ResNetV2.md

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

inputs = keras.Input(shape=(28, 28, 1))
x = keras.layers.ZeroPadding2D(2)(inputs)         # padding to increase dimenstions to 32x32
x = keras.layers.Conv2D(3, 1, padding='same')(x)  # increasing the number of channels to 3
x = convnets.ResNetV2([(32, 3), (64, 5), (32, 5), (64, 3)])(x)
x = keras.layers.GlobalAvgPool2D()(x)
outputs = keras.layers.Dense(10, activation="softmax")(x)

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

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

Model: "model"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            [(None, 28, 28, 1)]  0                                            
__________________________________________________________________________________________________
zero_padding2d (ZeroPadding2D)  (None, 32, 32, 1)    0           input_1[0][0]                    
__________________________________________________________________________________________________
conv2d (Conv2D)                 (None, 32, 32, 3)    6           zero_padding2d[0][0]             
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 38, 38, 3)    0           conv2d[0][0]                     
__________________________________________________________________________________________________
conv2d_1 (Conv2D)               (None, 16, 16, 64)   9408        zero_padding2d_1[0][0]           
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 18, 18, 64)   0           conv2d_1[0][0]                   
__________________________________________________________________________________________________
max_pooling2d (MaxPooling2D)    (None, 8, 8, 64)     0           zero_padding2d_2[0][0]           
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 8, 8, 64)     256         max_pooling2d[0][0]              
__________________________________________________________________________________________________
activation (Activation)         (None, 8, 8, 64)     0           batch_normalization[0][0]        
__________________________________________________________________________________________________
conv2d_3 (Conv2D)               (None, 8, 8, 32)     2048        activation[0][0]                 
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 8, 8, 32)     128         conv2d_3[0][0]                   
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 8, 8, 32)     0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D (None, 10, 10, 32)   0           activation_1[0][0]               
__________________________________________________________________________________________________
conv2d_4 (Conv2D)               (None, 8, 8, 32)     9216        zero_padding2d_3[0][0]           
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 8, 8, 32)     128         conv2d_4[0][0]                   
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 8, 8, 32)     0           batch_normalization_2[0][0]      
__________________________________________________________________________________________________
conv2d_2 (Conv2D)               (None, 8, 8, 128)    8320        activation[0][0]                 
__________________________________________________________________________________________________
conv2d_5 (Conv2D)               (None, 8, 8, 128)    4224        activation_2[0][0]               
__________________________________________________________________________________________________
add (Add)                       (None, 8, 8, 128)    0           conv2d_2[0][0]                   
                                                                 conv2d_5[0][0]                   
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 8, 8, 128)    512         add[0][0]                        
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 8, 8, 128)    0           batch_normalization_3[0][0]      
__________________________________________________________________________________________________
conv2d_6 (Conv2D)               (None, 8, 8, 32)     4096        activation_3[0][0]               
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 8, 8, 32)     128         conv2d_6[0][0]                   
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 8, 8, 32)     0           batch_normalization_4[0][0]      
__________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D (None, 10, 10, 32)   0           activation_4[0][0]               
__________________________________________________________________________________________________
conv2d_7 (Conv2D)               (None, 8, 8, 32)     9216        zero_padding2d_4[0][0]           
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 8, 8, 32)     128         conv2d_7[0][0]                   
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 8, 8, 32)     0           batch_normalization_5[0][0]      
__________________________________________________________________________________________________
conv2d_8 (Conv2D)               (None, 8, 8, 128)    4224        activation_5[0][0]               
__________________________________________________________________________________________________
add_1 (Add)                     (None, 8, 8, 128)    0           add[0][0]                        
                                                                 conv2d_8[0][0]                   
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 8, 8, 128)    512         add_1[0][0]                      
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 8, 8, 128)    0           batch_normalization_6[0][0]      
__________________________________________________________________________________________________
conv2d_9 (Conv2D)               (None, 8, 8, 32)     4096        activation_6[0][0]               
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 8, 8, 32)     128         conv2d_9[0][0]                   
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 8, 8, 32)     0           batch_normalization_7[0][0]      
__________________________________________________________________________________________________
zero_padding2d_5 (ZeroPadding2D (None, 10, 10, 32)   0           activation_7[0][0]               
__________________________________________________________________________________________________
conv2d_10 (Conv2D)              (None, 8, 8, 32)     9216        zero_padding2d_5[0][0]           
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 8, 8, 32)     128         conv2d_10[0][0]                  
