NASNetLarge.md

from tensorflow import keras
import numpy as np
from pyradox import convnets

inputs = keras.Input(shape=(28, 28, 1))
x = keras.layers.ZeroPadding2D(2)(inputs)         # padding to increase dimenstions to 32x32
x = keras.layers.Conv2D(3, 1, padding='same')(x)  # increasing the number of channels to 3
x = convnets.NASNetLarge()(x)
x = keras.layers.GlobalAvgPool2D()(x)
outputs = keras.layers.Dense(10, activation="softmax")(x)

model = keras.models.Model(inputs=inputs, outputs=outputs) 

model.summary()
keras.utils.plot_model(model, show_shapes=True, expand_nested=True)

Model: "model"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            [(None, 28, 28, 1)]  0                                            
__________________________________________________________________________________________________
zero_padding2d (ZeroPadding2D)  (None, 32, 32, 1)    0           input_1[0][0]                    
__________________________________________________________________________________________________
conv2d (Conv2D)                 (None, 32, 32, 3)    6           zero_padding2d[0][0]             
__________________________________________________________________________________________________
conv2d_1 (Conv2D)               (None, 15, 15, 96)   2592        conv2d[0][0]                     
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 15, 15, 96)   384         conv2d_1[0][0]                   
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 15, 15, 96)   0           batch_normalization[0][0]        
__________________________________________________________________________________________________
activation (Activation)         (None, 15, 15, 96)   0           batch_normalization[0][0]        
__________________________________________________________________________________________________
conv2d_3 (Conv2D)               (None, 15, 15, 42)   4032        activation_1[0][0]               
__________________________________________________________________________________________________
conv2d_2 (Conv2D)               (None, 15, 15, 42)   4032        activation[0][0]                 
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 15, 15, 42)   168         conv2d_3[0][0]                   
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 15, 15, 42)   168         conv2d_2[0][0]                   
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 15, 15, 42)   0           batch_normalization_2[0][0]      
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 15, 15, 42)   0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 19, 19, 42)   0           activation_2[0][0]               
__________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D (None, 21, 21, 42)   0           activation_4[0][0]               
__________________________________________________________________________________________________
separable_conv2d (SeparableConv (None, 8, 8, 42)     2814        zero_padding2d_2[0][0]           
__________________________________________________________________________________________________
separable_conv2d_2 (SeparableCo (None, 8, 8, 42)     3822        zero_padding2d_3[0][0]           
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 8, 8, 42)     168         separable_conv2d[0][0]           
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 8, 8, 42)     168         separable_conv2d_2[0][0]         
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 8, 8, 42)     0           batch_normalization_3[0][0]      
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 8, 8, 42)     0           batch_normalization_5[0][0]      
__________________________________________________________________________________________________
separable_conv2d_1 (SeparableCo (None, 8, 8, 42)     2814        activation_3[0][0]               
__________________________________________________________________________________________________
separable_conv2d_3 (SeparableCo (None, 8, 8, 42)     3822        activation_5[0][0]               
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 15, 15, 42)   0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 8, 8, 42)     168         separable_conv2d_1[0][0]         
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 8, 8, 42)     168         separable_conv2d_3[0][0]         
__________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D (None, 21, 21, 42)   0           activation_6[0][0]               
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 15, 15, 42)   0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
add (Add)                       (None, 8, 8, 42)     0           batch_normalization_4[0][0]      
                                                                 batch_normalization_6[0][0]      
__________________________________________________________________________________________________
separable_conv2d_4 (SeparableCo (None, 8, 8, 42)     3822        zero_padding2d_4[0][0]           
__________________________________________________________________________________________________
zero_padding2d_5 (ZeroPadding2D (None, 19, 19, 42)   0           activation_8[0][0]               
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 8, 8, 42)     0           add[0][0]                        
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 8, 8, 42)     168         separable_conv2d_4[0][0]         
__________________________________________________________________________________________________
separable_conv2d_6 (SeparableCo (None, 8, 8, 42)     2814        zero_padding2d_5[0][0]           
__________________________________________________________________________________________________
separable_conv2d_8 (SeparableCo (None, 8, 8, 42)     2142        activation_10[0][0]              
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 8, 8, 42)     0           batch_normalization_7[0][0]      
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 8, 8, 42)     168         separable_conv2d_6[0][0]         
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 8, 8, 42)     168         separable_conv2d_8[0][0]         
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 17, 17, 42)   0           batch_normalization_2[0][0]      
__________________________________________________________________________________________________
separable_conv2d_5 (SeparableCo (None, 8, 8, 42)     3822        activation_7[0][0]               
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 8, 8, 42)     0           batch_normalization_9[0][0]      
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 8, 8, 42)     0           batch_normalization_11[0][0]     
__________________________________________________________________________________________________
max_pooling2d (MaxPooling2D)    (None, 8, 8, 42)     0           zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 8, 8, 42)     168         separable_conv2d_5[0][0]         
__________________________________________________________________________________________________
separable_conv2d_7 (SeparableCo (None, 8, 8, 42)     2814        activation_9[0][0]               
__________________________________________________________________________________________________
separable_conv2d_9 (SeparableCo (None, 8, 8, 42)     2142        activation_11[0][0]              
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 15, 15, 96)   0           batch_normalization[0][0]        
__________________________________________________________________________________________________
add_1 (Add)                     (None, 8, 8, 42)     0           max_pooling2d[0][0]              
                                                                 batch_normalization_8[0][0]      
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 8, 8, 42)     0           zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 8, 8, 42)     168         separable_conv2d_7[0][0]         
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 8, 8, 42)     0           add[0][0]                        
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 8, 8, 42)     168         separable_conv2d_9[0][0]         
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)  (None, 8, 8, 42)     0           zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_6 (ZeroPadding2D (None, 16, 16, 96)   0           activation_12[0][0]              
__________________________________________________________________________________________________
add_2 (Add)                     (None, 8, 8, 42)     0           average_pooling2d[0][0]          
                                                                 batch_normalization_10[0][0]     
__________________________________________________________________________________________________
add_3 (Add)                     (None, 8, 8, 42)     0           add_1[0][0]                      
                                                                 average_pooling2d_1[0][0]        
__________________________________________________________________________________________________
add_4 (Add)                     (None, 8, 8, 42)     0           batch_normalization_12[0][0]     
                                                                 max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
cropping2d (Cropping2D)         (None, 15, 15, 96)   0           zero_padding2d_6[0][0]           
__________________________________________________________________________________________________
concatenate (Concatenate)       (None, 8, 8, 168)    0           add_1[0][0]                      
                                                                 add_2[0][0]                      
                                                                 add_3[0][0]                      
                                                                 add_4[0][0]                      
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 8, 8, 96)     0           activation_12[0][0]              
__________________________________________________________________________________________________
average_pooling2d_3 (AveragePoo (None, 8, 8, 96)     0           cropping2d[0][0]                 
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 8, 8, 168)    0           concatenate[0][0]                
__________________________________________________________________________________________________
conv2d_4 (Conv2D)               (None, 8, 8, 42)     4032        average_pooling2d_2[0][0]        
__________________________________________________________________________________________________
conv2d_5 (Conv2D)               (None, 8, 8, 42)     4032        average_pooling2d_3[0][0]        
__________________________________________________________________________________________________
conv2d_6 (Conv2D)               (None, 8, 8, 84)     14112       activation_13[0][0]              
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 8, 8, 84)     0           conv2d_4[0][0]                   
                                                                 conv2d_5[0][0]                   
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 8, 8, 84)     336         conv2d_6[0][0]                   
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 8, 8, 84)     336         concatenate_1[0][0]              
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 8, 8, 84)     0           batch_normalization_14[0][0]     
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 8, 8, 84)     0           batch_normalization_13[0][0]     
__________________________________________________________________________________________________
zero_padding2d_8 (ZeroPadding2D (None, 11, 11, 84)   0           activation_14[0][0]              
__________________________________________________________________________________________________
zero_padding2d_9 (ZeroPadding2D (None, 13, 13, 84)   0           activation_16[0][0]              
__________________________________________________________________________________________________
separable_conv2d_10 (SeparableC (None, 4, 4, 84)     9156        zero_padding2d_8[0][0]           
__________________________________________________________________________________________________
separable_conv2d_12 (SeparableC (None, 4, 4, 84)     11172       zero_padding2d_9[0][0]           
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_10[0][0]        
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_12[0][0]        
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 4, 4, 84)     0           batch_normalization_15[0][0]     
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 4, 4, 84)     0           batch_normalization_17[0][0]     
__________________________________________________________________________________________________
separable_conv2d_11 (SeparableC (None, 4, 4, 84)     9156        activation_15[0][0]              
__________________________________________________________________________________________________
separable_conv2d_13 (SeparableC (None, 4, 4, 84)     11172       activation_17[0][0]              
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 8, 8, 84)     0           batch_normalization_13[0][0]     
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_11[0][0]        
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_13[0][0]        
__________________________________________________________________________________________________
zero_padding2d_10 (ZeroPadding2 (None, 13, 13, 84)   0           activation_18[0][0]              
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 8, 8, 84)     0           batch_normalization_13[0][0]     
__________________________________________________________________________________________________
add_5 (Add)                     (None, 4, 4, 84)     0           batch_normalization_16[0][0]     
                                                                 batch_normalization_18[0][0]     
__________________________________________________________________________________________________
separable_conv2d_14 (SeparableC (None, 4, 4, 84)     11172       zero_padding2d_10[0][0]          
__________________________________________________________________________________________________
zero_padding2d_11 (ZeroPadding2 (None, 11, 11, 84)   0           activation_20[0][0]              
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 4, 4, 84)     0           add_5[0][0]                      
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_14[0][0]        
__________________________________________________________________________________________________
separable_conv2d_16 (SeparableC (None, 4, 4, 84)     9156        zero_padding2d_11[0][0]          
__________________________________________________________________________________________________
separable_conv2d_18 (SeparableC (None, 4, 4, 84)     7812        activation_22[0][0]              
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 4, 4, 84)     0           batch_normalization_19[0][0]     
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_16[0][0]        
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_18[0][0]        
__________________________________________________________________________________________________
zero_padding2d_7 (ZeroPadding2D (None, 9, 9, 84)     0           batch_normalization_14[0][0]     
__________________________________________________________________________________________________
separable_conv2d_15 (SeparableC (None, 4, 4, 84)     11172       activation_19[0][0]              
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 4, 4, 84)     0           batch_normalization_21[0][0]     
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 4, 4, 84)     0           batch_normalization_23[0][0]     
__________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D)  (None, 4, 4, 84)     0           zero_padding2d_7[0][0]           
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_15[0][0]        
__________________________________________________________________________________________________
separable_conv2d_17 (SeparableC (None, 4, 4, 84)     9156        activation_21[0][0]              
__________________________________________________________________________________________________
separable_conv2d_19 (SeparableC (None, 4, 4, 84)     7812        activation_23[0][0]              
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 8, 8, 168)    0           concatenate[0][0]                
__________________________________________________________________________________________________
add_6 (Add)                     (None, 4, 4, 84)     0           max_pooling2d_2[0][0]            
                                                                 batch_normalization_20[0][0]     
__________________________________________________________________________________________________
average_pooling2d_4 (AveragePoo (None, 4, 4, 84)     0           zero_padding2d_7[0][0]           
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_17[0][0]        
__________________________________________________________________________________________________
average_pooling2d_5 (AveragePoo (None, 4, 4, 84)     0           add_5[0][0]                      
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 4, 4, 84)     336         separable_conv2d_19[0][0]        
__________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)  (None, 4, 4, 84)     0           zero_padding2d_7[0][0]           
__________________________________________________________________________________________________
zero_padding2d_12 (ZeroPadding2 (None, 9, 9, 168)    0           activation_24[0][0]              
__________________________________________________________________________________________________
add_7 (Add)                     (None, 4, 4, 84)     0           average_pooling2d_4[0][0]        
                                                                 batch_normalization_22[0][0]     
__________________________________________________________________________________________________
add_8 (Add)                     (None, 4, 4, 84)     0           add_6[0][0]                      
                                                                 average_pooling2d_5[0][0]        
__________________________________________________________________________________________________
add_9 (Add)                     (None, 4, 4, 84)     0           batch_normalization_24[0][0]     
                                                                 max_pooling2d_3[0][0]            
__________________________________________________________________________________________________
cropping2d_1 (Cropping2D)       (None, 8, 8, 168)    0           zero_padding2d_12[0][0]          
__________________________________________________________________________________________________
concatenate_2 (Concatenate)     (None, 4, 4, 336)    0           add_6[0][0]                      
                                                                 add_7[0][0]                      
                                                                 add_8[0][0]                      
                                                                 add_9[0][0]                      
__________________________________________________________________________________________________
average_pooling2d_6 (AveragePoo (None, 4, 4, 168)    0           activation_24[0][0]              
__________________________________________________________________________________________________
average_pooling2d_7 (AveragePoo (None, 4, 4, 168)    0           cropping2d_1[0][0]               
__________________________________________________________________________________________________
conv2d_7 (Conv2D)               (None, 4, 4, 84)     14112       average_pooling2d_6[0][0]        
__________________________________________________________________________________________________
conv2d_8 (Conv2D)               (None, 4, 4, 84)     14112       average_pooling2d_7[0][0]        
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 4, 4, 336)    0           concatenate_2[0][0]              
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 4, 4, 168)    0           conv2d_7[0][0]                   
                                                                 conv2d_8[0][0]                   
__________________________________________________________________________________________________
conv2d_9 (Conv2D)               (None, 4, 4, 168)    56448       activation_25[0][0]              
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 4, 4, 168)    672         concatenate_3[0][0]              
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 4, 4, 168)    672         conv2d_9[0][0]                   
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 4, 4, 168)    0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 4, 4, 168)    0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 4, 4, 168)    0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 4, 4, 168)    0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 4, 4, 168)    0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
separable_conv2d_20 (SeparableC (None, 4, 4, 168)    32424       activation_26[0][0]              
__________________________________________________________________________________________________
separable_conv2d_22 (SeparableC (None, 4, 4, 168)    29736       activation_28[0][0]              
__________________________________________________________________________________________________
separable_conv2d_24 (SeparableC (None, 4, 4, 168)    32424       activation_30[0][0]              
__________________________________________________________________________________________________
separable_conv2d_26 (SeparableC (None, 4, 4, 168)    29736       activation_32[0][0]              
__________________________________________________________________________________________________
separable_conv2d_28 (SeparableC (None, 4, 4, 168)    29736       activation_34[0][0]              
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_20[0][0]        
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_22[0][0]        
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_24[0][0]        
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_26[0][0]        
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_28[0][0]        
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 4, 4, 168)    0           batch_normalization_27[0][0]     
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 4, 4, 168)    0           batch_normalization_29[0][0]     
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 4, 4, 168)    0           batch_normalization_31[0][0]     
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 4, 4, 168)    0           batch_normalization_33[0][0]     
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 4, 4, 168)    0           batch_normalization_35[0][0]     
__________________________________________________________________________________________________
separable_conv2d_21 (SeparableC (None, 4, 4, 168)    32424       activation_27[0][0]              
__________________________________________________________________________________________________
separable_conv2d_23 (SeparableC (None, 4, 4, 168)    29736       activation_29[0][0]              
__________________________________________________________________________________________________
separable_conv2d_25 (SeparableC (None, 4, 4, 168)    32424       activation_31[0][0]              
__________________________________________________________________________________________________
separable_conv2d_27 (SeparableC (None, 4, 4, 168)    29736       activation_33[0][0]              
__________________________________________________________________________________________________
separable_conv2d_29 (SeparableC (None, 4, 4, 168)    29736       activation_35[0][0]              
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_21[0][0]        
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_23[0][0]        
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_25[0][0]        
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_27[0][0]        
__________________________________________________________________________________________________
average_pooling2d_8 (AveragePoo (None, 4, 4, 168)    0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
average_pooling2d_9 (AveragePoo (None, 4, 4, 168)    0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
average_pooling2d_10 (AveragePo (None, 4, 4, 168)    0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_29[0][0]        
__________________________________________________________________________________________________
add_10 (Add)                    (None, 4, 4, 168)    0           batch_normalization_28[0][0]     
                                                                 batch_normalization_30[0][0]     
__________________________________________________________________________________________________
add_11 (Add)                    (None, 4, 4, 168)    0           batch_normalization_32[0][0]     
                                                                 batch_normalization_34[0][0]     
