None, 19, 19, 256)   0           add_20[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_42 (Conv2D)               (None, 19, 19, 256)   590080      activation_41[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_42 (BatchNor (None, 19, 19, 256)   1024        conv2d_42[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_42 (Activation)       (None, 19, 19, 256)   0           batch_normalization_42[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_43 (Conv2D)               (None, 19, 19, 256)   590080      activation_42[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_43 (BatchNor (None, 19, 19, 256)   1024        conv2d_43[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_21 (Add)                     (None, 19, 19, 256)   0           activation_41[0][0]              \n",
      "                                                                   batch_normalization_43[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_43 (Activation)       (None, 19, 19, 256)   0           add_21[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_44 (Conv2D)               (None, 19, 19, 256)   590080      activation_43[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_44 (BatchNor (None, 19, 19, 256)   1024        conv2d_44[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_44 (Activation)       (None, 19, 19, 256)   0           batch_normalization_44[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_45 (Conv2D)               (None, 19, 19, 256)   590080      activation_44[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_45 (BatchNor (None, 19, 19, 256)   1024        conv2d_45[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_22 (Add)                     (None, 19, 19, 256)   0           activation_43[0][0]              \n",
      "                                                                   batch_normalization_45[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_45 (Activation)       (None, 19, 19, 256)   0           add_22[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_46 (Conv2D)               (None, 19, 19, 256)   590080      activation_45[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_46 (BatchNor (None, 19, 19, 256)   1024        conv2d_46[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_46 (Activation)       (None, 19, 19, 256)   0           batch_normalization_46[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_47 (Conv2D)               (None, 19, 19, 256)   590080      activation_46[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_47 (BatchNor (None, 19, 19, 256)   1024        conv2d_47[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_23 (Add)                     (None, 19, 19, 256)   0           activation_45[0][0]              \n",
      "                                                                   batch_normalization_47[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_47 (Activation)       (None, 19, 19, 256)   0           add_23[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_48 (Conv2D)               (None, 19, 19, 256)   590080      activation_47[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_48 (BatchNor (None, 19, 19, 256)   1024        conv2d_48[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_48 (Activation)       (None, 19, 19, 256)   0           batch_normalization_48[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_49 (Conv2D)               (None, 19, 19, 256)   590080      activation_48[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_49 (BatchNor (None, 19, 19, 256)   1024        conv2d_49[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_24 (Add)                     (None, 19, 19, 256)   0           activation_47[0][0]              \n",
      "                                                                   batch_normalization_49[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_49 (Activation)       (None, 19, 19, 256)   0           add_24[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_50 (Conv2D)               (None, 19, 19, 256)   590080      activation_49[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_50 (BatchNor (None, 19, 19, 256)   1024        conv2d_50[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_50 (Activation)       (None, 19, 19, 256)   0           batch_normalization_50[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_51 (Conv2D)               (None, 19, 19, 256)   590080      activation_50[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_51 (BatchNor (None, 19, 19, 256)   1024        conv2d_51[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_25 (Add)                     (None, 19, 19, 256)   0           activation_49[0][0]              \n",
      "                                                                   batch_normalization_51[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_51 (Activation)       (None, 19, 19, 256)   0           add_25[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_52 (Conv2D)               (None, 19, 19, 256)   590080      activation_51[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_52 (BatchNor (None, 19, 19, 256)   1024        conv2d_52[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_52 (Activation)       (None, 19, 19, 256)   0           batch_normalization_52[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_53 (Conv2D)               (None, 19, 19, 256)   590080      activation_52[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_53 (BatchNor (None, 19, 19, 256)   1024        conv2d_53[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_26 (Add)                     (None, 19, 19, 256)   0           activation_51[0][0]              \n",
      "                                                                   batch_normalization_53[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_53 (Activation)       (None, 19, 19, 256)   0           add_26[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_54 (Conv2D)               (None, 19, 19, 256)   590080      activation_53[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_54 (BatchNor (None, 19, 19, 256)   1024        conv2d_54[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_54 (Activation)       (None, 19, 19, 256)   0           batch_normalization_54[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_55 (Conv2D)               (None, 19, 19, 256)   590080      activation_54[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_55 (BatchNor (None, 19, 19, 256)   1024        conv2d_55[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_27 (Add)                     (None, 19, 19, 256)   0           activation_53[0][0]              \n",