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 8, 8, 32)     0           batch_normalization_8[0][0]      
__________________________________________________________________________________________________
conv2d_11 (Conv2D)              (None, 8, 8, 128)    4224        activation_8[0][0]               
__________________________________________________________________________________________________
add_2 (Add)                     (None, 8, 8, 128)    0           add_1[0][0]                      
                                                                 conv2d_11[0][0]                  
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 8, 8, 128)    512         add_2[0][0]                      
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 8, 8, 128)    0           batch_normalization_9[0][0]      
__________________________________________________________________________________________________
conv2d_13 (Conv2D)              (None, 8, 8, 32)     4096        activation_9[0][0]               
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 8, 8, 32)     128         conv2d_13[0][0]                  
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 8, 8, 32)     0           batch_normalization_10[0][0]     
__________________________________________________________________________________________________
zero_padding2d_6 (ZeroPadding2D (None, 10, 10, 32)   0           activation_10[0][0]              
__________________________________________________________________________________________________
conv2d_14 (Conv2D)              (None, 4, 4, 32)     9216        zero_padding2d_6[0][0]           
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 4, 4, 32)     128         conv2d_14[0][0]                  
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 4, 4, 32)     0           batch_normalization_11[0][0]     
__________________________________________________________________________________________________
conv2d_12 (Conv2D)              (None, 4, 4, 128)    16512       activation_9[0][0]               
__________________________________________________________________________________________________
conv2d_15 (Conv2D)              (None, 4, 4, 128)    4224        activation_11[0][0]              
__________________________________________________________________________________________________
add_3 (Add)                     (None, 4, 4, 128)    0           conv2d_12[0][0]                  
                                                                 conv2d_15[0][0]                  
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 4, 4, 128)    512         add_3[0][0]                      
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 4, 4, 128)    0           batch_normalization_12[0][0]     
__________________________________________________________________________________________________
conv2d_17 (Conv2D)              (None, 4, 4, 64)     8192        activation_12[0][0]              
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 4, 4, 64)     256         conv2d_17[0][0]                  
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 4, 4, 64)     0           batch_normalization_13[0][0]     
__________________________________________________________________________________________________
zero_padding2d_7 (ZeroPadding2D (None, 6, 6, 64)     0           activation_13[0][0]              
__________________________________________________________________________________________________
conv2d_18 (Conv2D)              (None, 4, 4, 64)     36864       zero_padding2d_7[0][0]           
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 4, 4, 64)     256         conv2d_18[0][0]                  
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 4, 4, 64)     0           batch_normalization_14[0][0]     
__________________________________________________________________________________________________
conv2d_16 (Conv2D)              (None, 4, 4, 256)    33024       activation_12[0][0]              
__________________________________________________________________________________________________
conv2d_19 (Conv2D)              (None, 4, 4, 256)    16640       activation_14[0][0]              
__________________________________________________________________________________________________
add_4 (Add)                     (None, 4, 4, 256)    0           conv2d_16[0][0]                  
                                                                 conv2d_19[0][0]                  
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 4, 4, 256)    1024        add_4[0][0]                      
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 4, 4, 256)    0           batch_normalization_15[0][0]     
__________________________________________________________________________________________________
conv2d_20 (Conv2D)              (None, 4, 4, 64)     16384       activation_15[0][0]              
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 4, 4, 64)     256         conv2d_20[0][0]                  
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 4, 4, 64)     0           batch_normalization_16[0][0]     
__________________________________________________________________________________________________
zero_padding2d_8 (ZeroPadding2D (None, 6, 6, 64)     0           activation_16[0][0]              
__________________________________________________________________________________________________
conv2d_21 (Conv2D)              (None, 4, 4, 64)     36864       zero_padding2d_8[0][0]           
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 4, 4, 64)     256         conv2d_21[0][0]                  
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 4, 4, 64)     0           batch_normalization_17[0][0]     
__________________________________________________________________________________________________
conv2d_22 (Conv2D)              (None, 4, 4, 256)    16640       activation_17[0][0]              
__________________________________________________________________________________________________
add_5 (Add)                     (None, 4, 4, 256)    0           add_4[0][0]                      
                                                                 conv2d_22[0][0]                  
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 4, 4, 256)    1024        add_5[0][0]                      