__________________________________________________________________________________________________
add_12 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_8[0][0]        
                                                                 batch_normalization_25[0][0]     
__________________________________________________________________________________________________
add_13 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_9[0][0]        
                                                                 average_pooling2d_10[0][0]       
__________________________________________________________________________________________________
add_14 (Add)                    (None, 4, 4, 168)    0           batch_normalization_36[0][0]     
                                                                 batch_normalization_26[0][0]     
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 4, 4, 1008)   0           batch_normalization_25[0][0]     
                                                                 add_10[0][0]                     
                                                                 add_11[0][0]                     
                                                                 add_12[0][0]                     
                                                                 add_13[0][0]                     
                                                                 add_14[0][0]                     
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 4, 4, 336)    0           concatenate_2[0][0]              
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 4, 4, 1008)   0           concatenate_4[0][0]              
__________________________________________________________________________________________________
conv2d_10 (Conv2D)              (None, 4, 4, 168)    56448       activation_36[0][0]              
__________________________________________________________________________________________________
conv2d_11 (Conv2D)              (None, 4, 4, 168)    169344      activation_37[0][0]              
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 4, 4, 168)    672         conv2d_10[0][0]                  
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 4, 4, 168)    672         conv2d_11[0][0]                  
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 4, 4, 168)    0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 4, 4, 168)    0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 4, 4, 168)    0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 4, 4, 168)    0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 4, 4, 168)    0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
separable_conv2d_30 (SeparableC (None, 4, 4, 168)    32424       activation_38[0][0]              
__________________________________________________________________________________________________
separable_conv2d_32 (SeparableC (None, 4, 4, 168)    29736       activation_40[0][0]              
__________________________________________________________________________________________________
separable_conv2d_34 (SeparableC (None, 4, 4, 168)    32424       activation_42[0][0]              
__________________________________________________________________________________________________
separable_conv2d_36 (SeparableC (None, 4, 4, 168)    29736       activation_44[0][0]              
__________________________________________________________________________________________________
separable_conv2d_38 (SeparableC (None, 4, 4, 168)    29736       activation_46[0][0]              
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_30[0][0]        
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_32[0][0]        
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_34[0][0]        
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_36[0][0]        
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_38[0][0]        
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 4, 4, 168)    0           batch_normalization_39[0][0]     
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 4, 4, 168)    0           batch_normalization_41[0][0]     
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 4, 4, 168)    0           batch_normalization_43[0][0]     
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 4, 4, 168)    0           batch_normalization_45[0][0]     
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 4, 4, 168)    0           batch_normalization_47[0][0]     
__________________________________________________________________________________________________
separable_conv2d_31 (SeparableC (None, 4, 4, 168)    32424       activation_39[0][0]              
__________________________________________________________________________________________________
separable_conv2d_33 (SeparableC (None, 4, 4, 168)    29736       activation_41[0][0]              
__________________________________________________________________________________________________
separable_conv2d_35 (SeparableC (None, 4, 4, 168)    32424       activation_43[0][0]              
__________________________________________________________________________________________________
separable_conv2d_37 (SeparableC (None, 4, 4, 168)    29736       activation_45[0][0]              
__________________________________________________________________________________________________
separable_conv2d_39 (SeparableC (None, 4, 4, 168)    29736       activation_47[0][0]              
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_31[0][0]        
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_33[0][0]        
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_35[0][0]        
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_37[0][0]        
__________________________________________________________________________________________________
average_pooling2d_11 (AveragePo (None, 4, 4, 168)    0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
average_pooling2d_12 (AveragePo (None, 4, 4, 168)    0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
average_pooling2d_13 (AveragePo (None, 4, 4, 168)    0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_39[0][0]        
__________________________________________________________________________________________________
add_15 (Add)                    (None, 4, 4, 168)    0           batch_normalization_40[0][0]     
                                                                 batch_normalization_42[0][0]     
__________________________________________________________________________________________________
add_16 (Add)                    (None, 4, 4, 168)    0           batch_normalization_44[0][0]     
                                                                 batch_normalization_46[0][0]     
__________________________________________________________________________________________________
add_17 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_11[0][0]       
                                                                 batch_normalization_37[0][0]     
__________________________________________________________________________________________________
add_18 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_12[0][0]       
                                                                 average_pooling2d_13[0][0]       
__________________________________________________________________________________________________
add_19 (Add)                    (None, 4, 4, 168)    0           batch_normalization_48[0][0]     
                                                                 batch_normalization_38[0][0]     
__________________________________________________________________________________________________
concatenate_5 (Concatenate)     (None, 4, 4, 1008)   0           batch_normalization_37[0][0]     
                                                                 add_15[0][0]                     
                                                                 add_16[0][0]                     
                                                                 add_17[0][0]                     
                                                                 add_18[0][0]                     
                                                                 add_19[0][0]                     
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 4, 4, 1008)   0           concatenate_4[0][0]              
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 4, 4, 1008)   0           concatenate_5[0][0]              
__________________________________________________________________________________________________
conv2d_12 (Conv2D)              (None, 4, 4, 168)    169344      activation_48[0][0]              
__________________________________________________________________________________________________
conv2d_13 (Conv2D)              (None, 4, 4, 168)    169344      activation_49[0][0]              
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 4, 4, 168)    672         conv2d_12[0][0]                  
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 4, 4, 168)    672         conv2d_13[0][0]                  
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 4, 4, 168)    0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 4, 4, 168)    0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 4, 4, 168)    0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 4, 4, 168)    0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 4, 4, 168)    0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
separable_conv2d_40 (SeparableC (None, 4, 4, 168)    32424       activation_50[0][0]              
__________________________________________________________________________________________________
separable_conv2d_42 (SeparableC (None, 4, 4, 168)    29736       activation_52[0][0]              
__________________________________________________________________________________________________
separable_conv2d_44 (SeparableC (None, 4, 4, 168)    32424       activation_54[0][0]              
__________________________________________________________________________________________________
separable_conv2d_46 (SeparableC (None, 4, 4, 168)    29736       activation_56[0][0]              
__________________________________________________________________________________________________
separable_conv2d_48 (SeparableC (None, 4, 4, 168)    29736       activation_58[0][0]              
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_40[0][0]        
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_42[0][0]        
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_44[0][0]        
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_46[0][0]        
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_48[0][0]        
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 4, 4, 168)    0           batch_normalization_51[0][0]     
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 4, 4, 168)    0           batch_normalization_53[0][0]     
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 4, 4, 168)    0           batch_normalization_55[0][0]     
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 4, 4, 168)    0           batch_normalization_57[0][0]     
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 4, 4, 168)    0           batch_normalization_59[0][0]     
__________________________________________________________________________________________________
separable_conv2d_41 (SeparableC (None, 4, 4, 168)    32424       activation_51[0][0]              
__________________________________________________________________________________________________
separable_conv2d_43 (SeparableC (None, 4, 4, 168)    29736       activation_53[0][0]              
__________________________________________________________________________________________________
separable_conv2d_45 (SeparableC (None, 4, 4, 168)    32424       activation_55[0][0]              
__________________________________________________________________________________________________
separable_conv2d_47 (SeparableC (None, 4, 4, 168)    29736       activation_57[0][0]              
__________________________________________________________________________________________________
separable_conv2d_49 (SeparableC (None, 4, 4, 168)    29736       activation_59[0][0]              
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_41[0][0]        
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_43[0][0]        
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_45[0][0]        
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_47[0][0]        
__________________________________________________________________________________________________
average_pooling2d_14 (AveragePo (None, 4, 4, 168)    0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
average_pooling2d_15 (AveragePo (None, 4, 4, 168)    0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
average_pooling2d_16 (AveragePo (None, 4, 4, 168)    0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_49[0][0]        
__________________________________________________________________________________________________
add_20 (Add)                    (None, 4, 4, 168)    0           batch_normalization_52[0][0]     
                                                                 batch_normalization_54[0][0]     
__________________________________________________________________________________________________
add_21 (Add)                    (None, 4, 4, 168)    0           batch_normalization_56[0][0]     
                                                                 batch_normalization_58[0][0]     
__________________________________________________________________________________________________
add_22 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_14[0][0]       
                                                                 batch_normalization_49[0][0]     
__________________________________________________________________________________________________
add_23 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_15[0][0]       
                                                                 average_pooling2d_16[0][0]       
__________________________________________________________________________________________________
add_24 (Add)                    (None, 4, 4, 168)    0           batch_normalization_60[0][0]     
                                                                 batch_normalization_50[0][0]     
__________________________________________________________________________________________________
concatenate_6 (Concatenate)     (None, 4, 4, 1008)   0           batch_normalization_49[0][0]     
                                                                 add_20[0][0]                     
                                                                 add_21[0][0]                     
                                                                 add_22[0][0]                     
                                                                 add_23[0][0]                     
                                                                 add_24[0][0]                     
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 4, 4, 1008)   0           concatenate_5[0][0]              
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 4, 4, 1008)   0           concatenate_6[0][0]              
__________________________________________________________________________________________________
conv2d_14 (Conv2D)              (None, 4, 4, 168)    169344      activation_60[0][0]              
__________________________________________________________________________________________________
conv2d_15 (Conv2D)              (None, 4, 4, 168)    169344      activation_61[0][0]              
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 4, 4, 168)    672         conv2d_14[0][0]                  
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 4, 4, 168)    672         conv2d_15[0][0]                  
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 4, 4, 168)    0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 4, 4, 168)    0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 4, 4, 168)    0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 4, 4, 168)    0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 4, 4, 168)    0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
separable_conv2d_50 (SeparableC (None, 4, 4, 168)    32424       activation_62[0][0]              
__________________________________________________________________________________________________
separable_conv2d_52 (SeparableC (None, 4, 4, 168)    29736       activation_64[0][0]              
__________________________________________________________________________________________________
separable_conv2d_54 (SeparableC (None, 4, 4, 168)    32424       activation_66[0][0]              
__________________________________________________________________________________________________
separable_conv2d_56 (SeparableC (None, 4, 4, 168)    29736       activation_68[0][0]              
__________________________________________________________________________________________________
separable_conv2d_58 (SeparableC (None, 4, 4, 168)    29736       activation_70[0][0]              
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_50[0][0]        
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_52[0][0]        
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_54[0][0]        
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_56[0][0]        
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_58[0][0]        
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 4, 4, 168)    0           batch_normalization_63[0][0]     
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 4, 4, 168)    0           batch_normalization_65[0][0]     
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 4, 4, 168)    0           batch_normalization_67[0][0]     
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 4, 4, 168)    0           batch_normalization_69[0][0]     
__________________________________________________________________________________________________
activation_71 (Activation)      (None, 4, 4, 168)    0           batch_normalization_71[0][0]     
__________________________________________________________________________________________________
separable_conv2d_51 (SeparableC (None, 4, 4, 168)    32424       activation_63[0][0]              
__________________________________________________________________________________________________
separable_conv2d_53 (SeparableC (None, 4, 4, 168)    29736       activation_65[0][0]              
__________________________________________________________________________________________________
separable_conv2d_55 (SeparableC (None, 4, 4, 168)    32424       activation_67[0][0]              
__________________________________________________________________________________________________
separable_conv2d_57 (SeparableC (None, 4, 4, 168)    29736       activation_69[0][0]              
__________________________________________________________________________________________________
separable_conv2d_59 (SeparableC (None, 4, 4, 168)    29736       activation_71[0][0]              
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_51[0][0]        
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_53[0][0]        
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_55[0][0]        
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_57[0][0]        
__________________________________________________________________________________________________
average_pooling2d_17 (AveragePo (None, 4, 4, 168)    0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
average_pooling2d_18 (AveragePo (None, 4, 4, 168)    0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
average_pooling2d_19 (AveragePo (None, 4, 4, 168)    0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_59[0][0]        
__________________________________________________________________________________________________
add_25 (Add)                    (None, 4, 4, 168)    0           batch_normalization_64[0][0]     
                                                                 batch_normalization_66[0][0]     
__________________________________________________________________________________________________
add_26 (Add)                    (None, 4, 4, 168)    0           batch_normalization_68[0][0]     
                                                                 batch_normalization_70[0][0]     
__________________________________________________________________________________________________
add_27 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_17[0][0]       
                                                                 batch_normalization_61[0][0]     
__________________________________________________________________________________________________
add_28 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_18[0][0]       
                                                                 average_pooling2d_19[0][0]       
__________________________________________________________________________________________________
add_29 (Add)                    (None, 4, 4, 168)    0           batch_normalization_72[0][0]     
                                                                 batch_normalization_62[0][0]     
__________________________________________________________________________________________________
concatenate_7 (Concatenate)     (None, 4, 4, 1008)   0           batch_normalization_61[0][0]     
                                                                 add_25[0][0]                     
                                                                 add_26[0][0]                     
                                                                 add_27[0][0]                     
                                                                 add_28[0][0]                     
                                                                 add_29[0][0]                     
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 4, 4, 1008)   0           concatenate_6[0][0]              
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 4, 4, 1008)   0           concatenate_7[0][0]              
__________________________________________________________________________________________________
conv2d_16 (Conv2D)              (None, 4, 4, 168)    169344      activation_72[0][0]              
__________________________________________________________________________________________________
conv2d_17 (Conv2D)              (None, 4, 4, 168)    169344      activation_73[0][0]              
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 4, 4, 168)    672         conv2d_16[0][0]                  
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 4, 4, 168)    672         conv2d_17[0][0]                  
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 4, 4, 168)    0           batch_normalization_74[0][0]     
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 4, 4, 168)    0           batch_normalization_74[0][0]     
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 4, 4, 168)    0           batch_normalization_73[0][0]     
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 4, 4, 168)    0           batch_normalization_73[0][0]     
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 4, 4, 168)    0           batch_normalization_74[0][0]     
__________________________________________________________________________________________________
separable_conv2d_60 (SeparableC (None, 4, 4, 168)    32424       activation_74[0][0]              
__________________________________________________________________________________________________
separable_conv2d_62 (SeparableC (None, 4, 4, 168)    29736       activation_76[0][0]              
__________________________________________________________________________________________________
separable_conv2d_64 (SeparableC (None, 4, 4, 168)    32424       activation_78[0][0]              
__________________________________________________________________________________________________
separable_conv2d_66 (SeparableC (None, 4, 4, 168)    29736       activation_80[0][0]              
__________________________________________________________________________________________________
separable_conv2d_68 (SeparableC (None, 4, 4, 168)    29736       activation_82[0][0]              
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_60[0][0]        
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_62[0][0]        
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_64[0][0]        
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_66[0][0]        
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_68[0][0]        
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 4, 4, 168)    0           batch_normalization_75[0][0]     
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 4, 4, 168)    0           batch_normalization_77[0][0]     
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 4, 4, 168)    0           batch_normalization_79[0][0]     
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 4, 4, 168)    0           batch_normalization_81[0][0]     
