KerasNASNetMobile
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Model: "NASNet"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_9 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
stem_conv1 (Conv2D) (None, 111, 111, 32) 864 input_9[0][0]
__________________________________________________________________________________________________
stem_bn1 (BatchNormalization) (None, 111, 111, 32) 128 stem_conv1[0][0]
__________________________________________________________________________________________________
activation_95 (Activation) (None, 111, 111, 32) 0 stem_bn1[0][0]
__________________________________________________________________________________________________
reduction_conv_1_stem_1 (Conv2D (None, 111, 111, 11) 352 activation_95[0][0]
__________________________________________________________________________________________________
reduction_bn_1_stem_1 (BatchNor (None, 111, 111, 11) 44 reduction_conv_1_stem_1[0][0]
__________________________________________________________________________________________________
activation_96 (Activation) (None, 111, 111, 11) 0 reduction_bn_1_stem_1[0][0]
__________________________________________________________________________________________________
activation_98 (Activation) (None, 111, 111, 32) 0 stem_bn1[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 115, 115, 11) 0 activation_96[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 117, 117, 32) 0 activation_98[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 56, 56, 11) 396 separable_conv_1_pad_reduction_le
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 56, 56, 11) 1920 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
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_97 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_99 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 56, 56, 11) 396 activation_97[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11) 660 activation_99[0][0]
__________________________________________________________________________________________________
activation_100 (Activation) (None, 111, 111, 32) 0 stem_bn1[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
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 117, 117, 32) 0 activation_100[0][0]
__________________________________________________________________________________________________
activation_102 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 115, 115, 32) 0 activation_102[0][0]
__________________________________________________________________________________________________
activation_104 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 56, 56, 11) 220 activation_104[0][0]
__________________________________________________________________________________________________
activation_101 (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_
__________________________________________________________________________________________________
reduction_pad_1_stem_1 (ZeroPad (None, 113, 113, 11) 0 reduction_bn_1_stem_1[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11) 660 activation_101[0][0]
__________________________________________________________________________________________________
activation_103 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_105 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_1 (MaxPool (None, 56, 56, 11) 0 reduction_pad_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_103[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 56, 56, 11) 220 activation_105[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_pad_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_pad_1_stem_1[0][0]
__________________________________________________________________________________________________
zero_padding2d_5 (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_5[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_106 (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_106[0][0]
__________________________________________________________________________________________________
concatenate_3 (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_3[0][0]
__________________________________________________________________________________________________
activation_107 (Activation) (None, 56, 56, 22) 0 reduction_bn_1_stem_2[0][0]
__________________________________________________________________________________________________
activation_109 (Activation) (None, 56, 56, 22) 0 adjust_bn_stem_2[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 59, 59, 22) 0 activation_107[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 61, 61, 22) 0 activation_109[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 28, 28, 22) 1034 separable_conv_1_pad_reduction_le
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 28, 28, 22) 1562 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
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_108 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_110 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 28, 28, 22) 1034 activation_108[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22) 1562 activation_110[0][0]
__________________________________________________________________________________________________
activation_111 (Activation) (None, 56, 56, 22) 0 adjust_bn_stem_2[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
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 61, 61, 22) 0 activation_111[0][0]
__________________________________________________________________________________________________
activation_113 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 59, 59, 22) 0 activation_113[0][0]
__________________________________________________________________________________________________
activation_115 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 28, 28, 22) 682 activation_115[0][0]
__________________________________________________________________________________________________
activation_112 (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_
__________________________________________________________________________________________________
reduction_pad_1_stem_2 (ZeroPad (None, 57, 57, 22) 0 reduction_bn_1_stem_2[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22) 1562 activation_112[0][0]
__________________________________________________________________________________________________
activation_114 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_116 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_2 (MaxPool (None, 28, 28, 22) 0 reduction_pad_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_114[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 28, 28, 22) 682 activation_116[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_pad_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_pad_1_stem_2[0][0]
__________________________________________________________________________________________________
zero_padding2d_6 (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_6[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_117 (Activation) (None, 28, 28, 88) 0 reduction_concat_stem_2[0][0]
__________________________________________________________________________________________________
concatenate_4 (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_117[0][0]
__________________________________________________________________________________________________
adjust_bn_0 (BatchNormalization (None, 28, 28, 44) 176 concatenate_4[0][0]
__________________________________________________________________________________________________
normal_bn_1_0 (BatchNormalizati (None, 28, 28, 44) 176 normal_conv_1_0[0][0]
__________________________________________________________________________________________________
activation_118 (Activation) (None, 28, 28, 44) 0 normal_bn_1_0[0][0]
__________________________________________________________________________________________________
activation_120 (Activation) (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
activation_122 (Activation) (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