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 4, 4, 256)    0           batch_normalization_18[0][0]     
__________________________________________________________________________________________________
conv2d_23 (Conv2D)              (None, 4, 4, 64)     16384       activation_18[0][0]              
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 4, 4, 64)     256         conv2d_23[0][0]                  
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 4, 4, 64)     0           batch_normalization_19[0][0]     
__________________________________________________________________________________________________
zero_padding2d_9 (ZeroPadding2D (None, 6, 6, 64)     0           activation_19[0][0]              
__________________________________________________________________________________________________
conv2d_24 (Conv2D)              (None, 4, 4, 64)     36864       zero_padding2d_9[0][0]           
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 4, 4, 64)     256         conv2d_24[0][0]                  
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 4, 4, 64)     0           batch_normalization_20[0][0]     
__________________________________________________________________________________________________
conv2d_25 (Conv2D)              (None, 4, 4, 256)    16640       activation_20[0][0]              
__________________________________________________________________________________________________
add_6 (Add)                     (None, 4, 4, 256)    0           add_5[0][0]                      
                                                                 conv2d_25[0][0]                  
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 4, 4, 256)    1024        add_6[0][0]                      
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 4, 4, 256)    0           batch_normalization_21[0][0]     
__________________________________________________________________________________________________
conv2d_26 (Conv2D)              (None, 4, 4, 64)     16384       activation_21[0][0]              
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 4, 4, 64)     256         conv2d_26[0][0]                  
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 4, 4, 64)     0           batch_normalization_22[0][0]     
__________________________________________________________________________________________________
zero_padding2d_10 (ZeroPadding2 (None, 6, 6, 64)     0           activation_22[0][0]              
__________________________________________________________________________________________________
conv2d_27 (Conv2D)              (None, 4, 4, 64)     36864       zero_padding2d_10[0][0]          
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 4, 4, 64)     256         conv2d_27[0][0]                  
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 4, 4, 64)     0           batch_normalization_23[0][0]     
__________________________________________________________________________________________________
conv2d_28 (Conv2D)              (None, 4, 4, 256)    16640       activation_23[0][0]              
__________________________________________________________________________________________________
add_7 (Add)                     (None, 4, 4, 256)    0           add_6[0][0]                      
                                                                 conv2d_28[0][0]                  
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 4, 4, 256)    1024        add_7[0][0]                      
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 4, 4, 256)    0           batch_normalization_24[0][0]     
__________________________________________________________________________________________________
conv2d_29 (Conv2D)              (None, 4, 4, 64)     16384       activation_24[0][0]              
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 4, 4, 64)     256         conv2d_29[0][0]                  
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 4, 4, 64)     0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
zero_padding2d_11 (ZeroPadding2 (None, 6, 6, 64)     0           activation_25[0][0]              
__________________________________________________________________________________________________
conv2d_30 (Conv2D)              (None, 4, 4, 64)     36864       zero_padding2d_11[0][0]          
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 4, 4, 64)     256         conv2d_30[0][0]                  
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 4, 4, 64)     0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
conv2d_31 (Conv2D)              (None, 4, 4, 256)    16640       activation_26[0][0]              
__________________________________________________________________________________________________
add_8 (Add)                     (None, 4, 4, 256)    0           add_7[0][0]                      
                                                                 conv2d_31[0][0]                  
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 4, 4, 256)    1024        add_8[0][0]                      
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 4, 4, 256)    0           batch_normalization_27[0][0]     
__________________________________________________________________________________________________
conv2d_33 (Conv2D)              (None, 4, 4, 64)     16384       activation_27[0][0]              
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 4, 4, 64)     256         conv2d_33[0][0]                  
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 4, 4, 64)     0           batch_normalization_28[0][0]     
__________________________________________________________________________________________________
zero_padding2d_12 (ZeroPadding2 (None, 6, 6, 64)     0           activation_28[0][0]              
__________________________________________________________________________________________________
conv2d_34 (Conv2D)              (None, 2, 2, 64)     36864       zero_padding2d_12[0][0]          
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 2, 2, 64)     256         conv2d_34[0][0]                  
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 2, 2, 64)     0           batch_normalization_29[0][0]     
__________________________________________________________________________________________________
conv2d_32 (Conv2D)              (None, 2, 2, 256)    65792       activation_27[0][0]              
