InceptionResNetV2.md

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

inputs = keras.Input(shape=(28, 28, 1))
x = keras.layers.ZeroPadding2D(22)(inputs)         # padding to increase dimenstions to 72x72
x = keras.layers.Conv2D(3, 1, padding='same')(x)  # increasing the number of channels to 3
x = convnets.InceptionResNetV2()(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, 72, 72, 1)    0           input_1[0][0]                    
__________________________________________________________________________________________________
conv2d (Conv2D)                 (None, 72, 72, 3)    6           zero_padding2d[0][0]             
__________________________________________________________________________________________________
conv2d_1 (Conv2D)               (None, 35, 35, 32)   864         conv2d[0][0]                     
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 35, 35, 32)   96          conv2d_1[0][0]                   
__________________________________________________________________________________________________
activation (Activation)         (None, 35, 35, 32)   0           batch_normalization[0][0]        
__________________________________________________________________________________________________
conv2d_2 (Conv2D)               (None, 33, 33, 32)   9216        activation[0][0]                 
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 33, 33, 32)   96          conv2d_2[0][0]                   
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 33, 33, 32)   0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
conv2d_3 (Conv2D)               (None, 33, 33, 64)   18432       activation_1[0][0]               
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 33, 33, 64)   192         conv2d_3[0][0]                   
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 33, 33, 64)   0           batch_normalization_2[0][0]      
__________________________________________________________________________________________________
max_pooling2d (MaxPooling2D)    (None, 16, 16, 64)   0           activation_2[0][0]               
__________________________________________________________________________________________________
conv2d_4 (Conv2D)               (None, 16, 16, 80)   5120        max_pooling2d[0][0]              
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 16, 16, 80)   240         conv2d_4[0][0]                   
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 16, 16, 80)   0           batch_normalization_3[0][0]      
__________________________________________________________________________________________________
conv2d_5 (Conv2D)               (None, 14, 14, 192)  138240      activation_3[0][0]               
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 14, 14, 192)  576         conv2d_5[0][0]                   
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 14, 14, 192)  0           batch_normalization_4[0][0]      
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D)  (None, 7, 7, 192)    0           activation_4[0][0]               
__________________________________________________________________________________________________
conv2d_9 (Conv2D)               (None, 7, 7, 64)     12288       max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 7, 7, 64)     192         conv2d_9[0][0]                   
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 7, 7, 64)     0           batch_normalization_8[0][0]      
__________________________________________________________________________________________________
conv2d_7 (Conv2D)               (None, 7, 7, 48)     9216        max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
conv2d_10 (Conv2D)              (None, 7, 7, 96)     55296       activation_8[0][0]               
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 7, 7, 48)     144         conv2d_7[0][0]                   
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 7, 7, 96)     288         conv2d_10[0][0]                  
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 7, 7, 48)     0           batch_normalization_6[0][0]      
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 7, 7, 96)     0           batch_normalization_9[0][0]      
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 7, 7, 192)    0           max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
conv2d_6 (Conv2D)               (None, 7, 7, 96)     18432       max_pooling2d_1[0][0]            
__________________________________________________________________________________________________
conv2d_8 (Conv2D)               (None, 7, 7, 64)     76800       activation_6[0][0]               
__________________________________________________________________________________________________
conv2d_11 (Conv2D)              (None, 7, 7, 96)     82944       activation_9[0][0]               
__________________________________________________________________________________________________
conv2d_12 (Conv2D)              (None, 7, 7, 64)     12288       average_pooling2d[0][0]          
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 7, 7, 96)     288         conv2d_6[0][0]                   
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 7, 7, 64)     192         conv2d_8[0][0]                   
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 7, 7, 96)     288         conv2d_11[0][0]                  
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 7, 7, 64)     192         conv2d_12[0][0]                  
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 7, 7, 96)     0           batch_normalization_5[0][0]      
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 7, 7, 64)     0           batch_normalization_7[0][0]      
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 7, 7, 96)     0           batch_normalization_10[0][0]     
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 7, 7, 64)     0           batch_normalization_11[0][0]     
__________________________________________________________________________________________________
concatenate (Concatenate)       (None, 7, 7, 320)    0           activation_5[0][0]               
                                                                 activation_7[0][0]               
                                                                 activation_10[0][0]              
                                                                 activation_11[0][0]              
__________________________________________________________________________________________________
conv2d_16 (Conv2D)              (None, 7, 7, 32)     10240       concatenate[0][0]                
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 7, 7, 32)     96          conv2d_16[0][0]                  
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 7, 7, 32)     0           batch_normalization_15[0][0]     
__________________________________________________________________________________________________
conv2d_14 (Conv2D)              (None, 7, 7, 32)     10240       concatenate[0][0]                
__________________________________________________________________________________________________
conv2d_17 (Conv2D)              (None, 7, 7, 48)     13824       activation_15[0][0]              
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 7, 7, 32)     96          conv2d_14[0][0]                  
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 7, 7, 48)     144         conv2d_17[0][0]                  
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 7, 7, 32)     0           batch_normalization_13[0][0]     
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 7, 7, 48)     0           batch_normalization_16[0][0]     
__________________________________________________________________________________________________
conv2d_13 (Conv2D)              (None, 7, 7, 32)     10240       concatenate[0][0]                
__________________________________________________________________________________________________
conv2d_15 (Conv2D)              (None, 7, 7, 32)     9216        activation_13[0][0]              
__________________________________________________________________________________________________
conv2d_18 (Conv2D)              (None, 7, 7, 64)     27648       activation_16[0][0]              
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 7, 7, 32)     96          conv2d_13[0][0]                  
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 7, 7, 32)     96          conv2d_15[0][0]                  
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 7, 7, 64)     192         conv2d_18[0][0]                  
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 7, 7, 32)     0           batch_normalization_12[0][0]     
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 7, 7, 32)     0           batch_normalization_14[0][0]     
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 7, 7, 64)     0           batch_normalization_17[0][0]     
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 7, 7, 128)    0           activation_12[0][0]              
                                                                 activation_14[0][0]              
                                                                 activation_17[0][0]              
__________________________________________________________________________________________________
conv2d_19 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_1[0][0]              
__________________________________________________________________________________________________
lambda (Lambda)                 (None, 7, 7, 320)    0           concatenate[0][0]                
                                                                 conv2d_19[0][0]                  
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 7, 7, 320)    0           lambda[0][0]                     
__________________________________________________________________________________________________
conv2d_23 (Conv2D)              (None, 7, 7, 32)     10240       activation_18[0][0]              
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 7, 7, 32)     96          conv2d_23[0][0]                  
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 7, 7, 32)     0           batch_normalization_21[0][0]     
__________________________________________________________________________________________________
conv2d_21 (Conv2D)              (None, 7, 7, 32)     10240       activation_18[0][0]              
__________________________________________________________________________________________________
conv2d_24 (Conv2D)              (None, 7, 7, 48)     13824       activation_22[0][0]              
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 7, 7, 32)     96          conv2d_21[0][0]                  
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 7, 7, 48)     144         conv2d_24[0][0]                  
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 7, 7, 32)     0           batch_normalization_19[0][0]     
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 7, 7, 48)     0           batch_normalization_22[0][0]     
__________________________________________________________________________________________________
conv2d_20 (Conv2D)              (None, 7, 7, 32)     10240       activation_18[0][0]              
__________________________________________________________________________________________________
conv2d_22 (Conv2D)              (None, 7, 7, 32)     9216        activation_20[0][0]              
__________________________________________________________________________________________________
conv2d_25 (Conv2D)              (None, 7, 7, 64)     27648       activation_23[0][0]              
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 7, 7, 32)     96          conv2d_20[0][0]                  
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 7, 7, 32)     96          conv2d_22[0][0]                  
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 7, 7, 64)     192         conv2d_25[0][0]                  
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 7, 7, 32)     0           batch_normalization_18[0][0]     
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 7, 7, 32)     0           batch_normalization_20[0][0]     
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 7, 7, 64)     0           batch_normalization_23[0][0]     
__________________________________________________________________________________________________
concatenate_2 (Concatenate)     (None, 7, 7, 128)    0           activation_19[0][0]              
                                                                 activation_21[0][0]              
                                                                 activation_24[0][0]              
__________________________________________________________________________________________________
conv2d_26 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_2[0][0]              
__________________________________________________________________________________________________
lambda_1 (Lambda)               (None, 7, 7, 320)    0           activation_18[0][0]              
                                                                 conv2d_26[0][0]                  
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 7, 7, 320)    0           lambda_1[0][0]                   
__________________________________________________________________________________________________
conv2d_30 (Conv2D)              (None, 7, 7, 32)     10240       activation_25[0][0]              
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 7, 7, 32)     96          conv2d_30[0][0]                  
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 7, 7, 32)     0           batch_normalization_27[0][0]     
__________________________________________________________________________________________________
conv2d_28 (Conv2D)              (None, 7, 7, 32)     10240       activation_25[0][0]              
__________________________________________________________________________________________________
conv2d_31 (Conv2D)              (None, 7, 7, 48)     13824       activation_29[0][0]              
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 7, 7, 32)     96          conv2d_28[0][0]                  
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 7, 7, 48)     144         conv2d_31[0][0]                  
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 7, 7, 32)     0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 7, 7, 48)     0           batch_normalization_28[0][0]     
__________________________________________________________________________________________________
conv2d_27 (Conv2D)              (None, 7, 7, 32)     10240       activation_25[0][0]              
__________________________________________________________________________________________________
conv2d_29 (Conv2D)              (None, 7, 7, 32)     9216        activation_27[0][0]              
__________________________________________________________________________________________________
conv2d_32 (Conv2D)              (None, 7, 7, 64)     27648       activation_30[0][0]              
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 7, 7, 32)     96          conv2d_27[0][0]                  
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 7, 7, 32)     96          conv2d_29[0][0]                  
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 7, 7, 64)     192         conv2d_32[0][0]                  
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 7, 7, 32)     0           batch_normalization_24[0][0]     
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 7, 7, 32)     0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 7, 7, 64)     0           batch_normalization_29[0][0]     
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 7, 7, 128)    0           activation_26[0][0]              
                                                                 activation_28[0][0]              
                                                                 activation_31[0][0]              
__________________________________________________________________________________________________
conv2d_33 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_3[0][0]              
__________________________________________________________________________________________________
lambda_2 (Lambda)               (None, 7, 7, 320)    0           activation_25[0][0]              
                                                                 conv2d_33[0][0]                  
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 7, 7, 320)    0           lambda_2[0][0]                   
__________________________________________________________________________________________________
conv2d_37 (Conv2D)              (None, 7, 7, 32)     10240       activation_32[0][0]              
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 7, 7, 32)     96          conv2d_37[0][0]                  
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 7, 7, 32)     0           batch_normalization_33[0][0]     
__________________________________________________________________________________________________
conv2d_35 (Conv2D)              (None, 7, 7, 32)     10240       activation_32[0][0]              
__________________________________________________________________________________________________
conv2d_38 (Conv2D)              (None, 7, 7, 48)     13824       activation_36[0][0]              
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 7, 7, 32)     96          conv2d_35[0][0]                  
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 7, 7, 48)     144         conv2d_38[0][0]                  
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 7, 7, 32)     0           batch_normalization_31[0][0]     
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 7, 7, 48)     0           batch_normalization_34[0][0]     
__________________________________________________________________________________________________
conv2d_34 (Conv2D)              (None, 7, 7, 32)     10240       activation_32[0][0]              
