こしあん
2018-07-21

Kerasに組み込まれているNASNet(Mobile)の実装

NASNet Mobileのsummary

__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            (None, 224, 224, 3)  0                                            
__________________________________________________________________________________________________
stem_conv1 (Conv2D)             (None, 111, 111, 32) 864         input_1[0][0]                    
__________________________________________________________________________________________________
stem_bn1 (BatchNormalization)   (None, 111, 111, 32) 128         stem_conv1[0][0]                 
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 111, 111, 32) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
reduction_conv_1_stem_1 (Conv2D (None, 111, 111, 11) 352         activation_1[0][0]               
__________________________________________________________________________________________________
reduction_bn_1_stem_1 (BatchNor (None, 111, 111, 11) 44          reduction_conv_1_stem_1[0][0]    
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 111, 111, 11) 0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 111, 111, 32) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 56, 56, 11)   396         activation_2[0][0]               
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 56, 56, 11)   1920        activation_4[0][0]               
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 56, 56, 11)   396         activation_3[0][0]               
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11)   660         activation_5[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 111, 111, 32) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
reduction_add_1_stem_1 (Add)    (None, 56, 56, 11)   0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 56, 56, 11)   1920        activation_6[0][0]               
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 111, 111, 32) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 56, 56, 11)   0           reduction_add_1_stem_1[0][0]     
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 56, 56, 11)   1152        activation_8[0][0]               
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 56, 56, 11)   220         activation_10[0][0]              
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11)   660         activation_7[0][0]               
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_1 (MaxPool (None, 56, 56, 11)   0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11)   396         activation_9[0][0]               
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 56, 56, 11)   220         activation_11[0][0]              
__________________________________________________________________________________________________
adjust_relu_1_stem_2 (Activatio (None, 111, 111, 32) 0           stem_bn1[0][0]                   
__________________________________________________________________________________________________
reduction_add_2_stem_1 (Add)    (None, 56, 56, 11)   0           reduction_left2_stem_1[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_stem_1 (Average (None, 56, 56, 11)   0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_stem_1 (Average (None, 56, 56, 11)   0           reduction_add_1_stem_1[0][0]     
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_stem_1 (MaxPoo (None, 56, 56, 11)   0           reduction_bn_1_stem_1[0][0]      
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 112, 112, 32) 0           adjust_relu_1_stem_2[0][0]       
__________________________________________________________________________________________________
reduction_add3_stem_1 (Add)     (None, 56, 56, 11)   0           reduction_left3_stem_1[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_1 (Add)                     (None, 56, 56, 11)   0           reduction_add_2_stem_1[0][0]     
                                                                 reduction_left4_stem_1[0][0]     
__________________________________________________________________________________________________
reduction_add4_stem_1 (Add)     (None, 56, 56, 11)   0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_stem_1[0][0]    
__________________________________________________________________________________________________
cropping2d_1 (Cropping2D)       (None, 111, 111, 32) 0           zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
reduction_concat_stem_1 (Concat (None, 56, 56, 44)   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, 56, 56, 32)   0           adjust_relu_1_stem_2[0][0]       
__________________________________________________________________________________________________
adjust_avg_pool_2_stem_2 (Avera (None, 56, 56, 32)   0           cropping2d_1[0][0]               
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 56, 56, 44)   0           reduction_concat_stem_1[0][0]    
__________________________________________________________________________________________________
adjust_conv_1_stem_2 (Conv2D)   (None, 56, 56, 11)   352         adjust_avg_pool_1_stem_2[0][0]   
__________________________________________________________________________________________________
adjust_conv_2_stem_2 (Conv2D)   (None, 56, 56, 11)   352         adjust_avg_pool_2_stem_2[0][0]   
__________________________________________________________________________________________________
reduction_conv_1_stem_2 (Conv2D (None, 56, 56, 22)   968         activation_12[0][0]              
__________________________________________________________________________________________________
concatenate_1 (Concatenate)     (None, 56, 56, 22)   0           adjust_conv_1_stem_2[0][0]       
                                                                 adjust_conv_2_stem_2[0][0]       
__________________________________________________________________________________________________
reduction_bn_1_stem_2 (BatchNor (None, 56, 56, 22)   88          reduction_conv_1_stem_2[0][0]    
__________________________________________________________________________________________________
adjust_bn_stem_2 (BatchNormaliz (None, 56, 56, 22)   88          concatenate_1[0][0]              
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 56, 56, 22)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 56, 56, 22)   0           adjust_bn_stem_2[0][0]           
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 28, 28, 22)   1034        activation_13[0][0]              
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 28, 28, 22)   1562        activation_15[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 28, 28, 22)   1034        activation_14[0][0]              
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22)   1562        activation_16[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 56, 56, 22)   0           adjust_bn_stem_2[0][0]           
__________________________________________________________________________________________________
reduction_add_1_stem_2 (Add)    (None, 28, 28, 22)   0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 28, 28, 22)   1562        activation_17[0][0]              
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 56, 56, 22)   0           adjust_bn_stem_2[0][0]           
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 28, 28, 22)   0           reduction_add_1_stem_2[0][0]     
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 28, 28, 22)   1034        activation_19[0][0]              
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 28, 28, 22)   682         activation_21[0][0]              
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22)   1562        activation_18[0][0]              
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_2 (MaxPool (None, 28, 28, 22)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22)   1034        activation_20[0][0]              
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 28, 28, 22)   682         activation_22[0][0]              
__________________________________________________________________________________________________
adjust_relu_1_0 (Activation)    (None, 56, 56, 44)   0           reduction_concat_stem_1[0][0]    
__________________________________________________________________________________________________
reduction_add_2_stem_2 (Add)    (None, 28, 28, 22)   0           reduction_left2_stem_2[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_stem_2 (Average (None, 28, 28, 22)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_stem_2 (Average (None, 28, 28, 22)   0           reduction_add_1_stem_2[0][0]     
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_stem_2 (MaxPoo (None, 28, 28, 22)   0           reduction_bn_1_stem_2[0][0]      
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 57, 57, 44)   0           adjust_relu_1_0[0][0]            
__________________________________________________________________________________________________
reduction_add3_stem_2 (Add)     (None, 28, 28, 22)   0           reduction_left3_stem_2[0][0]     
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_2 (Add)                     (None, 28, 28, 22)   0           reduction_add_2_stem_2[0][0]     
                                                                 reduction_left4_stem_2[0][0]     
__________________________________________________________________________________________________
reduction_add4_stem_2 (Add)     (None, 28, 28, 22)   0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_stem_2[0][0]    
__________________________________________________________________________________________________
cropping2d_2 (Cropping2D)       (None, 56, 56, 44)   0           zero_padding2d_2[0][0]           
