こしあん
2018-07-21

Kerasに組み込まれているNASNet(Large)の実装

NASNet Largeのsummary

__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            (None, 331, 331, 3)  0                                            
__________________________________________________________________________________________________
stem_conv1 (Conv2D)             (None, 165, 165, 96) 2592        input_1[0][0]                    
__________________________________________________________________________________________________
stem_bn1 (BatchNormalization)   (None, 165, 165, 96) 384         stem_conv1[0][0]                 
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
reduction_conv_1_stem_1 (Conv2D (None, 165, 165, 42) 4032        activation_1[0][0]               
__________________________________________________________________________________________________
reduction_bn_1_stem_1 (BatchNor (None, 165, 165, 42) 168         reduction_conv_1_stem_1[0][0]    
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 165, 165, 42) 0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 83, 83, 42)   2814        activation_2[0][0]               
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 83, 83, 42)   8736        activation_4[0][0]               
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 83, 83, 42)   2814        activation_3[0][0]               
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 83, 83, 42)   3822        activation_5[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
reduction_add_1_stem_1 (Add)    (None, 83, 83, 42)   0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 83, 83, 42)   8736        activation_6[0][0]               
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 83, 83, 42)   0           reduction_add_1_stem_1[0][0]     
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 83, 83, 42)   6432        activation_8[0][0]               
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 83, 83, 42)   2142        activation_10[0][0]              
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 83, 83, 42)   3822        activation_7[0][0]               
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_1 (MaxPool (None, 83, 83, 42)   0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 83, 83, 42)   2814        activation_9[0][0]               
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 83, 83, 42)   2142        activation_11[0][0]              
__________________________________________________________________________________________________
adjust_relu_1_stem_2 (Activatio (None, 165, 165, 96) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
reduction_add_2_stem_1 (Add)    (None, 83, 83, 42)   0           reduction_left2_stem_1[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_stem_1 (Average (None, 83, 83, 42)   0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_stem_1 (Average (None, 83, 83, 42)   0           reduction_add_1_stem_1[0][0]     
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_stem_1 (MaxPoo (None, 83, 83, 42)   0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 166, 166, 96) 0           adjust_relu_1_stem_2[0][0]       
__________________________________________________________________________________________________
reduction_add3_stem_1 (Add)     (None, 83, 83, 42)   0           reduction_left3_stem_1[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_1 (Add)                     (None, 83, 83, 42)   0           reduction_add_2_stem_1[0][0]     
                                                                 reduction_left4_stem_1[0][0]     
__________________________________________________________________________________________________
reduction_add4_stem_1 (Add)     (None, 83, 83, 42)   0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_stem_1[0][0]    
__________________________________________________________________________________________________
cropping2d_1 (Cropping2D)       (None, 165, 165, 96) 0           zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
reduction_concat_stem_1 (Concat (None, 83, 83, 168)  0           reduction_add_2_stem_1[0][0]     
                                                                 reduction_add3_stem_1[0][0]      
                                                                 add_1[0][0]                      
                                                                 reduction_add4_stem_1[0][0]      
__________________________________________________________________________________________________
adjust_avg_pool_1_stem_2 (Avera (None, 83, 83, 96)   0           adjust_relu_1_stem_2[0][0]       
__________________________________________________________________________________________________
adjust_avg_pool_2_stem_2 (Avera (None, 83, 83, 96)   0           cropping2d_1[0][0]               
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 83, 83, 168)  0           reduction_concat_stem_1[0][0]    
__________________________________________________________________________________________________
adjust_conv_1_stem_2 (Conv2D)   (None, 83, 83, 42)   4032        adjust_avg_pool_1_stem_2[0][0]   
__________________________________________________________________________________________________
adjust_conv_2_stem_2 (Conv2D)   (None, 83, 83, 42)   4032        adjust_avg_pool_2_stem_2[0][0]   
__________________________________________________________________________________________________
reduction_conv_1_stem_2 (Conv2D (None, 83, 83, 84)   14112       activation_12[0][0]              
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 83, 83, 84)   0           adjust_conv_1_stem_2[0][0]       
                                                                 adjust_conv_2_stem_2[0][0]       
__________________________________________________________________________________________________
reduction_bn_1_stem_2 (BatchNor (None, 83, 83, 84)   336         reduction_conv_1_stem_2[0][0]    
__________________________________________________________________________________________________
adjust_bn_stem_2 (BatchNormaliz (None, 83, 83, 84)   336         concatenate_1[0][0]              
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 83, 83, 84)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 83, 83, 84)   0           adjust_bn_stem_2[0][0]           
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 42, 42, 84)   9156        activation_13[0][0]              
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 42, 42, 84)   11172       activation_15[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 42, 42, 84)   9156        activation_14[0][0]              
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 42, 42, 84)   11172       activation_16[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 83, 83, 84)   0           adjust_bn_stem_2[0][0]           
__________________________________________________________________________________________________
reduction_add_1_stem_2 (Add)    (None, 42, 42, 84)   0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 42, 42, 84)   11172       activation_17[0][0]              
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 83, 83, 84)   0           adjust_bn_stem_2[0][0]           
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 42, 42, 84)   0           reduction_add_1_stem_2[0][0]     
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 42, 42, 84)   9156        activation_19[0][0]              
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 42, 42, 84)   7812        activation_21[0][0]              
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 42, 42, 84)   11172       activation_18[0][0]              
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_2 (MaxPool (None, 42, 42, 84)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 42, 42, 84)   9156        activation_20[0][0]              
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 42, 42, 84)   7812        activation_22[0][0]              
__________________________________________________________________________________________________
adjust_relu_1_0 (Activation)    (None, 83, 83, 168)  0           reduction_concat_stem_1[0][0]    
__________________________________________________________________________________________________
reduction_add_2_stem_2 (Add)    (None, 42, 42, 84)   0           reduction_left2_stem_2[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_stem_2 (Average (None, 42, 42, 84)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_stem_2 (Average (None, 42, 42, 84)   0           reduction_add_1_stem_2[0][0]     
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_stem_2 (MaxPoo (None, 42, 42, 84)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 84, 84, 168)  0           adjust_relu_1_0[0][0]            
__________________________________________________________________________________________________
reduction_add3_stem_2 (Add)     (None, 42, 42, 84)   0           reduction_left3_stem_2[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_2 (Add)                     (None, 42, 42, 84)   0           reduction_add_2_stem_2[0][0]     
                                                                 reduction_left4_stem_2[0][0]     
__________________________________________________________________________________________________
reduction_add4_stem_2 (Add)     (None, 42, 42, 84)   0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_stem_2[0][0]    
__________________________________________________________________________________________________
cropping2d_2 (Cropping2D)       (None, 83, 83, 168)  0           zero_padding2d_2[0][0]           
__________________________________________________________________________________________________
reduction_concat_stem_2 (Concat (None, 42, 42, 336)  0           reduction_add_2_stem_2[0][0]     
                                                                 reduction_add3_stem_2[0][0]      
                                                                 add_2[0][0]                      
                                                                 reduction_add4_stem_2[0][0]      
__________________________________________________________________________________________________
adjust_avg_pool_1_0 (AveragePoo (None, 42, 42, 168)  0           adjust_relu_1_0[0][0]            
__________________________________________________________________________________________________
adjust_avg_pool_2_0 (AveragePoo (None, 42, 42, 168)  0           cropping2d_2[0][0]               
__________________________________________________________________________________________________
adjust_conv_1_0 (Conv2D)        (None, 42, 42, 84)   14112       adjust_avg_pool_1_0[0][0]        
__________________________________________________________________________________________________
adjust_conv_2_0 (Conv2D)        (None, 42, 42, 84)   14112       adjust_avg_pool_2_0[0][0]        
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 42, 42, 336)  0           reduction_concat_stem_2[0][0]    
__________________________________________________________________________________________________
concatenate_2 (Concatenate)     (None, 42, 42, 168)  0           adjust_conv_1_0[0][0]            
                                                                 adjust_conv_2_0[0][0]            
__________________________________________________________________________________________________
normal_conv_1_0 (Conv2D)        (None, 42, 42, 168)  56448       activation_23[0][0]              
__________________________________________________________________________________________________
adjust_bn_0 (BatchNormalization (None, 42, 42, 168)  672         concatenate_2[0][0]              
__________________________________________________________________________________________________
normal_bn_1_0 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_0[0][0]            
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 42, 42, 168)  0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 42, 42, 168)  0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 42, 42, 168)  0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_0 (None, 42, 42, 168)  32424       activation_24[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_26[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_0 (None, 42, 42, 168)  32424       activation_28[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_30[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_0 (None, 42, 42, 168)  29736       activation_32[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_0[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_0[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_0[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_0[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_0[0
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_0 (None, 42, 42, 168)  32424       activation_25[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_27[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_0 (None, 42, 42, 168)  32424       activation_29[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_31[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_0 (None, 42, 42, 168)  29736       activation_33[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_0[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_0[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_0[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_0[
__________________________________________________________________________________________________
normal_left3_0 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
normal_left4_0 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
normal_right4_0 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_0[0
__________________________________________________________________________________________________
normal_add_1_0 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_0 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_0 (Add)            (None, 42, 42, 168)  0           normal_left3_0[0][0]             
                                                                 adjust_bn_0[0][0]                
__________________________________________________________________________________________________
normal_add_4_0 (Add)            (None, 42, 42, 168)  0           normal_left4_0[0][0]             
                                                                 normal_right4_0[0][0]            
__________________________________________________________________________________________________
normal_add_5_0 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