activation_124 (Activation) (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
activation_126 (Activation) (None, 28, 28, 44) 0 normal_bn_1_0[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_0 (None, 28, 28, 44) 3036 activation_118[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_120[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_0 (None, 28, 28, 44) 3036 activation_122[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_124[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_0 (None, 28, 28, 44) 2332 activation_126[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_119 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_121 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_123 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_125 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_127 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_0 (None, 28, 28, 44) 3036 activation_119[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_121[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_0 (None, 28, 28, 44) 3036 activation_123[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_125[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_0 (None, 28, 28, 44) 2332 activation_127[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_128 (Activation) (None, 28, 28, 88) 0 reduction_concat_stem_2[0][0]
__________________________________________________________________________________________________
activation_129 (Activation) (None, 28, 28, 264) 0 normal_concat_0[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_1 (Conv2 (None, 28, 28, 44) 3872 activation_128[0][0]
__________________________________________________________________________________________________
normal_conv_1_1 (Conv2D) (None, 28, 28, 44) 11616 activation_129[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_130 (Activation) (None, 28, 28, 44) 0 normal_bn_1_1[0][0]
__________________________________________________________________________________________________
activation_132 (Activation) (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
activation_134 (Activation) (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
activation_136 (Activation) (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
activation_138 (Activation) (None, 28, 28, 44) 0 normal_bn_1_1[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 28, 28, 44) 3036 activation_130[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_132[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 28, 28, 44) 3036 activation_134[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_136[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 28, 28, 44) 2332 activation_138[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_131 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_133 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_135 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_137 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_139 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 28, 28, 44) 3036 activation_131[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_133[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 28, 28, 44) 3036 activation_135[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_137[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 28, 28, 44) 2332 activation_139[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_140 (Activation) (None, 28, 28, 264) 0 normal_concat_0[0][0]
__________________________________________________________________________________________________
activation_141 (Activation) (None, 28, 28, 264) 0 normal_concat_1[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_2 (Conv2 (None, 28, 28, 44) 11616 activation_140[0][0]
__________________________________________________________________________________________________
normal_conv_1_2 (Conv2D) (None, 28, 28, 44) 11616 activation_141[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_142 (Activation) (None, 28, 28, 44) 0 normal_bn_1_2[0][0]
__________________________________________________________________________________________________
activation_144 (Activation) (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
activation_146 (Activation) (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
activation_148 (Activation) (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
activation_150 (Activation) (None, 28, 28, 44) 0 normal_bn_1_2[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_2 (None, 28, 28, 44) 3036 activation_142[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_144[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_2 (None, 28, 28, 44) 3036 activation_146[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_148[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_2 (None, 28, 28, 44) 2332 activation_150[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_143 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_145 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_147 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_149 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_151 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_2 (None, 28, 28, 44) 3036 activation_143[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_145[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_2 (None, 28, 28, 44) 3036 activation_147[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_149[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_2 (None, 28, 28, 44) 2332 activation_151[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_152 (Activation) (None, 28, 28, 264) 0 normal_concat_1[0][0]
__________________________________________________________________________________________________
activation_153 (Activation) (None, 28, 28, 264) 0 normal_concat_2[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_3 (Conv2 (None, 28, 28, 44) 11616 activation_152[0][0]
__________________________________________________________________________________________________
normal_conv_1_3 (Conv2D) (None, 28, 28, 44) 11616 activation_153[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_154 (Activation) (None, 28, 28, 44) 0 normal_bn_1_3[0][0]
__________________________________________________________________________________________________
activation_156 (Activation) (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
activation_158 (Activation) (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
activation_160 (Activation) (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
activation_162 (Activation) (None, 28, 28, 44) 0 normal_bn_1_3[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_3 (None, 28, 28, 44) 3036 activation_154[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_156[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_3 (None, 28, 28, 44) 3036 activation_158[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_160[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_3 (None, 28, 28, 44) 2332 activation_162[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_155 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_157 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_159 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_161 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_163 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_3 (None, 28, 28, 44) 3036 activation_155[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_157[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_3 (None, 28, 28, 44) 3036 activation_159[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_161[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_3 (None, 28, 28, 44) 2332 activation_163[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_165 (Activation) (None, 28, 28, 264) 0 normal_concat_3[0][0]
__________________________________________________________________________________________________
activation_164 (Activation) (None, 28, 28, 264) 0 normal_concat_2[0][0]
