gistfile1.txt

==================== MODEL SUMMARY FOR SOMSHUBRA Model ==============
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to
==================================================================================================
input_1 (InputLayer)            (None, 224, 224, 3)  0
__________________________________________________________________________________________________
conv1 (Conv2D)                  (None, 112, 112, 32) 864         input_1[0][0]
__________________________________________________________________________________________________
conv1_bn (BatchNormalization)   (None, 112, 112, 32) 128         conv1[0][0]
__________________________________________________________________________________________________
conv1_relu (Activation)         (None, 112, 112, 32) 0           conv1_bn[0][0]
__________________________________________________________________________________________________
conv_dw_1 (DepthwiseConv2D)     (None, 112, 112, 32) 288         conv1_relu[0][0]
__________________________________________________________________________________________________
conv_dw_1_bn (BatchNormalizatio (None, 112, 112, 32) 128         conv_dw_1[0][0]
__________________________________________________________________________________________________
conv_dw_1_relu (Activation)     (None, 112, 112, 32) 0           conv_dw_1_bn[0][0]
__________________________________________________________________________________________________
conv_pw_1 (Conv2D)              (None, 112, 112, 16) 512         conv_dw_1_relu[0][0]
__________________________________________________________________________________________________
conv_pw_1_bn (BatchNormalizatio (None, 112, 112, 16) 64          conv_pw_1[0][0]
__________________________________________________________________________________________________
conv_expand_2 (Conv2D)          (None, 112, 112, 96) 1536        conv_pw_1_bn[0][0]
__________________________________________________________________________________________________
conv_expand_2_bn (BatchNormaliz (None, 112, 112, 96) 384         conv_expand_2[0][0]
__________________________________________________________________________________________________
conv_expand_2_relu (Activation) (None, 112, 112, 96) 0           conv_expand_2_bn[0][0]
__________________________________________________________________________________________________
conv_dw_2 (DepthwiseConv2D)     (None, 56, 56, 96)   864         conv_expand_2_relu[0][0]
__________________________________________________________________________________________________
conv_dw_2_bn (BatchNormalizatio (None, 56, 56, 96)   384         conv_dw_2[0][0]
__________________________________________________________________________________________________
conv_dw_2_relu (Activation)     (None, 56, 56, 96)   0           conv_dw_2_bn[0][0]
__________________________________________________________________________________________________
conv_pw_2 (Conv2D)              (None, 56, 56, 24)   2304        conv_dw_2_relu[0][0]
__________________________________________________________________________________________________
conv_pw_2_bn (BatchNormalizatio (None, 56, 56, 24)   96          conv_pw_2[0][0]
__________________________________________________________________________________________________
conv_expand_3 (Conv2D)          (None, 56, 56, 144)  3456        conv_pw_2_bn[0][0]
__________________________________________________________________________________________________
conv_expand_3_bn (BatchNormaliz (None, 56, 56, 144)  576         conv_expand_3[0][0]
__________________________________________________________________________________________________
conv_expand_3_relu (Activation) (None, 56, 56, 144)  0           conv_expand_3_bn[0][0]
__________________________________________________________________________________________________
conv_dw_3 (DepthwiseConv2D)     (None, 56, 56, 144)  1296        conv_expand_3_relu[0][0]
__________________________________________________________________________________________________
conv_dw_3_bn (BatchNormalizatio (None, 56, 56, 144)  576         conv_dw_3[0][0]
__________________________________________________________________________________________________
conv_dw_3_relu (Activation)     (None, 56, 56, 144)  0           conv_dw_3_bn[0][0]
__________________________________________________________________________________________________
conv_pw_3 (Conv2D)              (None, 56, 56, 24)   3456        conv_dw_3_relu[0][0]
__________________________________________________________________________________________________
conv_pw_3_bn (BatchNormalizatio (None, 56, 56, 24)   96          conv_pw_3[0][0]
__________________________________________________________________________________________________
add_1 (Add)                     (None, 56, 56, 24)   0           conv_pw_2_bn[0][0]