__________________________________________________________________________________________________
conv2d_35 (Conv2D)              (None, 2, 2, 256)    16640       activation_29[0][0]              
__________________________________________________________________________________________________
add_9 (Add)                     (None, 2, 2, 256)    0           conv2d_32[0][0]                  
                                                                 conv2d_35[0][0]                  
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 2, 2, 256)    1024        add_9[0][0]                      
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 2, 2, 256)    0           batch_normalization_30[0][0]     
__________________________________________________________________________________________________
conv2d_37 (Conv2D)              (None, 2, 2, 32)     8192        activation_30[0][0]              
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 2, 2, 32)     128         conv2d_37[0][0]                  
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 2, 2, 32)     0           batch_normalization_31[0][0]     
__________________________________________________________________________________________________
zero_padding2d_13 (ZeroPadding2 (None, 4, 4, 32)     0           activation_31[0][0]              
__________________________________________________________________________________________________
conv2d_38 (Conv2D)              (None, 2, 2, 32)     9216        zero_padding2d_13[0][0]          
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 2, 2, 32)     128         conv2d_38[0][0]                  
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 2, 2, 32)     0           batch_normalization_32[0][0]     
__________________________________________________________________________________________________
conv2d_36 (Conv2D)              (None, 2, 2, 128)    32896       activation_30[0][0]              
__________________________________________________________________________________________________
conv2d_39 (Conv2D)              (None, 2, 2, 128)    4224        activation_32[0][0]              
__________________________________________________________________________________________________
add_10 (Add)                    (None, 2, 2, 128)    0           conv2d_36[0][0]                  
                                                                 conv2d_39[0][0]                  
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 2, 2, 128)    512         add_10[0][0]                     
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 2, 2, 128)    0           batch_normalization_33[0][0]     
__________________________________________________________________________________________________
conv2d_40 (Conv2D)              (None, 2, 2, 32)     4096        activation_33[0][0]              
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 2, 2, 32)     128         conv2d_40[0][0]                  
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 2, 2, 32)     0           batch_normalization_34[0][0]     
__________________________________________________________________________________________________
zero_padding2d_14 (ZeroPadding2 (None, 4, 4, 32)     0           activation_34[0][0]              
__________________________________________________________________________________________________
conv2d_41 (Conv2D)              (None, 2, 2, 32)     9216        zero_padding2d_14[0][0]          
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 2, 2, 32)     128         conv2d_41[0][0]                  
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 2, 2, 32)     0           batch_normalization_35[0][0]     
__________________________________________________________________________________________________
conv2d_42 (Conv2D)              (None, 2, 2, 128)    4224        activation_35[0][0]              
__________________________________________________________________________________________________
add_11 (Add)                    (None, 2, 2, 128)    0           add_10[0][0]                     
                                                                 conv2d_42[0][0]                  
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 2, 2, 128)    512         add_11[0][0]                     
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 2, 2, 128)    0           batch_normalization_36[0][0]     
__________________________________________________________________________________________________
conv2d_43 (Conv2D)              (None, 2, 2, 32)     4096        activation_36[0][0]              
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 2, 2, 32)     128         conv2d_43[0][0]                  
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 2, 2, 32)     0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
zero_padding2d_15 (ZeroPadding2 (None, 4, 4, 32)     0           activation_37[0][0]              
__________________________________________________________________________________________________
conv2d_44 (Conv2D)              (None, 2, 2, 32)     9216        zero_padding2d_15[0][0]          
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 2, 2, 32)     128         conv2d_44[0][0]                  
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 2, 2, 32)     0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
conv2d_45 (Conv2D)              (None, 2, 2, 128)    4224        activation_38[0][0]              
__________________________________________________________________________________________________
add_12 (Add)                    (None, 2, 2, 128)    0           add_11[0][0]                     
                                                                 conv2d_45[0][0]                  
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 2, 2, 128)    512         add_12[0][0]                     
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 2, 2, 128)    0           batch_normalization_39[0][0]     
__________________________________________________________________________________________________
conv2d_46 (Conv2D)              (None, 2, 2, 32)     4096        activation_39[0][0]              
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 2, 2, 32)     128         conv2d_46[0][0]                  
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 2, 2, 32)     0           batch_normalization_40[0][0]     