__________________________________________________________________________________________________
reduction_concat_stem_2 (Concat (None, 28, 28, 88)   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, 28, 28, 44)   0           adjust_relu_1_0[0][0]            
__________________________________________________________________________________________________
adjust_avg_pool_2_0 (AveragePoo (None, 28, 28, 44)   0           cropping2d_2[0][0]               
__________________________________________________________________________________________________
adjust_conv_1_0 (Conv2D)        (None, 28, 28, 22)   968         adjust_avg_pool_1_0[0][0]        
__________________________________________________________________________________________________
adjust_conv_2_0 (Conv2D)        (None, 28, 28, 22)   968         adjust_avg_pool_2_0[0][0]        
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 28, 28, 88)   0           reduction_concat_stem_2[0][0]    
__________________________________________________________________________________________________
concatenate_2 (Concatenate)     (None, 28, 28, 44)   0           adjust_conv_1_0[0][0]            
                                                                 adjust_conv_2_0[0][0]            
__________________________________________________________________________________________________
normal_conv_1_0 (Conv2D)        (None, 28, 28, 44)   3872        activation_23[0][0]              
__________________________________________________________________________________________________
adjust_bn_0 (BatchNormalization (None, 28, 28, 44)   176         concatenate_2[0][0]              
__________________________________________________________________________________________________
normal_bn_1_0 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_0[0][0]            
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 28, 28, 44)   0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 28, 28, 44)   0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 28, 28, 44)   0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_0 (None, 28, 28, 44)   3036        activation_24[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_26[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_0 (None, 28, 28, 44)   3036        activation_28[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_30[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_0 (None, 28, 28, 44)   2332        activation_32[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_0[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_0[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_0[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_0[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_0[0
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_0 (None, 28, 28, 44)   3036        activation_25[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_27[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_0 (None, 28, 28, 44)   3036        activation_29[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_31[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_0 (None, 28, 28, 44)   2332        activation_33[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_0[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_0[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_0[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_0[
__________________________________________________________________________________________________
normal_left3_0 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
normal_left4_0 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
normal_right4_0 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_0[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_0[0
__________________________________________________________________________________________________
normal_add_1_0 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_0 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_0 (Add)            (None, 28, 28, 44)   0           normal_left3_0[0][0]             
                                                                 adjust_bn_0[0][0]                
__________________________________________________________________________________________________
normal_add_4_0 (Add)            (None, 28, 28, 44)   0           normal_left4_0[0][0]             
                                                                 normal_right4_0[0][0]            
__________________________________________________________________________________________________
normal_add_5_0 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_0[0][0]              
__________________________________________________________________________________________________
normal_concat_0 (Concatenate)   (None, 28, 28, 264)  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, 28, 28, 88)   0           reduction_concat_stem_2[0][0]    
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 28, 28, 264)  0           normal_concat_0[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_1 (Conv2 (None, 28, 28, 44)   3872        activation_34[0][0]              
__________________________________________________________________________________________________
normal_conv_1_1 (Conv2D)        (None, 28, 28, 44)   11616       activation_35[0][0]              
__________________________________________________________________________________________________
adjust_bn_1 (BatchNormalization (None, 28, 28, 44)   176         adjust_conv_projection_1[0][0]   
__________________________________________________________________________________________________
normal_bn_1_1 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_1[0][0]            
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 28, 28, 44)   0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 28, 28, 44)   0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 28, 28, 44)   0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 28, 28, 44)   3036        activation_36[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_38[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 28, 28, 44)   3036        activation_40[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_42[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 28, 28, 44)   2332        activation_44[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_1[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_1[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_1[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_1[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_1[0
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 28, 28, 44)   3036        activation_37[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_39[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 28, 28, 44)   3036        activation_41[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_43[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 28, 28, 44)   2332        activation_45[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_1[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_1[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_1[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_1[
__________________________________________________________________________________________________
normal_left3_1 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
normal_left4_1 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
normal_right4_1 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_1[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_1[0
__________________________________________________________________________________________________
normal_add_1_1 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_1 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_1 (Add)            (None, 28, 28, 44)   0           normal_left3_1[0][0]             
                                                                 adjust_bn_1[0][0]                
__________________________________________________________________________________________________
normal_add_4_1 (Add)            (None, 28, 28, 44)   0           normal_left4_1[0][0]             
                                                                 normal_right4_1[0][0]            
__________________________________________________________________________________________________
normal_add_5_1 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_1[0][0]              
__________________________________________________________________________________________________
normal_concat_1 (Concatenate)   (None, 28, 28, 264)  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, 28, 28, 264)  0           normal_concat_0[0][0]            
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 28, 28, 264)  0           normal_concat_1[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_2 (Conv2 (None, 28, 28, 44)   11616       activation_46[0][0]              
__________________________________________________________________________________________________
normal_conv_1_2 (Conv2D)        (None, 28, 28, 44)   11616       activation_47[0][0]              
__________________________________________________________________________________________________
adjust_bn_2 (BatchNormalization (None, 28, 28, 44)   176         adjust_conv_projection_2[0][0]   
__________________________________________________________________________________________________
normal_bn_1_2 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_2[0][0]            