normal_concat_0 (Concatenate)   (None, 42, 42, 1008) 0           adjust_bn_0[0][0]                
                                                                 normal_add_1_0[0][0]             
                                                                 normal_add_2_0[0][0]             
                                                                 normal_add_3_0[0][0]             
                                                                 normal_add_4_0[0][0]             
                                                                 normal_add_5_0[0][0]             
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 42, 42, 336)  0           reduction_concat_stem_2[0][0]    
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 42, 42, 1008) 0           normal_concat_0[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_1 (Conv2 (None, 42, 42, 168)  56448       activation_34[0][0]              
__________________________________________________________________________________________________
normal_conv_1_1 (Conv2D)        (None, 42, 42, 168)  169344      activation_35[0][0]              
__________________________________________________________________________________________________
adjust_bn_1 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_1[0][0]   
__________________________________________________________________________________________________
normal_bn_1_1 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_1[0][0]            
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 42, 42, 168)  0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 42, 42, 168)  0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 42, 42, 168)  0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 42, 42, 168)  32424       activation_36[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_38[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 42, 42, 168)  32424       activation_40[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_42[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 42, 42, 168)  29736       activation_44[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_1[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_1[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_1[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_1[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_1[0
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 42, 42, 168)  32424       activation_37[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_39[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 42, 42, 168)  32424       activation_41[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_43[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 42, 42, 168)  29736       activation_45[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_1[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_1[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_1[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_1[
__________________________________________________________________________________________________
normal_left3_1 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
normal_left4_1 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
normal_right4_1 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_1[0
__________________________________________________________________________________________________
normal_add_1_1 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_1 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_1 (Add)            (None, 42, 42, 168)  0           normal_left3_1[0][0]             
                                                                 adjust_bn_1[0][0]                
__________________________________________________________________________________________________
normal_add_4_1 (Add)            (None, 42, 42, 168)  0           normal_left4_1[0][0]             
                                                                 normal_right4_1[0][0]            
__________________________________________________________________________________________________
normal_add_5_1 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
normal_concat_1 (Concatenate)   (None, 42, 42, 1008) 0           adjust_bn_1[0][0]                
                                                                 normal_add_1_1[0][0]             
                                                                 normal_add_2_1[0][0]             
                                                                 normal_add_3_1[0][0]             
                                                                 normal_add_4_1[0][0]             
                                                                 normal_add_5_1[0][0]             
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 42, 42, 1008) 0           normal_concat_0[0][0]            
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 42, 42, 1008) 0           normal_concat_1[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_2 (Conv2 (None, 42, 42, 168)  169344      activation_46[0][0]              
__________________________________________________________________________________________________
normal_conv_1_2 (Conv2D)        (None, 42, 42, 168)  169344      activation_47[0][0]              
__________________________________________________________________________________________________
adjust_bn_2 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_2[0][0]   
__________________________________________________________________________________________________
normal_bn_1_2 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_2[0][0]            
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 42, 42, 168)  0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 42, 42, 168)  0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 42, 42, 168)  0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_2 (None, 42, 42, 168)  32424       activation_48[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_50[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_2 (None, 42, 42, 168)  32424       activation_52[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_54[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_2 (None, 42, 42, 168)  29736       activation_56[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_2[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_2[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_2[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_2[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_2[0
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_2 (None, 42, 42, 168)  32424       activation_49[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_51[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_2 (None, 42, 42, 168)  32424       activation_53[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_55[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_2 (None, 42, 42, 168)  29736       activation_57[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_2[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_2[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_2[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_2[
__________________________________________________________________________________________________
normal_left3_2 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
normal_left4_2 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
normal_right4_2 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_2[0
__________________________________________________________________________________________________
normal_add_1_2 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_2 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_2 (Add)            (None, 42, 42, 168)  0           normal_left3_2[0][0]             
                                                                 adjust_bn_2[0][0]                
__________________________________________________________________________________________________
normal_add_4_2 (Add)            (None, 42, 42, 168)  0           normal_left4_2[0][0]             
                                                                 normal_right4_2[0][0]            
__________________________________________________________________________________________________
normal_add_5_2 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
normal_concat_2 (Concatenate)   (None, 42, 42, 1008) 0           adjust_bn_2[0][0]                
                                                                 normal_add_1_2[0][0]             
                                                                 normal_add_2_2[0][0]             
                                                                 normal_add_3_2[0][0]             
                                                                 normal_add_4_2[0][0]             
                                                                 normal_add_5_2[0][0]             
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 42, 42, 1008) 0           normal_concat_1[0][0]            
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 42, 42, 1008) 0           normal_concat_2[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_3 (Conv2 (None, 42, 42, 168)  169344      activation_58[0][0]              
__________________________________________________________________________________________________
normal_conv_1_3 (Conv2D)        (None, 42, 42, 168)  169344      activation_59[0][0]              
__________________________________________________________________________________________________
adjust_bn_3 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_3[0][0]   
__________________________________________________________________________________________________
normal_bn_1_3 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_3[0][0]            
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 42, 42, 168)  0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 42, 42, 168)  0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 42, 42, 168)  0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_3 (None, 42, 42, 168)  32424       activation_60[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_62[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_3 (None, 42, 42, 168)  32424       activation_64[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_66[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_3 (None, 42, 42, 168)  29736       activation_68[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_3[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_3[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_3[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_3[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_3[0
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_3 (None, 42, 42, 168)  32424       activation_61[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_63[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_3 (None, 42, 42, 168)  32424       activation_65[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_67[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_3 (None, 42, 42, 168)  29736       activation_69[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_3[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_3[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_3[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_3[
__________________________________________________________________________________________________
normal_left3_3 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
normal_left4_3 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
normal_right4_3 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_3[0
__________________________________________________________________________________________________
normal_add_1_3 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_3 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_3 (Add)            (None, 42, 42, 168)  0           normal_left3_3[0][0]             
                                                                 adjust_bn_3[0][0]                
__________________________________________________________________________________________________
normal_add_4_3 (Add)            (None, 42, 42, 168)  0           normal_left4_3[0][0]             
                                                                 normal_right4_3[0][0]            
__________________________________________________________________________________________________
normal_add_5_3 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
normal_concat_3 (Concatenate)   (None, 42, 42, 1008) 0           adjust_bn_3[0][0]                
                                                                 normal_add_1_3[0][0]             
                                                                 normal_add_2_3[0][0]             
                                                                 normal_add_3_3[0][0]             
                                                                 normal_add_4_3[0][0]             
                                                                 normal_add_5_3[0][0]             
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 42, 42, 1008) 0           normal_concat_2[0][0]            
__________________________________________________________________________________________________
activation_71 (Activation)      (None, 42, 42, 1008) 0           normal_concat_3[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_4 (Conv2 (None, 42, 42, 168)  169344      activation_70[0][0]              
__________________________________________________________________________________________________
normal_conv_1_4 (Conv2D)        (None, 42, 42, 168)  169344      activation_71[0][0]              
__________________________________________________________________________________________________
adjust_bn_4 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_4[0][0]   
__________________________________________________________________________________________________
normal_bn_1_4 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_4[0][0]            
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_4[0][0]              
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 42, 42, 168)  0           adjust_bn_4[0][0]                
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 42, 42, 168)  0           adjust_bn_4[0][0]                
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 42, 42, 168)  0           adjust_bn_4[0][0]                