__________________________________________________________________________________________________
conv2d_36 (Conv2D)              (None, 7, 7, 32)     9216        activation_34[0][0]              
__________________________________________________________________________________________________
conv2d_39 (Conv2D)              (None, 7, 7, 64)     27648       activation_37[0][0]              
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 7, 7, 32)     96          conv2d_34[0][0]                  
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 7, 7, 32)     96          conv2d_36[0][0]                  
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 7, 7, 64)     192         conv2d_39[0][0]                  
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 7, 7, 32)     0           batch_normalization_30[0][0]     
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 7, 7, 32)     0           batch_normalization_32[0][0]     
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 7, 7, 64)     0           batch_normalization_35[0][0]     
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 7, 7, 128)    0           activation_33[0][0]              
                                                                 activation_35[0][0]              
                                                                 activation_38[0][0]              
__________________________________________________________________________________________________
conv2d_40 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_4[0][0]              
__________________________________________________________________________________________________
lambda_3 (Lambda)               (None, 7, 7, 320)    0           activation_32[0][0]              
                                                                 conv2d_40[0][0]                  
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 7, 7, 320)    0           lambda_3[0][0]                   
__________________________________________________________________________________________________
conv2d_44 (Conv2D)              (None, 7, 7, 32)     10240       activation_39[0][0]              
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 7, 7, 32)     96          conv2d_44[0][0]                  
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 7, 7, 32)     0           batch_normalization_39[0][0]     
__________________________________________________________________________________________________
conv2d_42 (Conv2D)              (None, 7, 7, 32)     10240       activation_39[0][0]              
__________________________________________________________________________________________________
conv2d_45 (Conv2D)              (None, 7, 7, 48)     13824       activation_43[0][0]              
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 7, 7, 32)     96          conv2d_42[0][0]                  
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 7, 7, 48)     144         conv2d_45[0][0]                  
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 7, 7, 32)     0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 7, 7, 48)     0           batch_normalization_40[0][0]     
__________________________________________________________________________________________________
conv2d_41 (Conv2D)              (None, 7, 7, 32)     10240       activation_39[0][0]              
__________________________________________________________________________________________________
conv2d_43 (Conv2D)              (None, 7, 7, 32)     9216        activation_41[0][0]              
__________________________________________________________________________________________________
conv2d_46 (Conv2D)              (None, 7, 7, 64)     27648       activation_44[0][0]              
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 7, 7, 32)     96          conv2d_41[0][0]                  
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 7, 7, 32)     96          conv2d_43[0][0]                  
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 7, 7, 64)     192         conv2d_46[0][0]                  
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 7, 7, 32)     0           batch_normalization_36[0][0]     
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 7, 7, 32)     0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 7, 7, 64)     0           batch_normalization_41[0][0]     
__________________________________________________________________________________________________
concatenate_5 (Concatenate)     (None, 7, 7, 128)    0           activation_40[0][0]              
                                                                 activation_42[0][0]              
                                                                 activation_45[0][0]              
__________________________________________________________________________________________________
conv2d_47 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_5[0][0]              
__________________________________________________________________________________________________
lambda_4 (Lambda)               (None, 7, 7, 320)    0           activation_39[0][0]              
                                                                 conv2d_47[0][0]                  
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 7, 7, 320)    0           lambda_4[0][0]                   
__________________________________________________________________________________________________
conv2d_51 (Conv2D)              (None, 7, 7, 32)     10240       activation_46[0][0]              
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 7, 7, 32)     96          conv2d_51[0][0]                  
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 7, 7, 32)     0           batch_normalization_45[0][0]     
__________________________________________________________________________________________________
conv2d_49 (Conv2D)              (None, 7, 7, 32)     10240       activation_46[0][0]              
__________________________________________________________________________________________________
conv2d_52 (Conv2D)              (None, 7, 7, 48)     13824       activation_50[0][0]              
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 7, 7, 32)     96          conv2d_49[0][0]                  
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 7, 7, 48)     144         conv2d_52[0][0]                  
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 7, 7, 32)     0           batch_normalization_43[0][0]     
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 7, 7, 48)     0           batch_normalization_46[0][0]     
__________________________________________________________________________________________________
conv2d_48 (Conv2D)              (None, 7, 7, 32)     10240       activation_46[0][0]              
__________________________________________________________________________________________________
conv2d_50 (Conv2D)              (None, 7, 7, 32)     9216        activation_48[0][0]              
__________________________________________________________________________________________________
conv2d_53 (Conv2D)              (None, 7, 7, 64)     27648       activation_51[0][0]              
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 7, 7, 32)     96          conv2d_48[0][0]                  
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 7, 7, 32)     96          conv2d_50[0][0]                  
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 7, 7, 64)     192         conv2d_53[0][0]                  
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 7, 7, 32)     0           batch_normalization_42[0][0]     
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 7, 7, 32)     0           batch_normalization_44[0][0]     
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 7, 7, 64)     0           batch_normalization_47[0][0]     
__________________________________________________________________________________________________
concatenate_6 (Concatenate)     (None, 7, 7, 128)    0           activation_47[0][0]              
                                                                 activation_49[0][0]              
                                                                 activation_52[0][0]              
__________________________________________________________________________________________________
conv2d_54 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_6[0][0]              
__________________________________________________________________________________________________
lambda_5 (Lambda)               (None, 7, 7, 320)    0           activation_46[0][0]              
                                                                 conv2d_54[0][0]                  
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 7, 7, 320)    0           lambda_5[0][0]                   
__________________________________________________________________________________________________
conv2d_58 (Conv2D)              (None, 7, 7, 32)     10240       activation_53[0][0]              
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 7, 7, 32)     96          conv2d_58[0][0]                  
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 7, 7, 32)     0           batch_normalization_51[0][0]     
__________________________________________________________________________________________________
conv2d_56 (Conv2D)              (None, 7, 7, 32)     10240       activation_53[0][0]              
__________________________________________________________________________________________________
conv2d_59 (Conv2D)              (None, 7, 7, 48)     13824       activation_57[0][0]              
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 7, 7, 32)     96          conv2d_56[0][0]                  
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 7, 7, 48)     144         conv2d_59[0][0]                  
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 7, 7, 32)     0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 7, 7, 48)     0           batch_normalization_52[0][0]     
__________________________________________________________________________________________________
conv2d_55 (Conv2D)              (None, 7, 7, 32)     10240       activation_53[0][0]              
__________________________________________________________________________________________________
conv2d_57 (Conv2D)              (None, 7, 7, 32)     9216        activation_55[0][0]              
__________________________________________________________________________________________________
conv2d_60 (Conv2D)              (None, 7, 7, 64)     27648       activation_58[0][0]              
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 7, 7, 32)     96          conv2d_55[0][0]                  
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 7, 7, 32)     96          conv2d_57[0][0]                  
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 7, 7, 64)     192         conv2d_60[0][0]                  
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 7, 7, 32)     0           batch_normalization_48[0][0]     
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 7, 7, 32)     0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 7, 7, 64)     0           batch_normalization_53[0][0]     
__________________________________________________________________________________________________
concatenate_7 (Concatenate)     (None, 7, 7, 128)    0           activation_54[0][0]              
                                                                 activation_56[0][0]              
                                                                 activation_59[0][0]              
__________________________________________________________________________________________________
conv2d_61 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_7[0][0]              
__________________________________________________________________________________________________
lambda_6 (Lambda)               (None, 7, 7, 320)    0           activation_53[0][0]              
                                                                 conv2d_61[0][0]                  
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 7, 7, 320)    0           lambda_6[0][0]                   
__________________________________________________________________________________________________
conv2d_65 (Conv2D)              (None, 7, 7, 32)     10240       activation_60[0][0]              
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 7, 7, 32)     96          conv2d_65[0][0]                  
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 7, 7, 32)     0           batch_normalization_57[0][0]     
__________________________________________________________________________________________________
conv2d_63 (Conv2D)              (None, 7, 7, 32)     10240       activation_60[0][0]              
__________________________________________________________________________________________________
conv2d_66 (Conv2D)              (None, 7, 7, 48)     13824       activation_64[0][0]              
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 7, 7, 32)     96          conv2d_63[0][0]                  
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 7, 7, 48)     144         conv2d_66[0][0]                  
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 7, 7, 32)     0           batch_normalization_55[0][0]     
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 7, 7, 48)     0           batch_normalization_58[0][0]     
__________________________________________________________________________________________________
conv2d_62 (Conv2D)              (None, 7, 7, 32)     10240       activation_60[0][0]              
__________________________________________________________________________________________________
conv2d_64 (Conv2D)              (None, 7, 7, 32)     9216        activation_62[0][0]              
__________________________________________________________________________________________________
conv2d_67 (Conv2D)              (None, 7, 7, 64)     27648       activation_65[0][0]              
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 7, 7, 32)     96          conv2d_62[0][0]                  
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 7, 7, 32)     96          conv2d_64[0][0]                  
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 7, 7, 64)     192         conv2d_67[0][0]                  
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 7, 7, 32)     0           batch_normalization_54[0][0]     
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 7, 7, 32)     0           batch_normalization_56[0][0]     
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 7, 7, 64)     0           batch_normalization_59[0][0]     
__________________________________________________________________________________________________
concatenate_8 (Concatenate)     (None, 7, 7, 128)    0           activation_61[0][0]              
                                                                 activation_63[0][0]              
                                                                 activation_66[0][0]              
__________________________________________________________________________________________________
conv2d_68 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_8[0][0]              
__________________________________________________________________________________________________
lambda_7 (Lambda)               (None, 7, 7, 320)    0           activation_60[0][0]              
                                                                 conv2d_68[0][0]                  
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 7, 7, 320)    0           lambda_7[0][0]                   
__________________________________________________________________________________________________
conv2d_72 (Conv2D)              (None, 7, 7, 32)     10240       activation_67[0][0]              
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 7, 7, 32)     96          conv2d_72[0][0]                  
__________________________________________________________________________________________________
activation_71 (Activation)      (None, 7, 7, 32)     0           batch_normalization_63[0][0]     
__________________________________________________________________________________________________
conv2d_70 (Conv2D)              (None, 7, 7, 32)     10240       activation_67[0][0]              
__________________________________________________________________________________________________
conv2d_73 (Conv2D)              (None, 7, 7, 48)     13824       activation_71[0][0]              
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 7, 7, 32)     96          conv2d_70[0][0]                  
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 7, 7, 48)     144         conv2d_73[0][0]                  
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 7, 7, 32)     0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 7, 7, 48)     0           batch_normalization_64[0][0]     
__________________________________________________________________________________________________
conv2d_69 (Conv2D)              (None, 7, 7, 32)     10240       activation_67[0][0]              
__________________________________________________________________________________________________
conv2d_71 (Conv2D)              (None, 7, 7, 32)     9216        activation_69[0][0]              
__________________________________________________________________________________________________
conv2d_74 (Conv2D)              (None, 7, 7, 64)     27648       activation_72[0][0]              
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 7, 7, 32)     96          conv2d_69[0][0]                  
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 7, 7, 32)     96          conv2d_71[0][0]                  
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 7, 7, 64)     192         conv2d_74[0][0]                  