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 28, 28, 44)   0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 28, 28, 44)   0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 28, 28, 44)   0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_2 (None, 28, 28, 44)   3036        activation_48[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_50[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_2 (None, 28, 28, 44)   3036        activation_52[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_54[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_2 (None, 28, 28, 44)   2332        activation_56[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_2[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_2[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_2[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_2[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_2[0
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_2 (None, 28, 28, 44)   3036        activation_49[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_51[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_2 (None, 28, 28, 44)   3036        activation_53[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_55[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_2 (None, 28, 28, 44)   2332        activation_57[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_2[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_2[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_2[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_2[
__________________________________________________________________________________________________
normal_left3_2 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
normal_left4_2 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
normal_right4_2 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_2[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_2[0
__________________________________________________________________________________________________
normal_add_1_2 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_2 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_2 (Add)            (None, 28, 28, 44)   0           normal_left3_2[0][0]             
                                                                 adjust_bn_2[0][0]                
__________________________________________________________________________________________________
normal_add_4_2 (Add)            (None, 28, 28, 44)   0           normal_left4_2[0][0]             
                                                                 normal_right4_2[0][0]            
__________________________________________________________________________________________________
normal_add_5_2 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_2[0][0]              
__________________________________________________________________________________________________
normal_concat_2 (Concatenate)   (None, 28, 28, 264)  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, 28, 28, 264)  0           normal_concat_1[0][0]            
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 28, 28, 264)  0           normal_concat_2[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_3 (Conv2 (None, 28, 28, 44)   11616       activation_58[0][0]              
__________________________________________________________________________________________________
normal_conv_1_3 (Conv2D)        (None, 28, 28, 44)   11616       activation_59[0][0]              
__________________________________________________________________________________________________
adjust_bn_3 (BatchNormalization (None, 28, 28, 44)   176         adjust_conv_projection_3[0][0]   
__________________________________________________________________________________________________
normal_bn_1_3 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_3[0][0]            
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 28, 28, 44)   0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 28, 28, 44)   0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 28, 28, 44)   0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_3 (None, 28, 28, 44)   3036        activation_60[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_62[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_3 (None, 28, 28, 44)   3036        activation_64[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_66[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_3 (None, 28, 28, 44)   2332        activation_68[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_3[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_3[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_3[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_3[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_3[0
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_3 (None, 28, 28, 44)   3036        activation_61[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_63[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_3 (None, 28, 28, 44)   3036        activation_65[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_67[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_3 (None, 28, 28, 44)   2332        activation_69[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_3[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_3[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_3[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_3[
__________________________________________________________________________________________________
normal_left3_3 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
normal_left4_3 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
normal_right4_3 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_3[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_3[0
__________________________________________________________________________________________________
normal_add_1_3 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_3 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_3 (Add)            (None, 28, 28, 44)   0           normal_left3_3[0][0]             
                                                                 adjust_bn_3[0][0]                
__________________________________________________________________________________________________
normal_add_4_3 (Add)            (None, 28, 28, 44)   0           normal_left4_3[0][0]             
                                                                 normal_right4_3[0][0]            
__________________________________________________________________________________________________
normal_add_5_3 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_3[0][0]              
__________________________________________________________________________________________________
normal_concat_3 (Concatenate)   (None, 28, 28, 264)  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_71 (Activation)      (None, 28, 28, 264)  0           normal_concat_3[0][0]            
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 28, 28, 264)  0           normal_concat_2[0][0]            
__________________________________________________________________________________________________
reduction_conv_1_reduce_4 (Conv (None, 28, 28, 88)   23232       activation_71[0][0]              
__________________________________________________________________________________________________
adjust_conv_projection_reduce_4 (None, 28, 28, 88)   23232       activation_70[0][0]              
__________________________________________________________________________________________________
reduction_bn_1_reduce_4 (BatchN (None, 28, 28, 88)   352         reduction_conv_1_reduce_4[0][0]  
__________________________________________________________________________________________________
adjust_bn_reduce_4 (BatchNormal (None, 28, 28, 88)   352         adjust_conv_projection_reduce_4[0
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 28, 28, 88)   0           reduction_bn_1_reduce_4[0][0]    
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 28, 28, 88)   0           adjust_bn_reduce_4[0][0]         
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 14, 14, 88)   9944        activation_72[0][0]              
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 14, 14, 88)   12056       activation_74[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 14, 14, 88)   9944        activation_73[0][0]              
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88)   12056       activation_75[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 28, 28, 88)   0           adjust_bn_reduce_4[0][0]         
__________________________________________________________________________________________________
reduction_add_1_reduce_4 (Add)  (None, 14, 14, 88)   0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 14, 14, 88)   12056       activation_76[0][0]              
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 28, 28, 88)   0           adjust_bn_reduce_4[0][0]         
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 14, 14, 88)   0           reduction_add_1_reduce_4[0][0]   
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 14, 14, 88)   9944        activation_78[0][0]              
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 14, 14, 88)   8536        activation_80[0][0]              
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88)   12056       activation_77[0][0]              
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_4 (MaxPo (None, 14, 14, 88)   0           reduction_bn_1_reduce_4[0][0]    
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88)   9944        activation_79[0][0]              
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 14, 14, 88)   8536        activation_81[0][0]              
__________________________________________________________________________________________________
adjust_relu_1_5 (Activation)    (None, 28, 28, 264)  0           normal_concat_3[0][0]            