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_4[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_4 (None, 42, 42, 168)  32424       activation_72[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_74[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_4 (None, 42, 42, 168)  32424       activation_76[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_78[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_4 (None, 42, 42, 168)  29736       activation_80[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_4[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_4[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_4[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_4[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_4[0
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_4 (None, 42, 42, 168)  32424       activation_73[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_75[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_4 (None, 42, 42, 168)  32424       activation_77[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_79[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_4 (None, 42, 42, 168)  29736       activation_81[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_4[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_4[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_4[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_4[
__________________________________________________________________________________________________
normal_left3_4 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_4[0][0]              
__________________________________________________________________________________________________
normal_left4_4 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_4[0][0]                
__________________________________________________________________________________________________
normal_right4_4 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_4[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_4[0
__________________________________________________________________________________________________
normal_add_1_4 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_4 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_4 (Add)            (None, 42, 42, 168)  0           normal_left3_4[0][0]             
                                                                 adjust_bn_4[0][0]                
__________________________________________________________________________________________________
normal_add_4_4 (Add)            (None, 42, 42, 168)  0           normal_left4_4[0][0]             
                                                                 normal_right4_4[0][0]            
__________________________________________________________________________________________________
normal_add_5_4 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_4[0][0]              
__________________________________________________________________________________________________
normal_concat_4 (Concatenate)   (None, 42, 42, 1008) 0           adjust_bn_4[0][0]                
                                                                 normal_add_1_4[0][0]             
                                                                 normal_add_2_4[0][0]             
                                                                 normal_add_3_4[0][0]             
                                                                 normal_add_4_4[0][0]             
                                                                 normal_add_5_4[0][0]             
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 42, 42, 1008) 0           normal_concat_3[0][0]            
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 42, 42, 1008) 0           normal_concat_4[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_5 (Conv2 (None, 42, 42, 168)  169344      activation_82[0][0]              
__________________________________________________________________________________________________
normal_conv_1_5 (Conv2D)        (None, 42, 42, 168)  169344      activation_83[0][0]              
__________________________________________________________________________________________________
adjust_bn_5 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_5[0][0]   
__________________________________________________________________________________________________
normal_bn_1_5 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_5[0][0]            
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 42, 42, 168)  0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 42, 42, 168)  0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 42, 42, 168)  0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_5 (None, 42, 42, 168)  32424       activation_84[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_86[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_5 (None, 42, 42, 168)  32424       activation_88[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_90[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_5 (None, 42, 42, 168)  29736       activation_92[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_5[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_5[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_5[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_5[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_5[0
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_93 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_5 (None, 42, 42, 168)  32424       activation_85[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_87[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_5 (None, 42, 42, 168)  32424       activation_89[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_91[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_5 (None, 42, 42, 168)  29736       activation_93[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_5[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_5[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_5[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_5[
__________________________________________________________________________________________________
normal_left3_5 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
normal_left4_5 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
normal_right4_5 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_5[0
__________________________________________________________________________________________________
normal_add_1_5 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_5 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_5 (Add)            (None, 42, 42, 168)  0           normal_left3_5[0][0]             
                                                                 adjust_bn_5[0][0]                
__________________________________________________________________________________________________
normal_add_4_5 (Add)            (None, 42, 42, 168)  0           normal_left4_5[0][0]             
                                                                 normal_right4_5[0][0]            
__________________________________________________________________________________________________
normal_add_5_5 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
normal_concat_5 (Concatenate)   (None, 42, 42, 1008) 0           adjust_bn_5[0][0]                
                                                                 normal_add_1_5[0][0]             
                                                                 normal_add_2_5[0][0]             
                                                                 normal_add_3_5[0][0]             
                                                                 normal_add_4_5[0][0]             
                                                                 normal_add_5_5[0][0]             
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 42, 42, 1008) 0           normal_concat_5[0][0]            
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 42, 42, 1008) 0           normal_concat_4[0][0]            
__________________________________________________________________________________________________
reduction_conv_1_reduce_6 (Conv (None, 42, 42, 336)  338688      activation_95[0][0]              
__________________________________________________________________________________________________
adjust_conv_projection_reduce_6 (None, 42, 42, 336)  338688      activation_94[0][0]              
__________________________________________________________________________________________________
reduction_bn_1_reduce_6 (BatchN (None, 42, 42, 336)  1344        reduction_conv_1_reduce_6[0][0]  
__________________________________________________________________________________________________
adjust_bn_reduce_6 (BatchNormal (None, 42, 42, 336)  1344        adjust_conv_projection_reduce_6[0
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 42, 42, 336)  0           reduction_bn_1_reduce_6[0][0]    
__________________________________________________________________________________________________
activation_98 (Activation)      (None, 42, 42, 336)  0           adjust_bn_reduce_6[0][0]         
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 21, 21, 336)  121296      activation_96[0][0]              
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 21, 21, 336)  129360      activation_98[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_97 (Activation)      (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_99 (Activation)      (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 21, 21, 336)  121296      activation_97[0][0]              
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 21, 21, 336)  129360      activation_99[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_100 (Activation)     (None, 42, 42, 336)  0           adjust_bn_reduce_6[0][0]         
__________________________________________________________________________________________________
reduction_add_1_reduce_6 (Add)  (None, 21, 21, 336)  0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 21, 21, 336)  129360      activation_100[0][0]             
__________________________________________________________________________________________________
activation_102 (Activation)     (None, 42, 42, 336)  0           adjust_bn_reduce_6[0][0]         
__________________________________________________________________________________________________
activation_104 (Activation)     (None, 21, 21, 336)  0           reduction_add_1_reduce_6[0][0]   
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 21, 21, 336)  121296      activation_102[0][0]             
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 21, 21, 336)  115920      activation_104[0][0]             
__________________________________________________________________________________________________
activation_101 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 21, 21, 336)  129360      activation_101[0][0]             
__________________________________________________________________________________________________
activation_103 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_6 (MaxPo (None, 21, 21, 336)  0           reduction_bn_1_reduce_6[0][0]    
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 21, 21, 336)  121296      activation_103[0][0]             
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 21, 21, 336)  115920      activation_105[0][0]             
__________________________________________________________________________________________________
adjust_relu_1_7 (Activation)    (None, 42, 42, 1008) 0           normal_concat_4[0][0]            
__________________________________________________________________________________________________
reduction_add_2_reduce_6 (Add)  (None, 21, 21, 336)  0           reduction_left2_reduce_6[0][0]   
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_reduce_6 (Avera (None, 21, 21, 336)  0           reduction_bn_1_reduce_6[0][0]    
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_reduce_6 (Avera (None, 21, 21, 336)  0           reduction_add_1_reduce_6[0][0]   
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_reduce_6 (MaxP (None, 21, 21, 336)  0           reduction_bn_1_reduce_6[0][0]    
__________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D (None, 43, 43, 1008) 0           adjust_relu_1_7[0][0]            
__________________________________________________________________________________________________
reduction_add3_reduce_6 (Add)   (None, 21, 21, 336)  0           reduction_left3_reduce_6[0][0]   
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_3 (Add)                     (None, 21, 21, 336)  0           reduction_add_2_reduce_6[0][0]   
                                                                 reduction_left4_reduce_6[0][0]   
__________________________________________________________________________________________________
reduction_add4_reduce_6 (Add)   (None, 21, 21, 336)  0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_reduce_6[0][0]  
__________________________________________________________________________________________________
cropping2d_3 (Cropping2D)       (None, 42, 42, 1008) 0           zero_padding2d_3[0][0]           
__________________________________________________________________________________________________
reduction_concat_reduce_6 (Conc (None, 21, 21, 1344) 0           reduction_add_2_reduce_6[0][0]   
                                                                 reduction_add3_reduce_6[0][0]    
                                                                 add_3[0][0]                      
                                                                 reduction_add4_reduce_6[0][0]    
__________________________________________________________________________________________________
adjust_avg_pool_1_7 (AveragePoo (None, 21, 21, 1008) 0           adjust_relu_1_7[0][0]            
__________________________________________________________________________________________________
adjust_avg_pool_2_7 (AveragePoo (None, 21, 21, 1008) 0           cropping2d_3[0][0]               
__________________________________________________________________________________________________
adjust_conv_1_7 (Conv2D)        (None, 21, 21, 168)  169344      adjust_avg_pool_1_7[0][0]        
__________________________________________________________________________________________________
adjust_conv_2_7 (Conv2D)        (None, 21, 21, 168)  169344      adjust_avg_pool_2_7[0][0]        