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 7, 7, 32)     0           batch_normalization_60[0][0]     
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 7, 7, 32)     0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 7, 7, 64)     0           batch_normalization_65[0][0]     
__________________________________________________________________________________________________
concatenate_9 (Concatenate)     (None, 7, 7, 128)    0           activation_68[0][0]              
                                                                 activation_70[0][0]              
                                                                 activation_73[0][0]              
__________________________________________________________________________________________________
conv2d_75 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_9[0][0]              
__________________________________________________________________________________________________
lambda_8 (Lambda)               (None, 7, 7, 320)    0           activation_67[0][0]              
                                                                 conv2d_75[0][0]                  
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 7, 7, 320)    0           lambda_8[0][0]                   
__________________________________________________________________________________________________
conv2d_79 (Conv2D)              (None, 7, 7, 32)     10240       activation_74[0][0]              
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 7, 7, 32)     96          conv2d_79[0][0]                  
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 7, 7, 32)     0           batch_normalization_69[0][0]     
__________________________________________________________________________________________________
conv2d_77 (Conv2D)              (None, 7, 7, 32)     10240       activation_74[0][0]              
__________________________________________________________________________________________________
conv2d_80 (Conv2D)              (None, 7, 7, 48)     13824       activation_78[0][0]              
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 7, 7, 32)     96          conv2d_77[0][0]                  
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 7, 7, 48)     144         conv2d_80[0][0]                  
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 7, 7, 32)     0           batch_normalization_67[0][0]     
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 7, 7, 48)     0           batch_normalization_70[0][0]     
__________________________________________________________________________________________________
conv2d_76 (Conv2D)              (None, 7, 7, 32)     10240       activation_74[0][0]              
__________________________________________________________________________________________________
conv2d_78 (Conv2D)              (None, 7, 7, 32)     9216        activation_76[0][0]              
__________________________________________________________________________________________________
conv2d_81 (Conv2D)              (None, 7, 7, 64)     27648       activation_79[0][0]              
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 7, 7, 32)     96          conv2d_76[0][0]                  
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 7, 7, 32)     96          conv2d_78[0][0]                  
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 7, 7, 64)     192         conv2d_81[0][0]                  
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 7, 7, 32)     0           batch_normalization_66[0][0]     
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 7, 7, 32)     0           batch_normalization_68[0][0]     
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 7, 7, 64)     0           batch_normalization_71[0][0]     
__________________________________________________________________________________________________
concatenate_10 (Concatenate)    (None, 7, 7, 128)    0           activation_75[0][0]              
                                                                 activation_77[0][0]              
                                                                 activation_80[0][0]              
__________________________________________________________________________________________________
conv2d_82 (Conv2D)              (None, 7, 7, 320)    41280       concatenate_10[0][0]             
__________________________________________________________________________________________________
lambda_9 (Lambda)               (None, 7, 7, 320)    0           activation_74[0][0]              
                                                                 conv2d_82[0][0]                  
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 7, 7, 320)    0           lambda_9[0][0]                   
__________________________________________________________________________________________________
conv2d_84 (Conv2D)              (None, 7, 7, 256)    81920       activation_81[0][0]              
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 7, 7, 256)    768         conv2d_84[0][0]                  
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 7, 7, 256)    0           batch_normalization_73[0][0]     
__________________________________________________________________________________________________
conv2d_85 (Conv2D)              (None, 7, 7, 256)    589824      activation_83[0][0]              
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 7, 7, 256)    768         conv2d_85[0][0]                  
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 7, 7, 256)    0           batch_normalization_74[0][0]     
__________________________________________________________________________________________________
conv2d_83 (Conv2D)              (None, 3, 3, 384)    1105920     activation_81[0][0]              
__________________________________________________________________________________________________
conv2d_86 (Conv2D)              (None, 3, 3, 384)    884736      activation_84[0][0]              
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 3, 3, 384)    1152        conv2d_83[0][0]                  
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 3, 3, 384)    1152        conv2d_86[0][0]                  
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 3, 3, 384)    0           batch_normalization_72[0][0]     
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 3, 3, 384)    0           batch_normalization_75[0][0]     
__________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D)  (None, 3, 3, 320)    0           activation_81[0][0]              
__________________________________________________________________________________________________
concatenate_11 (Concatenate)    (None, 3, 3, 1088)   0           activation_82[0][0]              
                                                                 activation_85[0][0]              
                                                                 max_pooling2d_2[0][0]            
__________________________________________________________________________________________________
conv2d_88 (Conv2D)              (None, 3, 3, 128)    139264      concatenate_11[0][0]             
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 3, 3, 128)    384         conv2d_88[0][0]                  
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 3, 3, 128)    0           batch_normalization_77[0][0]     
__________________________________________________________________________________________________
conv2d_89 (Conv2D)              (None, 3, 3, 160)    143360      activation_87[0][0]              
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 3, 3, 160)    480         conv2d_89[0][0]                  
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 3, 3, 160)    0           batch_normalization_78[0][0]     
__________________________________________________________________________________________________
conv2d_87 (Conv2D)              (None, 3, 3, 192)    208896      concatenate_11[0][0]             
__________________________________________________________________________________________________
conv2d_90 (Conv2D)              (None, 3, 3, 192)    215040      activation_88[0][0]              
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 3, 3, 192)    576         conv2d_87[0][0]                  
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 3, 3, 192)    576         conv2d_90[0][0]                  
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 3, 3, 192)    0           batch_normalization_76[0][0]     
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 3, 3, 192)    0           batch_normalization_79[0][0]     
__________________________________________________________________________________________________
concatenate_12 (Concatenate)    (None, 3, 3, 384)    0           activation_86[0][0]              
                                                                 activation_89[0][0]              
__________________________________________________________________________________________________
conv2d_91 (Conv2D)              (None, 3, 3, 1088)   418880      concatenate_12[0][0]             
__________________________________________________________________________________________________
lambda_10 (Lambda)              (None, 3, 3, 1088)   0           concatenate_11[0][0]             
                                                                 conv2d_91[0][0]                  
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 3, 3, 1088)   0           lambda_10[0][0]                  
__________________________________________________________________________________________________
conv2d_93 (Conv2D)              (None, 3, 3, 128)    139264      activation_90[0][0]              
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 3, 3, 128)    384         conv2d_93[0][0]                  
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 3, 3, 128)    0           batch_normalization_81[0][0]     
__________________________________________________________________________________________________
conv2d_94 (Conv2D)              (None, 3, 3, 160)    143360      activation_92[0][0]              
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 3, 3, 160)    480         conv2d_94[0][0]                  
__________________________________________________________________________________________________
activation_93 (Activation)      (None, 3, 3, 160)    0           batch_normalization_82[0][0]     
__________________________________________________________________________________________________
conv2d_92 (Conv2D)              (None, 3, 3, 192)    208896      activation_90[0][0]              
__________________________________________________________________________________________________
conv2d_95 (Conv2D)              (None, 3, 3, 192)    215040      activation_93[0][0]              
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 3, 3, 192)    576         conv2d_92[0][0]                  
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 3, 3, 192)    576         conv2d_95[0][0]                  
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 3, 3, 192)    0           batch_normalization_80[0][0]     
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 3, 3, 192)    0           batch_normalization_83[0][0]     
__________________________________________________________________________________________________
concatenate_13 (Concatenate)    (None, 3, 3, 384)    0           activation_91[0][0]              
                                                                 activation_94[0][0]              
__________________________________________________________________________________________________
conv2d_96 (Conv2D)              (None, 3, 3, 1088)   418880      concatenate_13[0][0]             
__________________________________________________________________________________________________
lambda_11 (Lambda)              (None, 3, 3, 1088)   0           activation_90[0][0]              
                                                                 conv2d_96[0][0]                  
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 3, 3, 1088)   0           lambda_11[0][0]                  
__________________________________________________________________________________________________
conv2d_98 (Conv2D)              (None, 3, 3, 128)    139264      activation_95[0][0]              
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 3, 3, 128)    384         conv2d_98[0][0]                  
__________________________________________________________________________________________________
activation_97 (Activation)      (None, 3, 3, 128)    0           batch_normalization_85[0][0]     
__________________________________________________________________________________________________
conv2d_99 (Conv2D)              (None, 3, 3, 160)    143360      activation_97[0][0]              
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 3, 3, 160)    480         conv2d_99[0][0]                  
__________________________________________________________________________________________________
activation_98 (Activation)      (None, 3, 3, 160)    0           batch_normalization_86[0][0]     
__________________________________________________________________________________________________
conv2d_97 (Conv2D)              (None, 3, 3, 192)    208896      activation_95[0][0]              
__________________________________________________________________________________________________
conv2d_100 (Conv2D)             (None, 3, 3, 192)    215040      activation_98[0][0]              
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 3, 3, 192)    576         conv2d_97[0][0]                  
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 3, 3, 192)    576         conv2d_100[0][0]                 
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 3, 3, 192)    0           batch_normalization_84[0][0]     
__________________________________________________________________________________________________
activation_99 (Activation)      (None, 3, 3, 192)    0           batch_normalization_87[0][0]     
__________________________________________________________________________________________________
concatenate_14 (Concatenate)    (None, 3, 3, 384)    0           activation_96[0][0]              
                                                                 activation_99[0][0]              
__________________________________________________________________________________________________
conv2d_101 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_14[0][0]             
__________________________________________________________________________________________________
lambda_12 (Lambda)              (None, 3, 3, 1088)   0           activation_95[0][0]              
                                                                 conv2d_101[0][0]                 
__________________________________________________________________________________________________
activation_100 (Activation)     (None, 3, 3, 1088)   0           lambda_12[0][0]                  
__________________________________________________________________________________________________
conv2d_103 (Conv2D)             (None, 3, 3, 128)    139264      activation_100[0][0]             
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 3, 3, 128)    384         conv2d_103[0][0]                 
__________________________________________________________________________________________________
activation_102 (Activation)     (None, 3, 3, 128)    0           batch_normalization_89[0][0]     
__________________________________________________________________________________________________
conv2d_104 (Conv2D)             (None, 3, 3, 160)    143360      activation_102[0][0]             
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 3, 3, 160)    480         conv2d_104[0][0]                 
__________________________________________________________________________________________________
activation_103 (Activation)     (None, 3, 3, 160)    0           batch_normalization_90[0][0]     
__________________________________________________________________________________________________
conv2d_102 (Conv2D)             (None, 3, 3, 192)    208896      activation_100[0][0]             
__________________________________________________________________________________________________
conv2d_105 (Conv2D)             (None, 3, 3, 192)    215040      activation_103[0][0]             
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 3, 3, 192)    576         conv2d_102[0][0]                 
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 3, 3, 192)    576         conv2d_105[0][0]                 
__________________________________________________________________________________________________
activation_101 (Activation)     (None, 3, 3, 192)    0           batch_normalization_88[0][0]     
__________________________________________________________________________________________________
activation_104 (Activation)     (None, 3, 3, 192)    0           batch_normalization_91[0][0]     
__________________________________________________________________________________________________
concatenate_15 (Concatenate)    (None, 3, 3, 384)    0           activation_101[0][0]             
                                                                 activation_104[0][0]             
__________________________________________________________________________________________________
conv2d_106 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_15[0][0]             
__________________________________________________________________________________________________
lambda_13 (Lambda)              (None, 3, 3, 1088)   0           activation_100[0][0]             
                                                                 conv2d_106[0][0]                 
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 3, 3, 1088)   0           lambda_13[0][0]                  
__________________________________________________________________________________________________
conv2d_108 (Conv2D)             (None, 3, 3, 128)    139264      activation_105[0][0]             