                                                                 conv_pw_3_bn[0][0]
__________________________________________________________________________________________________
conv_expand_4 (Conv2D)          (None, 56, 56, 144)  3456        add_1[0][0]
__________________________________________________________________________________________________
conv_expand_4_bn (BatchNormaliz (None, 56, 56, 144)  576         conv_expand_4[0][0]
__________________________________________________________________________________________________
conv_expand_4_relu (Activation) (None, 56, 56, 144)  0           conv_expand_4_bn[0][0]
__________________________________________________________________________________________________
conv_dw_4 (DepthwiseConv2D)     (None, 28, 28, 144)  1296        conv_expand_4_relu[0][0]
__________________________________________________________________________________________________
conv_dw_4_bn (BatchNormalizatio (None, 28, 28, 144)  576         conv_dw_4[0][0]
__________________________________________________________________________________________________
conv_dw_4_relu (Activation)     (None, 28, 28, 144)  0           conv_dw_4_bn[0][0]
__________________________________________________________________________________________________
conv_pw_4 (Conv2D)              (None, 28, 28, 32)   4608        conv_dw_4_relu[0][0]
__________________________________________________________________________________________________
conv_pw_4_bn (BatchNormalizatio (None, 28, 28, 32)   128         conv_pw_4[0][0]
__________________________________________________________________________________________________
conv_expand_5 (Conv2D)          (None, 28, 28, 192)  6144        conv_pw_4_bn[0][0]
__________________________________________________________________________________________________
conv_expand_5_bn (BatchNormaliz (None, 28, 28, 192)  768         conv_expand_5[0][0]
__________________________________________________________________________________________________
conv_expand_5_relu (Activation) (None, 28, 28, 192)  0           conv_expand_5_bn[0][0]
__________________________________________________________________________________________________
conv_dw_5 (DepthwiseConv2D)     (None, 28, 28, 192)  1728        conv_expand_5_relu[0][0]
__________________________________________________________________________________________________
conv_dw_5_bn (BatchNormalizatio (None, 28, 28, 192)  768         conv_dw_5[0][0]
__________________________________________________________________________________________________
conv_dw_5_relu (Activation)     (None, 28, 28, 192)  0           conv_dw_5_bn[0][0]
__________________________________________________________________________________________________
conv_pw_5 (Conv2D)              (None, 28, 28, 32)   6144        conv_dw_5_relu[0][0]
__________________________________________________________________________________________________
conv_pw_5_bn (BatchNormalizatio (None, 28, 28, 32)   128         conv_pw_5[0][0]
__________________________________________________________________________________________________
add_2 (Add)                     (None, 28, 28, 32)   0           conv_pw_4_bn[0][0]
                                                                 conv_pw_5_bn[0][0]
__________________________________________________________________________________________________
conv_expand_6 (Conv2D)          (None, 28, 28, 192)  6144        add_2[0][0]
__________________________________________________________________________________________________
conv_expand_6_bn (BatchNormaliz (None, 28, 28, 192)  768         conv_expand_6[0][0]
__________________________________________________________________________________________________
conv_expand_6_relu (Activation) (None, 28, 28, 192)  0           conv_expand_6_bn[0][0]
__________________________________________________________________________________________________
conv_dw_6 (DepthwiseConv2D)     (None, 28, 28, 192)  1728        conv_expand_6_relu[0][0]
__________________________________________________________________________________________________
conv_dw_6_bn (BatchNormalizatio (None, 28, 28, 192)  768         conv_dw_6[0][0]
__________________________________________________________________________________________________
conv_dw_6_relu (Activation)     (None, 28, 28, 192)  0           conv_dw_6_bn[0][0]
__________________________________________________________________________________________________
conv_pw_6 (Conv2D)              (None, 28, 28, 32)   6144        conv_dw_6_relu[0][0]
__________________________________________________________________________________________________
conv_pw_6_bn (BatchNormalizatio (None, 28, 28, 32)   128         conv_pw_6[0][0]