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 4, 4, 168)    0           batch_normalization_83[0][0]     
__________________________________________________________________________________________________
separable_conv2d_61 (SeparableC (None, 4, 4, 168)    32424       activation_75[0][0]              
__________________________________________________________________________________________________
separable_conv2d_63 (SeparableC (None, 4, 4, 168)    29736       activation_77[0][0]              
__________________________________________________________________________________________________
separable_conv2d_65 (SeparableC (None, 4, 4, 168)    32424       activation_79[0][0]              
__________________________________________________________________________________________________
separable_conv2d_67 (SeparableC (None, 4, 4, 168)    29736       activation_81[0][0]              
__________________________________________________________________________________________________
separable_conv2d_69 (SeparableC (None, 4, 4, 168)    29736       activation_83[0][0]              
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_61[0][0]        
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_63[0][0]        
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_65[0][0]        
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_67[0][0]        
__________________________________________________________________________________________________
average_pooling2d_20 (AveragePo (None, 4, 4, 168)    0           batch_normalization_74[0][0]     
__________________________________________________________________________________________________
average_pooling2d_21 (AveragePo (None, 4, 4, 168)    0           batch_normalization_73[0][0]     
__________________________________________________________________________________________________
average_pooling2d_22 (AveragePo (None, 4, 4, 168)    0           batch_normalization_73[0][0]     
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_69[0][0]        
__________________________________________________________________________________________________
add_30 (Add)                    (None, 4, 4, 168)    0           batch_normalization_76[0][0]     
                                                                 batch_normalization_78[0][0]     
__________________________________________________________________________________________________
add_31 (Add)                    (None, 4, 4, 168)    0           batch_normalization_80[0][0]     
                                                                 batch_normalization_82[0][0]     
__________________________________________________________________________________________________
add_32 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_20[0][0]       
                                                                 batch_normalization_73[0][0]     
__________________________________________________________________________________________________
add_33 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_21[0][0]       
                                                                 average_pooling2d_22[0][0]       
__________________________________________________________________________________________________
add_34 (Add)                    (None, 4, 4, 168)    0           batch_normalization_84[0][0]     
                                                                 batch_normalization_74[0][0]     
__________________________________________________________________________________________________
concatenate_8 (Concatenate)     (None, 4, 4, 1008)   0           batch_normalization_73[0][0]     
                                                                 add_30[0][0]                     
                                                                 add_31[0][0]                     
                                                                 add_32[0][0]                     
                                                                 add_33[0][0]                     
                                                                 add_34[0][0]                     
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 4, 4, 1008)   0           concatenate_7[0][0]              
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 4, 4, 1008)   0           concatenate_8[0][0]              
__________________________________________________________________________________________________
conv2d_18 (Conv2D)              (None, 4, 4, 168)    169344      activation_84[0][0]              
__________________________________________________________________________________________________
conv2d_19 (Conv2D)              (None, 4, 4, 168)    169344      activation_85[0][0]              
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 4, 4, 168)    672         conv2d_18[0][0]                  
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 4, 4, 168)    672         conv2d_19[0][0]                  
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 4, 4, 168)    0           batch_normalization_86[0][0]     
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 4, 4, 168)    0           batch_normalization_86[0][0]     
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 4, 4, 168)    0           batch_normalization_85[0][0]     
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 4, 4, 168)    0           batch_normalization_85[0][0]     
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 4, 4, 168)    0           batch_normalization_86[0][0]     
__________________________________________________________________________________________________
separable_conv2d_70 (SeparableC (None, 4, 4, 168)    32424       activation_86[0][0]              
__________________________________________________________________________________________________
separable_conv2d_72 (SeparableC (None, 4, 4, 168)    29736       activation_88[0][0]              
__________________________________________________________________________________________________
separable_conv2d_74 (SeparableC (None, 4, 4, 168)    32424       activation_90[0][0]              
__________________________________________________________________________________________________
separable_conv2d_76 (SeparableC (None, 4, 4, 168)    29736       activation_92[0][0]              
__________________________________________________________________________________________________
separable_conv2d_78 (SeparableC (None, 4, 4, 168)    29736       activation_94[0][0]              
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_70[0][0]        
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_72[0][0]        
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_74[0][0]        
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_76[0][0]        
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_78[0][0]        
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 4, 4, 168)    0           batch_normalization_87[0][0]     
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 4, 4, 168)    0           batch_normalization_89[0][0]     
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 4, 4, 168)    0           batch_normalization_91[0][0]     
__________________________________________________________________________________________________
activation_93 (Activation)      (None, 4, 4, 168)    0           batch_normalization_93[0][0]     
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 4, 4, 168)    0           batch_normalization_95[0][0]     
__________________________________________________________________________________________________
separable_conv2d_71 (SeparableC (None, 4, 4, 168)    32424       activation_87[0][0]              
__________________________________________________________________________________________________
separable_conv2d_73 (SeparableC (None, 4, 4, 168)    29736       activation_89[0][0]              
__________________________________________________________________________________________________
separable_conv2d_75 (SeparableC (None, 4, 4, 168)    32424       activation_91[0][0]              
__________________________________________________________________________________________________
separable_conv2d_77 (SeparableC (None, 4, 4, 168)    29736       activation_93[0][0]              
__________________________________________________________________________________________________
separable_conv2d_79 (SeparableC (None, 4, 4, 168)    29736       activation_95[0][0]              
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_71[0][0]        
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_73[0][0]        
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_75[0][0]        
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_77[0][0]        
__________________________________________________________________________________________________
average_pooling2d_23 (AveragePo (None, 4, 4, 168)    0           batch_normalization_86[0][0]     
__________________________________________________________________________________________________
average_pooling2d_24 (AveragePo (None, 4, 4, 168)    0           batch_normalization_85[0][0]     
__________________________________________________________________________________________________
average_pooling2d_25 (AveragePo (None, 4, 4, 168)    0           batch_normalization_85[0][0]     
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 4, 4, 168)    672         separable_conv2d_79[0][0]        
__________________________________________________________________________________________________
add_35 (Add)                    (None, 4, 4, 168)    0           batch_normalization_88[0][0]     
                                                                 batch_normalization_90[0][0]     
__________________________________________________________________________________________________
add_36 (Add)                    (None, 4, 4, 168)    0           batch_normalization_92[0][0]     
                                                                 batch_normalization_94[0][0]     
__________________________________________________________________________________________________
add_37 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_23[0][0]       
                                                                 batch_normalization_85[0][0]     
__________________________________________________________________________________________________
add_38 (Add)                    (None, 4, 4, 168)    0           average_pooling2d_24[0][0]       
                                                                 average_pooling2d_25[0][0]       
__________________________________________________________________________________________________
add_39 (Add)                    (None, 4, 4, 168)    0           batch_normalization_96[0][0]     
                                                                 batch_normalization_86[0][0]     
__________________________________________________________________________________________________
concatenate_9 (Concatenate)     (None, 4, 4, 1008)   0           batch_normalization_85[0][0]     
                                                                 add_35[0][0]                     
                                                                 add_36[0][0]                     
                                                                 add_37[0][0]                     
                                                                 add_38[0][0]                     
                                                                 add_39[0][0]                     
__________________________________________________________________________________________________
activation_97 (Activation)      (None, 4, 4, 1008)   0           concatenate_9[0][0]              
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 4, 4, 1008)   0           concatenate_8[0][0]              
__________________________________________________________________________________________________
conv2d_21 (Conv2D)              (None, 4, 4, 336)    338688      activation_97[0][0]              
__________________________________________________________________________________________________
conv2d_20 (Conv2D)              (None, 4, 4, 336)    338688      activation_96[0][0]              
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 4, 4, 336)    1344        conv2d_21[0][0]                  
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 4, 4, 336)    1344        conv2d_20[0][0]                  
__________________________________________________________________________________________________
activation_98 (Activation)      (None, 4, 4, 336)    0           batch_normalization_98[0][0]     
__________________________________________________________________________________________________
activation_100 (Activation)     (None, 4, 4, 336)    0           batch_normalization_97[0][0]     
__________________________________________________________________________________________________
zero_padding2d_14 (ZeroPadding2 (None, 7, 7, 336)    0           activation_98[0][0]              
__________________________________________________________________________________________________
zero_padding2d_15 (ZeroPadding2 (None, 9, 9, 336)    0           activation_100[0][0]             
__________________________________________________________________________________________________
separable_conv2d_80 (SeparableC (None, 2, 2, 336)    121296      zero_padding2d_14[0][0]          
__________________________________________________________________________________________________
separable_conv2d_82 (SeparableC (None, 2, 2, 336)    129360      zero_padding2d_15[0][0]          
__________________________________________________________________________________________________
batch_normalization_99 (BatchNo (None, 2, 2, 336)    1344        separable_conv2d_80[0][0]        
__________________________________________________________________________________________________
batch_normalization_101 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_82[0][0]        
__________________________________________________________________________________________________
activation_99 (Activation)      (None, 2, 2, 336)    0           batch_normalization_99[0][0]     
__________________________________________________________________________________________________
activation_101 (Activation)     (None, 2, 2, 336)    0           batch_normalization_101[0][0]    
__________________________________________________________________________________________________
separable_conv2d_81 (SeparableC (None, 2, 2, 336)    121296      activation_99[0][0]              
__________________________________________________________________________________________________
separable_conv2d_83 (SeparableC (None, 2, 2, 336)    129360      activation_101[0][0]             
__________________________________________________________________________________________________
activation_102 (Activation)     (None, 4, 4, 336)    0           batch_normalization_97[0][0]     
__________________________________________________________________________________________________
batch_normalization_100 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_81[0][0]        
__________________________________________________________________________________________________
batch_normalization_102 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_83[0][0]        
__________________________________________________________________________________________________
zero_padding2d_16 (ZeroPadding2 (None, 9, 9, 336)    0           activation_102[0][0]             
__________________________________________________________________________________________________
activation_104 (Activation)     (None, 4, 4, 336)    0           batch_normalization_97[0][0]     
__________________________________________________________________________________________________
add_40 (Add)                    (None, 2, 2, 336)    0           batch_normalization_100[0][0]    
                                                                 batch_normalization_102[0][0]    
__________________________________________________________________________________________________
separable_conv2d_84 (SeparableC (None, 2, 2, 336)    129360      zero_padding2d_16[0][0]          
__________________________________________________________________________________________________
zero_padding2d_17 (ZeroPadding2 (None, 7, 7, 336)    0           activation_104[0][0]             
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 2, 2, 336)    0           add_40[0][0]                     
__________________________________________________________________________________________________
batch_normalization_103 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_84[0][0]        
__________________________________________________________________________________________________
separable_conv2d_86 (SeparableC (None, 2, 2, 336)    121296      zero_padding2d_17[0][0]          
__________________________________________________________________________________________________
separable_conv2d_88 (SeparableC (None, 2, 2, 336)    115920      activation_106[0][0]             
__________________________________________________________________________________________________
activation_103 (Activation)     (None, 2, 2, 336)    0           batch_normalization_103[0][0]    
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_86[0][0]        
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_88[0][0]        
__________________________________________________________________________________________________
zero_padding2d_13 (ZeroPadding2 (None, 5, 5, 336)    0           batch_normalization_98[0][0]     
__________________________________________________________________________________________________
separable_conv2d_85 (SeparableC (None, 2, 2, 336)    129360      activation_103[0][0]             
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 2, 2, 336)    0           batch_normalization_105[0][0]    
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 2, 2, 336)    0           batch_normalization_107[0][0]    
__________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D)  (None, 2, 2, 336)    0           zero_padding2d_13[0][0]          
__________________________________________________________________________________________________
batch_normalization_104 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_85[0][0]        
__________________________________________________________________________________________________
separable_conv2d_87 (SeparableC (None, 2, 2, 336)    121296      activation_105[0][0]             
__________________________________________________________________________________________________
separable_conv2d_89 (SeparableC (None, 2, 2, 336)    115920      activation_107[0][0]             
__________________________________________________________________________________________________
activation_108 (Activation)     (None, 4, 4, 1008)   0           concatenate_8[0][0]              
__________________________________________________________________________________________________
add_41 (Add)                    (None, 2, 2, 336)    0           max_pooling2d_4[0][0]            
                                                                 batch_normalization_104[0][0]    
__________________________________________________________________________________________________
average_pooling2d_26 (AveragePo (None, 2, 2, 336)    0           zero_padding2d_13[0][0]          
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_87[0][0]        
__________________________________________________________________________________________________
average_pooling2d_27 (AveragePo (None, 2, 2, 336)    0           add_40[0][0]                     
__________________________________________________________________________________________________
batch_normalization_108 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_89[0][0]        
__________________________________________________________________________________________________
max_pooling2d_5 (MaxPooling2D)  (None, 2, 2, 336)    0           zero_padding2d_13[0][0]          
__________________________________________________________________________________________________
zero_padding2d_18 (ZeroPadding2 (None, 5, 5, 1008)   0           activation_108[0][0]             
__________________________________________________________________________________________________
add_42 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_26[0][0]       
                                                                 batch_normalization_106[0][0]    
__________________________________________________________________________________________________
add_43 (Add)                    (None, 2, 2, 336)    0           add_41[0][0]                     
                                                                 average_pooling2d_27[0][0]       
__________________________________________________________________________________________________
add_44 (Add)                    (None, 2, 2, 336)    0           batch_normalization_108[0][0]    
                                                                 max_pooling2d_5[0][0]            
__________________________________________________________________________________________________
cropping2d_2 (Cropping2D)       (None, 4, 4, 1008)   0           zero_padding2d_18[0][0]          
__________________________________________________________________________________________________
concatenate_10 (Concatenate)    (None, 2, 2, 1344)   0           add_41[0][0]                     
                                                                 add_42[0][0]                     
                                                                 add_43[0][0]                     
                                                                 add_44[0][0]                     
__________________________________________________________________________________________________
average_pooling2d_28 (AveragePo (None, 2, 2, 1008)   0           activation_108[0][0]             
__________________________________________________________________________________________________
average_pooling2d_29 (AveragePo (None, 2, 2, 1008)   0           cropping2d_2[0][0]               
__________________________________________________________________________________________________
conv2d_22 (Conv2D)              (None, 2, 2, 168)    169344      average_pooling2d_28[0][0]       
__________________________________________________________________________________________________
conv2d_23 (Conv2D)              (None, 2, 2, 168)    169344      average_pooling2d_29[0][0]       
__________________________________________________________________________________________________
activation_109 (Activation)     (None, 2, 2, 1344)   0           concatenate_10[0][0]             
__________________________________________________________________________________________________
concatenate_11 (Concatenate)    (None, 2, 2, 336)    0           conv2d_22[0][0]                  
                                                                 conv2d_23[0][0]                  
__________________________________________________________________________________________________
conv2d_24 (Conv2D)              (None, 2, 2, 336)    451584      activation_109[0][0]             
__________________________________________________________________________________________________
batch_normalization_109 (BatchN (None, 2, 2, 336)    1344        concatenate_11[0][0]             
__________________________________________________________________________________________________
batch_normalization_110 (BatchN (None, 2, 2, 336)    1344        conv2d_24[0][0]                  
__________________________________________________________________________________________________
activation_110 (Activation)     (None, 2, 2, 336)    0           batch_normalization_110[0][0]    
__________________________________________________________________________________________________
activation_112 (Activation)     (None, 2, 2, 336)    0           batch_normalization_110[0][0]    
__________________________________________________________________________________________________
activation_114 (Activation)     (None, 2, 2, 336)    0           batch_normalization_109[0][0]    
__________________________________________________________________________________________________
activation_116 (Activation)     (None, 2, 2, 336)    0           batch_normalization_109[0][0]    
__________________________________________________________________________________________________
activation_118 (Activation)     (None, 2, 2, 336)    0           batch_normalization_110[0][0]    
__________________________________________________________________________________________________
separable_conv2d_90 (SeparableC (None, 2, 2, 336)    121296      activation_110[0][0]             
__________________________________________________________________________________________________
separable_conv2d_92 (SeparableC (None, 2, 2, 336)    115920      activation_112[0][0]             