__________________________________________________________________________________________________
reduction_conv_1_reduce_4 (Conv (None, 28, 28, 88) 23232 activation_165[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_reduce_4 (None, 28, 28, 88) 23232 activation_164[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_166 (Activation) (None, 28, 28, 88) 0 reduction_bn_1_reduce_4[0][0]
__________________________________________________________________________________________________
activation_168 (Activation) (None, 28, 28, 88) 0 adjust_bn_reduce_4[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 31, 31, 88) 0 activation_166[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 33, 33, 88) 0 activation_168[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 14, 14, 88) 9944 separable_conv_1_pad_reduction_le
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 14, 14, 88) 12056 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
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_167 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_169 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 14, 14, 88) 9944 activation_167[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88) 12056 activation_169[0][0]
__________________________________________________________________________________________________
activation_170 (Activation) (None, 28, 28, 88) 0 adjust_bn_reduce_4[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
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 33, 33, 88) 0 activation_170[0][0]
__________________________________________________________________________________________________
activation_172 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 31, 31, 88) 0 activation_172[0][0]
__________________________________________________________________________________________________
activation_174 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 14, 14, 88) 8536 activation_174[0][0]
__________________________________________________________________________________________________
activation_171 (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_
__________________________________________________________________________________________________
reduction_pad_1_reduce_4 (ZeroP (None, 29, 29, 88) 0 reduction_bn_1_reduce_4[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88) 12056 activation_171[0][0]
__________________________________________________________________________________________________
activation_173 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_175 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_4 (MaxPo (None, 14, 14, 88) 0 reduction_pad_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_173[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 14, 14, 88) 8536 activation_175[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_pad_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_pad_1_reduce_4[0][0]
__________________________________________________________________________________________________
zero_padding2d_7 (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_7[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_176 (Activation) (None, 14, 14, 352) 0 reduction_concat_reduce_4[0][0]
__________________________________________________________________________________________________
concatenate_5 (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_176[0][0]
__________________________________________________________________________________________________
adjust_bn_5 (BatchNormalization (None, 14, 14, 88) 352 concatenate_5[0][0]
__________________________________________________________________________________________________
normal_bn_1_5 (BatchNormalizati (None, 14, 14, 88) 352 normal_conv_1_5[0][0]
__________________________________________________________________________________________________
activation_177 (Activation) (None, 14, 14, 88) 0 normal_bn_1_5[0][0]
__________________________________________________________________________________________________
activation_179 (Activation) (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
activation_181 (Activation) (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
activation_183 (Activation) (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
activation_185 (Activation) (None, 14, 14, 88) 0 normal_bn_1_5[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_5 (None, 14, 14, 88) 9944 activation_177[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_179[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_5 (None, 14, 14, 88) 9944 activation_181[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_183[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_5 (None, 14, 14, 88) 8536 activation_185[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_178 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_180 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_182 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_184 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_186 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_5 (None, 14, 14, 88) 9944 activation_178[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_180[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_5 (None, 14, 14, 88) 9944 activation_182[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_184[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_5 (None, 14, 14, 88) 8536 activation_186[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_187 (Activation) (None, 14, 14, 352) 0 reduction_concat_reduce_4[0][0]
__________________________________________________________________________________________________
activation_188 (Activation) (None, 14, 14, 528) 0 normal_concat_5[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_6 (Conv2 (None, 14, 14, 88) 30976 activation_187[0][0]
__________________________________________________________________________________________________
normal_conv_1_6 (Conv2D) (None, 14, 14, 88) 46464 activation_188[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_189 (Activation) (None, 14, 14, 88) 0 normal_bn_1_6[0][0]
__________________________________________________________________________________________________
activation_191 (Activation) (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
activation_193 (Activation) (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
activation_195 (Activation) (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
activation_197 (Activation) (None, 14, 14, 88) 0 normal_bn_1_6[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_6 (None, 14, 14, 88) 9944 activation_189[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_191[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_6 (None, 14, 14, 88) 9944 activation_193[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_195[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_6 (None, 14, 14, 88) 8536 activation_197[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_190 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_192 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_194 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_196 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_198 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_6 (None, 14, 14, 88) 9944 activation_190[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_192[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_6 (None, 14, 14, 88) 9944 activation_194[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_196[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_6 (None, 14, 14, 88) 8536 activation_198[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_199 (Activation) (None, 14, 14, 528) 0 normal_concat_5[0][0]
__________________________________________________________________________________________________
activation_200 (Activation) (None, 14, 14, 528) 0 normal_concat_6[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_7 (Conv2 (None, 14, 14, 88) 46464 activation_199[0][0]
__________________________________________________________________________________________________
normal_conv_1_7 (Conv2D) (None, 14, 14, 88) 46464 activation_200[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_201 (Activation) (None, 14, 14, 88) 0 normal_bn_1_7[0][0]