__________________________________________________________________________________________________
add_3 (Add)                     (None, 28, 28, 32)   0           add_2[0][0]
                                                                 conv_pw_6_bn[0][0]
__________________________________________________________________________________________________
conv_expand_7 (Conv2D)          (None, 28, 28, 192)  6144        add_3[0][0]
__________________________________________________________________________________________________
conv_expand_7_bn (BatchNormaliz (None, 28, 28, 192)  768         conv_expand_7[0][0]
__________________________________________________________________________________________________
conv_expand_7_relu (Activation) (None, 28, 28, 192)  0           conv_expand_7_bn[0][0]
__________________________________________________________________________________________________
conv_dw_7 (DepthwiseConv2D)     (None, 14, 14, 192)  1728        conv_expand_7_relu[0][0]
__________________________________________________________________________________________________
conv_dw_7_bn (BatchNormalizatio (None, 14, 14, 192)  768         conv_dw_7[0][0]
__________________________________________________________________________________________________
conv_dw_7_relu (Activation)     (None, 14, 14, 192)  0           conv_dw_7_bn[0][0]
__________________________________________________________________________________________________
conv_pw_7 (Conv2D)              (None, 14, 14, 64)   12288       conv_dw_7_relu[0][0]
__________________________________________________________________________________________________
conv_pw_7_bn (BatchNormalizatio (None, 14, 14, 64)   256         conv_pw_7[0][0]
__________________________________________________________________________________________________
conv_expand_8 (Conv2D)          (None, 14, 14, 384)  24576       conv_pw_7_bn[0][0]
__________________________________________________________________________________________________
conv_expand_8_bn (BatchNormaliz (None, 14, 14, 384)  1536        conv_expand_8[0][0]
__________________________________________________________________________________________________
conv_expand_8_relu (Activation) (None, 14, 14, 384)  0           conv_expand_8_bn[0][0]
__________________________________________________________________________________________________
conv_dw_8 (DepthwiseConv2D)     (None, 14, 14, 384)  3456        conv_expand_8_relu[0][0]
__________________________________________________________________________________________________
conv_dw_8_bn (BatchNormalizatio (None, 14, 14, 384)  1536        conv_dw_8[0][0]
__________________________________________________________________________________________________
conv_dw_8_relu (Activation)     (None, 14, 14, 384)  0           conv_dw_8_bn[0][0]
__________________________________________________________________________________________________
conv_pw_8 (Conv2D)              (None, 14, 14, 64)   24576       conv_dw_8_relu[0][0]
__________________________________________________________________________________________________
conv_pw_8_bn (BatchNormalizatio (None, 14, 14, 64)   256         conv_pw_8[0][0]
__________________________________________________________________________________________________
add_4 (Add)                     (None, 14, 14, 64)   0           conv_pw_7_bn[0][0]
                                                                 conv_pw_8_bn[0][0]
__________________________________________________________________________________________________
conv_expand_9 (Conv2D)          (None, 14, 14, 384)  24576       add_4[0][0]
__________________________________________________________________________________________________
conv_expand_9_bn (BatchNormaliz (None, 14, 14, 384)  1536        conv_expand_9[0][0]
__________________________________________________________________________________________________
conv_expand_9_relu (Activation) (None, 14, 14, 384)  0           conv_expand_9_bn[0][0]
__________________________________________________________________________________________________
conv_dw_9 (DepthwiseConv2D)     (None, 14, 14, 384)  3456        conv_expand_9_relu[0][0]
__________________________________________________________________________________________________
conv_dw_9_bn (BatchNormalizatio (None, 14, 14, 384)  1536        conv_dw_9[0][0]
__________________________________________________________________________________________________
conv_dw_9_relu (Activation)     (None, 14, 14, 384)  0           conv_dw_9_bn[0][0]
__________________________________________________________________________________________________
conv_pw_9 (Conv2D)              (None, 14, 14, 64)   24576       conv_dw_9_relu[0][0]