__________________________________________________________________________________________________
separable_conv2d_94 (SeparableC (None, 2, 2, 336)    121296      activation_114[0][0]             
__________________________________________________________________________________________________
separable_conv2d_96 (SeparableC (None, 2, 2, 336)    115920      activation_116[0][0]             
__________________________________________________________________________________________________
separable_conv2d_98 (SeparableC (None, 2, 2, 336)    115920      activation_118[0][0]             
__________________________________________________________________________________________________
batch_normalization_111 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_90[0][0]        
__________________________________________________________________________________________________
batch_normalization_113 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_92[0][0]        
__________________________________________________________________________________________________
batch_normalization_115 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_94[0][0]        
__________________________________________________________________________________________________
batch_normalization_117 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_96[0][0]        
__________________________________________________________________________________________________
batch_normalization_119 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_98[0][0]        
__________________________________________________________________________________________________
activation_111 (Activation)     (None, 2, 2, 336)    0           batch_normalization_111[0][0]    
__________________________________________________________________________________________________
activation_113 (Activation)     (None, 2, 2, 336)    0           batch_normalization_113[0][0]    
__________________________________________________________________________________________________
activation_115 (Activation)     (None, 2, 2, 336)    0           batch_normalization_115[0][0]    
__________________________________________________________________________________________________
activation_117 (Activation)     (None, 2, 2, 336)    0           batch_normalization_117[0][0]    
__________________________________________________________________________________________________
activation_119 (Activation)     (None, 2, 2, 336)    0           batch_normalization_119[0][0]    
__________________________________________________________________________________________________
separable_conv2d_91 (SeparableC (None, 2, 2, 336)    121296      activation_111[0][0]             
__________________________________________________________________________________________________
separable_conv2d_93 (SeparableC (None, 2, 2, 336)    115920      activation_113[0][0]             
__________________________________________________________________________________________________
separable_conv2d_95 (SeparableC (None, 2, 2, 336)    121296      activation_115[0][0]             
__________________________________________________________________________________________________
separable_conv2d_97 (SeparableC (None, 2, 2, 336)    115920      activation_117[0][0]             
__________________________________________________________________________________________________
separable_conv2d_99 (SeparableC (None, 2, 2, 336)    115920      activation_119[0][0]             
__________________________________________________________________________________________________
batch_normalization_112 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_91[0][0]        
__________________________________________________________________________________________________
batch_normalization_114 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_93[0][0]        
__________________________________________________________________________________________________
batch_normalization_116 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_95[0][0]        
__________________________________________________________________________________________________
batch_normalization_118 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_97[0][0]        
__________________________________________________________________________________________________
average_pooling2d_30 (AveragePo (None, 2, 2, 336)    0           batch_normalization_110[0][0]    
__________________________________________________________________________________________________
average_pooling2d_31 (AveragePo (None, 2, 2, 336)    0           batch_normalization_109[0][0]    
__________________________________________________________________________________________________
average_pooling2d_32 (AveragePo (None, 2, 2, 336)    0           batch_normalization_109[0][0]    
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_99[0][0]        
__________________________________________________________________________________________________
add_45 (Add)                    (None, 2, 2, 336)    0           batch_normalization_112[0][0]    
                                                                 batch_normalization_114[0][0]    
__________________________________________________________________________________________________
add_46 (Add)                    (None, 2, 2, 336)    0           batch_normalization_116[0][0]    
                                                                 batch_normalization_118[0][0]    
__________________________________________________________________________________________________
add_47 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_30[0][0]       
                                                                 batch_normalization_109[0][0]    
__________________________________________________________________________________________________
add_48 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_31[0][0]       
                                                                 average_pooling2d_32[0][0]       
__________________________________________________________________________________________________
add_49 (Add)                    (None, 2, 2, 336)    0           batch_normalization_120[0][0]    
                                                                 batch_normalization_110[0][0]    
__________________________________________________________________________________________________
concatenate_12 (Concatenate)    (None, 2, 2, 2016)   0           batch_normalization_109[0][0]    
                                                                 add_45[0][0]                     
                                                                 add_46[0][0]                     
                                                                 add_47[0][0]                     
                                                                 add_48[0][0]                     
                                                                 add_49[0][0]                     
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 2, 2, 1344)   0           concatenate_10[0][0]             
__________________________________________________________________________________________________
activation_121 (Activation)     (None, 2, 2, 2016)   0           concatenate_12[0][0]             
__________________________________________________________________________________________________
conv2d_25 (Conv2D)              (None, 2, 2, 336)    451584      activation_120[0][0]             
__________________________________________________________________________________________________
conv2d_26 (Conv2D)              (None, 2, 2, 336)    677376      activation_121[0][0]             
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 2, 2, 336)    1344        conv2d_25[0][0]                  
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 2, 2, 336)    1344        conv2d_26[0][0]                  
__________________________________________________________________________________________________
activation_122 (Activation)     (None, 2, 2, 336)    0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
activation_124 (Activation)     (None, 2, 2, 336)    0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
activation_126 (Activation)     (None, 2, 2, 336)    0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
activation_128 (Activation)     (None, 2, 2, 336)    0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
activation_130 (Activation)     (None, 2, 2, 336)    0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
separable_conv2d_100 (Separable (None, 2, 2, 336)    121296      activation_122[0][0]             
__________________________________________________________________________________________________
separable_conv2d_102 (Separable (None, 2, 2, 336)    115920      activation_124[0][0]             
__________________________________________________________________________________________________
separable_conv2d_104 (Separable (None, 2, 2, 336)    121296      activation_126[0][0]             
__________________________________________________________________________________________________
separable_conv2d_106 (Separable (None, 2, 2, 336)    115920      activation_128[0][0]             
__________________________________________________________________________________________________
separable_conv2d_108 (Separable (None, 2, 2, 336)    115920      activation_130[0][0]             
__________________________________________________________________________________________________
batch_normalization_123 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_100[0][0]       
__________________________________________________________________________________________________
batch_normalization_125 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_102[0][0]       
__________________________________________________________________________________________________
batch_normalization_127 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_104[0][0]       
__________________________________________________________________________________________________
batch_normalization_129 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_106[0][0]       
__________________________________________________________________________________________________
batch_normalization_131 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_108[0][0]       
__________________________________________________________________________________________________
activation_123 (Activation)     (None, 2, 2, 336)    0           batch_normalization_123[0][0]    
__________________________________________________________________________________________________
activation_125 (Activation)     (None, 2, 2, 336)    0           batch_normalization_125[0][0]    
__________________________________________________________________________________________________
activation_127 (Activation)     (None, 2, 2, 336)    0           batch_normalization_127[0][0]    
__________________________________________________________________________________________________
activation_129 (Activation)     (None, 2, 2, 336)    0           batch_normalization_129[0][0]    
__________________________________________________________________________________________________
activation_131 (Activation)     (None, 2, 2, 336)    0           batch_normalization_131[0][0]    
__________________________________________________________________________________________________
separable_conv2d_101 (Separable (None, 2, 2, 336)    121296      activation_123[0][0]             
__________________________________________________________________________________________________
separable_conv2d_103 (Separable (None, 2, 2, 336)    115920      activation_125[0][0]             
__________________________________________________________________________________________________
separable_conv2d_105 (Separable (None, 2, 2, 336)    121296      activation_127[0][0]             
__________________________________________________________________________________________________
separable_conv2d_107 (Separable (None, 2, 2, 336)    115920      activation_129[0][0]             
__________________________________________________________________________________________________
separable_conv2d_109 (Separable (None, 2, 2, 336)    115920      activation_131[0][0]             
__________________________________________________________________________________________________
batch_normalization_124 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_101[0][0]       
__________________________________________________________________________________________________
batch_normalization_126 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_103[0][0]       
__________________________________________________________________________________________________
batch_normalization_128 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_105[0][0]       
__________________________________________________________________________________________________
batch_normalization_130 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_107[0][0]       
__________________________________________________________________________________________________
average_pooling2d_33 (AveragePo (None, 2, 2, 336)    0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
average_pooling2d_34 (AveragePo (None, 2, 2, 336)    0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
average_pooling2d_35 (AveragePo (None, 2, 2, 336)    0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
batch_normalization_132 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_109[0][0]       
__________________________________________________________________________________________________
add_50 (Add)                    (None, 2, 2, 336)    0           batch_normalization_124[0][0]    
                                                                 batch_normalization_126[0][0]    
__________________________________________________________________________________________________
add_51 (Add)                    (None, 2, 2, 336)    0           batch_normalization_128[0][0]    
                                                                 batch_normalization_130[0][0]    
__________________________________________________________________________________________________
add_52 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_33[0][0]       
                                                                 batch_normalization_121[0][0]    
__________________________________________________________________________________________________
add_53 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_34[0][0]       
                                                                 average_pooling2d_35[0][0]       
__________________________________________________________________________________________________
add_54 (Add)                    (None, 2, 2, 336)    0           batch_normalization_132[0][0]    
                                                                 batch_normalization_122[0][0]    
__________________________________________________________________________________________________
concatenate_13 (Concatenate)    (None, 2, 2, 2016)   0           batch_normalization_121[0][0]    
                                                                 add_50[0][0]                     
                                                                 add_51[0][0]                     
                                                                 add_52[0][0]                     
                                                                 add_53[0][0]                     
                                                                 add_54[0][0]                     
__________________________________________________________________________________________________
activation_132 (Activation)     (None, 2, 2, 2016)   0           concatenate_12[0][0]             
__________________________________________________________________________________________________
activation_133 (Activation)     (None, 2, 2, 2016)   0           concatenate_13[0][0]             
__________________________________________________________________________________________________
conv2d_27 (Conv2D)              (None, 2, 2, 336)    677376      activation_132[0][0]             
__________________________________________________________________________________________________
conv2d_28 (Conv2D)              (None, 2, 2, 336)    677376      activation_133[0][0]             
__________________________________________________________________________________________________
batch_normalization_133 (BatchN (None, 2, 2, 336)    1344        conv2d_27[0][0]                  
__________________________________________________________________________________________________
batch_normalization_134 (BatchN (None, 2, 2, 336)    1344        conv2d_28[0][0]                  
__________________________________________________________________________________________________
activation_134 (Activation)     (None, 2, 2, 336)    0           batch_normalization_134[0][0]    
__________________________________________________________________________________________________
activation_136 (Activation)     (None, 2, 2, 336)    0           batch_normalization_134[0][0]    
__________________________________________________________________________________________________
activation_138 (Activation)     (None, 2, 2, 336)    0           batch_normalization_133[0][0]    
__________________________________________________________________________________________________
activation_140 (Activation)     (None, 2, 2, 336)    0           batch_normalization_133[0][0]    
__________________________________________________________________________________________________
activation_142 (Activation)     (None, 2, 2, 336)    0           batch_normalization_134[0][0]    
__________________________________________________________________________________________________
separable_conv2d_110 (Separable (None, 2, 2, 336)    121296      activation_134[0][0]             
__________________________________________________________________________________________________
separable_conv2d_112 (Separable (None, 2, 2, 336)    115920      activation_136[0][0]             
__________________________________________________________________________________________________
separable_conv2d_114 (Separable (None, 2, 2, 336)    121296      activation_138[0][0]             
__________________________________________________________________________________________________
separable_conv2d_116 (Separable (None, 2, 2, 336)    115920      activation_140[0][0]             
__________________________________________________________________________________________________
separable_conv2d_118 (Separable (None, 2, 2, 336)    115920      activation_142[0][0]             
__________________________________________________________________________________________________
batch_normalization_135 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_110[0][0]       
__________________________________________________________________________________________________
batch_normalization_137 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_112[0][0]       
__________________________________________________________________________________________________
batch_normalization_139 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_114[0][0]       
__________________________________________________________________________________________________
batch_normalization_141 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_116[0][0]       
__________________________________________________________________________________________________
batch_normalization_143 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_118[0][0]       
__________________________________________________________________________________________________
activation_135 (Activation)     (None, 2, 2, 336)    0           batch_normalization_135[0][0]    
__________________________________________________________________________________________________
activation_137 (Activation)     (None, 2, 2, 336)    0           batch_normalization_137[0][0]    
__________________________________________________________________________________________________
activation_139 (Activation)     (None, 2, 2, 336)    0           batch_normalization_139[0][0]    
__________________________________________________________________________________________________
activation_141 (Activation)     (None, 2, 2, 336)    0           batch_normalization_141[0][0]    
__________________________________________________________________________________________________
activation_143 (Activation)     (None, 2, 2, 336)    0           batch_normalization_143[0][0]    
__________________________________________________________________________________________________
separable_conv2d_111 (Separable (None, 2, 2, 336)    121296      activation_135[0][0]             
__________________________________________________________________________________________________
separable_conv2d_113 (Separable (None, 2, 2, 336)    115920      activation_137[0][0]             
__________________________________________________________________________________________________
separable_conv2d_115 (Separable (None, 2, 2, 336)    121296      activation_139[0][0]             
__________________________________________________________________________________________________
separable_conv2d_117 (Separable (None, 2, 2, 336)    115920      activation_141[0][0]             
__________________________________________________________________________________________________
separable_conv2d_119 (Separable (None, 2, 2, 336)    115920      activation_143[0][0]             
__________________________________________________________________________________________________
batch_normalization_136 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_111[0][0]       
__________________________________________________________________________________________________
batch_normalization_138 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_113[0][0]       
__________________________________________________________________________________________________
batch_normalization_140 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_115[0][0]       
__________________________________________________________________________________________________
batch_normalization_142 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_117[0][0]       
__________________________________________________________________________________________________
average_pooling2d_36 (AveragePo (None, 2, 2, 336)    0           batch_normalization_134[0][0]    
__________________________________________________________________________________________________
average_pooling2d_37 (AveragePo (None, 2, 2, 336)    0           batch_normalization_133[0][0]    
__________________________________________________________________________________________________
average_pooling2d_38 (AveragePo (None, 2, 2, 336)    0           batch_normalization_133[0][0]    
__________________________________________________________________________________________________
batch_normalization_144 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_119[0][0]       
__________________________________________________________________________________________________
add_55 (Add)                    (None, 2, 2, 336)    0           batch_normalization_136[0][0]    
                                                                 batch_normalization_138[0][0]    
__________________________________________________________________________________________________
add_56 (Add)                    (None, 2, 2, 336)    0           batch_normalization_140[0][0]    
                                                                 batch_normalization_142[0][0]    
__________________________________________________________________________________________________
add_57 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_36[0][0]       
                                                                 batch_normalization_133[0][0]    
__________________________________________________________________________________________________
add_58 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_37[0][0]       
                                                                 average_pooling2d_38[0][0]       
__________________________________________________________________________________________________
add_59 (Add)                    (None, 2, 2, 336)    0           batch_normalization_144[0][0]    
                                                                 batch_normalization_134[0][0]    
__________________________________________________________________________________________________
concatenate_14 (Concatenate)    (None, 2, 2, 2016)   0           batch_normalization_133[0][0]    
                                                                 add_55[0][0]                     
                                                                 add_56[0][0]                     