__________________________________________________________________________________________________
activation_203 (Activation) (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
activation_205 (Activation) (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
activation_207 (Activation) (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
activation_209 (Activation) (None, 14, 14, 88) 0 normal_bn_1_7[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_7 (None, 14, 14, 88) 9944 activation_201[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_203[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_7 (None, 14, 14, 88) 9944 activation_205[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_207[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_7 (None, 14, 14, 88) 8536 activation_209[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_202 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_204 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_206 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_208 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_210 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_7 (None, 14, 14, 88) 9944 activation_202[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_204[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_7 (None, 14, 14, 88) 9944 activation_206[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_208[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_7 (None, 14, 14, 88) 8536 activation_210[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_211 (Activation) (None, 14, 14, 528) 0 normal_concat_6[0][0]
__________________________________________________________________________________________________
activation_212 (Activation) (None, 14, 14, 528) 0 normal_concat_7[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_8 (Conv2 (None, 14, 14, 88) 46464 activation_211[0][0]
__________________________________________________________________________________________________
normal_conv_1_8 (Conv2D) (None, 14, 14, 88) 46464 activation_212[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_213 (Activation) (None, 14, 14, 88) 0 normal_bn_1_8[0][0]
__________________________________________________________________________________________________
activation_215 (Activation) (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
activation_217 (Activation) (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
activation_219 (Activation) (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
activation_221 (Activation) (None, 14, 14, 88) 0 normal_bn_1_8[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_8 (None, 14, 14, 88) 9944 activation_213[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_215[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_8 (None, 14, 14, 88) 9944 activation_217[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_219[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_8 (None, 14, 14, 88) 8536 activation_221[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_214 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_216 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_218 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_220 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_222 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_8 (None, 14, 14, 88) 9944 activation_214[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_216[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_8 (None, 14, 14, 88) 9944 activation_218[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_220[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_8 (None, 14, 14, 88) 8536 activation_222[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_224 (Activation) (None, 14, 14, 528) 0 normal_concat_8[0][0]
__________________________________________________________________________________________________
activation_223 (Activation) (None, 14, 14, 528) 0 normal_concat_7[0][0]
__________________________________________________________________________________________________
reduction_conv_1_reduce_8 (Conv (None, 14, 14, 176) 92928 activation_224[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_reduce_8 (None, 14, 14, 176) 92928 activation_223[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_225 (Activation) (None, 14, 14, 176) 0 reduction_bn_1_reduce_8[0][0]
__________________________________________________________________________________________________
activation_227 (Activation) (None, 14, 14, 176) 0 adjust_bn_reduce_8[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 17, 17, 176) 0 activation_225[0][0]
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 19, 19, 176) 0 activation_227[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 7, 7, 176) 35376 separable_conv_1_pad_reduction_le
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 7, 7, 176) 39600 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
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_226 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_228 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 7, 7, 176) 35376 activation_226[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176) 39600 activation_228[0][0]
__________________________________________________________________________________________________
activation_229 (Activation) (None, 14, 14, 176) 0 adjust_bn_reduce_8[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
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 19, 19, 176) 0 activation_229[0][0]
__________________________________________________________________________________________________
activation_231 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_pad_reduction_ (None, 17, 17, 176) 0 activation_231[0][0]
__________________________________________________________________________________________________
activation_233 (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 separable_conv_1_pad_reduction_ri
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 7, 7, 176) 32560 activation_233[0][0]
__________________________________________________________________________________________________
activation_230 (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_
__________________________________________________________________________________________________
reduction_pad_1_reduce_8 (ZeroP (None, 15, 15, 176) 0 reduction_bn_1_reduce_8[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176) 39600 activation_230[0][0]
__________________________________________________________________________________________________
activation_232 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_234 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_8 (MaxPo (None, 7, 7, 176) 0 reduction_pad_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_232[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 7, 7, 176) 32560 activation_234[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_pad_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_pad_1_reduce_8[0][0]
__________________________________________________________________________________________________
zero_padding2d_8 (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_8[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_235 (Activation) (None, 7, 7, 704) 0 reduction_concat_reduce_8[0][0]
__________________________________________________________________________________________________
concatenate_6 (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_235[0][0]
__________________________________________________________________________________________________
adjust_bn_9 (BatchNormalization (None, 7, 7, 176) 704 concatenate_6[0][0]
__________________________________________________________________________________________________
normal_bn_1_9 (BatchNormalizati (None, 7, 7, 176) 704 normal_conv_1_9[0][0]
__________________________________________________________________________________________________
activation_236 (Activation) (None, 7, 7, 176) 0 normal_bn_1_9[0][0]