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 21, 21, 1344) 0           reduction_concat_reduce_6[0][0]  
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 21, 21, 336)  0           adjust_conv_1_7[0][0]            
                                                                 adjust_conv_2_7[0][0]            
__________________________________________________________________________________________________
normal_conv_1_7 (Conv2D)        (None, 21, 21, 336)  451584      activation_106[0][0]             
__________________________________________________________________________________________________
adjust_bn_7 (BatchNormalization (None, 21, 21, 336)  1344        concatenate_3[0][0]              
__________________________________________________________________________________________________
normal_bn_1_7 (BatchNormalizati (None, 21, 21, 336)  1344        normal_conv_1_7[0][0]            
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
activation_109 (Activation)     (None, 21, 21, 336)  0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
activation_111 (Activation)     (None, 21, 21, 336)  0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
activation_113 (Activation)     (None, 21, 21, 336)  0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
activation_115 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_7 (None, 21, 21, 336)  121296      activation_107[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_109[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_7 (None, 21, 21, 336)  121296      activation_111[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_113[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_7 (None, 21, 21, 336)  115920      activation_115[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_7[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_7[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_7[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_7[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_7[0
__________________________________________________________________________________________________
activation_108 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_110 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_112 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_114 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_116 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_7 (None, 21, 21, 336)  121296      activation_108[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_110[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_7 (None, 21, 21, 336)  121296      activation_112[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_114[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_7 (None, 21, 21, 336)  115920      activation_116[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_7[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_7[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_7[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_7[
__________________________________________________________________________________________________
normal_left3_7 (AveragePooling2 (None, 21, 21, 336)  0           normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
normal_left4_7 (AveragePooling2 (None, 21, 21, 336)  0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
normal_right4_7 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_7[0
__________________________________________________________________________________________________
normal_add_1_7 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_7 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_7 (Add)            (None, 21, 21, 336)  0           normal_left3_7[0][0]             
                                                                 adjust_bn_7[0][0]                
__________________________________________________________________________________________________
normal_add_4_7 (Add)            (None, 21, 21, 336)  0           normal_left4_7[0][0]             
                                                                 normal_right4_7[0][0]            
__________________________________________________________________________________________________
normal_add_5_7 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
normal_concat_7 (Concatenate)   (None, 21, 21, 2016) 0           adjust_bn_7[0][0]                
                                                                 normal_add_1_7[0][0]             
                                                                 normal_add_2_7[0][0]             
                                                                 normal_add_3_7[0][0]             
                                                                 normal_add_4_7[0][0]             
                                                                 normal_add_5_7[0][0]             
__________________________________________________________________________________________________
activation_117 (Activation)     (None, 21, 21, 1344) 0           reduction_concat_reduce_6[0][0]  
__________________________________________________________________________________________________
activation_118 (Activation)     (None, 21, 21, 2016) 0           normal_concat_7[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_8 (Conv2 (None, 21, 21, 336)  451584      activation_117[0][0]             
__________________________________________________________________________________________________
normal_conv_1_8 (Conv2D)        (None, 21, 21, 336)  677376      activation_118[0][0]             
__________________________________________________________________________________________________
adjust_bn_8 (BatchNormalization (None, 21, 21, 336)  1344        adjust_conv_projection_8[0][0]   
__________________________________________________________________________________________________
normal_bn_1_8 (BatchNormalizati (None, 21, 21, 336)  1344        normal_conv_1_8[0][0]            
__________________________________________________________________________________________________
activation_119 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
activation_121 (Activation)     (None, 21, 21, 336)  0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
activation_123 (Activation)     (None, 21, 21, 336)  0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
activation_125 (Activation)     (None, 21, 21, 336)  0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
activation_127 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_8 (None, 21, 21, 336)  121296      activation_119[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_121[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_8 (None, 21, 21, 336)  121296      activation_123[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_125[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_8 (None, 21, 21, 336)  115920      activation_127[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_8[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_8[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_8[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_8[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_8[0
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_122 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_124 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_126 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_128 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_8 (None, 21, 21, 336)  121296      activation_120[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_122[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_8 (None, 21, 21, 336)  121296      activation_124[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_126[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_8 (None, 21, 21, 336)  115920      activation_128[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_8[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_8[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_8[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_8[
__________________________________________________________________________________________________
normal_left3_8 (AveragePooling2 (None, 21, 21, 336)  0           normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
normal_left4_8 (AveragePooling2 (None, 21, 21, 336)  0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
normal_right4_8 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_8[0
__________________________________________________________________________________________________
normal_add_1_8 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_8 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_8 (Add)            (None, 21, 21, 336)  0           normal_left3_8[0][0]             
                                                                 adjust_bn_8[0][0]                
__________________________________________________________________________________________________
normal_add_4_8 (Add)            (None, 21, 21, 336)  0           normal_left4_8[0][0]             
                                                                 normal_right4_8[0][0]            
__________________________________________________________________________________________________
normal_add_5_8 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
normal_concat_8 (Concatenate)   (None, 21, 21, 2016) 0           adjust_bn_8[0][0]                
                                                                 normal_add_1_8[0][0]             
                                                                 normal_add_2_8[0][0]             
                                                                 normal_add_3_8[0][0]             
                                                                 normal_add_4_8[0][0]             
                                                                 normal_add_5_8[0][0]             
__________________________________________________________________________________________________
activation_129 (Activation)     (None, 21, 21, 2016) 0           normal_concat_7[0][0]            
__________________________________________________________________________________________________
activation_130 (Activation)     (None, 21, 21, 2016) 0           normal_concat_8[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_9 (Conv2 (None, 21, 21, 336)  677376      activation_129[0][0]             
__________________________________________________________________________________________________
normal_conv_1_9 (Conv2D)        (None, 21, 21, 336)  677376      activation_130[0][0]             
__________________________________________________________________________________________________
adjust_bn_9 (BatchNormalization (None, 21, 21, 336)  1344        adjust_conv_projection_9[0][0]   
__________________________________________________________________________________________________
normal_bn_1_9 (BatchNormalizati (None, 21, 21, 336)  1344        normal_conv_1_9[0][0]            
__________________________________________________________________________________________________
activation_131 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
activation_133 (Activation)     (None, 21, 21, 336)  0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
activation_135 (Activation)     (None, 21, 21, 336)  0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
activation_137 (Activation)     (None, 21, 21, 336)  0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
activation_139 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_9 (None, 21, 21, 336)  121296      activation_131[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_133[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_9 (None, 21, 21, 336)  121296      activation_135[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_137[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_9 (None, 21, 21, 336)  115920      activation_139[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_9[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_9[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_9[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_9[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_9[0
__________________________________________________________________________________________________
activation_132 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_134 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_136 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_138 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_140 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_9 (None, 21, 21, 336)  121296      activation_132[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_134[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_9 (None, 21, 21, 336)  121296      activation_136[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_138[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_9 (None, 21, 21, 336)  115920      activation_140[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_9[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_9[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_9[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_9[
__________________________________________________________________________________________________
normal_left3_9 (AveragePooling2 (None, 21, 21, 336)  0           normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
normal_left4_9 (AveragePooling2 (None, 21, 21, 336)  0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
normal_right4_9 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_9[0
__________________________________________________________________________________________________
normal_add_1_9 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_9 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_9 (Add)            (None, 21, 21, 336)  0           normal_left3_9[0][0]             
                                                                 adjust_bn_9[0][0]                
__________________________________________________________________________________________________
normal_add_4_9 (Add)            (None, 21, 21, 336)  0           normal_left4_9[0][0]             
                                                                 normal_right4_9[0][0]            
__________________________________________________________________________________________________
normal_add_5_9 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
normal_concat_9 (Concatenate)   (None, 21, 21, 2016) 0           adjust_bn_9[0][0]                
                                                                 normal_add_1_9[0][0]             