                                                                 add_57[0][0]                     
                                                                 add_58[0][0]                     
                                                                 add_59[0][0]                     
__________________________________________________________________________________________________
activation_144 (Activation)     (None, 2, 2, 2016)   0           concatenate_13[0][0]             
__________________________________________________________________________________________________
activation_145 (Activation)     (None, 2, 2, 2016)   0           concatenate_14[0][0]             
__________________________________________________________________________________________________
conv2d_29 (Conv2D)              (None, 2, 2, 336)    677376      activation_144[0][0]             
__________________________________________________________________________________________________
conv2d_30 (Conv2D)              (None, 2, 2, 336)    677376      activation_145[0][0]             
__________________________________________________________________________________________________
batch_normalization_145 (BatchN (None, 2, 2, 336)    1344        conv2d_29[0][0]                  
__________________________________________________________________________________________________
batch_normalization_146 (BatchN (None, 2, 2, 336)    1344        conv2d_30[0][0]                  
__________________________________________________________________________________________________
activation_146 (Activation)     (None, 2, 2, 336)    0           batch_normalization_146[0][0]    
__________________________________________________________________________________________________
activation_148 (Activation)     (None, 2, 2, 336)    0           batch_normalization_146[0][0]    
__________________________________________________________________________________________________
activation_150 (Activation)     (None, 2, 2, 336)    0           batch_normalization_145[0][0]    
__________________________________________________________________________________________________
activation_152 (Activation)     (None, 2, 2, 336)    0           batch_normalization_145[0][0]    
__________________________________________________________________________________________________
activation_154 (Activation)     (None, 2, 2, 336)    0           batch_normalization_146[0][0]    
__________________________________________________________________________________________________
separable_conv2d_120 (Separable (None, 2, 2, 336)    121296      activation_146[0][0]             
__________________________________________________________________________________________________
separable_conv2d_122 (Separable (None, 2, 2, 336)    115920      activation_148[0][0]             
__________________________________________________________________________________________________
separable_conv2d_124 (Separable (None, 2, 2, 336)    121296      activation_150[0][0]             
__________________________________________________________________________________________________
separable_conv2d_126 (Separable (None, 2, 2, 336)    115920      activation_152[0][0]             
__________________________________________________________________________________________________
separable_conv2d_128 (Separable (None, 2, 2, 336)    115920      activation_154[0][0]             
__________________________________________________________________________________________________
batch_normalization_147 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_120[0][0]       
__________________________________________________________________________________________________
batch_normalization_149 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_122[0][0]       
__________________________________________________________________________________________________
batch_normalization_151 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_124[0][0]       
__________________________________________________________________________________________________
batch_normalization_153 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_126[0][0]       
__________________________________________________________________________________________________
batch_normalization_155 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_128[0][0]       
__________________________________________________________________________________________________
activation_147 (Activation)     (None, 2, 2, 336)    0           batch_normalization_147[0][0]    
__________________________________________________________________________________________________
activation_149 (Activation)     (None, 2, 2, 336)    0           batch_normalization_149[0][0]    
__________________________________________________________________________________________________
activation_151 (Activation)     (None, 2, 2, 336)    0           batch_normalization_151[0][0]    
__________________________________________________________________________________________________
activation_153 (Activation)     (None, 2, 2, 336)    0           batch_normalization_153[0][0]    
__________________________________________________________________________________________________
activation_155 (Activation)     (None, 2, 2, 336)    0           batch_normalization_155[0][0]    
__________________________________________________________________________________________________
separable_conv2d_121 (Separable (None, 2, 2, 336)    121296      activation_147[0][0]             
__________________________________________________________________________________________________
separable_conv2d_123 (Separable (None, 2, 2, 336)    115920      activation_149[0][0]             
__________________________________________________________________________________________________
separable_conv2d_125 (Separable (None, 2, 2, 336)    121296      activation_151[0][0]             
__________________________________________________________________________________________________
separable_conv2d_127 (Separable (None, 2, 2, 336)    115920      activation_153[0][0]             
__________________________________________________________________________________________________
separable_conv2d_129 (Separable (None, 2, 2, 336)    115920      activation_155[0][0]             
__________________________________________________________________________________________________
batch_normalization_148 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_121[0][0]       
__________________________________________________________________________________________________
batch_normalization_150 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_123[0][0]       
__________________________________________________________________________________________________
batch_normalization_152 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_125[0][0]       
__________________________________________________________________________________________________
batch_normalization_154 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_127[0][0]       
__________________________________________________________________________________________________
average_pooling2d_39 (AveragePo (None, 2, 2, 336)    0           batch_normalization_146[0][0]    
__________________________________________________________________________________________________
average_pooling2d_40 (AveragePo (None, 2, 2, 336)    0           batch_normalization_145[0][0]    
__________________________________________________________________________________________________
average_pooling2d_41 (AveragePo (None, 2, 2, 336)    0           batch_normalization_145[0][0]    
__________________________________________________________________________________________________
batch_normalization_156 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_129[0][0]       
__________________________________________________________________________________________________
add_60 (Add)                    (None, 2, 2, 336)    0           batch_normalization_148[0][0]    
                                                                 batch_normalization_150[0][0]    
__________________________________________________________________________________________________
add_61 (Add)                    (None, 2, 2, 336)    0           batch_normalization_152[0][0]    
                                                                 batch_normalization_154[0][0]    
__________________________________________________________________________________________________
add_62 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_39[0][0]       
                                                                 batch_normalization_145[0][0]    
__________________________________________________________________________________________________
add_63 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_40[0][0]       
                                                                 average_pooling2d_41[0][0]       
__________________________________________________________________________________________________
add_64 (Add)                    (None, 2, 2, 336)    0           batch_normalization_156[0][0]    
                                                                 batch_normalization_146[0][0]    
__________________________________________________________________________________________________
concatenate_15 (Concatenate)    (None, 2, 2, 2016)   0           batch_normalization_145[0][0]    
                                                                 add_60[0][0]                     
                                                                 add_61[0][0]                     
                                                                 add_62[0][0]                     
                                                                 add_63[0][0]                     
                                                                 add_64[0][0]                     
__________________________________________________________________________________________________
activation_156 (Activation)     (None, 2, 2, 2016)   0           concatenate_14[0][0]             
__________________________________________________________________________________________________
activation_157 (Activation)     (None, 2, 2, 2016)   0           concatenate_15[0][0]             
__________________________________________________________________________________________________
conv2d_31 (Conv2D)              (None, 2, 2, 336)    677376      activation_156[0][0]             
__________________________________________________________________________________________________
conv2d_32 (Conv2D)              (None, 2, 2, 336)    677376      activation_157[0][0]             
__________________________________________________________________________________________________
batch_normalization_157 (BatchN (None, 2, 2, 336)    1344        conv2d_31[0][0]                  
__________________________________________________________________________________________________
batch_normalization_158 (BatchN (None, 2, 2, 336)    1344        conv2d_32[0][0]                  
__________________________________________________________________________________________________
activation_158 (Activation)     (None, 2, 2, 336)    0           batch_normalization_158[0][0]    
__________________________________________________________________________________________________
activation_160 (Activation)     (None, 2, 2, 336)    0           batch_normalization_158[0][0]    
__________________________________________________________________________________________________
activation_162 (Activation)     (None, 2, 2, 336)    0           batch_normalization_157[0][0]    
__________________________________________________________________________________________________
activation_164 (Activation)     (None, 2, 2, 336)    0           batch_normalization_157[0][0]    
__________________________________________________________________________________________________
activation_166 (Activation)     (None, 2, 2, 336)    0           batch_normalization_158[0][0]    
__________________________________________________________________________________________________
separable_conv2d_130 (Separable (None, 2, 2, 336)    121296      activation_158[0][0]             
__________________________________________________________________________________________________
separable_conv2d_132 (Separable (None, 2, 2, 336)    115920      activation_160[0][0]             
__________________________________________________________________________________________________
separable_conv2d_134 (Separable (None, 2, 2, 336)    121296      activation_162[0][0]             
__________________________________________________________________________________________________
separable_conv2d_136 (Separable (None, 2, 2, 336)    115920      activation_164[0][0]             
__________________________________________________________________________________________________
separable_conv2d_138 (Separable (None, 2, 2, 336)    115920      activation_166[0][0]             
__________________________________________________________________________________________________
batch_normalization_159 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_130[0][0]       
__________________________________________________________________________________________________
batch_normalization_161 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_132[0][0]       
__________________________________________________________________________________________________
batch_normalization_163 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_134[0][0]       
__________________________________________________________________________________________________
batch_normalization_165 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_136[0][0]       
__________________________________________________________________________________________________
batch_normalization_167 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_138[0][0]       
__________________________________________________________________________________________________
activation_159 (Activation)     (None, 2, 2, 336)    0           batch_normalization_159[0][0]    
__________________________________________________________________________________________________
activation_161 (Activation)     (None, 2, 2, 336)    0           batch_normalization_161[0][0]    
__________________________________________________________________________________________________
activation_163 (Activation)     (None, 2, 2, 336)    0           batch_normalization_163[0][0]    
__________________________________________________________________________________________________
activation_165 (Activation)     (None, 2, 2, 336)    0           batch_normalization_165[0][0]    
__________________________________________________________________________________________________
activation_167 (Activation)     (None, 2, 2, 336)    0           batch_normalization_167[0][0]    
__________________________________________________________________________________________________
separable_conv2d_131 (Separable (None, 2, 2, 336)    121296      activation_159[0][0]             
__________________________________________________________________________________________________
separable_conv2d_133 (Separable (None, 2, 2, 336)    115920      activation_161[0][0]             
__________________________________________________________________________________________________
separable_conv2d_135 (Separable (None, 2, 2, 336)    121296      activation_163[0][0]             
__________________________________________________________________________________________________
separable_conv2d_137 (Separable (None, 2, 2, 336)    115920      activation_165[0][0]             
__________________________________________________________________________________________________
separable_conv2d_139 (Separable (None, 2, 2, 336)    115920      activation_167[0][0]             
__________________________________________________________________________________________________
batch_normalization_160 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_131[0][0]       
__________________________________________________________________________________________________
batch_normalization_162 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_133[0][0]       
__________________________________________________________________________________________________
batch_normalization_164 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_135[0][0]       
__________________________________________________________________________________________________
batch_normalization_166 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_137[0][0]       
__________________________________________________________________________________________________
average_pooling2d_42 (AveragePo (None, 2, 2, 336)    0           batch_normalization_158[0][0]    
__________________________________________________________________________________________________
average_pooling2d_43 (AveragePo (None, 2, 2, 336)    0           batch_normalization_157[0][0]    
__________________________________________________________________________________________________
average_pooling2d_44 (AveragePo (None, 2, 2, 336)    0           batch_normalization_157[0][0]    
__________________________________________________________________________________________________
batch_normalization_168 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_139[0][0]       
__________________________________________________________________________________________________
add_65 (Add)                    (None, 2, 2, 336)    0           batch_normalization_160[0][0]    
                                                                 batch_normalization_162[0][0]    
__________________________________________________________________________________________________
add_66 (Add)                    (None, 2, 2, 336)    0           batch_normalization_164[0][0]    
                                                                 batch_normalization_166[0][0]    
__________________________________________________________________________________________________
add_67 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_42[0][0]       
                                                                 batch_normalization_157[0][0]    
__________________________________________________________________________________________________
add_68 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_43[0][0]       
                                                                 average_pooling2d_44[0][0]       
__________________________________________________________________________________________________
add_69 (Add)                    (None, 2, 2, 336)    0           batch_normalization_168[0][0]    
                                                                 batch_normalization_158[0][0]    
__________________________________________________________________________________________________
concatenate_16 (Concatenate)    (None, 2, 2, 2016)   0           batch_normalization_157[0][0]    
                                                                 add_65[0][0]                     
                                                                 add_66[0][0]                     
                                                                 add_67[0][0]                     
                                                                 add_68[0][0]                     
                                                                 add_69[0][0]                     
__________________________________________________________________________________________________
activation_168 (Activation)     (None, 2, 2, 2016)   0           concatenate_15[0][0]             
__________________________________________________________________________________________________
activation_169 (Activation)     (None, 2, 2, 2016)   0           concatenate_16[0][0]             
__________________________________________________________________________________________________
conv2d_33 (Conv2D)              (None, 2, 2, 336)    677376      activation_168[0][0]             
__________________________________________________________________________________________________
conv2d_34 (Conv2D)              (None, 2, 2, 336)    677376      activation_169[0][0]             
__________________________________________________________________________________________________
batch_normalization_169 (BatchN (None, 2, 2, 336)    1344        conv2d_33[0][0]                  
__________________________________________________________________________________________________
batch_normalization_170 (BatchN (None, 2, 2, 336)    1344        conv2d_34[0][0]                  
__________________________________________________________________________________________________
activation_170 (Activation)     (None, 2, 2, 336)    0           batch_normalization_170[0][0]    
__________________________________________________________________________________________________
activation_172 (Activation)     (None, 2, 2, 336)    0           batch_normalization_170[0][0]    
__________________________________________________________________________________________________
activation_174 (Activation)     (None, 2, 2, 336)    0           batch_normalization_169[0][0]    
__________________________________________________________________________________________________
activation_176 (Activation)     (None, 2, 2, 336)    0           batch_normalization_169[0][0]    
__________________________________________________________________________________________________
activation_178 (Activation)     (None, 2, 2, 336)    0           batch_normalization_170[0][0]    
__________________________________________________________________________________________________
separable_conv2d_140 (Separable (None, 2, 2, 336)    121296      activation_170[0][0]             
__________________________________________________________________________________________________
separable_conv2d_142 (Separable (None, 2, 2, 336)    115920      activation_172[0][0]             
__________________________________________________________________________________________________
separable_conv2d_144 (Separable (None, 2, 2, 336)    121296      activation_174[0][0]             
__________________________________________________________________________________________________
separable_conv2d_146 (Separable (None, 2, 2, 336)    115920      activation_176[0][0]             
__________________________________________________________________________________________________
separable_conv2d_148 (Separable (None, 2, 2, 336)    115920      activation_178[0][0]             
__________________________________________________________________________________________________
batch_normalization_171 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_140[0][0]       
__________________________________________________________________________________________________
batch_normalization_173 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_142[0][0]       
__________________________________________________________________________________________________
batch_normalization_175 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_144[0][0]       
__________________________________________________________________________________________________
batch_normalization_177 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_146[0][0]       
__________________________________________________________________________________________________
batch_normalization_179 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_148[0][0]       
__________________________________________________________________________________________________
activation_171 (Activation)     (None, 2, 2, 336)    0           batch_normalization_171[0][0]    
__________________________________________________________________________________________________
activation_173 (Activation)     (None, 2, 2, 336)    0           batch_normalization_173[0][0]    
__________________________________________________________________________________________________
activation_175 (Activation)     (None, 2, 2, 336)    0           batch_normalization_175[0][0]    
__________________________________________________________________________________________________
activation_177 (Activation)     (None, 2, 2, 336)    0           batch_normalization_177[0][0]    
__________________________________________________________________________________________________
activation_179 (Activation)     (None, 2, 2, 336)    0           batch_normalization_179[0][0]    
__________________________________________________________________________________________________
separable_conv2d_141 (Separable (None, 2, 2, 336)    121296      activation_171[0][0]             
__________________________________________________________________________________________________
separable_conv2d_143 (Separable (None, 2, 2, 336)    115920      activation_173[0][0]             