__________________________________________________________________________________________________
reduction_add_2_reduce_4 (Add)  (None, 14, 14, 88)   0           reduction_left2_reduce_4[0][0]   
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_reduce_4 (Avera (None, 14, 14, 88)   0           reduction_bn_1_reduce_4[0][0]    
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_reduce_4 (Avera (None, 14, 14, 88)   0           reduction_add_1_reduce_4[0][0]   
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_reduce_4 (MaxP (None, 14, 14, 88)   0           reduction_bn_1_reduce_4[0][0]    
__________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D (None, 29, 29, 264)  0           adjust_relu_1_5[0][0]            
__________________________________________________________________________________________________
reduction_add3_reduce_4 (Add)   (None, 14, 14, 88)   0           reduction_left3_reduce_4[0][0]   
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_3 (Add)                     (None, 14, 14, 88)   0           reduction_add_2_reduce_4[0][0]   
                                                                 reduction_left4_reduce_4[0][0]   
__________________________________________________________________________________________________
reduction_add4_reduce_4 (Add)   (None, 14, 14, 88)   0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_reduce_4[0][0]  
__________________________________________________________________________________________________
cropping2d_3 (Cropping2D)       (None, 28, 28, 264)  0           zero_padding2d_3[0][0]           
__________________________________________________________________________________________________
reduction_concat_reduce_4 (Conc (None, 14, 14, 352)  0           reduction_add_2_reduce_4[0][0]   
                                                                 reduction_add3_reduce_4[0][0]    
                                                                 add_3[0][0]                      
                                                                 reduction_add4_reduce_4[0][0]    
__________________________________________________________________________________________________
adjust_avg_pool_1_5 (AveragePoo (None, 14, 14, 264)  0           adjust_relu_1_5[0][0]            
__________________________________________________________________________________________________
adjust_avg_pool_2_5 (AveragePoo (None, 14, 14, 264)  0           cropping2d_3[0][0]               
__________________________________________________________________________________________________
adjust_conv_1_5 (Conv2D)        (None, 14, 14, 44)   11616       adjust_avg_pool_1_5[0][0]        
__________________________________________________________________________________________________
adjust_conv_2_5 (Conv2D)        (None, 14, 14, 44)   11616       adjust_avg_pool_2_5[0][0]        
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 14, 14, 352)  0           reduction_concat_reduce_4[0][0]  
__________________________________________________________________________________________________
concatenate_3 (Concatenate)     (None, 14, 14, 88)   0           adjust_conv_1_5[0][0]            
                                                                 adjust_conv_2_5[0][0]            
__________________________________________________________________________________________________
normal_conv_1_5 (Conv2D)        (None, 14, 14, 88)   30976       activation_82[0][0]              
__________________________________________________________________________________________________
adjust_bn_5 (BatchNormalization (None, 14, 14, 88)   352         concatenate_3[0][0]              
__________________________________________________________________________________________________
normal_bn_1_5 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_5[0][0]            
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 14, 14, 88)   0           normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 14, 14, 88)   0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 14, 14, 88)   0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 14, 14, 88)   0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 14, 14, 88)   0           normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_5 (None, 14, 14, 88)   9944        activation_83[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_85[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_5 (None, 14, 14, 88)   9944        activation_87[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_89[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left5_5 (None, 14, 14, 88)   8536        activation_91[0][0]              
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_5[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_5[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_5[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_5[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_5[0
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_5 (None, 14, 14, 88)   9944        activation_84[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_86[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_5 (None, 14, 14, 88)   9944        activation_88[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_90[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left5_5 (None, 14, 14, 88)   8536        activation_92[0][0]              
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_5[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_5[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_5[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_5[
__________________________________________________________________________________________________
normal_left3_5 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
normal_left4_5 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
normal_right4_5 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_5[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_5[0
__________________________________________________________________________________________________
normal_add_1_5 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_5 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_5 (Add)            (None, 14, 14, 88)   0           normal_left3_5[0][0]             
                                                                 adjust_bn_5[0][0]                
__________________________________________________________________________________________________
normal_add_4_5 (Add)            (None, 14, 14, 88)   0           normal_left4_5[0][0]             
                                                                 normal_right4_5[0][0]            
__________________________________________________________________________________________________
normal_add_5_5 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_5[0][0]              
__________________________________________________________________________________________________
normal_concat_5 (Concatenate)   (None, 14, 14, 528)  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_93 (Activation)      (None, 14, 14, 352)  0           reduction_concat_reduce_4[0][0]  
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 14, 14, 528)  0           normal_concat_5[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_6 (Conv2 (None, 14, 14, 88)   30976       activation_93[0][0]              
__________________________________________________________________________________________________
normal_conv_1_6 (Conv2D)        (None, 14, 14, 88)   46464       activation_94[0][0]              
__________________________________________________________________________________________________
adjust_bn_6 (BatchNormalization (None, 14, 14, 88)   352         adjust_conv_projection_6[0][0]   
__________________________________________________________________________________________________
normal_bn_1_6 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_6[0][0]            
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 14, 14, 88)   0           normal_bn_1_6[0][0]              
__________________________________________________________________________________________________
activation_97 (Activation)      (None, 14, 14, 88)   0           adjust_bn_6[0][0]                
__________________________________________________________________________________________________
activation_99 (Activation)      (None, 14, 14, 88)   0           adjust_bn_6[0][0]                
__________________________________________________________________________________________________
activation_101 (Activation)     (None, 14, 14, 88)   0           adjust_bn_6[0][0]                
__________________________________________________________________________________________________
activation_103 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_6[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_6 (None, 14, 14, 88)   9944        activation_95[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_97[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left2_6 (None, 14, 14, 88)   9944        activation_99[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_101[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_6 (None, 14, 14, 88)   8536        activation_103[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_6[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_6[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_6[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_6[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_6[0
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_98 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_100 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_102 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_104 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_6 (None, 14, 14, 88)   9944        activation_96[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_98[0][0]              