                                                                 normal_add_2_9[0][0]             
                                                                 normal_add_3_9[0][0]             
                                                                 normal_add_4_9[0][0]             
                                                                 normal_add_5_9[0][0]             
__________________________________________________________________________________________________
activation_141 (Activation)     (None, 21, 21, 2016) 0           normal_concat_8[0][0]            
__________________________________________________________________________________________________
activation_142 (Activation)     (None, 21, 21, 2016) 0           normal_concat_9[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_10 (Conv (None, 21, 21, 336)  677376      activation_141[0][0]             
__________________________________________________________________________________________________
normal_conv_1_10 (Conv2D)       (None, 21, 21, 336)  677376      activation_142[0][0]             
__________________________________________________________________________________________________
adjust_bn_10 (BatchNormalizatio (None, 21, 21, 336)  1344        adjust_conv_projection_10[0][0]  
__________________________________________________________________________________________________
normal_bn_1_10 (BatchNormalizat (None, 21, 21, 336)  1344        normal_conv_1_10[0][0]           
__________________________________________________________________________________________________
activation_143 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
activation_145 (Activation)     (None, 21, 21, 336)  0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
activation_147 (Activation)     (None, 21, 21, 336)  0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
activation_149 (Activation)     (None, 21, 21, 336)  0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
activation_151 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 21, 21, 336)  121296      activation_143[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_145[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 21, 21, 336)  121296      activation_147[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_149[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 21, 21, 336)  115920      activation_151[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_10[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_10
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_10[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_10
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_10[
__________________________________________________________________________________________________
activation_144 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_146 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_148 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_150 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_152 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 21, 21, 336)  121296      activation_144[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_146[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 21, 21, 336)  121296      activation_148[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_150[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 21, 21, 336)  115920      activation_152[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_10[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_10
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_10[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_10
__________________________________________________________________________________________________
normal_left3_10 (AveragePooling (None, 21, 21, 336)  0           normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
normal_left4_10 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
normal_right4_10 (AveragePoolin (None, 21, 21, 336)  0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_10[
__________________________________________________________________________________________________
normal_add_1_10 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_10 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_10 (Add)           (None, 21, 21, 336)  0           normal_left3_10[0][0]            
                                                                 adjust_bn_10[0][0]               
__________________________________________________________________________________________________
normal_add_4_10 (Add)           (None, 21, 21, 336)  0           normal_left4_10[0][0]            
                                                                 normal_right4_10[0][0]           
__________________________________________________________________________________________________
normal_add_5_10 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
normal_concat_10 (Concatenate)  (None, 21, 21, 2016) 0           adjust_bn_10[0][0]               
                                                                 normal_add_1_10[0][0]            
                                                                 normal_add_2_10[0][0]            
                                                                 normal_add_3_10[0][0]            
                                                                 normal_add_4_10[0][0]            
                                                                 normal_add_5_10[0][0]            
__________________________________________________________________________________________________
activation_153 (Activation)     (None, 21, 21, 2016) 0           normal_concat_9[0][0]            
__________________________________________________________________________________________________
activation_154 (Activation)     (None, 21, 21, 2016) 0           normal_concat_10[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_11 (Conv (None, 21, 21, 336)  677376      activation_153[0][0]             
__________________________________________________________________________________________________
normal_conv_1_11 (Conv2D)       (None, 21, 21, 336)  677376      activation_154[0][0]             
__________________________________________________________________________________________________
adjust_bn_11 (BatchNormalizatio (None, 21, 21, 336)  1344        adjust_conv_projection_11[0][0]  
__________________________________________________________________________________________________
normal_bn_1_11 (BatchNormalizat (None, 21, 21, 336)  1344        normal_conv_1_11[0][0]           
__________________________________________________________________________________________________
activation_155 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
activation_157 (Activation)     (None, 21, 21, 336)  0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
activation_159 (Activation)     (None, 21, 21, 336)  0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
activation_161 (Activation)     (None, 21, 21, 336)  0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
activation_163 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 21, 21, 336)  121296      activation_155[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_157[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 21, 21, 336)  121296      activation_159[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_161[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 21, 21, 336)  115920      activation_163[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_11[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_11
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_11[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_11
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_11[
__________________________________________________________________________________________________
activation_156 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_158 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_160 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_162 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_164 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 21, 21, 336)  121296      activation_156[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_158[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 21, 21, 336)  121296      activation_160[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_162[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 21, 21, 336)  115920      activation_164[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_11[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_11
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_11[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_11
__________________________________________________________________________________________________
normal_left3_11 (AveragePooling (None, 21, 21, 336)  0           normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
normal_left4_11 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
normal_right4_11 (AveragePoolin (None, 21, 21, 336)  0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_11[
__________________________________________________________________________________________________
normal_add_1_11 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_11 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_11 (Add)           (None, 21, 21, 336)  0           normal_left3_11[0][0]            
                                                                 adjust_bn_11[0][0]               
__________________________________________________________________________________________________
normal_add_4_11 (Add)           (None, 21, 21, 336)  0           normal_left4_11[0][0]            
                                                                 normal_right4_11[0][0]           
__________________________________________________________________________________________________
normal_add_5_11 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
normal_concat_11 (Concatenate)  (None, 21, 21, 2016) 0           adjust_bn_11[0][0]               
                                                                 normal_add_1_11[0][0]            
                                                                 normal_add_2_11[0][0]            
                                                                 normal_add_3_11[0][0]            
                                                                 normal_add_4_11[0][0]            
                                                                 normal_add_5_11[0][0]            
__________________________________________________________________________________________________
activation_165 (Activation)     (None, 21, 21, 2016) 0           normal_concat_10[0][0]           
__________________________________________________________________________________________________
activation_166 (Activation)     (None, 21, 21, 2016) 0           normal_concat_11[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_12 (Conv (None, 21, 21, 336)  677376      activation_165[0][0]             
__________________________________________________________________________________________________
normal_conv_1_12 (Conv2D)       (None, 21, 21, 336)  677376      activation_166[0][0]             
__________________________________________________________________________________________________
adjust_bn_12 (BatchNormalizatio (None, 21, 21, 336)  1344        adjust_conv_projection_12[0][0]  
__________________________________________________________________________________________________
normal_bn_1_12 (BatchNormalizat (None, 21, 21, 336)  1344        normal_conv_1_12[0][0]           
__________________________________________________________________________________________________
activation_167 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
activation_169 (Activation)     (None, 21, 21, 336)  0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
activation_171 (Activation)     (None, 21, 21, 336)  0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
activation_173 (Activation)     (None, 21, 21, 336)  0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
activation_175 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 21, 21, 336)  121296      activation_167[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_169[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 21, 21, 336)  121296      activation_171[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_173[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 21, 21, 336)  115920      activation_175[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_12[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_12
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_12[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_12
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_12[
__________________________________________________________________________________________________
activation_168 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_170 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_172 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_174 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_176 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 21, 21, 336)  121296      activation_168[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_170[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 21, 21, 336)  121296      activation_172[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_174[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 21, 21, 336)  115920      activation_176[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_12[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_12
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_12[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_12
__________________________________________________________________________________________________
normal_left3_12 (AveragePooling (None, 21, 21, 336)  0           normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
normal_left4_12 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
normal_right4_12 (AveragePoolin (None, 21, 21, 336)  0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_12[
__________________________________________________________________________________________________
normal_add_1_12 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_12 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_12 (Add)           (None, 21, 21, 336)  0           normal_left3_12[0][0]            