__________________________________________________________________________________________________
separable_conv2d_145 (Separable (None, 2, 2, 336)    121296      activation_175[0][0]             
__________________________________________________________________________________________________
separable_conv2d_147 (Separable (None, 2, 2, 336)    115920      activation_177[0][0]             
__________________________________________________________________________________________________
separable_conv2d_149 (Separable (None, 2, 2, 336)    115920      activation_179[0][0]             
__________________________________________________________________________________________________
batch_normalization_172 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_141[0][0]       
__________________________________________________________________________________________________
batch_normalization_174 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_143[0][0]       
__________________________________________________________________________________________________
batch_normalization_176 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_145[0][0]       
__________________________________________________________________________________________________
batch_normalization_178 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_147[0][0]       
__________________________________________________________________________________________________
average_pooling2d_45 (AveragePo (None, 2, 2, 336)    0           batch_normalization_170[0][0]    
__________________________________________________________________________________________________
average_pooling2d_46 (AveragePo (None, 2, 2, 336)    0           batch_normalization_169[0][0]    
__________________________________________________________________________________________________
average_pooling2d_47 (AveragePo (None, 2, 2, 336)    0           batch_normalization_169[0][0]    
__________________________________________________________________________________________________
batch_normalization_180 (BatchN (None, 2, 2, 336)    1344        separable_conv2d_149[0][0]       
__________________________________________________________________________________________________
add_70 (Add)                    (None, 2, 2, 336)    0           batch_normalization_172[0][0]    
                                                                 batch_normalization_174[0][0]    
__________________________________________________________________________________________________
add_71 (Add)                    (None, 2, 2, 336)    0           batch_normalization_176[0][0]    
                                                                 batch_normalization_178[0][0]    
__________________________________________________________________________________________________
add_72 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_45[0][0]       
                                                                 batch_normalization_169[0][0]    
__________________________________________________________________________________________________
add_73 (Add)                    (None, 2, 2, 336)    0           average_pooling2d_46[0][0]       
                                                                 average_pooling2d_47[0][0]       
__________________________________________________________________________________________________
add_74 (Add)                    (None, 2, 2, 336)    0           batch_normalization_180[0][0]    
                                                                 batch_normalization_170[0][0]    
__________________________________________________________________________________________________
concatenate_17 (Concatenate)    (None, 2, 2, 2016)   0           batch_normalization_169[0][0]    
                                                                 add_70[0][0]                     
                                                                 add_71[0][0]                     
                                                                 add_72[0][0]                     
                                                                 add_73[0][0]                     
                                                                 add_74[0][0]                     
__________________________________________________________________________________________________
activation_181 (Activation)     (None, 2, 2, 2016)   0           concatenate_17[0][0]             
__________________________________________________________________________________________________
activation_180 (Activation)     (None, 2, 2, 2016)   0           concatenate_16[0][0]             
__________________________________________________________________________________________________
conv2d_36 (Conv2D)              (None, 2, 2, 672)    1354752     activation_181[0][0]             
__________________________________________________________________________________________________
conv2d_35 (Conv2D)              (None, 2, 2, 672)    1354752     activation_180[0][0]             
__________________________________________________________________________________________________
batch_normalization_182 (BatchN (None, 2, 2, 672)    2688        conv2d_36[0][0]                  
__________________________________________________________________________________________________
batch_normalization_181 (BatchN (None, 2, 2, 672)    2688        conv2d_35[0][0]                  
__________________________________________________________________________________________________
activation_182 (Activation)     (None, 2, 2, 672)    0           batch_normalization_182[0][0]    
__________________________________________________________________________________________________
activation_184 (Activation)     (None, 2, 2, 672)    0           batch_normalization_181[0][0]    
__________________________________________________________________________________________________
zero_padding2d_20 (ZeroPadding2 (None, 5, 5, 672)    0           activation_182[0][0]             
__________________________________________________________________________________________________
zero_padding2d_21 (ZeroPadding2 (None, 7, 7, 672)    0           activation_184[0][0]             
__________________________________________________________________________________________________
separable_conv2d_150 (Separable (None, 1, 1, 672)    468384      zero_padding2d_20[0][0]          
__________________________________________________________________________________________________
separable_conv2d_152 (Separable (None, 1, 1, 672)    484512      zero_padding2d_21[0][0]          
__________________________________________________________________________________________________
batch_normalization_183 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_150[0][0]       
__________________________________________________________________________________________________
batch_normalization_185 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_152[0][0]       
__________________________________________________________________________________________________
activation_183 (Activation)     (None, 1, 1, 672)    0           batch_normalization_183[0][0]    
__________________________________________________________________________________________________
activation_185 (Activation)     (None, 1, 1, 672)    0           batch_normalization_185[0][0]    
__________________________________________________________________________________________________
separable_conv2d_151 (Separable (None, 1, 1, 672)    468384      activation_183[0][0]             
__________________________________________________________________________________________________
separable_conv2d_153 (Separable (None, 1, 1, 672)    484512      activation_185[0][0]             
__________________________________________________________________________________________________
activation_186 (Activation)     (None, 2, 2, 672)    0           batch_normalization_181[0][0]    
__________________________________________________________________________________________________
batch_normalization_184 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_151[0][0]       
__________________________________________________________________________________________________
batch_normalization_186 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_153[0][0]       
__________________________________________________________________________________________________
zero_padding2d_22 (ZeroPadding2 (None, 7, 7, 672)    0           activation_186[0][0]             
__________________________________________________________________________________________________
activation_188 (Activation)     (None, 2, 2, 672)    0           batch_normalization_181[0][0]    
__________________________________________________________________________________________________
add_75 (Add)                    (None, 1, 1, 672)    0           batch_normalization_184[0][0]    
                                                                 batch_normalization_186[0][0]    
__________________________________________________________________________________________________
separable_conv2d_154 (Separable (None, 1, 1, 672)    484512      zero_padding2d_22[0][0]          
__________________________________________________________________________________________________
zero_padding2d_23 (ZeroPadding2 (None, 5, 5, 672)    0           activation_188[0][0]             
__________________________________________________________________________________________________
activation_190 (Activation)     (None, 1, 1, 672)    0           add_75[0][0]                     
__________________________________________________________________________________________________
batch_normalization_187 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_154[0][0]       
__________________________________________________________________________________________________
separable_conv2d_156 (Separable (None, 1, 1, 672)    468384      zero_padding2d_23[0][0]          
__________________________________________________________________________________________________
separable_conv2d_158 (Separable (None, 1, 1, 672)    457632      activation_190[0][0]             
__________________________________________________________________________________________________
activation_187 (Activation)     (None, 1, 1, 672)    0           batch_normalization_187[0][0]    
__________________________________________________________________________________________________
batch_normalization_189 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_156[0][0]       
__________________________________________________________________________________________________
batch_normalization_191 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_158[0][0]       
__________________________________________________________________________________________________
zero_padding2d_19 (ZeroPadding2 (None, 3, 3, 672)    0           batch_normalization_182[0][0]    
__________________________________________________________________________________________________
separable_conv2d_155 (Separable (None, 1, 1, 672)    484512      activation_187[0][0]             
__________________________________________________________________________________________________
activation_189 (Activation)     (None, 1, 1, 672)    0           batch_normalization_189[0][0]    
__________________________________________________________________________________________________
activation_191 (Activation)     (None, 1, 1, 672)    0           batch_normalization_191[0][0]    
__________________________________________________________________________________________________
max_pooling2d_6 (MaxPooling2D)  (None, 1, 1, 672)    0           zero_padding2d_19[0][0]          
__________________________________________________________________________________________________
batch_normalization_188 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_155[0][0]       
__________________________________________________________________________________________________
separable_conv2d_157 (Separable (None, 1, 1, 672)    468384      activation_189[0][0]             
__________________________________________________________________________________________________
separable_conv2d_159 (Separable (None, 1, 1, 672)    457632      activation_191[0][0]             
__________________________________________________________________________________________________
activation_192 (Activation)     (None, 2, 2, 2016)   0           concatenate_16[0][0]             
__________________________________________________________________________________________________
add_76 (Add)                    (None, 1, 1, 672)    0           max_pooling2d_6[0][0]            
                                                                 batch_normalization_188[0][0]    
__________________________________________________________________________________________________
average_pooling2d_48 (AveragePo (None, 1, 1, 672)    0           zero_padding2d_19[0][0]          
__________________________________________________________________________________________________
batch_normalization_190 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_157[0][0]       
__________________________________________________________________________________________________
average_pooling2d_49 (AveragePo (None, 1, 1, 672)    0           add_75[0][0]                     
__________________________________________________________________________________________________
batch_normalization_192 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_159[0][0]       
__________________________________________________________________________________________________
max_pooling2d_7 (MaxPooling2D)  (None, 1, 1, 672)    0           zero_padding2d_19[0][0]          
__________________________________________________________________________________________________
zero_padding2d_24 (ZeroPadding2 (None, 3, 3, 2016)   0           activation_192[0][0]             
__________________________________________________________________________________________________
add_77 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_48[0][0]       
                                                                 batch_normalization_190[0][0]    
__________________________________________________________________________________________________
add_78 (Add)                    (None, 1, 1, 672)    0           add_76[0][0]                     
                                                                 average_pooling2d_49[0][0]       
__________________________________________________________________________________________________
add_79 (Add)                    (None, 1, 1, 672)    0           batch_normalization_192[0][0]    
                                                                 max_pooling2d_7[0][0]            
__________________________________________________________________________________________________
cropping2d_3 (Cropping2D)       (None, 2, 2, 2016)   0           zero_padding2d_24[0][0]          
__________________________________________________________________________________________________
concatenate_18 (Concatenate)    (None, 1, 1, 2688)   0           add_76[0][0]                     
                                                                 add_77[0][0]                     
                                                                 add_78[0][0]                     
                                                                 add_79[0][0]                     
__________________________________________________________________________________________________
average_pooling2d_50 (AveragePo (None, 1, 1, 2016)   0           activation_192[0][0]             
__________________________________________________________________________________________________
average_pooling2d_51 (AveragePo (None, 1, 1, 2016)   0           cropping2d_3[0][0]               
__________________________________________________________________________________________________
conv2d_37 (Conv2D)              (None, 1, 1, 336)    677376      average_pooling2d_50[0][0]       
__________________________________________________________________________________________________
conv2d_38 (Conv2D)              (None, 1, 1, 336)    677376      average_pooling2d_51[0][0]       
__________________________________________________________________________________________________
activation_193 (Activation)     (None, 1, 1, 2688)   0           concatenate_18[0][0]             
__________________________________________________________________________________________________
concatenate_19 (Concatenate)    (None, 1, 1, 672)    0           conv2d_37[0][0]                  
                                                                 conv2d_38[0][0]                  
__________________________________________________________________________________________________
conv2d_39 (Conv2D)              (None, 1, 1, 672)    1806336     activation_193[0][0]             
__________________________________________________________________________________________________
batch_normalization_193 (BatchN (None, 1, 1, 672)    2688        concatenate_19[0][0]             
__________________________________________________________________________________________________
batch_normalization_194 (BatchN (None, 1, 1, 672)    2688        conv2d_39[0][0]                  
__________________________________________________________________________________________________
activation_194 (Activation)     (None, 1, 1, 672)    0           batch_normalization_194[0][0]    
__________________________________________________________________________________________________
activation_196 (Activation)     (None, 1, 1, 672)    0           batch_normalization_194[0][0]    
__________________________________________________________________________________________________
activation_198 (Activation)     (None, 1, 1, 672)    0           batch_normalization_193[0][0]    
__________________________________________________________________________________________________
activation_200 (Activation)     (None, 1, 1, 672)    0           batch_normalization_193[0][0]    
__________________________________________________________________________________________________
activation_202 (Activation)     (None, 1, 1, 672)    0           batch_normalization_194[0][0]    
__________________________________________________________________________________________________
separable_conv2d_160 (Separable (None, 1, 1, 672)    468384      activation_194[0][0]             
__________________________________________________________________________________________________
separable_conv2d_162 (Separable (None, 1, 1, 672)    457632      activation_196[0][0]             
__________________________________________________________________________________________________
separable_conv2d_164 (Separable (None, 1, 1, 672)    468384      activation_198[0][0]             
__________________________________________________________________________________________________
separable_conv2d_166 (Separable (None, 1, 1, 672)    457632      activation_200[0][0]             
__________________________________________________________________________________________________
separable_conv2d_168 (Separable (None, 1, 1, 672)    457632      activation_202[0][0]             
__________________________________________________________________________________________________
batch_normalization_195 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_160[0][0]       
__________________________________________________________________________________________________
batch_normalization_197 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_162[0][0]       
__________________________________________________________________________________________________
batch_normalization_199 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_164[0][0]       
__________________________________________________________________________________________________
batch_normalization_201 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_166[0][0]       
__________________________________________________________________________________________________
batch_normalization_203 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_168[0][0]       
__________________________________________________________________________________________________
activation_195 (Activation)     (None, 1, 1, 672)    0           batch_normalization_195[0][0]    
__________________________________________________________________________________________________
activation_197 (Activation)     (None, 1, 1, 672)    0           batch_normalization_197[0][0]    
__________________________________________________________________________________________________
activation_199 (Activation)     (None, 1, 1, 672)    0           batch_normalization_199[0][0]    
__________________________________________________________________________________________________
activation_201 (Activation)     (None, 1, 1, 672)    0           batch_normalization_201[0][0]    
__________________________________________________________________________________________________
activation_203 (Activation)     (None, 1, 1, 672)    0           batch_normalization_203[0][0]    
__________________________________________________________________________________________________
separable_conv2d_161 (Separable (None, 1, 1, 672)    468384      activation_195[0][0]             
__________________________________________________________________________________________________
separable_conv2d_163 (Separable (None, 1, 1, 672)    457632      activation_197[0][0]             
__________________________________________________________________________________________________
separable_conv2d_165 (Separable (None, 1, 1, 672)    468384      activation_199[0][0]             
__________________________________________________________________________________________________
separable_conv2d_167 (Separable (None, 1, 1, 672)    457632      activation_201[0][0]             
__________________________________________________________________________________________________
separable_conv2d_169 (Separable (None, 1, 1, 672)    457632      activation_203[0][0]             
__________________________________________________________________________________________________
batch_normalization_196 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_161[0][0]       
__________________________________________________________________________________________________
batch_normalization_198 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_163[0][0]       
__________________________________________________________________________________________________
batch_normalization_200 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_165[0][0]       
__________________________________________________________________________________________________
batch_normalization_202 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_167[0][0]       
__________________________________________________________________________________________________
average_pooling2d_52 (AveragePo (None, 1, 1, 672)    0           batch_normalization_194[0][0]    
__________________________________________________________________________________________________
average_pooling2d_53 (AveragePo (None, 1, 1, 672)    0           batch_normalization_193[0][0]    
__________________________________________________________________________________________________
average_pooling2d_54 (AveragePo (None, 1, 1, 672)    0           batch_normalization_193[0][0]    
__________________________________________________________________________________________________
batch_normalization_204 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_169[0][0]       
__________________________________________________________________________________________________
add_80 (Add)                    (None, 1, 1, 672)    0           batch_normalization_196[0][0]    
                                                                 batch_normalization_198[0][0]    
__________________________________________________________________________________________________
add_81 (Add)                    (None, 1, 1, 672)    0           batch_normalization_200[0][0]    
                                                                 batch_normalization_202[0][0]    
__________________________________________________________________________________________________
add_82 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_52[0][0]       
                                                                 batch_normalization_193[0][0]    
__________________________________________________________________________________________________
add_83 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_53[0][0]       
                                                                 average_pooling2d_54[0][0]       
__________________________________________________________________________________________________
add_84 (Add)                    (None, 1, 1, 672)    0           batch_normalization_204[0][0]    
                                                                 batch_normalization_194[0][0]    