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 3, 3, 128)    384         conv2d_108[0][0]                 
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 3, 3, 128)    0           batch_normalization_93[0][0]     
__________________________________________________________________________________________________
conv2d_109 (Conv2D)             (None, 3, 3, 160)    143360      activation_107[0][0]             
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 3, 3, 160)    480         conv2d_109[0][0]                 
__________________________________________________________________________________________________
activation_108 (Activation)     (None, 3, 3, 160)    0           batch_normalization_94[0][0]     
__________________________________________________________________________________________________
conv2d_107 (Conv2D)             (None, 3, 3, 192)    208896      activation_105[0][0]             
__________________________________________________________________________________________________
conv2d_110 (Conv2D)             (None, 3, 3, 192)    215040      activation_108[0][0]             
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 3, 3, 192)    576         conv2d_107[0][0]                 
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 3, 3, 192)    576         conv2d_110[0][0]                 
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 3, 3, 192)    0           batch_normalization_92[0][0]     
__________________________________________________________________________________________________
activation_109 (Activation)     (None, 3, 3, 192)    0           batch_normalization_95[0][0]     
__________________________________________________________________________________________________
concatenate_16 (Concatenate)    (None, 3, 3, 384)    0           activation_106[0][0]             
                                                                 activation_109[0][0]             
__________________________________________________________________________________________________
conv2d_111 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_16[0][0]             
__________________________________________________________________________________________________
lambda_14 (Lambda)              (None, 3, 3, 1088)   0           activation_105[0][0]             
                                                                 conv2d_111[0][0]                 
__________________________________________________________________________________________________
activation_110 (Activation)     (None, 3, 3, 1088)   0           lambda_14[0][0]                  
__________________________________________________________________________________________________
conv2d_113 (Conv2D)             (None, 3, 3, 128)    139264      activation_110[0][0]             
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 3, 3, 128)    384         conv2d_113[0][0]                 
__________________________________________________________________________________________________
activation_112 (Activation)     (None, 3, 3, 128)    0           batch_normalization_97[0][0]     
__________________________________________________________________________________________________
conv2d_114 (Conv2D)             (None, 3, 3, 160)    143360      activation_112[0][0]             
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 3, 3, 160)    480         conv2d_114[0][0]                 
__________________________________________________________________________________________________
activation_113 (Activation)     (None, 3, 3, 160)    0           batch_normalization_98[0][0]     
__________________________________________________________________________________________________
conv2d_112 (Conv2D)             (None, 3, 3, 192)    208896      activation_110[0][0]             
__________________________________________________________________________________________________
conv2d_115 (Conv2D)             (None, 3, 3, 192)    215040      activation_113[0][0]             
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 3, 3, 192)    576         conv2d_112[0][0]                 
__________________________________________________________________________________________________
batch_normalization_99 (BatchNo (None, 3, 3, 192)    576         conv2d_115[0][0]                 
__________________________________________________________________________________________________
activation_111 (Activation)     (None, 3, 3, 192)    0           batch_normalization_96[0][0]     
__________________________________________________________________________________________________
activation_114 (Activation)     (None, 3, 3, 192)    0           batch_normalization_99[0][0]     
__________________________________________________________________________________________________
concatenate_17 (Concatenate)    (None, 3, 3, 384)    0           activation_111[0][0]             
                                                                 activation_114[0][0]             
__________________________________________________________________________________________________
conv2d_116 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_17[0][0]             
__________________________________________________________________________________________________
lambda_15 (Lambda)              (None, 3, 3, 1088)   0           activation_110[0][0]             
                                                                 conv2d_116[0][0]                 
__________________________________________________________________________________________________
activation_115 (Activation)     (None, 3, 3, 1088)   0           lambda_15[0][0]                  
__________________________________________________________________________________________________
conv2d_118 (Conv2D)             (None, 3, 3, 128)    139264      activation_115[0][0]             
__________________________________________________________________________________________________
batch_normalization_101 (BatchN (None, 3, 3, 128)    384         conv2d_118[0][0]                 
__________________________________________________________________________________________________
activation_117 (Activation)     (None, 3, 3, 128)    0           batch_normalization_101[0][0]    
__________________________________________________________________________________________________
conv2d_119 (Conv2D)             (None, 3, 3, 160)    143360      activation_117[0][0]             
__________________________________________________________________________________________________
batch_normalization_102 (BatchN (None, 3, 3, 160)    480         conv2d_119[0][0]                 
__________________________________________________________________________________________________
activation_118 (Activation)     (None, 3, 3, 160)    0           batch_normalization_102[0][0]    
__________________________________________________________________________________________________
conv2d_117 (Conv2D)             (None, 3, 3, 192)    208896      activation_115[0][0]             
__________________________________________________________________________________________________
conv2d_120 (Conv2D)             (None, 3, 3, 192)    215040      activation_118[0][0]             
__________________________________________________________________________________________________
batch_normalization_100 (BatchN (None, 3, 3, 192)    576         conv2d_117[0][0]                 
__________________________________________________________________________________________________
batch_normalization_103 (BatchN (None, 3, 3, 192)    576         conv2d_120[0][0]                 
__________________________________________________________________________________________________
activation_116 (Activation)     (None, 3, 3, 192)    0           batch_normalization_100[0][0]    
__________________________________________________________________________________________________
activation_119 (Activation)     (None, 3, 3, 192)    0           batch_normalization_103[0][0]    
__________________________________________________________________________________________________
concatenate_18 (Concatenate)    (None, 3, 3, 384)    0           activation_116[0][0]             
                                                                 activation_119[0][0]             
__________________________________________________________________________________________________
conv2d_121 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_18[0][0]             
__________________________________________________________________________________________________
lambda_16 (Lambda)              (None, 3, 3, 1088)   0           activation_115[0][0]             
                                                                 conv2d_121[0][0]                 
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 3, 3, 1088)   0           lambda_16[0][0]                  
__________________________________________________________________________________________________
conv2d_123 (Conv2D)             (None, 3, 3, 128)    139264      activation_120[0][0]             
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 3, 3, 128)    384         conv2d_123[0][0]                 
__________________________________________________________________________________________________
activation_122 (Activation)     (None, 3, 3, 128)    0           batch_normalization_105[0][0]    
__________________________________________________________________________________________________
conv2d_124 (Conv2D)             (None, 3, 3, 160)    143360      activation_122[0][0]             
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 3, 3, 160)    480         conv2d_124[0][0]                 
__________________________________________________________________________________________________
activation_123 (Activation)     (None, 3, 3, 160)    0           batch_normalization_106[0][0]    
__________________________________________________________________________________________________
conv2d_122 (Conv2D)             (None, 3, 3, 192)    208896      activation_120[0][0]             
__________________________________________________________________________________________________
conv2d_125 (Conv2D)             (None, 3, 3, 192)    215040      activation_123[0][0]             
__________________________________________________________________________________________________
batch_normalization_104 (BatchN (None, 3, 3, 192)    576         conv2d_122[0][0]                 
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 3, 3, 192)    576         conv2d_125[0][0]                 
__________________________________________________________________________________________________
activation_121 (Activation)     (None, 3, 3, 192)    0           batch_normalization_104[0][0]    
__________________________________________________________________________________________________
activation_124 (Activation)     (None, 3, 3, 192)    0           batch_normalization_107[0][0]    
__________________________________________________________________________________________________
concatenate_19 (Concatenate)    (None, 3, 3, 384)    0           activation_121[0][0]             
                                                                 activation_124[0][0]             
__________________________________________________________________________________________________
conv2d_126 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_19[0][0]             
__________________________________________________________________________________________________
lambda_17 (Lambda)              (None, 3, 3, 1088)   0           activation_120[0][0]             
                                                                 conv2d_126[0][0]                 
__________________________________________________________________________________________________
activation_125 (Activation)     (None, 3, 3, 1088)   0           lambda_17[0][0]                  
__________________________________________________________________________________________________
conv2d_128 (Conv2D)             (None, 3, 3, 128)    139264      activation_125[0][0]             
__________________________________________________________________________________________________
batch_normalization_109 (BatchN (None, 3, 3, 128)    384         conv2d_128[0][0]                 
__________________________________________________________________________________________________
activation_127 (Activation)     (None, 3, 3, 128)    0           batch_normalization_109[0][0]    
__________________________________________________________________________________________________
conv2d_129 (Conv2D)             (None, 3, 3, 160)    143360      activation_127[0][0]             
__________________________________________________________________________________________________
batch_normalization_110 (BatchN (None, 3, 3, 160)    480         conv2d_129[0][0]                 
__________________________________________________________________________________________________
activation_128 (Activation)     (None, 3, 3, 160)    0           batch_normalization_110[0][0]    
__________________________________________________________________________________________________
conv2d_127 (Conv2D)             (None, 3, 3, 192)    208896      activation_125[0][0]             
__________________________________________________________________________________________________
conv2d_130 (Conv2D)             (None, 3, 3, 192)    215040      activation_128[0][0]             
__________________________________________________________________________________________________
batch_normalization_108 (BatchN (None, 3, 3, 192)    576         conv2d_127[0][0]                 
__________________________________________________________________________________________________
batch_normalization_111 (BatchN (None, 3, 3, 192)    576         conv2d_130[0][0]                 
__________________________________________________________________________________________________
activation_126 (Activation)     (None, 3, 3, 192)    0           batch_normalization_108[0][0]    
__________________________________________________________________________________________________
activation_129 (Activation)     (None, 3, 3, 192)    0           batch_normalization_111[0][0]    
__________________________________________________________________________________________________
concatenate_20 (Concatenate)    (None, 3, 3, 384)    0           activation_126[0][0]             
                                                                 activation_129[0][0]             
__________________________________________________________________________________________________
conv2d_131 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_20[0][0]             
__________________________________________________________________________________________________
lambda_18 (Lambda)              (None, 3, 3, 1088)   0           activation_125[0][0]             
                                                                 conv2d_131[0][0]                 
__________________________________________________________________________________________________
activation_130 (Activation)     (None, 3, 3, 1088)   0           lambda_18[0][0]                  
__________________________________________________________________________________________________
conv2d_133 (Conv2D)             (None, 3, 3, 128)    139264      activation_130[0][0]             
__________________________________________________________________________________________________
batch_normalization_113 (BatchN (None, 3, 3, 128)    384         conv2d_133[0][0]                 
__________________________________________________________________________________________________
activation_132 (Activation)     (None, 3, 3, 128)    0           batch_normalization_113[0][0]    
__________________________________________________________________________________________________
conv2d_134 (Conv2D)             (None, 3, 3, 160)    143360      activation_132[0][0]             
__________________________________________________________________________________________________
batch_normalization_114 (BatchN (None, 3, 3, 160)    480         conv2d_134[0][0]                 
__________________________________________________________________________________________________
activation_133 (Activation)     (None, 3, 3, 160)    0           batch_normalization_114[0][0]    
__________________________________________________________________________________________________
conv2d_132 (Conv2D)             (None, 3, 3, 192)    208896      activation_130[0][0]             
__________________________________________________________________________________________________
conv2d_135 (Conv2D)             (None, 3, 3, 192)    215040      activation_133[0][0]             
__________________________________________________________________________________________________
batch_normalization_112 (BatchN (None, 3, 3, 192)    576         conv2d_132[0][0]                 
__________________________________________________________________________________________________
batch_normalization_115 (BatchN (None, 3, 3, 192)    576         conv2d_135[0][0]                 
__________________________________________________________________________________________________
activation_131 (Activation)     (None, 3, 3, 192)    0           batch_normalization_112[0][0]    
__________________________________________________________________________________________________
activation_134 (Activation)     (None, 3, 3, 192)    0           batch_normalization_115[0][0]    
__________________________________________________________________________________________________
concatenate_21 (Concatenate)    (None, 3, 3, 384)    0           activation_131[0][0]             
                                                                 activation_134[0][0]             