__________________________________________________________________________________________________
zero_padding2d_16 (ZeroPadding2 (None, 4, 4, 32)     0           activation_40[0][0]              
__________________________________________________________________________________________________
conv2d_47 (Conv2D)              (None, 2, 2, 32)     9216        zero_padding2d_16[0][0]          
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 2, 2, 32)     128         conv2d_47[0][0]                  
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 2, 2, 32)     0           batch_normalization_41[0][0]     
__________________________________________________________________________________________________
conv2d_48 (Conv2D)              (None, 2, 2, 128)    4224        activation_41[0][0]              
__________________________________________________________________________________________________
add_13 (Add)                    (None, 2, 2, 128)    0           add_12[0][0]                     
                                                                 conv2d_48[0][0]                  
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 2, 2, 128)    512         add_13[0][0]                     
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 2, 2, 128)    0           batch_normalization_42[0][0]     
__________________________________________________________________________________________________
conv2d_49 (Conv2D)              (None, 2, 2, 32)     4096        activation_42[0][0]              
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 2, 2, 32)     128         conv2d_49[0][0]                  
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 2, 2, 32)     0           batch_normalization_43[0][0]     
__________________________________________________________________________________________________
zero_padding2d_17 (ZeroPadding2 (None, 4, 4, 32)     0           activation_43[0][0]              
__________________________________________________________________________________________________
conv2d_50 (Conv2D)              (None, 2, 2, 32)     9216        zero_padding2d_17[0][0]          
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 2, 2, 32)     128         conv2d_50[0][0]                  
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 2, 2, 32)     0           batch_normalization_44[0][0]     
__________________________________________________________________________________________________
conv2d_51 (Conv2D)              (None, 2, 2, 128)    4224        activation_44[0][0]              
__________________________________________________________________________________________________
add_14 (Add)                    (None, 2, 2, 128)    0           add_13[0][0]                     
                                                                 conv2d_51[0][0]                  
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 2, 2, 128)    512         add_14[0][0]                     
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 2, 2, 128)    0           batch_normalization_45[0][0]     
__________________________________________________________________________________________________
conv2d_53 (Conv2D)              (None, 2, 2, 32)     4096        activation_45[0][0]              
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 2, 2, 32)     128         conv2d_53[0][0]                  
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 2, 2, 32)     0           batch_normalization_46[0][0]     
__________________________________________________________________________________________________
zero_padding2d_18 (ZeroPadding2 (None, 4, 4, 32)     0           activation_46[0][0]              
__________________________________________________________________________________________________
conv2d_54 (Conv2D)              (None, 1, 1, 32)     9216        zero_padding2d_18[0][0]          
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 1, 1, 32)     128         conv2d_54[0][0]                  
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 1, 1, 32)     0           batch_normalization_47[0][0]     
__________________________________________________________________________________________________
conv2d_52 (Conv2D)              (None, 1, 1, 128)    16512       activation_45[0][0]              
__________________________________________________________________________________________________
conv2d_55 (Conv2D)              (None, 1, 1, 128)    4224        activation_47[0][0]              
__________________________________________________________________________________________________
add_15 (Add)                    (None, 1, 1, 128)    0           conv2d_52[0][0]                  
                                                                 conv2d_55[0][0]                  
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 1, 1, 128)    512         add_15[0][0]                     
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 1, 1, 128)    0           batch_normalization_48[0][0]     
__________________________________________________________________________________________________
conv2d_57 (Conv2D)              (None, 1, 1, 64)     8192        activation_48[0][0]              
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 1, 1, 64)     256         conv2d_57[0][0]                  
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 1, 1, 64)     0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
zero_padding2d_19 (ZeroPadding2 (None, 3, 3, 64)     0           activation_49[0][0]              
__________________________________________________________________________________________________
conv2d_58 (Conv2D)              (None, 1, 1, 64)     36864       zero_padding2d_19[0][0]          
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 1, 1, 64)     256         conv2d_58[0][0]                  
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 1, 1, 64)     0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
conv2d_56 (Conv2D)              (None, 1, 1, 256)    33024       activation_48[0][0]              
__________________________________________________________________________________________________
conv2d_59 (Conv2D)              (None, 1, 1, 256)    16640       activation_50[0][0]              
__________________________________________________________________________________________________
add_16 (Add)                    (None, 1, 1, 256)    0           conv2d_56[0][0]                  