__________________________________________________________________________________________________
conv_pw_9_bn (BatchNormalizatio (None, 14, 14, 64)   256         conv_pw_9[0][0]
__________________________________________________________________________________________________
add_5 (Add)                     (None, 14, 14, 64)   0           add_4[0][0]
                                                                 conv_pw_9_bn[0][0]
__________________________________________________________________________________________________
conv_expand_10 (Conv2D)         (None, 14, 14, 384)  24576       add_5[0][0]
__________________________________________________________________________________________________
conv_expand_10_bn (BatchNormali (None, 14, 14, 384)  1536        conv_expand_10[0][0]
__________________________________________________________________________________________________
conv_expand_10_relu (Activation (None, 14, 14, 384)  0           conv_expand_10_bn[0][0]
__________________________________________________________________________________________________
conv_dw_10 (DepthwiseConv2D)    (None, 14, 14, 384)  3456        conv_expand_10_relu[0][0]
__________________________________________________________________________________________________
conv_dw_10_bn (BatchNormalizati (None, 14, 14, 384)  1536        conv_dw_10[0][0]
__________________________________________________________________________________________________
conv_dw_10_relu (Activation)    (None, 14, 14, 384)  0           conv_dw_10_bn[0][0]
__________________________________________________________________________________________________
conv_pw_10 (Conv2D)             (None, 14, 14, 64)   24576       conv_dw_10_relu[0][0]
__________________________________________________________________________________________________
conv_pw_10_bn (BatchNormalizati (None, 14, 14, 64)   256         conv_pw_10[0][0]
__________________________________________________________________________________________________
add_6 (Add)                     (None, 14, 14, 64)   0           add_5[0][0]
                                                                 conv_pw_10_bn[0][0]
__________________________________________________________________________________________________
conv_expand_11 (Conv2D)         (None, 14, 14, 384)  24576       add_6[0][0]
__________________________________________________________________________________________________
conv_expand_11_bn (BatchNormali (None, 14, 14, 384)  1536        conv_expand_11[0][0]
__________________________________________________________________________________________________
conv_expand_11_relu (Activation (None, 14, 14, 384)  0           conv_expand_11_bn[0][0]
__________________________________________________________________________________________________
conv_dw_11 (DepthwiseConv2D)    (None, 14, 14, 384)  3456        conv_expand_11_relu[0][0]
__________________________________________________________________________________________________
conv_dw_11_bn (BatchNormalizati (None, 14, 14, 384)  1536        conv_dw_11[0][0]
__________________________________________________________________________________________________
conv_dw_11_relu (Activation)    (None, 14, 14, 384)  0           conv_dw_11_bn[0][0]
__________________________________________________________________________________________________
conv_pw_11 (Conv2D)             (None, 14, 14, 96)   36864       conv_dw_11_relu[0][0]
__________________________________________________________________________________________________
conv_pw_11_bn (BatchNormalizati (None, 14, 14, 96)   384         conv_pw_11[0][0]
__________________________________________________________________________________________________
conv_expand_12 (Conv2D)         (None, 14, 14, 576)  55296       conv_pw_11_bn[0][0]
__________________________________________________________________________________________________
conv_expand_12_bn (BatchNormali (None, 14, 14, 576)  2304        conv_expand_12[0][0]
__________________________________________________________________________________________________
conv_expand_12_relu (Activation (None, 14, 14, 576)  0           conv_expand_12_bn[0][0]
__________________________________________________________________________________________________
conv_dw_12 (DepthwiseConv2D)    (None, 14, 14, 576)  5184        conv_expand_12_relu[0][0]
__________________________________________________________________________________________________
conv_dw_12_bn (BatchNormalizati (None, 14, 14, 576)  2304        conv_dw_12[0][0]
__________________________________________________________________________________________________
conv_dw_12_relu (Activation)    (None, 14, 14, 576)  0           conv_dw_12_bn[0][0]
__________________________________________________________________________________________________
conv_pw_12 (Conv2D)             (None, 14, 14, 96)   55296       conv_dw_12_relu[0][0]