__________________________________________________________________________________________________
conv2d_136 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_21[0][0]             
__________________________________________________________________________________________________
lambda_19 (Lambda)              (None, 3, 3, 1088)   0           activation_130[0][0]             
                                                                 conv2d_136[0][0]                 
__________________________________________________________________________________________________
activation_135 (Activation)     (None, 3, 3, 1088)   0           lambda_19[0][0]                  
__________________________________________________________________________________________________
conv2d_138 (Conv2D)             (None, 3, 3, 128)    139264      activation_135[0][0]             
__________________________________________________________________________________________________
batch_normalization_117 (BatchN (None, 3, 3, 128)    384         conv2d_138[0][0]                 
__________________________________________________________________________________________________
activation_137 (Activation)     (None, 3, 3, 128)    0           batch_normalization_117[0][0]    
__________________________________________________________________________________________________
conv2d_139 (Conv2D)             (None, 3, 3, 160)    143360      activation_137[0][0]             
__________________________________________________________________________________________________
batch_normalization_118 (BatchN (None, 3, 3, 160)    480         conv2d_139[0][0]                 
__________________________________________________________________________________________________
activation_138 (Activation)     (None, 3, 3, 160)    0           batch_normalization_118[0][0]    
__________________________________________________________________________________________________
conv2d_137 (Conv2D)             (None, 3, 3, 192)    208896      activation_135[0][0]             
__________________________________________________________________________________________________
conv2d_140 (Conv2D)             (None, 3, 3, 192)    215040      activation_138[0][0]             
__________________________________________________________________________________________________
batch_normalization_116 (BatchN (None, 3, 3, 192)    576         conv2d_137[0][0]                 
__________________________________________________________________________________________________
batch_normalization_119 (BatchN (None, 3, 3, 192)    576         conv2d_140[0][0]                 
__________________________________________________________________________________________________
activation_136 (Activation)     (None, 3, 3, 192)    0           batch_normalization_116[0][0]    
__________________________________________________________________________________________________
activation_139 (Activation)     (None, 3, 3, 192)    0           batch_normalization_119[0][0]    
__________________________________________________________________________________________________
concatenate_22 (Concatenate)    (None, 3, 3, 384)    0           activation_136[0][0]             
                                                                 activation_139[0][0]             
__________________________________________________________________________________________________
conv2d_141 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_22[0][0]             
__________________________________________________________________________________________________
lambda_20 (Lambda)              (None, 3, 3, 1088)   0           activation_135[0][0]             
                                                                 conv2d_141[0][0]                 
__________________________________________________________________________________________________
activation_140 (Activation)     (None, 3, 3, 1088)   0           lambda_20[0][0]                  
__________________________________________________________________________________________________
conv2d_143 (Conv2D)             (None, 3, 3, 128)    139264      activation_140[0][0]             
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 3, 3, 128)    384         conv2d_143[0][0]                 
__________________________________________________________________________________________________
activation_142 (Activation)     (None, 3, 3, 128)    0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
conv2d_144 (Conv2D)             (None, 3, 3, 160)    143360      activation_142[0][0]             
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 3, 3, 160)    480         conv2d_144[0][0]                 
__________________________________________________________________________________________________
activation_143 (Activation)     (None, 3, 3, 160)    0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
conv2d_142 (Conv2D)             (None, 3, 3, 192)    208896      activation_140[0][0]             
__________________________________________________________________________________________________
conv2d_145 (Conv2D)             (None, 3, 3, 192)    215040      activation_143[0][0]             
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 3, 3, 192)    576         conv2d_142[0][0]                 
__________________________________________________________________________________________________
batch_normalization_123 (BatchN (None, 3, 3, 192)    576         conv2d_145[0][0]                 
__________________________________________________________________________________________________
activation_141 (Activation)     (None, 3, 3, 192)    0           batch_normalization_120[0][0]    
__________________________________________________________________________________________________
activation_144 (Activation)     (None, 3, 3, 192)    0           batch_normalization_123[0][0]    
__________________________________________________________________________________________________
concatenate_23 (Concatenate)    (None, 3, 3, 384)    0           activation_141[0][0]             
                                                                 activation_144[0][0]             
__________________________________________________________________________________________________
conv2d_146 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_23[0][0]             
__________________________________________________________________________________________________
lambda_21 (Lambda)              (None, 3, 3, 1088)   0           activation_140[0][0]             
                                                                 conv2d_146[0][0]                 
__________________________________________________________________________________________________
activation_145 (Activation)     (None, 3, 3, 1088)   0           lambda_21[0][0]                  
__________________________________________________________________________________________________
conv2d_148 (Conv2D)             (None, 3, 3, 128)    139264      activation_145[0][0]             
__________________________________________________________________________________________________
batch_normalization_125 (BatchN (None, 3, 3, 128)    384         conv2d_148[0][0]                 
__________________________________________________________________________________________________
activation_147 (Activation)     (None, 3, 3, 128)    0           batch_normalization_125[0][0]    
__________________________________________________________________________________________________
conv2d_149 (Conv2D)             (None, 3, 3, 160)    143360      activation_147[0][0]             
__________________________________________________________________________________________________
batch_normalization_126 (BatchN (None, 3, 3, 160)    480         conv2d_149[0][0]                 
__________________________________________________________________________________________________
activation_148 (Activation)     (None, 3, 3, 160)    0           batch_normalization_126[0][0]    
__________________________________________________________________________________________________
conv2d_147 (Conv2D)             (None, 3, 3, 192)    208896      activation_145[0][0]             
__________________________________________________________________________________________________
conv2d_150 (Conv2D)             (None, 3, 3, 192)    215040      activation_148[0][0]             
__________________________________________________________________________________________________
batch_normalization_124 (BatchN (None, 3, 3, 192)    576         conv2d_147[0][0]                 
__________________________________________________________________________________________________
batch_normalization_127 (BatchN (None, 3, 3, 192)    576         conv2d_150[0][0]                 
__________________________________________________________________________________________________
activation_146 (Activation)     (None, 3, 3, 192)    0           batch_normalization_124[0][0]    
__________________________________________________________________________________________________
activation_149 (Activation)     (None, 3, 3, 192)    0           batch_normalization_127[0][0]    
__________________________________________________________________________________________________
concatenate_24 (Concatenate)    (None, 3, 3, 384)    0           activation_146[0][0]             
                                                                 activation_149[0][0]             
__________________________________________________________________________________________________
conv2d_151 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_24[0][0]             
__________________________________________________________________________________________________
lambda_22 (Lambda)              (None, 3, 3, 1088)   0           activation_145[0][0]             
                                                                 conv2d_151[0][0]                 
__________________________________________________________________________________________________
activation_150 (Activation)     (None, 3, 3, 1088)   0           lambda_22[0][0]                  
__________________________________________________________________________________________________
conv2d_153 (Conv2D)             (None, 3, 3, 128)    139264      activation_150[0][0]             
__________________________________________________________________________________________________
batch_normalization_129 (BatchN (None, 3, 3, 128)    384         conv2d_153[0][0]                 
__________________________________________________________________________________________________
activation_152 (Activation)     (None, 3, 3, 128)    0           batch_normalization_129[0][0]    
__________________________________________________________________________________________________
conv2d_154 (Conv2D)             (None, 3, 3, 160)    143360      activation_152[0][0]             
__________________________________________________________________________________________________
batch_normalization_130 (BatchN (None, 3, 3, 160)    480         conv2d_154[0][0]                 
__________________________________________________________________________________________________
activation_153 (Activation)     (None, 3, 3, 160)    0           batch_normalization_130[0][0]    
__________________________________________________________________________________________________
conv2d_152 (Conv2D)             (None, 3, 3, 192)    208896      activation_150[0][0]             
__________________________________________________________________________________________________
conv2d_155 (Conv2D)             (None, 3, 3, 192)    215040      activation_153[0][0]             
__________________________________________________________________________________________________
batch_normalization_128 (BatchN (None, 3, 3, 192)    576         conv2d_152[0][0]                 
__________________________________________________________________________________________________
batch_normalization_131 (BatchN (None, 3, 3, 192)    576         conv2d_155[0][0]                 
__________________________________________________________________________________________________
activation_151 (Activation)     (None, 3, 3, 192)    0           batch_normalization_128[0][0]    
__________________________________________________________________________________________________
activation_154 (Activation)     (None, 3, 3, 192)    0           batch_normalization_131[0][0]    
__________________________________________________________________________________________________
concatenate_25 (Concatenate)    (None, 3, 3, 384)    0           activation_151[0][0]             
                                                                 activation_154[0][0]             
__________________________________________________________________________________________________
conv2d_156 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_25[0][0]             
__________________________________________________________________________________________________
lambda_23 (Lambda)              (None, 3, 3, 1088)   0           activation_150[0][0]             
                                                                 conv2d_156[0][0]                 
__________________________________________________________________________________________________
activation_155 (Activation)     (None, 3, 3, 1088)   0           lambda_23[0][0]                  
__________________________________________________________________________________________________
conv2d_158 (Conv2D)             (None, 3, 3, 128)    139264      activation_155[0][0]             
__________________________________________________________________________________________________
batch_normalization_133 (BatchN (None, 3, 3, 128)    384         conv2d_158[0][0]                 
__________________________________________________________________________________________________
activation_157 (Activation)     (None, 3, 3, 128)    0           batch_normalization_133[0][0]    
__________________________________________________________________________________________________
conv2d_159 (Conv2D)             (None, 3, 3, 160)    143360      activation_157[0][0]             
__________________________________________________________________________________________________
batch_normalization_134 (BatchN (None, 3, 3, 160)    480         conv2d_159[0][0]                 
__________________________________________________________________________________________________
activation_158 (Activation)     (None, 3, 3, 160)    0           batch_normalization_134[0][0]    
__________________________________________________________________________________________________
conv2d_157 (Conv2D)             (None, 3, 3, 192)    208896      activation_155[0][0]             
__________________________________________________________________________________________________
conv2d_160 (Conv2D)             (None, 3, 3, 192)    215040      activation_158[0][0]             
__________________________________________________________________________________________________
batch_normalization_132 (BatchN (None, 3, 3, 192)    576         conv2d_157[0][0]                 
__________________________________________________________________________________________________
batch_normalization_135 (BatchN (None, 3, 3, 192)    576         conv2d_160[0][0]                 
__________________________________________________________________________________________________
activation_156 (Activation)     (None, 3, 3, 192)    0           batch_normalization_132[0][0]    
__________________________________________________________________________________________________
activation_159 (Activation)     (None, 3, 3, 192)    0           batch_normalization_135[0][0]    
__________________________________________________________________________________________________
concatenate_26 (Concatenate)    (None, 3, 3, 384)    0           activation_156[0][0]             
                                                                 activation_159[0][0]             
__________________________________________________________________________________________________
conv2d_161 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_26[0][0]             
__________________________________________________________________________________________________
lambda_24 (Lambda)              (None, 3, 3, 1088)   0           activation_155[0][0]             
                                                                 conv2d_161[0][0]                 
__________________________________________________________________________________________________
activation_160 (Activation)     (None, 3, 3, 1088)   0           lambda_24[0][0]                  
__________________________________________________________________________________________________
conv2d_163 (Conv2D)             (None, 3, 3, 128)    139264      activation_160[0][0]             
__________________________________________________________________________________________________
batch_normalization_137 (BatchN (None, 3, 3, 128)    384         conv2d_163[0][0]                 
__________________________________________________________________________________________________
activation_162 (Activation)     (None, 3, 3, 128)    0           batch_normalization_137[0][0]    
__________________________________________________________________________________________________
conv2d_164 (Conv2D)             (None, 3, 3, 160)    143360      activation_162[0][0]             
__________________________________________________________________________________________________
batch_normalization_138 (BatchN (None, 3, 3, 160)    480         conv2d_164[0][0]                 
__________________________________________________________________________________________________
activation_163 (Activation)     (None, 3, 3, 160)    0           batch_normalization_138[0][0]    
__________________________________________________________________________________________________
conv2d_162 (Conv2D)             (None, 3, 3, 192)    208896      activation_160[0][0]             