__________________________________________________________________________________________________
concatenate_20 (Concatenate)    (None, 1, 1, 4032)   0           batch_normalization_193[0][0]    
                                                                 add_80[0][0]                     
                                                                 add_81[0][0]                     
                                                                 add_82[0][0]                     
                                                                 add_83[0][0]                     
                                                                 add_84[0][0]                     
__________________________________________________________________________________________________
activation_204 (Activation)     (None, 1, 1, 2688)   0           concatenate_18[0][0]             
__________________________________________________________________________________________________
activation_205 (Activation)     (None, 1, 1, 4032)   0           concatenate_20[0][0]             
__________________________________________________________________________________________________
conv2d_40 (Conv2D)              (None, 1, 1, 672)    1806336     activation_204[0][0]             
__________________________________________________________________________________________________
conv2d_41 (Conv2D)              (None, 1, 1, 672)    2709504     activation_205[0][0]             
__________________________________________________________________________________________________
batch_normalization_205 (BatchN (None, 1, 1, 672)    2688        conv2d_40[0][0]                  
__________________________________________________________________________________________________
batch_normalization_206 (BatchN (None, 1, 1, 672)    2688        conv2d_41[0][0]                  
__________________________________________________________________________________________________
activation_206 (Activation)     (None, 1, 1, 672)    0           batch_normalization_206[0][0]    
__________________________________________________________________________________________________
activation_208 (Activation)     (None, 1, 1, 672)    0           batch_normalization_206[0][0]    
__________________________________________________________________________________________________
activation_210 (Activation)     (None, 1, 1, 672)    0           batch_normalization_205[0][0]    
__________________________________________________________________________________________________
activation_212 (Activation)     (None, 1, 1, 672)    0           batch_normalization_205[0][0]    
__________________________________________________________________________________________________
activation_214 (Activation)     (None, 1, 1, 672)    0           batch_normalization_206[0][0]    
__________________________________________________________________________________________________
separable_conv2d_170 (Separable (None, 1, 1, 672)    468384      activation_206[0][0]             
__________________________________________________________________________________________________
separable_conv2d_172 (Separable (None, 1, 1, 672)    457632      activation_208[0][0]             
__________________________________________________________________________________________________
separable_conv2d_174 (Separable (None, 1, 1, 672)    468384      activation_210[0][0]             
__________________________________________________________________________________________________
separable_conv2d_176 (Separable (None, 1, 1, 672)    457632      activation_212[0][0]             
__________________________________________________________________________________________________
separable_conv2d_178 (Separable (None, 1, 1, 672)    457632      activation_214[0][0]             
__________________________________________________________________________________________________
batch_normalization_207 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_170[0][0]       
__________________________________________________________________________________________________
batch_normalization_209 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_172[0][0]       
__________________________________________________________________________________________________
batch_normalization_211 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_174[0][0]       
__________________________________________________________________________________________________
batch_normalization_213 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_176[0][0]       
__________________________________________________________________________________________________
batch_normalization_215 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_178[0][0]       
__________________________________________________________________________________________________
activation_207 (Activation)     (None, 1, 1, 672)    0           batch_normalization_207[0][0]    
__________________________________________________________________________________________________
activation_209 (Activation)     (None, 1, 1, 672)    0           batch_normalization_209[0][0]    
__________________________________________________________________________________________________
activation_211 (Activation)     (None, 1, 1, 672)    0           batch_normalization_211[0][0]    
__________________________________________________________________________________________________
activation_213 (Activation)     (None, 1, 1, 672)    0           batch_normalization_213[0][0]    
__________________________________________________________________________________________________
activation_215 (Activation)     (None, 1, 1, 672)    0           batch_normalization_215[0][0]    
__________________________________________________________________________________________________
separable_conv2d_171 (Separable (None, 1, 1, 672)    468384      activation_207[0][0]             
__________________________________________________________________________________________________
separable_conv2d_173 (Separable (None, 1, 1, 672)    457632      activation_209[0][0]             
__________________________________________________________________________________________________
separable_conv2d_175 (Separable (None, 1, 1, 672)    468384      activation_211[0][0]             
__________________________________________________________________________________________________
separable_conv2d_177 (Separable (None, 1, 1, 672)    457632      activation_213[0][0]             
__________________________________________________________________________________________________
separable_conv2d_179 (Separable (None, 1, 1, 672)    457632      activation_215[0][0]             
__________________________________________________________________________________________________
batch_normalization_208 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_171[0][0]       
__________________________________________________________________________________________________
batch_normalization_210 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_173[0][0]       
__________________________________________________________________________________________________
batch_normalization_212 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_175[0][0]       
__________________________________________________________________________________________________
batch_normalization_214 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_177[0][0]       
__________________________________________________________________________________________________
average_pooling2d_55 (AveragePo (None, 1, 1, 672)    0           batch_normalization_206[0][0]    
__________________________________________________________________________________________________
average_pooling2d_56 (AveragePo (None, 1, 1, 672)    0           batch_normalization_205[0][0]    
__________________________________________________________________________________________________
average_pooling2d_57 (AveragePo (None, 1, 1, 672)    0           batch_normalization_205[0][0]    
__________________________________________________________________________________________________
batch_normalization_216 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_179[0][0]       
__________________________________________________________________________________________________
add_85 (Add)                    (None, 1, 1, 672)    0           batch_normalization_208[0][0]    
                                                                 batch_normalization_210[0][0]    
__________________________________________________________________________________________________
add_86 (Add)                    (None, 1, 1, 672)    0           batch_normalization_212[0][0]    
                                                                 batch_normalization_214[0][0]    
__________________________________________________________________________________________________
add_87 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_55[0][0]       
                                                                 batch_normalization_205[0][0]    
__________________________________________________________________________________________________
add_88 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_56[0][0]       
                                                                 average_pooling2d_57[0][0]       
__________________________________________________________________________________________________
add_89 (Add)                    (None, 1, 1, 672)    0           batch_normalization_216[0][0]    
                                                                 batch_normalization_206[0][0]    
__________________________________________________________________________________________________
concatenate_21 (Concatenate)    (None, 1, 1, 4032)   0           batch_normalization_205[0][0]    
                                                                 add_85[0][0]                     
                                                                 add_86[0][0]                     
                                                                 add_87[0][0]                     
                                                                 add_88[0][0]                     
                                                                 add_89[0][0]                     
__________________________________________________________________________________________________
activation_216 (Activation)     (None, 1, 1, 4032)   0           concatenate_20[0][0]             
__________________________________________________________________________________________________
activation_217 (Activation)     (None, 1, 1, 4032)   0           concatenate_21[0][0]             
__________________________________________________________________________________________________
conv2d_42 (Conv2D)              (None, 1, 1, 672)    2709504     activation_216[0][0]             
__________________________________________________________________________________________________
conv2d_43 (Conv2D)              (None, 1, 1, 672)    2709504     activation_217[0][0]             
__________________________________________________________________________________________________
batch_normalization_217 (BatchN (None, 1, 1, 672)    2688        conv2d_42[0][0]                  
__________________________________________________________________________________________________
batch_normalization_218 (BatchN (None, 1, 1, 672)    2688        conv2d_43[0][0]                  
__________________________________________________________________________________________________
activation_218 (Activation)     (None, 1, 1, 672)    0           batch_normalization_218[0][0]    
__________________________________________________________________________________________________
activation_220 (Activation)     (None, 1, 1, 672)    0           batch_normalization_218[0][0]    
__________________________________________________________________________________________________
activation_222 (Activation)     (None, 1, 1, 672)    0           batch_normalization_217[0][0]    
__________________________________________________________________________________________________
activation_224 (Activation)     (None, 1, 1, 672)    0           batch_normalization_217[0][0]    
__________________________________________________________________________________________________
activation_226 (Activation)     (None, 1, 1, 672)    0           batch_normalization_218[0][0]    
__________________________________________________________________________________________________
separable_conv2d_180 (Separable (None, 1, 1, 672)    468384      activation_218[0][0]             
__________________________________________________________________________________________________
separable_conv2d_182 (Separable (None, 1, 1, 672)    457632      activation_220[0][0]             
__________________________________________________________________________________________________
separable_conv2d_184 (Separable (None, 1, 1, 672)    468384      activation_222[0][0]             
__________________________________________________________________________________________________
separable_conv2d_186 (Separable (None, 1, 1, 672)    457632      activation_224[0][0]             
__________________________________________________________________________________________________
separable_conv2d_188 (Separable (None, 1, 1, 672)    457632      activation_226[0][0]             
__________________________________________________________________________________________________
batch_normalization_219 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_180[0][0]       
__________________________________________________________________________________________________
batch_normalization_221 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_182[0][0]       
__________________________________________________________________________________________________
batch_normalization_223 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_184[0][0]       
__________________________________________________________________________________________________
batch_normalization_225 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_186[0][0]       
__________________________________________________________________________________________________
batch_normalization_227 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_188[0][0]       
__________________________________________________________________________________________________
activation_219 (Activation)     (None, 1, 1, 672)    0           batch_normalization_219[0][0]    
__________________________________________________________________________________________________
activation_221 (Activation)     (None, 1, 1, 672)    0           batch_normalization_221[0][0]    
__________________________________________________________________________________________________
activation_223 (Activation)     (None, 1, 1, 672)    0           batch_normalization_223[0][0]    
__________________________________________________________________________________________________
activation_225 (Activation)     (None, 1, 1, 672)    0           batch_normalization_225[0][0]    
__________________________________________________________________________________________________
activation_227 (Activation)     (None, 1, 1, 672)    0           batch_normalization_227[0][0]    
__________________________________________________________________________________________________
separable_conv2d_181 (Separable (None, 1, 1, 672)    468384      activation_219[0][0]             
__________________________________________________________________________________________________
separable_conv2d_183 (Separable (None, 1, 1, 672)    457632      activation_221[0][0]             
__________________________________________________________________________________________________
separable_conv2d_185 (Separable (None, 1, 1, 672)    468384      activation_223[0][0]             
__________________________________________________________________________________________________
separable_conv2d_187 (Separable (None, 1, 1, 672)    457632      activation_225[0][0]             
__________________________________________________________________________________________________
separable_conv2d_189 (Separable (None, 1, 1, 672)    457632      activation_227[0][0]             
__________________________________________________________________________________________________
batch_normalization_220 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_181[0][0]       
__________________________________________________________________________________________________
batch_normalization_222 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_183[0][0]       
__________________________________________________________________________________________________
batch_normalization_224 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_185[0][0]       
__________________________________________________________________________________________________
batch_normalization_226 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_187[0][0]       
__________________________________________________________________________________________________
average_pooling2d_58 (AveragePo (None, 1, 1, 672)    0           batch_normalization_218[0][0]    
__________________________________________________________________________________________________
average_pooling2d_59 (AveragePo (None, 1, 1, 672)    0           batch_normalization_217[0][0]    
__________________________________________________________________________________________________
average_pooling2d_60 (AveragePo (None, 1, 1, 672)    0           batch_normalization_217[0][0]    
__________________________________________________________________________________________________
batch_normalization_228 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_189[0][0]       
__________________________________________________________________________________________________
add_90 (Add)                    (None, 1, 1, 672)    0           batch_normalization_220[0][0]    
                                                                 batch_normalization_222[0][0]    
__________________________________________________________________________________________________
add_91 (Add)                    (None, 1, 1, 672)    0           batch_normalization_224[0][0]    
                                                                 batch_normalization_226[0][0]    
__________________________________________________________________________________________________
add_92 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_58[0][0]       
                                                                 batch_normalization_217[0][0]    
__________________________________________________________________________________________________
add_93 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_59[0][0]       
                                                                 average_pooling2d_60[0][0]       
__________________________________________________________________________________________________
add_94 (Add)                    (None, 1, 1, 672)    0           batch_normalization_228[0][0]    
                                                                 batch_normalization_218[0][0]    
__________________________________________________________________________________________________
concatenate_22 (Concatenate)    (None, 1, 1, 4032)   0           batch_normalization_217[0][0]    
                                                                 add_90[0][0]                     
                                                                 add_91[0][0]                     
                                                                 add_92[0][0]                     
                                                                 add_93[0][0]                     
                                                                 add_94[0][0]                     
__________________________________________________________________________________________________
activation_228 (Activation)     (None, 1, 1, 4032)   0           concatenate_21[0][0]             
__________________________________________________________________________________________________
activation_229 (Activation)     (None, 1, 1, 4032)   0           concatenate_22[0][0]             
__________________________________________________________________________________________________
conv2d_44 (Conv2D)              (None, 1, 1, 672)    2709504     activation_228[0][0]             
__________________________________________________________________________________________________
conv2d_45 (Conv2D)              (None, 1, 1, 672)    2709504     activation_229[0][0]             
__________________________________________________________________________________________________
batch_normalization_229 (BatchN (None, 1, 1, 672)    2688        conv2d_44[0][0]                  
__________________________________________________________________________________________________
batch_normalization_230 (BatchN (None, 1, 1, 672)    2688        conv2d_45[0][0]                  
__________________________________________________________________________________________________
activation_230 (Activation)     (None, 1, 1, 672)    0           batch_normalization_230[0][0]    
__________________________________________________________________________________________________
activation_232 (Activation)     (None, 1, 1, 672)    0           batch_normalization_230[0][0]    
__________________________________________________________________________________________________
activation_234 (Activation)     (None, 1, 1, 672)    0           batch_normalization_229[0][0]    
__________________________________________________________________________________________________
activation_236 (Activation)     (None, 1, 1, 672)    0           batch_normalization_229[0][0]    
__________________________________________________________________________________________________
activation_238 (Activation)     (None, 1, 1, 672)    0           batch_normalization_230[0][0]    
__________________________________________________________________________________________________
separable_conv2d_190 (Separable (None, 1, 1, 672)    468384      activation_230[0][0]             
__________________________________________________________________________________________________
separable_conv2d_192 (Separable (None, 1, 1, 672)    457632      activation_232[0][0]             
__________________________________________________________________________________________________
separable_conv2d_194 (Separable (None, 1, 1, 672)    468384      activation_234[0][0]             
__________________________________________________________________________________________________
separable_conv2d_196 (Separable (None, 1, 1, 672)    457632      activation_236[0][0]             
__________________________________________________________________________________________________
separable_conv2d_198 (Separable (None, 1, 1, 672)    457632      activation_238[0][0]             
__________________________________________________________________________________________________
batch_normalization_231 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_190[0][0]       
__________________________________________________________________________________________________
batch_normalization_233 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_192[0][0]       
__________________________________________________________________________________________________
batch_normalization_235 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_194[0][0]       
__________________________________________________________________________________________________
batch_normalization_237 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_196[0][0]       
__________________________________________________________________________________________________
batch_normalization_239 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_198[0][0]       
__________________________________________________________________________________________________
activation_231 (Activation)     (None, 1, 1, 672)    0           batch_normalization_231[0][0]    
__________________________________________________________________________________________________
activation_233 (Activation)     (None, 1, 1, 672)    0           batch_normalization_233[0][0]    
__________________________________________________________________________________________________
activation_235 (Activation)     (None, 1, 1, 672)    0           batch_normalization_235[0][0]    
__________________________________________________________________________________________________
activation_237 (Activation)     (None, 1, 1, 672)    0           batch_normalization_237[0][0]    
__________________________________________________________________________________________________
activation_239 (Activation)     (None, 1, 1, 672)    0           batch_normalization_239[0][0]    