                                                                 conv2d_59[0][0]                  
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 1, 1, 256)    1024        add_16[0][0]                     
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 1, 1, 256)    0           batch_normalization_51[0][0]     
__________________________________________________________________________________________________
conv2d_60 (Conv2D)              (None, 1, 1, 64)     16384       activation_51[0][0]              
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 1, 1, 64)     256         conv2d_60[0][0]                  
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 1, 1, 64)     0           batch_normalization_52[0][0]     
__________________________________________________________________________________________________
zero_padding2d_20 (ZeroPadding2 (None, 3, 3, 64)     0           activation_52[0][0]              
__________________________________________________________________________________________________
conv2d_61 (Conv2D)              (None, 1, 1, 64)     36864       zero_padding2d_20[0][0]          
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 1, 1, 64)     256         conv2d_61[0][0]                  
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 1, 1, 64)     0           batch_normalization_53[0][0]     
__________________________________________________________________________________________________
conv2d_62 (Conv2D)              (None, 1, 1, 256)    16640       activation_53[0][0]              
__________________________________________________________________________________________________
add_17 (Add)                    (None, 1, 1, 256)    0           add_16[0][0]                     
                                                                 conv2d_62[0][0]                  
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 1, 1, 256)    1024        add_17[0][0]                     
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 1, 1, 256)    0           batch_normalization_54[0][0]     
__________________________________________________________________________________________________
conv2d_63 (Conv2D)              (None, 1, 1, 64)     16384       activation_54[0][0]              
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 1, 1, 64)     256         conv2d_63[0][0]                  
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 1, 1, 64)     0           batch_normalization_55[0][0]     
__________________________________________________________________________________________________
zero_padding2d_21 (ZeroPadding2 (None, 3, 3, 64)     0           activation_55[0][0]              
__________________________________________________________________________________________________
conv2d_64 (Conv2D)              (None, 1, 1, 64)     36864       zero_padding2d_21[0][0]          
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 1, 1, 64)     256         conv2d_64[0][0]                  
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 1, 1, 64)     0           batch_normalization_56[0][0]     
__________________________________________________________________________________________________
conv2d_65 (Conv2D)              (None, 1, 1, 256)    16640       activation_56[0][0]              
__________________________________________________________________________________________________
add_18 (Add)                    (None, 1, 1, 256)    0           add_17[0][0]                     
                                                                 conv2d_65[0][0]                  
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 1, 1, 256)    1024        add_18[0][0]                     
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 1, 1, 256)    0           batch_normalization_57[0][0]     
__________________________________________________________________________________________________
conv2d_67 (Conv2D)              (None, 1, 1, 64)     16384       activation_57[0][0]              
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 1, 1, 64)     256         conv2d_67[0][0]                  
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 1, 1, 64)     0           batch_normalization_58[0][0]     
__________________________________________________________________________________________________
zero_padding2d_22 (ZeroPadding2 (None, 3, 3, 64)     0           activation_58[0][0]              
__________________________________________________________________________________________________
conv2d_68 (Conv2D)              (None, 1, 1, 64)     36864       zero_padding2d_22[0][0]          
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 1, 1, 64)     256         conv2d_68[0][0]                  
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 1, 1, 64)     0           batch_normalization_59[0][0]     
__________________________________________________________________________________________________
conv2d_66 (Conv2D)              (None, 1, 1, 256)    65792       activation_57[0][0]              
__________________________________________________________________________________________________
conv2d_69 (Conv2D)              (None, 1, 1, 256)    16640       activation_59[0][0]              
__________________________________________________________________________________________________
add_19 (Add)                    (None, 1, 1, 256)    0           conv2d_66[0][0]                  
                                                                 conv2d_69[0][0]                  
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 1, 1, 256)    1024        add_19[0][0]                     
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 1, 1, 256)    0           batch_normalization_60[0][0]     
__________________________________________________________________________________________________
global_average_pooling2d (Globa (None, 256)          0           activation_60[0][0]              
__________________________________________________________________________________________________
dense (Dense)                   (None, 10)           2570        global_average_pooling2d[0][0]   
==================================================================================================
Total params: 1,167,056
Trainable params: 1,155,408
Non-trainable params: 11,648
__________________________________________________________________________________________________