                                                                 adjust_bn_12[0][0]               
__________________________________________________________________________________________________
normal_add_4_12 (Add)           (None, 21, 21, 336)  0           normal_left4_12[0][0]            
                                                                 normal_right4_12[0][0]           
__________________________________________________________________________________________________
normal_add_5_12 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
normal_concat_12 (Concatenate)  (None, 21, 21, 2016) 0           adjust_bn_12[0][0]               
                                                                 normal_add_1_12[0][0]            
                                                                 normal_add_2_12[0][0]            
                                                                 normal_add_3_12[0][0]            
                                                                 normal_add_4_12[0][0]            
                                                                 normal_add_5_12[0][0]            
__________________________________________________________________________________________________
activation_178 (Activation)     (None, 21, 21, 2016) 0           normal_concat_12[0][0]           
__________________________________________________________________________________________________
activation_177 (Activation)     (None, 21, 21, 2016) 0           normal_concat_11[0][0]           
__________________________________________________________________________________________________
reduction_conv_1_reduce_12 (Con (None, 21, 21, 672)  1354752     activation_178[0][0]             
__________________________________________________________________________________________________
adjust_conv_projection_reduce_1 (None, 21, 21, 672)  1354752     activation_177[0][0]             
__________________________________________________________________________________________________
reduction_bn_1_reduce_12 (Batch (None, 21, 21, 672)  2688        reduction_conv_1_reduce_12[0][0] 
__________________________________________________________________________________________________
adjust_bn_reduce_12 (BatchNorma (None, 21, 21, 672)  2688        adjust_conv_projection_reduce_12[
__________________________________________________________________________________________________
activation_179 (Activation)     (None, 21, 21, 672)  0           reduction_bn_1_reduce_12[0][0]   
__________________________________________________________________________________________________
activation_181 (Activation)     (None, 21, 21, 672)  0           adjust_bn_reduce_12[0][0]        
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 11, 11, 672)  468384      activation_179[0][0]             
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 11, 11, 672)  484512      activation_181[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_180 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_182 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 11, 11, 672)  468384      activation_180[0][0]             
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 11, 11, 672)  484512      activation_182[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_183 (Activation)     (None, 21, 21, 672)  0           adjust_bn_reduce_12[0][0]        
__________________________________________________________________________________________________
reduction_add_1_reduce_12 (Add) (None, 11, 11, 672)  0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 11, 11, 672)  484512      activation_183[0][0]             
__________________________________________________________________________________________________
activation_185 (Activation)     (None, 21, 21, 672)  0           adjust_bn_reduce_12[0][0]        
__________________________________________________________________________________________________
activation_187 (Activation)     (None, 11, 11, 672)  0           reduction_add_1_reduce_12[0][0]  
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 11, 11, 672)  468384      activation_185[0][0]             
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 11, 11, 672)  457632      activation_187[0][0]             
__________________________________________________________________________________________________
activation_184 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 11, 11, 672)  484512      activation_184[0][0]             
__________________________________________________________________________________________________
activation_186 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_188 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_12 (MaxP (None, 11, 11, 672)  0           reduction_bn_1_reduce_12[0][0]   
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 11, 11, 672)  468384      activation_186[0][0]             
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 11, 11, 672)  457632      activation_188[0][0]             
__________________________________________________________________________________________________
adjust_relu_1_13 (Activation)   (None, 21, 21, 2016) 0           normal_concat_11[0][0]           
__________________________________________________________________________________________________
reduction_add_2_reduce_12 (Add) (None, 11, 11, 672)  0           reduction_left2_reduce_12[0][0]  
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_reduce_12 (Aver (None, 11, 11, 672)  0           reduction_bn_1_reduce_12[0][0]   
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_reduce_12 (Aver (None, 11, 11, 672)  0           reduction_add_1_reduce_12[0][0]  
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_reduce_12 (Max (None, 11, 11, 672)  0           reduction_bn_1_reduce_12[0][0]   
__________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D (None, 22, 22, 2016) 0           adjust_relu_1_13[0][0]           
__________________________________________________________________________________________________
reduction_add3_reduce_12 (Add)  (None, 11, 11, 672)  0           reduction_left3_reduce_12[0][0]  
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_4 (Add)                     (None, 11, 11, 672)  0           reduction_add_2_reduce_12[0][0]  
                                                                 reduction_left4_reduce_12[0][0]  
__________________________________________________________________________________________________
reduction_add4_reduce_12 (Add)  (None, 11, 11, 672)  0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_reduce_12[0][0] 
__________________________________________________________________________________________________
cropping2d_4 (Cropping2D)       (None, 21, 21, 2016) 0           zero_padding2d_4[0][0]           
__________________________________________________________________________________________________
reduction_concat_reduce_12 (Con (None, 11, 11, 2688) 0           reduction_add_2_reduce_12[0][0]  
                                                                 reduction_add3_reduce_12[0][0]   
                                                                 add_4[0][0]                      
                                                                 reduction_add4_reduce_12[0][0]   
__________________________________________________________________________________________________
adjust_avg_pool_1_13 (AveragePo (None, 11, 11, 2016) 0           adjust_relu_1_13[0][0]           
__________________________________________________________________________________________________
adjust_avg_pool_2_13 (AveragePo (None, 11, 11, 2016) 0           cropping2d_4[0][0]               
__________________________________________________________________________________________________
adjust_conv_1_13 (Conv2D)       (None, 11, 11, 336)  677376      adjust_avg_pool_1_13[0][0]       
__________________________________________________________________________________________________
adjust_conv_2_13 (Conv2D)       (None, 11, 11, 336)  677376      adjust_avg_pool_2_13[0][0]       
__________________________________________________________________________________________________
activation_189 (Activation)     (None, 11, 11, 2688) 0           reduction_concat_reduce_12[0][0] 
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 11, 11, 672)  0           adjust_conv_1_13[0][0]           
                                                                 adjust_conv_2_13[0][0]           
__________________________________________________________________________________________________
normal_conv_1_13 (Conv2D)       (None, 11, 11, 672)  1806336     activation_189[0][0]             
__________________________________________________________________________________________________
adjust_bn_13 (BatchNormalizatio (None, 11, 11, 672)  2688        concatenate_4[0][0]              
__________________________________________________________________________________________________
normal_bn_1_13 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_13[0][0]           
__________________________________________________________________________________________________
activation_190 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_13[0][0]             
__________________________________________________________________________________________________
activation_192 (Activation)     (None, 11, 11, 672)  0           adjust_bn_13[0][0]               
__________________________________________________________________________________________________
activation_194 (Activation)     (None, 11, 11, 672)  0           adjust_bn_13[0][0]               
__________________________________________________________________________________________________
activation_196 (Activation)     (None, 11, 11, 672)  0           adjust_bn_13[0][0]               
__________________________________________________________________________________________________
activation_198 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_13[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_190[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_192[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_194[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_196[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_198[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_13[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_13
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_13[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_13
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_13[
__________________________________________________________________________________________________
activation_191 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_193 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_195 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_197 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_199 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_191[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_193[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_195[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_197[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_199[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_13[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_13
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_13[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_13
__________________________________________________________________________________________________
normal_left3_13 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_13[0][0]             
__________________________________________________________________________________________________
normal_left4_13 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_13[0][0]               
__________________________________________________________________________________________________
normal_right4_13 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_13[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_13[
__________________________________________________________________________________________________
normal_add_1_13 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_13 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_13 (Add)           (None, 11, 11, 672)  0           normal_left3_13[0][0]            
                                                                 adjust_bn_13[0][0]               
__________________________________________________________________________________________________
normal_add_4_13 (Add)           (None, 11, 11, 672)  0           normal_left4_13[0][0]            
                                                                 normal_right4_13[0][0]           
__________________________________________________________________________________________________
normal_add_5_13 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_13[0][0]             
__________________________________________________________________________________________________
normal_concat_13 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_13[0][0]               
                                                                 normal_add_1_13[0][0]            
                                                                 normal_add_2_13[0][0]            
                                                                 normal_add_3_13[0][0]            
                                                                 normal_add_4_13[0][0]            
                                                                 normal_add_5_13[0][0]            
__________________________________________________________________________________________________
activation_200 (Activation)     (None, 11, 11, 2688) 0           reduction_concat_reduce_12[0][0] 
__________________________________________________________________________________________________
activation_201 (Activation)     (None, 11, 11, 4032) 0           normal_concat_13[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_14 (Conv (None, 11, 11, 672)  1806336     activation_200[0][0]             
__________________________________________________________________________________________________
normal_conv_1_14 (Conv2D)       (None, 11, 11, 672)  2709504     activation_201[0][0]             
__________________________________________________________________________________________________
adjust_bn_14 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_14[0][0]  