__________________________________________________________________________________________________
conv2d_165 (Conv2D)             (None, 3, 3, 192)    215040      activation_163[0][0]             
__________________________________________________________________________________________________
batch_normalization_136 (BatchN (None, 3, 3, 192)    576         conv2d_162[0][0]                 
__________________________________________________________________________________________________
batch_normalization_139 (BatchN (None, 3, 3, 192)    576         conv2d_165[0][0]                 
__________________________________________________________________________________________________
activation_161 (Activation)     (None, 3, 3, 192)    0           batch_normalization_136[0][0]    
__________________________________________________________________________________________________
activation_164 (Activation)     (None, 3, 3, 192)    0           batch_normalization_139[0][0]    
__________________________________________________________________________________________________
concatenate_27 (Concatenate)    (None, 3, 3, 384)    0           activation_161[0][0]             
                                                                 activation_164[0][0]             
__________________________________________________________________________________________________
conv2d_166 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_27[0][0]             
__________________________________________________________________________________________________
lambda_25 (Lambda)              (None, 3, 3, 1088)   0           activation_160[0][0]             
                                                                 conv2d_166[0][0]                 
__________________________________________________________________________________________________
activation_165 (Activation)     (None, 3, 3, 1088)   0           lambda_25[0][0]                  
__________________________________________________________________________________________________
conv2d_168 (Conv2D)             (None, 3, 3, 128)    139264      activation_165[0][0]             
__________________________________________________________________________________________________
batch_normalization_141 (BatchN (None, 3, 3, 128)    384         conv2d_168[0][0]                 
__________________________________________________________________________________________________
activation_167 (Activation)     (None, 3, 3, 128)    0           batch_normalization_141[0][0]    
__________________________________________________________________________________________________
conv2d_169 (Conv2D)             (None, 3, 3, 160)    143360      activation_167[0][0]             
__________________________________________________________________________________________________
batch_normalization_142 (BatchN (None, 3, 3, 160)    480         conv2d_169[0][0]                 
__________________________________________________________________________________________________
activation_168 (Activation)     (None, 3, 3, 160)    0           batch_normalization_142[0][0]    
__________________________________________________________________________________________________
conv2d_167 (Conv2D)             (None, 3, 3, 192)    208896      activation_165[0][0]             
__________________________________________________________________________________________________
conv2d_170 (Conv2D)             (None, 3, 3, 192)    215040      activation_168[0][0]             
__________________________________________________________________________________________________
batch_normalization_140 (BatchN (None, 3, 3, 192)    576         conv2d_167[0][0]                 
__________________________________________________________________________________________________
batch_normalization_143 (BatchN (None, 3, 3, 192)    576         conv2d_170[0][0]                 
__________________________________________________________________________________________________
activation_166 (Activation)     (None, 3, 3, 192)    0           batch_normalization_140[0][0]    
__________________________________________________________________________________________________
activation_169 (Activation)     (None, 3, 3, 192)    0           batch_normalization_143[0][0]    
__________________________________________________________________________________________________
concatenate_28 (Concatenate)    (None, 3, 3, 384)    0           activation_166[0][0]             
                                                                 activation_169[0][0]             
__________________________________________________________________________________________________
conv2d_171 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_28[0][0]             
__________________________________________________________________________________________________
lambda_26 (Lambda)              (None, 3, 3, 1088)   0           activation_165[0][0]             
                                                                 conv2d_171[0][0]                 
__________________________________________________________________________________________________
activation_170 (Activation)     (None, 3, 3, 1088)   0           lambda_26[0][0]                  
__________________________________________________________________________________________________
conv2d_173 (Conv2D)             (None, 3, 3, 128)    139264      activation_170[0][0]             
__________________________________________________________________________________________________
batch_normalization_145 (BatchN (None, 3, 3, 128)    384         conv2d_173[0][0]                 
__________________________________________________________________________________________________
activation_172 (Activation)     (None, 3, 3, 128)    0           batch_normalization_145[0][0]    
__________________________________________________________________________________________________
conv2d_174 (Conv2D)             (None, 3, 3, 160)    143360      activation_172[0][0]             
__________________________________________________________________________________________________
batch_normalization_146 (BatchN (None, 3, 3, 160)    480         conv2d_174[0][0]                 
__________________________________________________________________________________________________
activation_173 (Activation)     (None, 3, 3, 160)    0           batch_normalization_146[0][0]    
__________________________________________________________________________________________________
conv2d_172 (Conv2D)             (None, 3, 3, 192)    208896      activation_170[0][0]             
__________________________________________________________________________________________________
conv2d_175 (Conv2D)             (None, 3, 3, 192)    215040      activation_173[0][0]             
__________________________________________________________________________________________________
batch_normalization_144 (BatchN (None, 3, 3, 192)    576         conv2d_172[0][0]                 
__________________________________________________________________________________________________
batch_normalization_147 (BatchN (None, 3, 3, 192)    576         conv2d_175[0][0]                 
__________________________________________________________________________________________________
activation_171 (Activation)     (None, 3, 3, 192)    0           batch_normalization_144[0][0]    
__________________________________________________________________________________________________
activation_174 (Activation)     (None, 3, 3, 192)    0           batch_normalization_147[0][0]    
__________________________________________________________________________________________________
concatenate_29 (Concatenate)    (None, 3, 3, 384)    0           activation_171[0][0]             
                                                                 activation_174[0][0]             
__________________________________________________________________________________________________
conv2d_176 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_29[0][0]             
__________________________________________________________________________________________________
lambda_27 (Lambda)              (None, 3, 3, 1088)   0           activation_170[0][0]             
                                                                 conv2d_176[0][0]                 
__________________________________________________________________________________________________
activation_175 (Activation)     (None, 3, 3, 1088)   0           lambda_27[0][0]                  
__________________________________________________________________________________________________
conv2d_178 (Conv2D)             (None, 3, 3, 128)    139264      activation_175[0][0]             
__________________________________________________________________________________________________
batch_normalization_149 (BatchN (None, 3, 3, 128)    384         conv2d_178[0][0]                 
__________________________________________________________________________________________________
activation_177 (Activation)     (None, 3, 3, 128)    0           batch_normalization_149[0][0]    
__________________________________________________________________________________________________
conv2d_179 (Conv2D)             (None, 3, 3, 160)    143360      activation_177[0][0]             
__________________________________________________________________________________________________
batch_normalization_150 (BatchN (None, 3, 3, 160)    480         conv2d_179[0][0]                 
__________________________________________________________________________________________________
activation_178 (Activation)     (None, 3, 3, 160)    0           batch_normalization_150[0][0]    
__________________________________________________________________________________________________
conv2d_177 (Conv2D)             (None, 3, 3, 192)    208896      activation_175[0][0]             
__________________________________________________________________________________________________
conv2d_180 (Conv2D)             (None, 3, 3, 192)    215040      activation_178[0][0]             
__________________________________________________________________________________________________
batch_normalization_148 (BatchN (None, 3, 3, 192)    576         conv2d_177[0][0]                 
__________________________________________________________________________________________________
batch_normalization_151 (BatchN (None, 3, 3, 192)    576         conv2d_180[0][0]                 
__________________________________________________________________________________________________
activation_176 (Activation)     (None, 3, 3, 192)    0           batch_normalization_148[0][0]    
__________________________________________________________________________________________________
activation_179 (Activation)     (None, 3, 3, 192)    0           batch_normalization_151[0][0]    
__________________________________________________________________________________________________
concatenate_30 (Concatenate)    (None, 3, 3, 384)    0           activation_176[0][0]             
                                                                 activation_179[0][0]             
__________________________________________________________________________________________________
conv2d_181 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_30[0][0]             
__________________________________________________________________________________________________
lambda_28 (Lambda)              (None, 3, 3, 1088)   0           activation_175[0][0]             
                                                                 conv2d_181[0][0]                 
__________________________________________________________________________________________________
activation_180 (Activation)     (None, 3, 3, 1088)   0           lambda_28[0][0]                  
__________________________________________________________________________________________________
conv2d_183 (Conv2D)             (None, 3, 3, 128)    139264      activation_180[0][0]             
__________________________________________________________________________________________________
batch_normalization_153 (BatchN (None, 3, 3, 128)    384         conv2d_183[0][0]                 
__________________________________________________________________________________________________
activation_182 (Activation)     (None, 3, 3, 128)    0           batch_normalization_153[0][0]    
__________________________________________________________________________________________________
conv2d_184 (Conv2D)             (None, 3, 3, 160)    143360      activation_182[0][0]             
__________________________________________________________________________________________________
batch_normalization_154 (BatchN (None, 3, 3, 160)    480         conv2d_184[0][0]                 
__________________________________________________________________________________________________
activation_183 (Activation)     (None, 3, 3, 160)    0           batch_normalization_154[0][0]    
__________________________________________________________________________________________________
conv2d_182 (Conv2D)             (None, 3, 3, 192)    208896      activation_180[0][0]             
__________________________________________________________________________________________________
conv2d_185 (Conv2D)             (None, 3, 3, 192)    215040      activation_183[0][0]             
__________________________________________________________________________________________________
batch_normalization_152 (BatchN (None, 3, 3, 192)    576         conv2d_182[0][0]                 
__________________________________________________________________________________________________
batch_normalization_155 (BatchN (None, 3, 3, 192)    576         conv2d_185[0][0]                 
__________________________________________________________________________________________________
activation_181 (Activation)     (None, 3, 3, 192)    0           batch_normalization_152[0][0]    
__________________________________________________________________________________________________
activation_184 (Activation)     (None, 3, 3, 192)    0           batch_normalization_155[0][0]    
__________________________________________________________________________________________________
concatenate_31 (Concatenate)    (None, 3, 3, 384)    0           activation_181[0][0]             
                                                                 activation_184[0][0]             
__________________________________________________________________________________________________
conv2d_186 (Conv2D)             (None, 3, 3, 1088)   418880      concatenate_31[0][0]             
__________________________________________________________________________________________________
lambda_29 (Lambda)              (None, 3, 3, 1088)   0           activation_180[0][0]             
                                                                 conv2d_186[0][0]                 
__________________________________________________________________________________________________
activation_185 (Activation)     (None, 3, 3, 1088)   0           lambda_29[0][0]                  
__________________________________________________________________________________________________
conv2d_191 (Conv2D)             (None, 3, 3, 256)    278528      activation_185[0][0]             
__________________________________________________________________________________________________
batch_normalization_160 (BatchN (None, 3, 3, 256)    768         conv2d_191[0][0]                 
__________________________________________________________________________________________________
activation_190 (Activation)     (None, 3, 3, 256)    0           batch_normalization_160[0][0]    
__________________________________________________________________________________________________
conv2d_187 (Conv2D)             (None, 3, 3, 256)    278528      activation_185[0][0]             
__________________________________________________________________________________________________
conv2d_189 (Conv2D)             (None, 3, 3, 256)    278528      activation_185[0][0]             
__________________________________________________________________________________________________
conv2d_192 (Conv2D)             (None, 3, 3, 288)    663552      activation_190[0][0]             
__________________________________________________________________________________________________
batch_normalization_156 (BatchN (None, 3, 3, 256)    768         conv2d_187[0][0]                 
__________________________________________________________________________________________________
batch_normalization_158 (BatchN (None, 3, 3, 256)    768         conv2d_189[0][0]                 
__________________________________________________________________________________________________
batch_normalization_161 (BatchN (None, 3, 3, 288)    864         conv2d_192[0][0]                 
__________________________________________________________________________________________________
activation_186 (Activation)     (None, 3, 3, 256)    0           batch_normalization_156[0][0]    
__________________________________________________________________________________________________
activation_188 (Activation)     (None, 3, 3, 256)    0           batch_normalization_158[0][0]    
__________________________________________________________________________________________________
activation_191 (Activation)     (None, 3, 3, 288)    0           batch_normalization_161[0][0]    
__________________________________________________________________________________________________
conv2d_188 (Conv2D)             (None, 1, 1, 384)    884736      activation_186[0][0]             
__________________________________________________________________________________________________
conv2d_190 (Conv2D)             (None, 1, 1, 288)    663552      activation_188[0][0]             
__________________________________________________________________________________________________
conv2d_193 (Conv2D)             (None, 1, 1, 320)    829440      activation_191[0][0]             