__________________________________________________________________________________________________
separable_conv_2_normal_left2_6 (None, 14, 14, 88)   9944        activation_100[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_102[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_6 (None, 14, 14, 88)   8536        activation_104[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_6[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_6[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_6[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_6[
__________________________________________________________________________________________________
normal_left3_6 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_6[0][0]              
__________________________________________________________________________________________________
normal_left4_6 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_6[0][0]                
__________________________________________________________________________________________________
normal_right4_6 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_6[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_6[0
__________________________________________________________________________________________________
normal_add_1_6 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_6 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_6 (Add)            (None, 14, 14, 88)   0           normal_left3_6[0][0]             
                                                                 adjust_bn_6[0][0]                
__________________________________________________________________________________________________
normal_add_4_6 (Add)            (None, 14, 14, 88)   0           normal_left4_6[0][0]             
                                                                 normal_right4_6[0][0]            
__________________________________________________________________________________________________
normal_add_5_6 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_6[0][0]              
__________________________________________________________________________________________________
normal_concat_6 (Concatenate)   (None, 14, 14, 528)  0           adjust_bn_6[0][0]                
                                                                 normal_add_1_6[0][0]             
                                                                 normal_add_2_6[0][0]             
                                                                 normal_add_3_6[0][0]             
                                                                 normal_add_4_6[0][0]             
                                                                 normal_add_5_6[0][0]             
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 14, 14, 528)  0           normal_concat_5[0][0]            
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 14, 14, 528)  0           normal_concat_6[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_7 (Conv2 (None, 14, 14, 88)   46464       activation_105[0][0]             
__________________________________________________________________________________________________
normal_conv_1_7 (Conv2D)        (None, 14, 14, 88)   46464       activation_106[0][0]             
__________________________________________________________________________________________________
adjust_bn_7 (BatchNormalization (None, 14, 14, 88)   352         adjust_conv_projection_7[0][0]   
__________________________________________________________________________________________________
normal_bn_1_7 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_7[0][0]            
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
activation_109 (Activation)     (None, 14, 14, 88)   0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
activation_111 (Activation)     (None, 14, 14, 88)   0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
activation_113 (Activation)     (None, 14, 14, 88)   0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
activation_115 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_7 (None, 14, 14, 88)   9944        activation_107[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_109[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_7 (None, 14, 14, 88)   9944        activation_111[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_113[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_7 (None, 14, 14, 88)   8536        activation_115[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_7[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_7[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_7[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_7[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_7[0
__________________________________________________________________________________________________
activation_108 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_110 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_112 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_114 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_116 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_7 (None, 14, 14, 88)   9944        activation_108[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_110[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_7 (None, 14, 14, 88)   9944        activation_112[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_114[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_7 (None, 14, 14, 88)   8536        activation_116[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_7[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_7[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_7[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_7[
__________________________________________________________________________________________________
normal_left3_7 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
normal_left4_7 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
normal_right4_7 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_7[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_7[0
__________________________________________________________________________________________________
normal_add_1_7 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_7 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_7 (Add)            (None, 14, 14, 88)   0           normal_left3_7[0][0]             
                                                                 adjust_bn_7[0][0]                
__________________________________________________________________________________________________
normal_add_4_7 (Add)            (None, 14, 14, 88)   0           normal_left4_7[0][0]             
                                                                 normal_right4_7[0][0]            
__________________________________________________________________________________________________
normal_add_5_7 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_7[0][0]              
__________________________________________________________________________________________________
normal_concat_7 (Concatenate)   (None, 14, 14, 528)  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, 14, 14, 528)  0           normal_concat_6[0][0]            
__________________________________________________________________________________________________
activation_118 (Activation)     (None, 14, 14, 528)  0           normal_concat_7[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_8 (Conv2 (None, 14, 14, 88)   46464       activation_117[0][0]             
__________________________________________________________________________________________________
normal_conv_1_8 (Conv2D)        (None, 14, 14, 88)   46464       activation_118[0][0]             
__________________________________________________________________________________________________
adjust_bn_8 (BatchNormalization (None, 14, 14, 88)   352         adjust_conv_projection_8[0][0]   
__________________________________________________________________________________________________
normal_bn_1_8 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_8[0][0]            
__________________________________________________________________________________________________
activation_119 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
activation_121 (Activation)     (None, 14, 14, 88)   0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
activation_123 (Activation)     (None, 14, 14, 88)   0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
activation_125 (Activation)     (None, 14, 14, 88)   0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
activation_127 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_8 (None, 14, 14, 88)   9944        activation_119[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_121[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_8 (None, 14, 14, 88)   9944        activation_123[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_125[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_8 (None, 14, 14, 88)   8536        activation_127[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_8[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_8[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_8[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_8[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_8[0