__________________________________________________________________________________________________
separable_conv2d_191 (Separable (None, 1, 1, 672)    468384      activation_231[0][0]             
__________________________________________________________________________________________________
separable_conv2d_193 (Separable (None, 1, 1, 672)    457632      activation_233[0][0]             
__________________________________________________________________________________________________
separable_conv2d_195 (Separable (None, 1, 1, 672)    468384      activation_235[0][0]             
__________________________________________________________________________________________________
separable_conv2d_197 (Separable (None, 1, 1, 672)    457632      activation_237[0][0]             
__________________________________________________________________________________________________
separable_conv2d_199 (Separable (None, 1, 1, 672)    457632      activation_239[0][0]             
__________________________________________________________________________________________________
batch_normalization_232 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_191[0][0]       
__________________________________________________________________________________________________
batch_normalization_234 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_193[0][0]       
__________________________________________________________________________________________________
batch_normalization_236 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_195[0][0]       
__________________________________________________________________________________________________
batch_normalization_238 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_197[0][0]       
__________________________________________________________________________________________________
average_pooling2d_61 (AveragePo (None, 1, 1, 672)    0           batch_normalization_230[0][0]    
__________________________________________________________________________________________________
average_pooling2d_62 (AveragePo (None, 1, 1, 672)    0           batch_normalization_229[0][0]    
__________________________________________________________________________________________________
average_pooling2d_63 (AveragePo (None, 1, 1, 672)    0           batch_normalization_229[0][0]    
__________________________________________________________________________________________________
batch_normalization_240 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_199[0][0]       
__________________________________________________________________________________________________
add_95 (Add)                    (None, 1, 1, 672)    0           batch_normalization_232[0][0]    
                                                                 batch_normalization_234[0][0]    
__________________________________________________________________________________________________
add_96 (Add)                    (None, 1, 1, 672)    0           batch_normalization_236[0][0]    
                                                                 batch_normalization_238[0][0]    
__________________________________________________________________________________________________
add_97 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_61[0][0]       
                                                                 batch_normalization_229[0][0]    
__________________________________________________________________________________________________
add_98 (Add)                    (None, 1, 1, 672)    0           average_pooling2d_62[0][0]       
                                                                 average_pooling2d_63[0][0]       
__________________________________________________________________________________________________
add_99 (Add)                    (None, 1, 1, 672)    0           batch_normalization_240[0][0]    
                                                                 batch_normalization_230[0][0]    
__________________________________________________________________________________________________
concatenate_23 (Concatenate)    (None, 1, 1, 4032)   0           batch_normalization_229[0][0]    
                                                                 add_95[0][0]                     
                                                                 add_96[0][0]                     
                                                                 add_97[0][0]                     
                                                                 add_98[0][0]                     
                                                                 add_99[0][0]                     
__________________________________________________________________________________________________
activation_240 (Activation)     (None, 1, 1, 4032)   0           concatenate_22[0][0]             
__________________________________________________________________________________________________
activation_241 (Activation)     (None, 1, 1, 4032)   0           concatenate_23[0][0]             
__________________________________________________________________________________________________
conv2d_46 (Conv2D)              (None, 1, 1, 672)    2709504     activation_240[0][0]             
__________________________________________________________________________________________________
conv2d_47 (Conv2D)              (None, 1, 1, 672)    2709504     activation_241[0][0]             
__________________________________________________________________________________________________
batch_normalization_241 (BatchN (None, 1, 1, 672)    2688        conv2d_46[0][0]                  
__________________________________________________________________________________________________
batch_normalization_242 (BatchN (None, 1, 1, 672)    2688        conv2d_47[0][0]                  
__________________________________________________________________________________________________
activation_242 (Activation)     (None, 1, 1, 672)    0           batch_normalization_242[0][0]    
__________________________________________________________________________________________________
activation_244 (Activation)     (None, 1, 1, 672)    0           batch_normalization_242[0][0]    
__________________________________________________________________________________________________
activation_246 (Activation)     (None, 1, 1, 672)    0           batch_normalization_241[0][0]    
__________________________________________________________________________________________________
activation_248 (Activation)     (None, 1, 1, 672)    0           batch_normalization_241[0][0]    
__________________________________________________________________________________________________
activation_250 (Activation)     (None, 1, 1, 672)    0           batch_normalization_242[0][0]    
__________________________________________________________________________________________________
separable_conv2d_200 (Separable (None, 1, 1, 672)    468384      activation_242[0][0]             
__________________________________________________________________________________________________
separable_conv2d_202 (Separable (None, 1, 1, 672)    457632      activation_244[0][0]             
__________________________________________________________________________________________________
separable_conv2d_204 (Separable (None, 1, 1, 672)    468384      activation_246[0][0]             
__________________________________________________________________________________________________
separable_conv2d_206 (Separable (None, 1, 1, 672)    457632      activation_248[0][0]             
__________________________________________________________________________________________________
separable_conv2d_208 (Separable (None, 1, 1, 672)    457632      activation_250[0][0]             
__________________________________________________________________________________________________
batch_normalization_243 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_200[0][0]       
__________________________________________________________________________________________________
batch_normalization_245 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_202[0][0]       
__________________________________________________________________________________________________
batch_normalization_247 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_204[0][0]       
__________________________________________________________________________________________________
batch_normalization_249 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_206[0][0]       
__________________________________________________________________________________________________
batch_normalization_251 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_208[0][0]       
__________________________________________________________________________________________________
activation_243 (Activation)     (None, 1, 1, 672)    0           batch_normalization_243[0][0]    
__________________________________________________________________________________________________
activation_245 (Activation)     (None, 1, 1, 672)    0           batch_normalization_245[0][0]    
__________________________________________________________________________________________________
activation_247 (Activation)     (None, 1, 1, 672)    0           batch_normalization_247[0][0]    
__________________________________________________________________________________________________
activation_249 (Activation)     (None, 1, 1, 672)    0           batch_normalization_249[0][0]    
__________________________________________________________________________________________________
activation_251 (Activation)     (None, 1, 1, 672)    0           batch_normalization_251[0][0]    
__________________________________________________________________________________________________
separable_conv2d_201 (Separable (None, 1, 1, 672)    468384      activation_243[0][0]             
__________________________________________________________________________________________________
separable_conv2d_203 (Separable (None, 1, 1, 672)    457632      activation_245[0][0]             
__________________________________________________________________________________________________
separable_conv2d_205 (Separable (None, 1, 1, 672)    468384      activation_247[0][0]             
__________________________________________________________________________________________________
separable_conv2d_207 (Separable (None, 1, 1, 672)    457632      activation_249[0][0]             
__________________________________________________________________________________________________
separable_conv2d_209 (Separable (None, 1, 1, 672)    457632      activation_251[0][0]             
__________________________________________________________________________________________________
batch_normalization_244 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_201[0][0]       
__________________________________________________________________________________________________
batch_normalization_246 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_203[0][0]       
__________________________________________________________________________________________________
batch_normalization_248 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_205[0][0]       
__________________________________________________________________________________________________
batch_normalization_250 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_207[0][0]       
__________________________________________________________________________________________________
average_pooling2d_64 (AveragePo (None, 1, 1, 672)    0           batch_normalization_242[0][0]    
__________________________________________________________________________________________________
average_pooling2d_65 (AveragePo (None, 1, 1, 672)    0           batch_normalization_241[0][0]    
__________________________________________________________________________________________________
average_pooling2d_66 (AveragePo (None, 1, 1, 672)    0           batch_normalization_241[0][0]    
__________________________________________________________________________________________________
batch_normalization_252 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_209[0][0]       
__________________________________________________________________________________________________
add_100 (Add)                   (None, 1, 1, 672)    0           batch_normalization_244[0][0]    
                                                                 batch_normalization_246[0][0]    
__________________________________________________________________________________________________
add_101 (Add)                   (None, 1, 1, 672)    0           batch_normalization_248[0][0]    
                                                                 batch_normalization_250[0][0]    
__________________________________________________________________________________________________
add_102 (Add)                   (None, 1, 1, 672)    0           average_pooling2d_64[0][0]       
                                                                 batch_normalization_241[0][0]    
__________________________________________________________________________________________________
add_103 (Add)                   (None, 1, 1, 672)    0           average_pooling2d_65[0][0]       
                                                                 average_pooling2d_66[0][0]       
__________________________________________________________________________________________________
add_104 (Add)                   (None, 1, 1, 672)    0           batch_normalization_252[0][0]    
                                                                 batch_normalization_242[0][0]    
__________________________________________________________________________________________________
concatenate_24 (Concatenate)    (None, 1, 1, 4032)   0           batch_normalization_241[0][0]    
                                                                 add_100[0][0]                    
                                                                 add_101[0][0]                    
                                                                 add_102[0][0]                    
                                                                 add_103[0][0]                    
                                                                 add_104[0][0]                    
__________________________________________________________________________________________________
activation_252 (Activation)     (None, 1, 1, 4032)   0           concatenate_23[0][0]             
__________________________________________________________________________________________________
activation_253 (Activation)     (None, 1, 1, 4032)   0           concatenate_24[0][0]             
__________________________________________________________________________________________________
conv2d_48 (Conv2D)              (None, 1, 1, 672)    2709504     activation_252[0][0]             
__________________________________________________________________________________________________
conv2d_49 (Conv2D)              (None, 1, 1, 672)    2709504     activation_253[0][0]             
__________________________________________________________________________________________________
batch_normalization_253 (BatchN (None, 1, 1, 672)    2688        conv2d_48[0][0]                  
__________________________________________________________________________________________________
batch_normalization_254 (BatchN (None, 1, 1, 672)    2688        conv2d_49[0][0]                  
__________________________________________________________________________________________________
activation_254 (Activation)     (None, 1, 1, 672)    0           batch_normalization_254[0][0]    
__________________________________________________________________________________________________
activation_256 (Activation)     (None, 1, 1, 672)    0           batch_normalization_254[0][0]    
__________________________________________________________________________________________________
activation_258 (Activation)     (None, 1, 1, 672)    0           batch_normalization_253[0][0]    
__________________________________________________________________________________________________
activation_260 (Activation)     (None, 1, 1, 672)    0           batch_normalization_253[0][0]    
__________________________________________________________________________________________________
activation_262 (Activation)     (None, 1, 1, 672)    0           batch_normalization_254[0][0]    
__________________________________________________________________________________________________
separable_conv2d_210 (Separable (None, 1, 1, 672)    468384      activation_254[0][0]             
__________________________________________________________________________________________________
separable_conv2d_212 (Separable (None, 1, 1, 672)    457632      activation_256[0][0]             
__________________________________________________________________________________________________
separable_conv2d_214 (Separable (None, 1, 1, 672)    468384      activation_258[0][0]             
__________________________________________________________________________________________________
separable_conv2d_216 (Separable (None, 1, 1, 672)    457632      activation_260[0][0]             
__________________________________________________________________________________________________
separable_conv2d_218 (Separable (None, 1, 1, 672)    457632      activation_262[0][0]             
__________________________________________________________________________________________________
batch_normalization_255 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_210[0][0]       
__________________________________________________________________________________________________
batch_normalization_257 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_212[0][0]       
__________________________________________________________________________________________________
batch_normalization_259 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_214[0][0]       
__________________________________________________________________________________________________
batch_normalization_261 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_216[0][0]       
__________________________________________________________________________________________________
batch_normalization_263 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_218[0][0]       
__________________________________________________________________________________________________
activation_255 (Activation)     (None, 1, 1, 672)    0           batch_normalization_255[0][0]    
__________________________________________________________________________________________________
activation_257 (Activation)     (None, 1, 1, 672)    0           batch_normalization_257[0][0]    
__________________________________________________________________________________________________
activation_259 (Activation)     (None, 1, 1, 672)    0           batch_normalization_259[0][0]    
__________________________________________________________________________________________________
activation_261 (Activation)     (None, 1, 1, 672)    0           batch_normalization_261[0][0]    
__________________________________________________________________________________________________
activation_263 (Activation)     (None, 1, 1, 672)    0           batch_normalization_263[0][0]    
__________________________________________________________________________________________________
separable_conv2d_211 (Separable (None, 1, 1, 672)    468384      activation_255[0][0]             
__________________________________________________________________________________________________
separable_conv2d_213 (Separable (None, 1, 1, 672)    457632      activation_257[0][0]             
__________________________________________________________________________________________________
separable_conv2d_215 (Separable (None, 1, 1, 672)    468384      activation_259[0][0]             
__________________________________________________________________________________________________
separable_conv2d_217 (Separable (None, 1, 1, 672)    457632      activation_261[0][0]             
__________________________________________________________________________________________________
separable_conv2d_219 (Separable (None, 1, 1, 672)    457632      activation_263[0][0]             
__________________________________________________________________________________________________
batch_normalization_256 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_211[0][0]       
__________________________________________________________________________________________________
batch_normalization_258 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_213[0][0]       
__________________________________________________________________________________________________
batch_normalization_260 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_215[0][0]       
__________________________________________________________________________________________________
batch_normalization_262 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_217[0][0]       
__________________________________________________________________________________________________
average_pooling2d_67 (AveragePo (None, 1, 1, 672)    0           batch_normalization_254[0][0]    
__________________________________________________________________________________________________
average_pooling2d_68 (AveragePo (None, 1, 1, 672)    0           batch_normalization_253[0][0]    
__________________________________________________________________________________________________
average_pooling2d_69 (AveragePo (None, 1, 1, 672)    0           batch_normalization_253[0][0]    
__________________________________________________________________________________________________
batch_normalization_264 (BatchN (None, 1, 1, 672)    2688        separable_conv2d_219[0][0]       
__________________________________________________________________________________________________
add_105 (Add)                   (None, 1, 1, 672)    0           batch_normalization_256[0][0]    
                                                                 batch_normalization_258[0][0]    
__________________________________________________________________________________________________
add_106 (Add)                   (None, 1, 1, 672)    0           batch_normalization_260[0][0]    
                                                                 batch_normalization_262[0][0]    
__________________________________________________________________________________________________
add_107 (Add)                   (None, 1, 1, 672)    0           average_pooling2d_67[0][0]       
                                                                 batch_normalization_253[0][0]    
__________________________________________________________________________________________________
add_108 (Add)                   (None, 1, 1, 672)    0           average_pooling2d_68[0][0]       
                                                                 average_pooling2d_69[0][0]       
__________________________________________________________________________________________________
add_109 (Add)                   (None, 1, 1, 672)    0           batch_normalization_264[0][0]    
                                                                 batch_normalization_254[0][0]    
__________________________________________________________________________________________________
concatenate_25 (Concatenate)    (None, 1, 1, 4032)   0           batch_normalization_253[0][0]    
                                                                 add_105[0][0]                    
                                                                 add_106[0][0]                    
                                                                 add_107[0][0]                    
                                                                 add_108[0][0]                    
                                                                 add_109[0][0]                    
__________________________________________________________________________________________________
activation_264 (Activation)     (None, 1, 1, 4032)   0           concatenate_25[0][0]             
__________________________________________________________________________________________________
global_average_pooling2d (Globa (None, 4032)         0           activation_264[0][0]             
__________________________________________________________________________________________________
dense (Dense)                   (None, 10)           40330       global_average_pooling2d[0][0]   
==================================================================================================
Total params: 84,947,908
Trainable params: 84,751,156
Non-trainable params: 196,752
__________________________________________________________________________________________________
tcmalloc: large alloc 1097973760 bytes == 0x55e1876f2000 @  0x7f5991ed8001 0x7f598e16f1fa 0x7f598e16f2ad 0x7f598f2fa6df 0x7f598f7f1261 0x7f5991c6e468 0x7f5991c70d53 0x55e183f7e092 0x7f5991623bf7 0x55e183f7e12a