__________________________________________________________________________________________________
batch_normalization_157 (BatchN (None, 1, 1, 384)    1152        conv2d_188[0][0]                 
__________________________________________________________________________________________________
batch_normalization_159 (BatchN (None, 1, 1, 288)    864         conv2d_190[0][0]                 
__________________________________________________________________________________________________
batch_normalization_162 (BatchN (None, 1, 1, 320)    960         conv2d_193[0][0]                 
__________________________________________________________________________________________________
activation_187 (Activation)     (None, 1, 1, 384)    0           batch_normalization_157[0][0]    
__________________________________________________________________________________________________
activation_189 (Activation)     (None, 1, 1, 288)    0           batch_normalization_159[0][0]    
__________________________________________________________________________________________________
activation_192 (Activation)     (None, 1, 1, 320)    0           batch_normalization_162[0][0]    
__________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D)  (None, 1, 1, 1088)   0           activation_185[0][0]             
__________________________________________________________________________________________________
concatenate_32 (Concatenate)    (None, 1, 1, 2080)   0           activation_187[0][0]             
                                                                 activation_189[0][0]             
                                                                 activation_192[0][0]             
                                                                 max_pooling2d_3[0][0]            
__________________________________________________________________________________________________
conv2d_195 (Conv2D)             (None, 1, 1, 192)    399360      concatenate_32[0][0]             
__________________________________________________________________________________________________
batch_normalization_164 (BatchN (None, 1, 1, 192)    576         conv2d_195[0][0]                 
__________________________________________________________________________________________________
activation_194 (Activation)     (None, 1, 1, 192)    0           batch_normalization_164[0][0]    
__________________________________________________________________________________________________
conv2d_196 (Conv2D)             (None, 1, 1, 224)    129024      activation_194[0][0]             
__________________________________________________________________________________________________
batch_normalization_165 (BatchN (None, 1, 1, 224)    672         conv2d_196[0][0]                 
__________________________________________________________________________________________________
activation_195 (Activation)     (None, 1, 1, 224)    0           batch_normalization_165[0][0]    
__________________________________________________________________________________________________
conv2d_194 (Conv2D)             (None, 1, 1, 192)    399360      concatenate_32[0][0]             
__________________________________________________________________________________________________
conv2d_197 (Conv2D)             (None, 1, 1, 256)    172032      activation_195[0][0]             
__________________________________________________________________________________________________
batch_normalization_163 (BatchN (None, 1, 1, 192)    576         conv2d_194[0][0]                 
__________________________________________________________________________________________________
batch_normalization_166 (BatchN (None, 1, 1, 256)    768         conv2d_197[0][0]                 
__________________________________________________________________________________________________
activation_193 (Activation)     (None, 1, 1, 192)    0           batch_normalization_163[0][0]    
__________________________________________________________________________________________________
activation_196 (Activation)     (None, 1, 1, 256)    0           batch_normalization_166[0][0]    
__________________________________________________________________________________________________
concatenate_33 (Concatenate)    (None, 1, 1, 448)    0           activation_193[0][0]             
                                                                 activation_196[0][0]             
__________________________________________________________________________________________________
conv2d_198 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_33[0][0]             
__________________________________________________________________________________________________
lambda_30 (Lambda)              (None, 1, 1, 2080)   0           concatenate_32[0][0]             
                                                                 conv2d_198[0][0]                 
__________________________________________________________________________________________________
activation_197 (Activation)     (None, 1, 1, 2080)   0           lambda_30[0][0]                  
__________________________________________________________________________________________________
conv2d_200 (Conv2D)             (None, 1, 1, 192)    399360      activation_197[0][0]             
__________________________________________________________________________________________________
batch_normalization_168 (BatchN (None, 1, 1, 192)    576         conv2d_200[0][0]                 
__________________________________________________________________________________________________
activation_199 (Activation)     (None, 1, 1, 192)    0           batch_normalization_168[0][0]    
__________________________________________________________________________________________________
conv2d_201 (Conv2D)             (None, 1, 1, 224)    129024      activation_199[0][0]             
__________________________________________________________________________________________________
batch_normalization_169 (BatchN (None, 1, 1, 224)    672         conv2d_201[0][0]                 
__________________________________________________________________________________________________
activation_200 (Activation)     (None, 1, 1, 224)    0           batch_normalization_169[0][0]    
__________________________________________________________________________________________________
conv2d_199 (Conv2D)             (None, 1, 1, 192)    399360      activation_197[0][0]             
__________________________________________________________________________________________________
conv2d_202 (Conv2D)             (None, 1, 1, 256)    172032      activation_200[0][0]             
__________________________________________________________________________________________________
batch_normalization_167 (BatchN (None, 1, 1, 192)    576         conv2d_199[0][0]                 
__________________________________________________________________________________________________
batch_normalization_170 (BatchN (None, 1, 1, 256)    768         conv2d_202[0][0]                 
__________________________________________________________________________________________________
activation_198 (Activation)     (None, 1, 1, 192)    0           batch_normalization_167[0][0]    
__________________________________________________________________________________________________
activation_201 (Activation)     (None, 1, 1, 256)    0           batch_normalization_170[0][0]    
__________________________________________________________________________________________________
concatenate_34 (Concatenate)    (None, 1, 1, 448)    0           activation_198[0][0]             
                                                                 activation_201[0][0]             
__________________________________________________________________________________________________
conv2d_203 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_34[0][0]             
__________________________________________________________________________________________________
lambda_31 (Lambda)              (None, 1, 1, 2080)   0           activation_197[0][0]             
                                                                 conv2d_203[0][0]                 
__________________________________________________________________________________________________
activation_202 (Activation)     (None, 1, 1, 2080)   0           lambda_31[0][0]                  
__________________________________________________________________________________________________
conv2d_205 (Conv2D)             (None, 1, 1, 192)    399360      activation_202[0][0]             
__________________________________________________________________________________________________
batch_normalization_172 (BatchN (None, 1, 1, 192)    576         conv2d_205[0][0]                 
__________________________________________________________________________________________________
activation_204 (Activation)     (None, 1, 1, 192)    0           batch_normalization_172[0][0]    
__________________________________________________________________________________________________
conv2d_206 (Conv2D)             (None, 1, 1, 224)    129024      activation_204[0][0]             
__________________________________________________________________________________________________
batch_normalization_173 (BatchN (None, 1, 1, 224)    672         conv2d_206[0][0]                 
__________________________________________________________________________________________________
activation_205 (Activation)     (None, 1, 1, 224)    0           batch_normalization_173[0][0]    
__________________________________________________________________________________________________
conv2d_204 (Conv2D)             (None, 1, 1, 192)    399360      activation_202[0][0]             
__________________________________________________________________________________________________
conv2d_207 (Conv2D)             (None, 1, 1, 256)    172032      activation_205[0][0]             
__________________________________________________________________________________________________
batch_normalization_171 (BatchN (None, 1, 1, 192)    576         conv2d_204[0][0]                 
__________________________________________________________________________________________________
batch_normalization_174 (BatchN (None, 1, 1, 256)    768         conv2d_207[0][0]                 
__________________________________________________________________________________________________
activation_203 (Activation)     (None, 1, 1, 192)    0           batch_normalization_171[0][0]    
__________________________________________________________________________________________________
activation_206 (Activation)     (None, 1, 1, 256)    0           batch_normalization_174[0][0]    
__________________________________________________________________________________________________
concatenate_35 (Concatenate)    (None, 1, 1, 448)    0           activation_203[0][0]             
                                                                 activation_206[0][0]             
__________________________________________________________________________________________________
conv2d_208 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_35[0][0]             
__________________________________________________________________________________________________
lambda_32 (Lambda)              (None, 1, 1, 2080)   0           activation_202[0][0]             
                                                                 conv2d_208[0][0]                 
__________________________________________________________________________________________________
activation_207 (Activation)     (None, 1, 1, 2080)   0           lambda_32[0][0]                  
__________________________________________________________________________________________________
conv2d_210 (Conv2D)             (None, 1, 1, 192)    399360      activation_207[0][0]             
__________________________________________________________________________________________________
batch_normalization_176 (BatchN (None, 1, 1, 192)    576         conv2d_210[0][0]                 
__________________________________________________________________________________________________
activation_209 (Activation)     (None, 1, 1, 192)    0           batch_normalization_176[0][0]    
__________________________________________________________________________________________________
conv2d_211 (Conv2D)             (None, 1, 1, 224)    129024      activation_209[0][0]             
__________________________________________________________________________________________________
batch_normalization_177 (BatchN (None, 1, 1, 224)    672         conv2d_211[0][0]                 
__________________________________________________________________________________________________
activation_210 (Activation)     (None, 1, 1, 224)    0           batch_normalization_177[0][0]    
__________________________________________________________________________________________________
conv2d_209 (Conv2D)             (None, 1, 1, 192)    399360      activation_207[0][0]             
__________________________________________________________________________________________________
conv2d_212 (Conv2D)             (None, 1, 1, 256)    172032      activation_210[0][0]             
__________________________________________________________________________________________________
batch_normalization_175 (BatchN (None, 1, 1, 192)    576         conv2d_209[0][0]                 
__________________________________________________________________________________________________
batch_normalization_178 (BatchN (None, 1, 1, 256)    768         conv2d_212[0][0]                 
__________________________________________________________________________________________________
activation_208 (Activation)     (None, 1, 1, 192)    0           batch_normalization_175[0][0]    
__________________________________________________________________________________________________
activation_211 (Activation)     (None, 1, 1, 256)    0           batch_normalization_178[0][0]    
__________________________________________________________________________________________________
concatenate_36 (Concatenate)    (None, 1, 1, 448)    0           activation_208[0][0]             
                                                                 activation_211[0][0]             
__________________________________________________________________________________________________
conv2d_213 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_36[0][0]             
__________________________________________________________________________________________________
lambda_33 (Lambda)              (None, 1, 1, 2080)   0           activation_207[0][0]             
                                                                 conv2d_213[0][0]                 
__________________________________________________________________________________________________
activation_212 (Activation)     (None, 1, 1, 2080)   0           lambda_33[0][0]                  
__________________________________________________________________________________________________
conv2d_215 (Conv2D)             (None, 1, 1, 192)    399360      activation_212[0][0]             
__________________________________________________________________________________________________
batch_normalization_180 (BatchN (None, 1, 1, 192)    576         conv2d_215[0][0]                 
__________________________________________________________________________________________________
activation_214 (Activation)     (None, 1, 1, 192)    0           batch_normalization_180[0][0]    
__________________________________________________________________________________________________
conv2d_216 (Conv2D)             (None, 1, 1, 224)    129024      activation_214[0][0]             
__________________________________________________________________________________________________
batch_normalization_181 (BatchN (None, 1, 1, 224)    672         conv2d_216[0][0]                 
__________________________________________________________________________________________________
activation_215 (Activation)     (None, 1, 1, 224)    0           batch_normalization_181[0][0]    
__________________________________________________________________________________________________
conv2d_214 (Conv2D)             (None, 1, 1, 192)    399360      activation_212[0][0]             
__________________________________________________________________________________________________
conv2d_217 (Conv2D)             (None, 1, 1, 256)    172032      activation_215[0][0]             
__________________________________________________________________________________________________
batch_normalization_179 (BatchN (None, 1, 1, 192)    576         conv2d_214[0][0]                 
__________________________________________________________________________________________________
batch_normalization_182 (BatchN (None, 1, 1, 256)    768         conv2d_217[0][0]                 
__________________________________________________________________________________________________
activation_213 (Activation)     (None, 1, 1, 192)    0           batch_normalization_179[0][0]    
__________________________________________________________________________________________________
activation_216 (Activation)     (None, 1, 1, 256)    0           batch_normalization_182[0][0]    
__________________________________________________________________________________________________
concatenate_37 (Concatenate)    (None, 1, 1, 448)    0           activation_213[0][0]             
                                                                 activation_216[0][0]             
__________________________________________________________________________________________________
conv2d_218 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_37[0][0]             
__________________________________________________________________________________________________
lambda_34 (Lambda)              (None, 1, 1, 2080)   0           activation_212[0][0]             