__________________________________________________________________________________________________
conv_pw_12_bn (BatchNormalizati (None, 14, 14, 96)   384         conv_pw_12[0][0]
__________________________________________________________________________________________________
add_7 (Add)                     (None, 14, 14, 96)   0           conv_pw_11_bn[0][0]
                                                                 conv_pw_12_bn[0][0]
__________________________________________________________________________________________________
conv_expand_13 (Conv2D)         (None, 14, 14, 576)  55296       add_7[0][0]
__________________________________________________________________________________________________
conv_expand_13_bn (BatchNormali (None, 14, 14, 576)  2304        conv_expand_13[0][0]
__________________________________________________________________________________________________
conv_expand_13_relu (Activation (None, 14, 14, 576)  0           conv_expand_13_bn[0][0]
__________________________________________________________________________________________________
conv_dw_13 (DepthwiseConv2D)    (None, 14, 14, 576)  5184        conv_expand_13_relu[0][0]
__________________________________________________________________________________________________
conv_dw_13_bn (BatchNormalizati (None, 14, 14, 576)  2304        conv_dw_13[0][0]
__________________________________________________________________________________________________
conv_dw_13_relu (Activation)    (None, 14, 14, 576)  0           conv_dw_13_bn[0][0]
__________________________________________________________________________________________________
conv_pw_13 (Conv2D)             (None, 14, 14, 96)   55296       conv_dw_13_relu[0][0]
__________________________________________________________________________________________________
conv_pw_13_bn (BatchNormalizati (None, 14, 14, 96)   384         conv_pw_13[0][0]
__________________________________________________________________________________________________
add_8 (Add)                     (None, 14, 14, 96)   0           add_7[0][0]
                                                                 conv_pw_13_bn[0][0]
__________________________________________________________________________________________________
conv_expand_14 (Conv2D)         (None, 14, 14, 576)  55296       add_8[0][0]
__________________________________________________________________________________________________
conv_expand_14_bn (BatchNormali (None, 14, 14, 576)  2304        conv_expand_14[0][0]
__________________________________________________________________________________________________
conv_expand_14_relu (Activation (None, 14, 14, 576)  0           conv_expand_14_bn[0][0]
__________________________________________________________________________________________________
conv_dw_14 (DepthwiseConv2D)    (None, 7, 7, 576)    5184        conv_expand_14_relu[0][0]
__________________________________________________________________________________________________
conv_dw_14_bn (BatchNormalizati (None, 7, 7, 576)    2304        conv_dw_14[0][0]
__________________________________________________________________________________________________
conv_dw_14_relu (Activation)    (None, 7, 7, 576)    0           conv_dw_14_bn[0][0]
__________________________________________________________________________________________________
conv_pw_14 (Conv2D)             (None, 7, 7, 160)    92160       conv_dw_14_relu[0][0]
__________________________________________________________________________________________________
conv_pw_14_bn (BatchNormalizati (None, 7, 7, 160)    640         conv_pw_14[0][0]
__________________________________________________________________________________________________
conv_expand_15 (Conv2D)         (None, 7, 7, 960)    153600      conv_pw_14_bn[0][0]
__________________________________________________________________________________________________
conv_expand_15_bn (BatchNormali (None, 7, 7, 960)    3840        conv_expand_15[0][0]
__________________________________________________________________________________________________
conv_expand_15_relu (Activation (None, 7, 7, 960)    0           conv_expand_15_bn[0][0]
__________________________________________________________________________________________________
conv_dw_15 (DepthwiseConv2D)    (None, 7, 7, 960)    8640        conv_expand_15_relu[0][0]
__________________________________________________________________________________________________
conv_dw_15_bn (BatchNormalizati (None, 7, 7, 960)    3840        conv_dw_15[0][0]
__________________________________________________________________________________________________
conv_dw_15_relu (Activation)    (None, 7, 7, 960)    0           conv_dw_15_bn[0][0]