__________________________________________________________________________________________________
activation_238 (Activation) (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
activation_240 (Activation) (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
activation_242 (Activation) (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
activation_244 (Activation) (None, 7, 7, 176) 0 normal_bn_1_9[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_9 (None, 7, 7, 176) 35376 activation_236[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_238[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_9 (None, 7, 7, 176) 35376 activation_240[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_242[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_9 (None, 7, 7, 176) 32560 activation_244[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_237 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_239 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_241 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_243 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_245 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_9 (None, 7, 7, 176) 35376 activation_237[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_239[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_9 (None, 7, 7, 176) 35376 activation_241[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_243[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_9 (None, 7, 7, 176) 32560 activation_245[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_246 (Activation) (None, 7, 7, 704) 0 reduction_concat_reduce_8[0][0]
__________________________________________________________________________________________________
activation_247 (Activation) (None, 7, 7, 1056) 0 normal_concat_9[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_10 (Conv (None, 7, 7, 176) 123904 activation_246[0][0]
__________________________________________________________________________________________________
normal_conv_1_10 (Conv2D) (None, 7, 7, 176) 185856 activation_247[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_248 (Activation) (None, 7, 7, 176) 0 normal_bn_1_10[0][0]
__________________________________________________________________________________________________
activation_250 (Activation) (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
activation_252 (Activation) (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
activation_254 (Activation) (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
activation_256 (Activation) (None, 7, 7, 176) 0 normal_bn_1_10[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176) 35376 activation_248[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_250[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176) 35376 activation_252[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_254[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176) 32560 activation_256[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_249 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_251 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_253 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_255 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_257 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176) 35376 activation_249[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_251[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176) 35376 activation_253[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_255[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176) 32560 activation_257[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_258 (Activation) (None, 7, 7, 1056) 0 normal_concat_9[0][0]
__________________________________________________________________________________________________
activation_259 (Activation) (None, 7, 7, 1056) 0 normal_concat_10[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_11 (Conv (None, 7, 7, 176) 185856 activation_258[0][0]
__________________________________________________________________________________________________
normal_conv_1_11 (Conv2D) (None, 7, 7, 176) 185856 activation_259[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_260 (Activation) (None, 7, 7, 176) 0 normal_bn_1_11[0][0]
__________________________________________________________________________________________________
activation_262 (Activation) (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
activation_264 (Activation) (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
activation_266 (Activation) (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
activation_268 (Activation) (None, 7, 7, 176) 0 normal_bn_1_11[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176) 35376 activation_260[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_262[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176) 35376 activation_264[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_266[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176) 32560 activation_268[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_261 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_263 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_265 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_267 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_269 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176) 35376 activation_261[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_263[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176) 35376 activation_265[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_267[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176) 32560 activation_269[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_270 (Activation) (None, 7, 7, 1056) 0 normal_concat_10[0][0]
__________________________________________________________________________________________________
activation_271 (Activation) (None, 7, 7, 1056) 0 normal_concat_11[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_12 (Conv (None, 7, 7, 176) 185856 activation_270[0][0]
__________________________________________________________________________________________________
normal_conv_1_12 (Conv2D) (None, 7, 7, 176) 185856 activation_271[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_272 (Activation) (None, 7, 7, 176) 0 normal_bn_1_12[0][0]
__________________________________________________________________________________________________
activation_274 (Activation) (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
activation_276 (Activation) (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
activation_278 (Activation) (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
activation_280 (Activation) (None, 7, 7, 176) 0 normal_bn_1_12[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176) 35376 activation_272[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_274[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176) 35376 activation_276[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_278[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176) 32560 activation_280[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_273 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_275 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_277 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_279 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_281 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176) 35376 activation_273[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_275[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176) 35376 activation_277[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_279[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176) 32560 activation_281[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_282 (Activation) (None, 7, 7, 1056) 0 normal_concat_12[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 1056) 0 activation_282[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
__________________________________________________________________________________________________