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_122 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_124 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_126 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_128 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_8 (None, 14, 14, 88)   9944        activation_120[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_122[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_8 (None, 14, 14, 88)   9944        activation_124[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_126[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_8 (None, 14, 14, 88)   8536        activation_128[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_8[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_8[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_8[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_8[
__________________________________________________________________________________________________
normal_left3_8 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
normal_left4_8 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
normal_right4_8 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_8[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_8[0
__________________________________________________________________________________________________
normal_add_1_8 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_8 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_8 (Add)            (None, 14, 14, 88)   0           normal_left3_8[0][0]             
                                                                 adjust_bn_8[0][0]                
__________________________________________________________________________________________________
normal_add_4_8 (Add)            (None, 14, 14, 88)   0           normal_left4_8[0][0]             
                                                                 normal_right4_8[0][0]            
__________________________________________________________________________________________________
normal_add_5_8 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_8[0][0]              
__________________________________________________________________________________________________
normal_concat_8 (Concatenate)   (None, 14, 14, 528)  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_130 (Activation)     (None, 14, 14, 528)  0           normal_concat_8[0][0]            
__________________________________________________________________________________________________
activation_129 (Activation)     (None, 14, 14, 528)  0           normal_concat_7[0][0]            
__________________________________________________________________________________________________
reduction_conv_1_reduce_8 (Conv (None, 14, 14, 176)  92928       activation_130[0][0]             
__________________________________________________________________________________________________
adjust_conv_projection_reduce_8 (None, 14, 14, 176)  92928       activation_129[0][0]             
__________________________________________________________________________________________________
reduction_bn_1_reduce_8 (BatchN (None, 14, 14, 176)  704         reduction_conv_1_reduce_8[0][0]  
__________________________________________________________________________________________________
adjust_bn_reduce_8 (BatchNormal (None, 14, 14, 176)  704         adjust_conv_projection_reduce_8[0
__________________________________________________________________________________________________
activation_131 (Activation)     (None, 14, 14, 176)  0           reduction_bn_1_reduce_8[0][0]    
__________________________________________________________________________________________________
activation_133 (Activation)     (None, 14, 14, 176)  0           adjust_bn_reduce_8[0][0]         
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 7, 7, 176)    35376       activation_131[0][0]             
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 7, 7, 176)    39600       activation_133[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_132 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_134 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 7, 7, 176)    35376       activation_132[0][0]             
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176)    39600       activation_134[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_135 (Activation)     (None, 14, 14, 176)  0           adjust_bn_reduce_8[0][0]         
__________________________________________________________________________________________________
reduction_add_1_reduce_8 (Add)  (None, 7, 7, 176)    0           separable_conv_2_bn_reduction_lef
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 7, 7, 176)    39600       activation_135[0][0]             
__________________________________________________________________________________________________
activation_137 (Activation)     (None, 14, 14, 176)  0           adjust_bn_reduce_8[0][0]         
__________________________________________________________________________________________________
activation_139 (Activation)     (None, 7, 7, 176)    0           reduction_add_1_reduce_8[0][0]   
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 7, 7, 176)    35376       activation_137[0][0]             
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 7, 7, 176)    32560       activation_139[0][0]             
__________________________________________________________________________________________________
activation_136 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176)    39600       activation_136[0][0]             
__________________________________________________________________________________________________
activation_138 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_140 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_8 (MaxPo (None, 7, 7, 176)    0           reduction_bn_1_reduce_8[0][0]    
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176)    35376       activation_138[0][0]             
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 7, 7, 176)    32560       activation_140[0][0]             
__________________________________________________________________________________________________
adjust_relu_1_9 (Activation)    (None, 14, 14, 528)  0           normal_concat_8[0][0]            
__________________________________________________________________________________________________
reduction_add_2_reduce_8 (Add)  (None, 7, 7, 176)    0           reduction_left2_reduce_8[0][0]   
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_reduce_8 (Avera (None, 7, 7, 176)    0           reduction_bn_1_reduce_8[0][0]    
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_reduce_8 (Avera (None, 7, 7, 176)    0           reduction_add_1_reduce_8[0][0]   
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_reduce_8 (MaxP (None, 7, 7, 176)    0           reduction_bn_1_reduce_8[0][0]    
__________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D (None, 15, 15, 528)  0           adjust_relu_1_9[0][0]            
__________________________________________________________________________________________________
reduction_add3_reduce_8 (Add)   (None, 7, 7, 176)    0           reduction_left3_reduce_8[0][0]   
                                                                 separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_4 (Add)                     (None, 7, 7, 176)    0           reduction_add_2_reduce_8[0][0]   
                                                                 reduction_left4_reduce_8[0][0]   
__________________________________________________________________________________________________
reduction_add4_reduce_8 (Add)   (None, 7, 7, 176)    0           separable_conv_2_bn_reduction_lef
                                                                 reduction_right5_reduce_8[0][0]  
__________________________________________________________________________________________________
cropping2d_4 (Cropping2D)       (None, 14, 14, 528)  0           zero_padding2d_4[0][0]           
__________________________________________________________________________________________________
reduction_concat_reduce_8 (Conc (None, 7, 7, 704)    0           reduction_add_2_reduce_8[0][0]   
                                                                 reduction_add3_reduce_8[0][0]    
                                                                 add_4[0][0]                      
                                                                 reduction_add4_reduce_8[0][0]    
__________________________________________________________________________________________________
adjust_avg_pool_1_9 (AveragePoo (None, 7, 7, 528)    0           adjust_relu_1_9[0][0]            
__________________________________________________________________________________________________
adjust_avg_pool_2_9 (AveragePoo (None, 7, 7, 528)    0           cropping2d_4[0][0]               
__________________________________________________________________________________________________
adjust_conv_1_9 (Conv2D)        (None, 7, 7, 88)     46464       adjust_avg_pool_1_9[0][0]        
__________________________________________________________________________________________________
adjust_conv_2_9 (Conv2D)        (None, 7, 7, 88)     46464       adjust_avg_pool_2_9[0][0]        
__________________________________________________________________________________________________
activation_141 (Activation)     (None, 7, 7, 704)    0           reduction_concat_reduce_8[0][0]  
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 7, 7, 176)    0           adjust_conv_1_9[0][0]            
                                                                 adjust_conv_2_9[0][0]            
__________________________________________________________________________________________________
normal_conv_1_9 (Conv2D)        (None, 7, 7, 176)    123904      activation_141[0][0]             