      "                                                                   batch_normalization_55[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_55 (Activation)       (None, 19, 19, 256)   0           add_27[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_56 (Conv2D)               (None, 19, 19, 256)   590080      activation_55[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_56 (BatchNor (None, 19, 19, 256)   1024        conv2d_56[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_56 (Activation)       (None, 19, 19, 256)   0           batch_normalization_56[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_57 (Conv2D)               (None, 19, 19, 256)   590080      activation_56[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_57 (BatchNor (None, 19, 19, 256)   1024        conv2d_57[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_28 (Add)                     (None, 19, 19, 256)   0           activation_55[0][0]              \n",
      "                                                                   batch_normalization_57[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_57 (Activation)       (None, 19, 19, 256)   0           add_28[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_58 (Conv2D)               (None, 19, 19, 256)   590080      activation_57[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_58 (BatchNor (None, 19, 19, 256)   1024        conv2d_58[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_58 (Activation)       (None, 19, 19, 256)   0           batch_normalization_58[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_59 (Conv2D)               (None, 19, 19, 256)   590080      activation_58[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_59 (BatchNor (None, 19, 19, 256)   1024        conv2d_59[0][0]                  \n",
      "____________________________________________________________________________________________________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "add_29 (Add)                     (None, 19, 19, 256)   0           activation_57[0][0]              \n",
      "                                                                   batch_normalization_59[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_59 (Activation)       (None, 19, 19, 256)   0           add_29[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_60 (Conv2D)               (None, 19, 19, 256)   590080      activation_59[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_60 (BatchNor (None, 19, 19, 256)   1024        conv2d_60[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_60 (Activation)       (None, 19, 19, 256)   0           batch_normalization_60[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_61 (Conv2D)               (None, 19, 19, 256)   590080      activation_60[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_61 (BatchNor (None, 19, 19, 256)   1024        conv2d_61[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_30 (Add)                     (None, 19, 19, 256)   0           activation_59[0][0]              \n",
      "                                                                   batch_normalization_61[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_61 (Activation)       (None, 19, 19, 256)   0           add_30[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_62 (Conv2D)               (None, 19, 19, 256)   590080      activation_61[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_62 (BatchNor (None, 19, 19, 256)   1024        conv2d_62[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_62 (Activation)       (None, 19, 19, 256)   0           batch_normalization_62[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_63 (Conv2D)               (None, 19, 19, 256)   590080      activation_62[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_63 (BatchNor (None, 19, 19, 256)   1024        conv2d_63[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_31 (Add)                     (None, 19, 19, 256)   0           activation_61[0][0]              \n",
      "                                                                   batch_normalization_63[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_63 (Activation)       (None, 19, 19, 256)   0           add_31[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_64 (Conv2D)               (None, 19, 19, 256)   590080      activation_63[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_64 (BatchNor (None, 19, 19, 256)   1024        conv2d_64[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_64 (Activation)       (None, 19, 19, 256)   0           batch_normalization_64[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_65 (Conv2D)               (None, 19, 19, 256)   590080      activation_64[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_65 (BatchNor (None, 19, 19, 256)   1024        conv2d_65[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_32 (Add)                     (None, 19, 19, 256)   0           activation_63[0][0]              \n",
      "                                                                   batch_normalization_65[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_65 (Activation)       (None, 19, 19, 256)   0           add_32[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_66 (Conv2D)               (None, 19, 19, 256)   590080      activation_65[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_66 (BatchNor (None, 19, 19, 256)   1024        conv2d_66[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_66 (Activation)       (None, 19, 19, 256)   0           batch_normalization_66[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_67 (Conv2D)               (None, 19, 19, 256)   590080      activation_66[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_67 (BatchNor (None, 19, 19, 256)   1024        conv2d_67[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_33 (Add)                     (None, 19, 19, 256)   0           activation_65[0][0]              \n",
      "                                                                   batch_normalization_67[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_67 (Activation)       (None, 19, 19, 256)   0           add_33[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_68 (Conv2D)               (None, 19, 19, 256)   590080      activation_67[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_68 (BatchNor (None, 19, 19, 256)   1024        conv2d_68[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_68 (Activation)       (None, 19, 19, 256)   0           batch_normalization_68[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_69 (Conv2D)               (None, 19, 19, 256)   590080      activation_68[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_69 (BatchNor (None, 19, 19, 256)   1024        conv2d_69[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_34 (Add)                     (None, 19, 19, 256)   0           activation_67[0][0]              \n",