__________________________________________________________________________________________________
normal_bn_1_14 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_14[0][0]           
__________________________________________________________________________________________________
activation_202 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_14[0][0]             
__________________________________________________________________________________________________
activation_204 (Activation)     (None, 11, 11, 672)  0           adjust_bn_14[0][0]               
__________________________________________________________________________________________________
activation_206 (Activation)     (None, 11, 11, 672)  0           adjust_bn_14[0][0]               
__________________________________________________________________________________________________
activation_208 (Activation)     (None, 11, 11, 672)  0           adjust_bn_14[0][0]               
__________________________________________________________________________________________________
activation_210 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_14[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_202[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_204[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_206[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_208[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_210[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_14[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_14
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_14[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_14
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_14[
__________________________________________________________________________________________________
activation_203 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_205 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_207 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_209 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_211 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_203[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_205[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_207[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_209[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_211[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_14[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_14
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_14[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_14
__________________________________________________________________________________________________
normal_left3_14 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_14[0][0]             
__________________________________________________________________________________________________
normal_left4_14 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_14[0][0]               
__________________________________________________________________________________________________
normal_right4_14 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_14[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_14[
__________________________________________________________________________________________________
normal_add_1_14 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_14 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_14 (Add)           (None, 11, 11, 672)  0           normal_left3_14[0][0]            
                                                                 adjust_bn_14[0][0]               
__________________________________________________________________________________________________
normal_add_4_14 (Add)           (None, 11, 11, 672)  0           normal_left4_14[0][0]            
                                                                 normal_right4_14[0][0]           
__________________________________________________________________________________________________
normal_add_5_14 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_14[0][0]             
__________________________________________________________________________________________________
normal_concat_14 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_14[0][0]               
                                                                 normal_add_1_14[0][0]            
                                                                 normal_add_2_14[0][0]            
                                                                 normal_add_3_14[0][0]            
                                                                 normal_add_4_14[0][0]            
                                                                 normal_add_5_14[0][0]            
__________________________________________________________________________________________________
activation_212 (Activation)     (None, 11, 11, 4032) 0           normal_concat_13[0][0]           
__________________________________________________________________________________________________
activation_213 (Activation)     (None, 11, 11, 4032) 0           normal_concat_14[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_15 (Conv (None, 11, 11, 672)  2709504     activation_212[0][0]             
__________________________________________________________________________________________________
normal_conv_1_15 (Conv2D)       (None, 11, 11, 672)  2709504     activation_213[0][0]             
__________________________________________________________________________________________________
adjust_bn_15 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_15[0][0]  
__________________________________________________________________________________________________
normal_bn_1_15 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_15[0][0]           
__________________________________________________________________________________________________
activation_214 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_15[0][0]             
__________________________________________________________________________________________________
activation_216 (Activation)     (None, 11, 11, 672)  0           adjust_bn_15[0][0]               
__________________________________________________________________________________________________
activation_218 (Activation)     (None, 11, 11, 672)  0           adjust_bn_15[0][0]               
__________________________________________________________________________________________________
activation_220 (Activation)     (None, 11, 11, 672)  0           adjust_bn_15[0][0]               
__________________________________________________________________________________________________
activation_222 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_15[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_214[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_216[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_218[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_220[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_222[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_15[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_15
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_15[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_15
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_15[
__________________________________________________________________________________________________
activation_215 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_217 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_219 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_221 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_223 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_215[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_217[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_219[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_221[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_223[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_15[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_15
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_15[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_15
__________________________________________________________________________________________________
normal_left3_15 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_15[0][0]             
__________________________________________________________________________________________________
normal_left4_15 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_15[0][0]               
__________________________________________________________________________________________________
normal_right4_15 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_15[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_15[
__________________________________________________________________________________________________
normal_add_1_15 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_15 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_15 (Add)           (None, 11, 11, 672)  0           normal_left3_15[0][0]            
                                                                 adjust_bn_15[0][0]               
__________________________________________________________________________________________________
normal_add_4_15 (Add)           (None, 11, 11, 672)  0           normal_left4_15[0][0]            
                                                                 normal_right4_15[0][0]           
__________________________________________________________________________________________________
normal_add_5_15 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_15[0][0]             
__________________________________________________________________________________________________
normal_concat_15 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_15[0][0]               
                                                                 normal_add_1_15[0][0]            
                                                                 normal_add_2_15[0][0]            
                                                                 normal_add_3_15[0][0]            
                                                                 normal_add_4_15[0][0]            
                                                                 normal_add_5_15[0][0]            
__________________________________________________________________________________________________
activation_224 (Activation)     (None, 11, 11, 4032) 0           normal_concat_14[0][0]           
__________________________________________________________________________________________________
activation_225 (Activation)     (None, 11, 11, 4032) 0           normal_concat_15[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_16 (Conv (None, 11, 11, 672)  2709504     activation_224[0][0]             
__________________________________________________________________________________________________
normal_conv_1_16 (Conv2D)       (None, 11, 11, 672)  2709504     activation_225[0][0]             
__________________________________________________________________________________________________
adjust_bn_16 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_16[0][0]  
__________________________________________________________________________________________________
normal_bn_1_16 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_16[0][0]           
__________________________________________________________________________________________________
activation_226 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_16[0][0]             
__________________________________________________________________________________________________
activation_228 (Activation)     (None, 11, 11, 672)  0           adjust_bn_16[0][0]               
__________________________________________________________________________________________________
activation_230 (Activation)     (None, 11, 11, 672)  0           adjust_bn_16[0][0]               
__________________________________________________________________________________________________
activation_232 (Activation)     (None, 11, 11, 672)  0           adjust_bn_16[0][0]               
__________________________________________________________________________________________________
activation_234 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_16[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_226[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_228[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_230[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_232[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_234[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_16[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_16
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_16[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_16
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_16[
__________________________________________________________________________________________________
activation_227 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_229 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_231 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_233 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_235 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_227[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_229[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_231[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_233[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_235[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_16[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_16
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_16[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_16
__________________________________________________________________________________________________
normal_left3_16 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_16[0][0]             
__________________________________________________________________________________________________
normal_left4_16 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_16[0][0]               
__________________________________________________________________________________________________
normal_right4_16 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_16[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_16[
__________________________________________________________________________________________________
normal_add_1_16 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_16 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_16 (Add)           (None, 11, 11, 672)  0           normal_left3_16[0][0]            