                                                                 conv2d_218[0][0]                 
__________________________________________________________________________________________________
activation_217 (Activation)     (None, 1, 1, 2080)   0           lambda_34[0][0]                  
__________________________________________________________________________________________________
conv2d_220 (Conv2D)             (None, 1, 1, 192)    399360      activation_217[0][0]             
__________________________________________________________________________________________________
batch_normalization_184 (BatchN (None, 1, 1, 192)    576         conv2d_220[0][0]                 
__________________________________________________________________________________________________
activation_219 (Activation)     (None, 1, 1, 192)    0           batch_normalization_184[0][0]    
__________________________________________________________________________________________________
conv2d_221 (Conv2D)             (None, 1, 1, 224)    129024      activation_219[0][0]             
__________________________________________________________________________________________________
batch_normalization_185 (BatchN (None, 1, 1, 224)    672         conv2d_221[0][0]                 
__________________________________________________________________________________________________
activation_220 (Activation)     (None, 1, 1, 224)    0           batch_normalization_185[0][0]    
__________________________________________________________________________________________________
conv2d_219 (Conv2D)             (None, 1, 1, 192)    399360      activation_217[0][0]             
__________________________________________________________________________________________________
conv2d_222 (Conv2D)             (None, 1, 1, 256)    172032      activation_220[0][0]             
__________________________________________________________________________________________________
batch_normalization_183 (BatchN (None, 1, 1, 192)    576         conv2d_219[0][0]                 
__________________________________________________________________________________________________
batch_normalization_186 (BatchN (None, 1, 1, 256)    768         conv2d_222[0][0]                 
__________________________________________________________________________________________________
activation_218 (Activation)     (None, 1, 1, 192)    0           batch_normalization_183[0][0]    
__________________________________________________________________________________________________
activation_221 (Activation)     (None, 1, 1, 256)    0           batch_normalization_186[0][0]    
__________________________________________________________________________________________________
concatenate_38 (Concatenate)    (None, 1, 1, 448)    0           activation_218[0][0]             
                                                                 activation_221[0][0]             
__________________________________________________________________________________________________
conv2d_223 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_38[0][0]             
__________________________________________________________________________________________________
lambda_35 (Lambda)              (None, 1, 1, 2080)   0           activation_217[0][0]             
                                                                 conv2d_223[0][0]                 
__________________________________________________________________________________________________
activation_222 (Activation)     (None, 1, 1, 2080)   0           lambda_35[0][0]                  
__________________________________________________________________________________________________
conv2d_225 (Conv2D)             (None, 1, 1, 192)    399360      activation_222[0][0]             
__________________________________________________________________________________________________
batch_normalization_188 (BatchN (None, 1, 1, 192)    576         conv2d_225[0][0]                 
__________________________________________________________________________________________________
activation_224 (Activation)     (None, 1, 1, 192)    0           batch_normalization_188[0][0]    
__________________________________________________________________________________________________
conv2d_226 (Conv2D)             (None, 1, 1, 224)    129024      activation_224[0][0]             
__________________________________________________________________________________________________
batch_normalization_189 (BatchN (None, 1, 1, 224)    672         conv2d_226[0][0]                 
__________________________________________________________________________________________________
activation_225 (Activation)     (None, 1, 1, 224)    0           batch_normalization_189[0][0]    
__________________________________________________________________________________________________
conv2d_224 (Conv2D)             (None, 1, 1, 192)    399360      activation_222[0][0]             
__________________________________________________________________________________________________
conv2d_227 (Conv2D)             (None, 1, 1, 256)    172032      activation_225[0][0]             
__________________________________________________________________________________________________
batch_normalization_187 (BatchN (None, 1, 1, 192)    576         conv2d_224[0][0]                 
__________________________________________________________________________________________________
batch_normalization_190 (BatchN (None, 1, 1, 256)    768         conv2d_227[0][0]                 
__________________________________________________________________________________________________
activation_223 (Activation)     (None, 1, 1, 192)    0           batch_normalization_187[0][0]    
__________________________________________________________________________________________________
activation_226 (Activation)     (None, 1, 1, 256)    0           batch_normalization_190[0][0]    
__________________________________________________________________________________________________
concatenate_39 (Concatenate)    (None, 1, 1, 448)    0           activation_223[0][0]             
                                                                 activation_226[0][0]             
__________________________________________________________________________________________________
conv2d_228 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_39[0][0]             
__________________________________________________________________________________________________
lambda_36 (Lambda)              (None, 1, 1, 2080)   0           activation_222[0][0]             
                                                                 conv2d_228[0][0]                 
__________________________________________________________________________________________________
activation_227 (Activation)     (None, 1, 1, 2080)   0           lambda_36[0][0]                  
__________________________________________________________________________________________________
conv2d_230 (Conv2D)             (None, 1, 1, 192)    399360      activation_227[0][0]             
__________________________________________________________________________________________________
batch_normalization_192 (BatchN (None, 1, 1, 192)    576         conv2d_230[0][0]                 
__________________________________________________________________________________________________
activation_229 (Activation)     (None, 1, 1, 192)    0           batch_normalization_192[0][0]    
__________________________________________________________________________________________________
conv2d_231 (Conv2D)             (None, 1, 1, 224)    129024      activation_229[0][0]             
__________________________________________________________________________________________________
batch_normalization_193 (BatchN (None, 1, 1, 224)    672         conv2d_231[0][0]                 
__________________________________________________________________________________________________
activation_230 (Activation)     (None, 1, 1, 224)    0           batch_normalization_193[0][0]    
__________________________________________________________________________________________________
conv2d_229 (Conv2D)             (None, 1, 1, 192)    399360      activation_227[0][0]             
__________________________________________________________________________________________________
conv2d_232 (Conv2D)             (None, 1, 1, 256)    172032      activation_230[0][0]             
__________________________________________________________________________________________________
batch_normalization_191 (BatchN (None, 1, 1, 192)    576         conv2d_229[0][0]                 
__________________________________________________________________________________________________
batch_normalization_194 (BatchN (None, 1, 1, 256)    768         conv2d_232[0][0]                 
__________________________________________________________________________________________________
activation_228 (Activation)     (None, 1, 1, 192)    0           batch_normalization_191[0][0]    
__________________________________________________________________________________________________
activation_231 (Activation)     (None, 1, 1, 256)    0           batch_normalization_194[0][0]    
__________________________________________________________________________________________________
concatenate_40 (Concatenate)    (None, 1, 1, 448)    0           activation_228[0][0]             
                                                                 activation_231[0][0]             
__________________________________________________________________________________________________
conv2d_233 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_40[0][0]             
__________________________________________________________________________________________________
lambda_37 (Lambda)              (None, 1, 1, 2080)   0           activation_227[0][0]             
                                                                 conv2d_233[0][0]                 
__________________________________________________________________________________________________
activation_232 (Activation)     (None, 1, 1, 2080)   0           lambda_37[0][0]                  
__________________________________________________________________________________________________
conv2d_235 (Conv2D)             (None, 1, 1, 192)    399360      activation_232[0][0]             
__________________________________________________________________________________________________
batch_normalization_196 (BatchN (None, 1, 1, 192)    576         conv2d_235[0][0]                 
__________________________________________________________________________________________________
activation_234 (Activation)     (None, 1, 1, 192)    0           batch_normalization_196[0][0]    
__________________________________________________________________________________________________
conv2d_236 (Conv2D)             (None, 1, 1, 224)    129024      activation_234[0][0]             
__________________________________________________________________________________________________
batch_normalization_197 (BatchN (None, 1, 1, 224)    672         conv2d_236[0][0]                 
__________________________________________________________________________________________________
activation_235 (Activation)     (None, 1, 1, 224)    0           batch_normalization_197[0][0]    
__________________________________________________________________________________________________
conv2d_234 (Conv2D)             (None, 1, 1, 192)    399360      activation_232[0][0]             
__________________________________________________________________________________________________
conv2d_237 (Conv2D)             (None, 1, 1, 256)    172032      activation_235[0][0]             
__________________________________________________________________________________________________
batch_normalization_195 (BatchN (None, 1, 1, 192)    576         conv2d_234[0][0]                 
__________________________________________________________________________________________________
batch_normalization_198 (BatchN (None, 1, 1, 256)    768         conv2d_237[0][0]                 
__________________________________________________________________________________________________
activation_233 (Activation)     (None, 1, 1, 192)    0           batch_normalization_195[0][0]    
__________________________________________________________________________________________________
activation_236 (Activation)     (None, 1, 1, 256)    0           batch_normalization_198[0][0]    
__________________________________________________________________________________________________
concatenate_41 (Concatenate)    (None, 1, 1, 448)    0           activation_233[0][0]             
                                                                 activation_236[0][0]             
__________________________________________________________________________________________________
conv2d_238 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_41[0][0]             
__________________________________________________________________________________________________
lambda_38 (Lambda)              (None, 1, 1, 2080)   0           activation_232[0][0]             
                                                                 conv2d_238[0][0]                 
__________________________________________________________________________________________________
activation_237 (Activation)     (None, 1, 1, 2080)   0           lambda_38[0][0]                  
__________________________________________________________________________________________________
conv2d_240 (Conv2D)             (None, 1, 1, 192)    399360      activation_237[0][0]             
__________________________________________________________________________________________________
batch_normalization_200 (BatchN (None, 1, 1, 192)    576         conv2d_240[0][0]                 
__________________________________________________________________________________________________
activation_239 (Activation)     (None, 1, 1, 192)    0           batch_normalization_200[0][0]    
__________________________________________________________________________________________________
conv2d_241 (Conv2D)             (None, 1, 1, 224)    129024      activation_239[0][0]             
__________________________________________________________________________________________________
batch_normalization_201 (BatchN (None, 1, 1, 224)    672         conv2d_241[0][0]                 
__________________________________________________________________________________________________
activation_240 (Activation)     (None, 1, 1, 224)    0           batch_normalization_201[0][0]    
__________________________________________________________________________________________________
conv2d_239 (Conv2D)             (None, 1, 1, 192)    399360      activation_237[0][0]             
__________________________________________________________________________________________________
conv2d_242 (Conv2D)             (None, 1, 1, 256)    172032      activation_240[0][0]             
__________________________________________________________________________________________________
batch_normalization_199 (BatchN (None, 1, 1, 192)    576         conv2d_239[0][0]                 
__________________________________________________________________________________________________
batch_normalization_202 (BatchN (None, 1, 1, 256)    768         conv2d_242[0][0]                 
__________________________________________________________________________________________________
activation_238 (Activation)     (None, 1, 1, 192)    0           batch_normalization_199[0][0]    
__________________________________________________________________________________________________
activation_241 (Activation)     (None, 1, 1, 256)    0           batch_normalization_202[0][0]    
__________________________________________________________________________________________________
concatenate_42 (Concatenate)    (None, 1, 1, 448)    0           activation_238[0][0]             
                                                                 activation_241[0][0]             
__________________________________________________________________________________________________
conv2d_243 (Conv2D)             (None, 1, 1, 2080)   933920      concatenate_42[0][0]             
__________________________________________________________________________________________________
lambda_39 (Lambda)              (None, 1, 1, 2080)   0           activation_237[0][0]             
                                                                 conv2d_243[0][0]                 
__________________________________________________________________________________________________
activation_242 (Activation)     (None, 1, 1, 2080)   0           lambda_39[0][0]                  
__________________________________________________________________________________________________
conv2d_244 (Conv2D)             (None, 1, 1, 1536)   3194880     activation_242[0][0]             
__________________________________________________________________________________________________
batch_normalization_203 (BatchN (None, 1, 1, 1536)   4608        conv2d_244[0][0]                 
__________________________________________________________________________________________________
activation_243 (Activation)     (None, 1, 1, 1536)   0           batch_normalization_203[0][0]    
__________________________________________________________________________________________________
global_average_pooling2d (Globa (None, 1536)         0           activation_243[0][0]             
__________________________________________________________________________________________________
dense (Dense)                   (None, 10)           15370       global_average_pooling2d[0][0]   
==================================================================================================
Total params: 54,352,112
Trainable params: 54,291,568
Non-trainable params: 60,544
__________________________________________________________________________________________________