__________________________________________________________________________________________________
conv_pw_15 (Conv2D)             (None, 7, 7, 160)    153600      conv_dw_15_relu[0][0]
__________________________________________________________________________________________________
conv_pw_15_bn (BatchNormalizati (None, 7, 7, 160)    640         conv_pw_15[0][0]
__________________________________________________________________________________________________
add_9 (Add)                     (None, 7, 7, 160)    0           conv_pw_14_bn[0][0]
                                                                 conv_pw_15_bn[0][0]
__________________________________________________________________________________________________
conv_expand_16 (Conv2D)         (None, 7, 7, 960)    153600      add_9[0][0]
__________________________________________________________________________________________________
conv_expand_16_bn (BatchNormali (None, 7, 7, 960)    3840        conv_expand_16[0][0]
__________________________________________________________________________________________________
conv_expand_16_relu (Activation (None, 7, 7, 960)    0           conv_expand_16_bn[0][0]
__________________________________________________________________________________________________
conv_dw_16 (DepthwiseConv2D)    (None, 7, 7, 960)    8640        conv_expand_16_relu[0][0]
__________________________________________________________________________________________________
conv_dw_16_bn (BatchNormalizati (None, 7, 7, 960)    3840        conv_dw_16[0][0]
__________________________________________________________________________________________________
conv_dw_16_relu (Activation)    (None, 7, 7, 960)    0           conv_dw_16_bn[0][0]
__________________________________________________________________________________________________
conv_pw_16 (Conv2D)             (None, 7, 7, 160)    153600      conv_dw_16_relu[0][0]
__________________________________________________________________________________________________
conv_pw_16_bn (BatchNormalizati (None, 7, 7, 160)    640         conv_pw_16[0][0]
__________________________________________________________________________________________________
add_10 (Add)                    (None, 7, 7, 160)    0           add_9[0][0]
                                                                 conv_pw_16_bn[0][0]
__________________________________________________________________________________________________
conv_expand_17 (Conv2D)         (None, 7, 7, 960)    153600      add_10[0][0]
__________________________________________________________________________________________________
conv_expand_17_bn (BatchNormali (None, 7, 7, 960)    3840        conv_expand_17[0][0]
__________________________________________________________________________________________________
conv_expand_17_relu (Activation (None, 7, 7, 960)    0           conv_expand_17_bn[0][0]
__________________________________________________________________________________________________
conv_dw_17 (DepthwiseConv2D)    (None, 7, 7, 960)    8640        conv_expand_17_relu[0][0]
__________________________________________________________________________________________________
conv_dw_17_bn (BatchNormalizati (None, 7, 7, 960)    3840        conv_dw_17[0][0]
__________________________________________________________________________________________________
conv_dw_17_relu (Activation)    (None, 7, 7, 960)    0           conv_dw_17_bn[0][0]
__________________________________________________________________________________________________
conv_pw_17 (Conv2D)             (None, 7, 7, 320)    307200      conv_dw_17_relu[0][0]
__________________________________________________________________________________________________
conv_pw_17_bn (BatchNormalizati (None, 7, 7, 320)    1280        conv_pw_17[0][0]
__________________________________________________________________________________________________
conv18 (Conv2D)                 (None, 7, 7, 1280)   409600      conv_pw_17_bn[0][0]
__________________________________________________________________________________________________
conv18_bn (BatchNormalization)  (None, 7, 7, 1280)   5120        conv18[0][0]
__________________________________________________________________________________________________
conv18_relu (Activation)        (None, 7, 7, 1280)   0           conv18_bn[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 1280)         0           conv18_relu[0][0]
__________________________________________________________________________________________________
reshape_1 (Reshape)             (None, 1, 1, 1280)   0           global_average_pooling2d_1[0][0]