                                                                 adjust_bn_16[0][0]               
__________________________________________________________________________________________________
normal_add_4_16 (Add)           (None, 11, 11, 672)  0           normal_left4_16[0][0]            
                                                                 normal_right4_16[0][0]           
__________________________________________________________________________________________________
normal_add_5_16 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_16[0][0]             
__________________________________________________________________________________________________
normal_concat_16 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_16[0][0]               
                                                                 normal_add_1_16[0][0]            
                                                                 normal_add_2_16[0][0]            
                                                                 normal_add_3_16[0][0]            
                                                                 normal_add_4_16[0][0]            
                                                                 normal_add_5_16[0][0]            
__________________________________________________________________________________________________
activation_236 (Activation)     (None, 11, 11, 4032) 0           normal_concat_15[0][0]           
__________________________________________________________________________________________________
activation_237 (Activation)     (None, 11, 11, 4032) 0           normal_concat_16[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_17 (Conv (None, 11, 11, 672)  2709504     activation_236[0][0]             
__________________________________________________________________________________________________
normal_conv_1_17 (Conv2D)       (None, 11, 11, 672)  2709504     activation_237[0][0]             
__________________________________________________________________________________________________
adjust_bn_17 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_17[0][0]  
__________________________________________________________________________________________________
normal_bn_1_17 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_17[0][0]           
__________________________________________________________________________________________________
activation_238 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_17[0][0]             
__________________________________________________________________________________________________
activation_240 (Activation)     (None, 11, 11, 672)  0           adjust_bn_17[0][0]               
__________________________________________________________________________________________________
activation_242 (Activation)     (None, 11, 11, 672)  0           adjust_bn_17[0][0]               
__________________________________________________________________________________________________
activation_244 (Activation)     (None, 11, 11, 672)  0           adjust_bn_17[0][0]               
__________________________________________________________________________________________________
activation_246 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_17[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_238[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_240[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_242[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_244[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_246[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_17[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_17
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_17[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_17
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_17[
__________________________________________________________________________________________________
activation_239 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_241 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_243 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_245 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_247 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_239[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_241[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_243[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_245[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_247[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_17[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_17
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_17[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_17
__________________________________________________________________________________________________
normal_left3_17 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_17[0][0]             
__________________________________________________________________________________________________
normal_left4_17 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_17[0][0]               
__________________________________________________________________________________________________
normal_right4_17 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_17[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_17[
__________________________________________________________________________________________________
normal_add_1_17 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_17 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_17 (Add)           (None, 11, 11, 672)  0           normal_left3_17[0][0]            
                                                                 adjust_bn_17[0][0]               
__________________________________________________________________________________________________
normal_add_4_17 (Add)           (None, 11, 11, 672)  0           normal_left4_17[0][0]            
                                                                 normal_right4_17[0][0]           
__________________________________________________________________________________________________
normal_add_5_17 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_17[0][0]             
__________________________________________________________________________________________________
normal_concat_17 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_17[0][0]               
                                                                 normal_add_1_17[0][0]            
                                                                 normal_add_2_17[0][0]            
                                                                 normal_add_3_17[0][0]            
                                                                 normal_add_4_17[0][0]            
                                                                 normal_add_5_17[0][0]            
__________________________________________________________________________________________________
activation_248 (Activation)     (None, 11, 11, 4032) 0           normal_concat_16[0][0]           
__________________________________________________________________________________________________
activation_249 (Activation)     (None, 11, 11, 4032) 0           normal_concat_17[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_18 (Conv (None, 11, 11, 672)  2709504     activation_248[0][0]             
__________________________________________________________________________________________________
normal_conv_1_18 (Conv2D)       (None, 11, 11, 672)  2709504     activation_249[0][0]             
__________________________________________________________________________________________________
adjust_bn_18 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_18[0][0]  
__________________________________________________________________________________________________
normal_bn_1_18 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_18[0][0]           
__________________________________________________________________________________________________
activation_250 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_18[0][0]             
__________________________________________________________________________________________________
activation_252 (Activation)     (None, 11, 11, 672)  0           adjust_bn_18[0][0]               
__________________________________________________________________________________________________
activation_254 (Activation)     (None, 11, 11, 672)  0           adjust_bn_18[0][0]               
__________________________________________________________________________________________________
activation_256 (Activation)     (None, 11, 11, 672)  0           adjust_bn_18[0][0]               
__________________________________________________________________________________________________
activation_258 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_18[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_250[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_252[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_254[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_256[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_258[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_18[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_18
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_18[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_18
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_18[
__________________________________________________________________________________________________
activation_251 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_253 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_255 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_257 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_259 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_251[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_253[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_255[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_257[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_259[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_18[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_18
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_18[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_18
__________________________________________________________________________________________________
normal_left3_18 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_18[0][0]             
__________________________________________________________________________________________________
normal_left4_18 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_18[0][0]               
__________________________________________________________________________________________________
normal_right4_18 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_18[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_18[
__________________________________________________________________________________________________
normal_add_1_18 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_18 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_18 (Add)           (None, 11, 11, 672)  0           normal_left3_18[0][0]            
                                                                 adjust_bn_18[0][0]               
__________________________________________________________________________________________________
normal_add_4_18 (Add)           (None, 11, 11, 672)  0           normal_left4_18[0][0]            
                                                                 normal_right4_18[0][0]           
__________________________________________________________________________________________________
normal_add_5_18 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_18[0][0]             
__________________________________________________________________________________________________
normal_concat_18 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_18[0][0]               
                                                                 normal_add_1_18[0][0]            
                                                                 normal_add_2_18[0][0]            
                                                                 normal_add_3_18[0][0]            
                                                                 normal_add_4_18[0][0]            
                                                                 normal_add_5_18[0][0]            
__________________________________________________________________________________________________
activation_260 (Activation)     (None, 11, 11, 4032) 0           normal_concat_18[0][0]           
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 4032)         0           activation_260[0][0]             
__________________________________________________________________________________________________
predictions (Dense)             (None, 1000)         4033000     global_average_pooling2d_1[0][0] 
==================================================================================================
Total params: 88,949,818
Trainable params: 88,753,150
Non-trainable params: 196,668
__________________________________________________________________________________________________

モデル一覧


https://keras.io/ja/applicationsより

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Google Colaboratoryで保存したKerasのモデルを読み込むとValueError... Google Colaboratory(Colab)上のKerasでh5形式で保存したモデルをダウンロードして、load_modelすると「TypeError: ('Keyword argument not understood:', 'data_format')」とエラーが発生して読み込めないこ...
TensorFlow/Kerasでグラム行列(テンソル)を計算する方法... TensorFlowで分散や共分散が絡む演算を定義していると、グラム行列を計算する必要が出てくることがあります。行列はまだよくてもテンソルのグラム行列はどう計算するでしょうか?今回はテンソルの共分散計算に行く前に、その前提のテンソルのグラム行列の計算から見ていきます。 グラム行列とは 名前は仰...
ニューラル協調フィルタリングで特徴量抽出して、アニメ同士の足し算・引き算をやってみる... Qiitaからお引越しテスト。Qiitaの記事では、ニューラル協調フィルタリングでMyAnimeListのレコメンドデータから、アニメの作品単位の特徴量抽出を行い、クラスタリングの手法を用いて、アニメを10個のグループに分類しました。この記事では、同様に抽出した特徴量を用いて、Word2Vecの...
Google ColabのTPU環境でmodel.fitのhistoryが消える現象... Google ColabのTPU環境でmodel.fitしたときに、通常の環境で得られるhistory(誤差や精度のログ)が消えていることがあります。その対応法を示します。 原因はTPU用のモデルに変換したから まず結論からいうとこの現象はCPU/GPU環境では再発しません。TPU環境特有の現...
PCA Color Augmentationを拡張してTensorFlow/Keras向けに実装した... PCA Color AugmentationはAlexNetの論文に示された画像向けのData Augmentationですが、画像用だけではなく、テンソルの固有値分解をすることで構造化データに対しても使えるようにしてみました。これの解説と効果を書きます。 リポジトリ こちら https://...

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