__________________________________________________________________________________________________
adjust_bn_9 (BatchNormalization (None, 7, 7, 176)    704         concatenate_4[0][0]              
__________________________________________________________________________________________________
normal_bn_1_9 (BatchNormalizati (None, 7, 7, 176)    704         normal_conv_1_9[0][0]            
__________________________________________________________________________________________________
activation_142 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
activation_144 (Activation)     (None, 7, 7, 176)    0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
activation_146 (Activation)     (None, 7, 7, 176)    0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
activation_148 (Activation)     (None, 7, 7, 176)    0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
activation_150 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
separable_conv_1_normal_left1_9 (None, 7, 7, 176)    35376       activation_142[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_144[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_9 (None, 7, 7, 176)    35376       activation_146[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_148[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_9 (None, 7, 7, 176)    32560       activation_150[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_9[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_9[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_9[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_9[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_9[0
__________________________________________________________________________________________________
activation_143 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_145 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_147 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_149 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_151 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_9 (None, 7, 7, 176)    35376       activation_143[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_145[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_9 (None, 7, 7, 176)    35376       activation_147[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_149[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_9 (None, 7, 7, 176)    32560       activation_151[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_9[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_9[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_9[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_9[
__________________________________________________________________________________________________
normal_left3_9 (AveragePooling2 (None, 7, 7, 176)    0           normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
normal_left4_9 (AveragePooling2 (None, 7, 7, 176)    0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
normal_right4_9 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_9[0][0]                
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_9[0
__________________________________________________________________________________________________
normal_add_1_9 (Add)            (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_9 (Add)            (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_9 (Add)            (None, 7, 7, 176)    0           normal_left3_9[0][0]             
                                                                 adjust_bn_9[0][0]                
__________________________________________________________________________________________________
normal_add_4_9 (Add)            (None, 7, 7, 176)    0           normal_left4_9[0][0]             
                                                                 normal_right4_9[0][0]            
__________________________________________________________________________________________________
normal_add_5_9 (Add)            (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_9[0][0]              
__________________________________________________________________________________________________
normal_concat_9 (Concatenate)   (None, 7, 7, 1056)   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_152 (Activation)     (None, 7, 7, 704)    0           reduction_concat_reduce_8[0][0]  
__________________________________________________________________________________________________
activation_153 (Activation)     (None, 7, 7, 1056)   0           normal_concat_9[0][0]            
__________________________________________________________________________________________________
adjust_conv_projection_10 (Conv (None, 7, 7, 176)    123904      activation_152[0][0]             
__________________________________________________________________________________________________
normal_conv_1_10 (Conv2D)       (None, 7, 7, 176)    185856      activation_153[0][0]             
__________________________________________________________________________________________________
adjust_bn_10 (BatchNormalizatio (None, 7, 7, 176)    704         adjust_conv_projection_10[0][0]  
__________________________________________________________________________________________________
normal_bn_1_10 (BatchNormalizat (None, 7, 7, 176)    704         normal_conv_1_10[0][0]           
__________________________________________________________________________________________________
activation_154 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
activation_156 (Activation)     (None, 7, 7, 176)    0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
activation_158 (Activation)     (None, 7, 7, 176)    0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
activation_160 (Activation)     (None, 7, 7, 176)    0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
activation_162 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176)    35376       activation_154[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_156[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176)    35376       activation_158[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_160[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176)    32560       activation_162[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_10[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_10
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_10[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_10
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_10[
__________________________________________________________________________________________________
activation_155 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_157 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_159 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_161 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_163 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176)    35376       activation_155[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_157[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176)    35376       activation_159[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_161[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176)    32560       activation_163[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_10[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_10
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_10[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_10
__________________________________________________________________________________________________
normal_left3_10 (AveragePooling (None, 7, 7, 176)    0           normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
normal_left4_10 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
normal_right4_10 (AveragePoolin (None, 7, 7, 176)    0           adjust_bn_10[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_10[
__________________________________________________________________________________________________
normal_add_1_10 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_10 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_10 (Add)           (None, 7, 7, 176)    0           normal_left3_10[0][0]            
                                                                 adjust_bn_10[0][0]               
__________________________________________________________________________________________________
normal_add_4_10 (Add)           (None, 7, 7, 176)    0           normal_left4_10[0][0]            
                                                                 normal_right4_10[0][0]           
__________________________________________________________________________________________________
normal_add_5_10 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_10[0][0]             
__________________________________________________________________________________________________
normal_concat_10 (Concatenate)  (None, 7, 7, 1056)   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_164 (Activation)     (None, 7, 7, 1056)   0           normal_concat_9[0][0]            
__________________________________________________________________________________________________
activation_165 (Activation)     (None, 7, 7, 1056)   0           normal_concat_10[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_11 (Conv (None, 7, 7, 176)    185856      activation_164[0][0]             
__________________________________________________________________________________________________
normal_conv_1_11 (Conv2D)       (None, 7, 7, 176)    185856      activation_165[0][0]             
__________________________________________________________________________________________________
adjust_bn_11 (BatchNormalizatio (None, 7, 7, 176)    704         adjust_conv_projection_11[0][0]  