      "                                                                   batch_normalization_69[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_69 (Activation)       (None, 19, 19, 256)   0           add_34[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_70 (Conv2D)               (None, 19, 19, 256)   590080      activation_69[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_70 (BatchNor (None, 19, 19, 256)   1024        conv2d_70[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_70 (Activation)       (None, 19, 19, 256)   0           batch_normalization_70[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_71 (Conv2D)               (None, 19, 19, 256)   590080      activation_70[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_71 (BatchNor (None, 19, 19, 256)   1024        conv2d_71[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_35 (Add)                     (None, 19, 19, 256)   0           activation_69[0][0]              \n",
      "                                                                   batch_normalization_71[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_71 (Activation)       (None, 19, 19, 256)   0           add_35[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_72 (Conv2D)               (None, 19, 19, 256)   590080      activation_71[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_72 (BatchNor (None, 19, 19, 256)   1024        conv2d_72[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_72 (Activation)       (None, 19, 19, 256)   0           batch_normalization_72[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_73 (Conv2D)               (None, 19, 19, 256)   590080      activation_72[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_73 (BatchNor (None, 19, 19, 256)   1024        conv2d_73[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_36 (Add)                     (None, 19, 19, 256)   0           activation_71[0][0]              \n",
      "                                                                   batch_normalization_73[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_73 (Activation)       (None, 19, 19, 256)   0           add_36[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_74 (Conv2D)               (None, 19, 19, 256)   590080      activation_73[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_74 (BatchNor (None, 19, 19, 256)   1024        conv2d_74[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_74 (Activation)       (None, 19, 19, 256)   0           batch_normalization_74[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_75 (Conv2D)               (None, 19, 19, 256)   590080      activation_74[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_75 (BatchNor (None, 19, 19, 256)   1024        conv2d_75[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_37 (Add)                     (None, 19, 19, 256)   0           activation_73[0][0]              \n",
      "                                                                   batch_normalization_75[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_75 (Activation)       (None, 19, 19, 256)   0           add_37[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_76 (Conv2D)               (None, 19, 19, 256)   590080      activation_75[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_76 (BatchNor (None, 19, 19, 256)   1024        conv2d_76[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_76 (Activation)       (None, 19, 19, 256)   0           batch_normalization_76[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_77 (Conv2D)               (None, 19, 19, 256)   590080      activation_76[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_77 (BatchNor (None, 19, 19, 256)   1024        conv2d_77[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_38 (Add)                     (None, 19, 19, 256)   0           activation_75[0][0]              \n",
      "                                                                   batch_normalization_77[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_77 (Activation)       (None, 19, 19, 256)   0           add_38[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_78 (Conv2D)               (None, 19, 19, 256)   590080      activation_77[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_78 (BatchNor (None, 19, 19, 256)   1024        conv2d_78[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_78 (Activation)       (None, 19, 19, 256)   0           batch_normalization_78[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_79 (Conv2D)               (None, 19, 19, 256)   590080      activation_78[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_79 (BatchNor (None, 19, 19, 256)   1024        conv2d_79[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "add_39 (Add)                     (None, 19, 19, 256)   0           activation_77[0][0]              \n",
      "                                                                   batch_normalization_79[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "activation_79 (Activation)       (None, 19, 19, 256)   0           add_39[0][0]                     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_81 (Conv2D)               (None, 19, 19, 1)     257         activation_79[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_81 (BatchNor (None, 19, 19, 1)     4           conv2d_81[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_81 (Activation)       (None, 19, 19, 1)     0           batch_normalization_81[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "conv2d_80 (Conv2D)               (None, 19, 19, 2)     514         activation_79[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dense_2 (Dense)                  (None, 19, 19, 256)   512         activation_81[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_80 (BatchNor (None, 19, 19, 2)     8           conv2d_80[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "activation_82 (Activation)       (None, 19, 19, 256)   0           dense_2[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "activation_80 (Activation)       (None, 19, 19, 2)     0           batch_normalization_80[0][0]     \n",
      "____________________________________________________________________________________________________\n",
      "dense_3 (Dense)                  (None, 19, 19, 1)     257         activation_82[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dense_1 (Dense)                  (None, 19, 19, 362)   1086        activation_80[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "activation_83 (Activation)       (None, 19, 19, 1)     0           dense_3[0][0]                    \n",
      "====================================================================================================\n",
      "Total params: 46,149,198\n",
      "Trainable params: 46,108,744\n",
      "Non-trainable params: 40,454\n",
      "____________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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