__________________________________________________________________________________________________
normal_bn_1_11 (BatchNormalizat (None, 7, 7, 176)    704         normal_conv_1_11[0][0]           
__________________________________________________________________________________________________
activation_166 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
activation_168 (Activation)     (None, 7, 7, 176)    0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
activation_170 (Activation)     (None, 7, 7, 176)    0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
activation_172 (Activation)     (None, 7, 7, 176)    0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
activation_174 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176)    35376       activation_166[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_168[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176)    35376       activation_170[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_172[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176)    32560       activation_174[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_11[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_11
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_11[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_11
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_11[
__________________________________________________________________________________________________
activation_167 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_169 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_171 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_173 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_175 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176)    35376       activation_167[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_169[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176)    35376       activation_171[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_173[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176)    32560       activation_175[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_11[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_11
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_11[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_11
__________________________________________________________________________________________________
normal_left3_11 (AveragePooling (None, 7, 7, 176)    0           normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
normal_left4_11 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
normal_right4_11 (AveragePoolin (None, 7, 7, 176)    0           adjust_bn_11[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_11[
__________________________________________________________________________________________________
normal_add_1_11 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_11 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_11 (Add)           (None, 7, 7, 176)    0           normal_left3_11[0][0]            
                                                                 adjust_bn_11[0][0]               
__________________________________________________________________________________________________
normal_add_4_11 (Add)           (None, 7, 7, 176)    0           normal_left4_11[0][0]            
                                                                 normal_right4_11[0][0]           
__________________________________________________________________________________________________
normal_add_5_11 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_11[0][0]             
__________________________________________________________________________________________________
normal_concat_11 (Concatenate)  (None, 7, 7, 1056)   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_176 (Activation)     (None, 7, 7, 1056)   0           normal_concat_10[0][0]           
__________________________________________________________________________________________________
activation_177 (Activation)     (None, 7, 7, 1056)   0           normal_concat_11[0][0]           
__________________________________________________________________________________________________
adjust_conv_projection_12 (Conv (None, 7, 7, 176)    185856      activation_176[0][0]             
__________________________________________________________________________________________________
normal_conv_1_12 (Conv2D)       (None, 7, 7, 176)    185856      activation_177[0][0]             
__________________________________________________________________________________________________
adjust_bn_12 (BatchNormalizatio (None, 7, 7, 176)    704         adjust_conv_projection_12[0][0]  
__________________________________________________________________________________________________
normal_bn_1_12 (BatchNormalizat (None, 7, 7, 176)    704         normal_conv_1_12[0][0]           
__________________________________________________________________________________________________
activation_178 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
activation_180 (Activation)     (None, 7, 7, 176)    0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
activation_182 (Activation)     (None, 7, 7, 176)    0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
activation_184 (Activation)     (None, 7, 7, 176)    0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
activation_186 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176)    35376       activation_178[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_180[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176)    35376       activation_182[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_184[0][0]             
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176)    32560       activation_186[0][0]             
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_12[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_12
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_12[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_12
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_12[
__________________________________________________________________________________________________
activation_179 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_181 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_183 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_185 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_187 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176)    35376       activation_179[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_181[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176)    35376       activation_183[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_185[0][0]             
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176)    32560       activation_187[0][0]             
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_12[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_12
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_12[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_12
__________________________________________________________________________________________________
normal_left3_12 (AveragePooling (None, 7, 7, 176)    0           normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
normal_left4_12 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
normal_right4_12 (AveragePoolin (None, 7, 7, 176)    0           adjust_bn_12[0][0]               
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_12[
__________________________________________________________________________________________________
normal_add_1_12 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_
                                                                 separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_12 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_
                                                                 separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_12 (Add)           (None, 7, 7, 176)    0           normal_left3_12[0][0]            
                                                                 adjust_bn_12[0][0]               
__________________________________________________________________________________________________
normal_add_4_12 (Add)           (None, 7, 7, 176)    0           normal_left4_12[0][0]            
                                                                 normal_right4_12[0][0]           
__________________________________________________________________________________________________
normal_add_5_12 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_
                                                                 normal_bn_1_12[0][0]             
__________________________________________________________________________________________________
normal_concat_12 (Concatenate)  (None, 7, 7, 1056)   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_188 (Activation)     (None, 7, 7, 1056)   0           normal_concat_12[0][0]           
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 1056)         0           activation_188[0][0]             
__________________________________________________________________________________________________
predictions (Dense)             (None, 1000)         1057000     global_average_pooling2d_1[0][0] 
==================================================================================================
Total params: 5,326,716
Trainable params: 5,289,978
Non-trainable params: 36,738
__________________________________________________________________________________________________

モデル一覧


https://keras.io/ja/applicationsより

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