__________________________________________________________________________________________________
dropout (Dropout)               (None, 1, 1, 1280)   0           reshape_1[0][0]
__________________________________________________________________________________________________
conv_preds (Conv2D)             (None, 1, 1, 1000)   1281000     dropout[0][0]
__________________________________________________________________________________________________
act_softmax (Activation)        (None, 1, 1, 1000)   0           conv_preds[0][0]
__________________________________________________________________________________________________
reshape_2 (Reshape)             (None, 1000)         0           act_softmax[0][0]
==================================================================================================
Total params: 3,538,984
Trainable params: 3,504,872
Non-trainable params: 34,112
_______________________________________________________


=============== MODEL SUMMARY FOR Jonathan Model =============
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to
==================================================================================================
input_1 (InputLayer)            (None, 224, 224, 3)  0
__________________________________________________________________________________________________
Conv1 (Conv2D)                  (None, 112, 112, 32) 864         input_1[0][0]
__________________________________________________________________________________________________
bn_Conv1 (BatchNorm)            (None, 112, 112, 32) 128         Conv1[0][0]
__________________________________________________________________________________________________
Conv1_relu (Activation)         (None, 112, 112, 32) 0           bn_Conv1[0][0]
__________________________________________________________________________________________________
mobl0_conv_0_depthwise (Depthwi (None, 112, 112, 32) 288         Conv1_relu[0][0]
__________________________________________________________________________________________________
bn0_conv_0_bn_depthwise (BatchN (None, 112, 112, 32) 128         mobl0_conv_0_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_0_relu (Activation)     (None, 112, 112, 32) 0           bn0_conv_0_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl0_conv_0_project (Conv2D)   (None, 112, 112, 16) 512         conv_dw_0_relu[0][0]
__________________________________________________________________________________________________
bn0_conv_0_bn_project (BatchNor (None, 112, 112, 16) 64          mobl0_conv_0_project[0][0]
__________________________________________________________________________________________________
mobl1_conv_1_expand (Conv2D)    (None, 112, 112, 96) 1536        bn0_conv_0_bn_project[0][0]
__________________________________________________________________________________________________
bn1_conv_1_bn_expand (BatchNorm (None, 112, 112, 96) 384         mobl1_conv_1_expand[0][0]
__________________________________________________________________________________________________
conv_1_relu (Activation)        (None, 112, 112, 96) 0           bn1_conv_1_bn_expand[0][0]
__________________________________________________________________________________________________
mobl1_conv_1_depthwise (Depthwi (None, 56, 56, 96)   864         conv_1_relu[0][0]
__________________________________________________________________________________________________
bn1_conv_1_bn_depthwise (BatchN (None, 56, 56, 96)   384         mobl1_conv_1_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_1_relu (Activation)     (None, 56, 56, 96)   0           bn1_conv_1_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl1_conv_1_project (Conv2D)   (None, 56, 56, 24)   2304        conv_dw_1_relu[0][0]
__________________________________________________________________________________________________
bn1_conv_1_bn_project (BatchNor (None, 56, 56, 24)   96          mobl1_conv_1_project[0][0]
__________________________________________________________________________________________________
mobl2_conv_2_expand (Conv2D)    (None, 56, 56, 144)  3456        bn1_conv_1_bn_project[0][0]
__________________________________________________________________________________________________
bn2_conv_2_bn_expand (BatchNorm (None, 56, 56, 144)  576         mobl2_conv_2_expand[0][0]
__________________________________________________________________________________________________
conv_2_relu (Activation)        (None, 56, 56, 144)  0           bn2_conv_2_bn_expand[0][0]
__________________________________________________________________________________________________
mobl2_conv_2_depthwise (Depthwi (None, 56, 56, 144)  1296        conv_2_relu[0][0]
__________________________________________________________________________________________________
bn2_conv_2_bn_depthwise (BatchN (None, 56, 56, 144)  576         mobl2_conv_2_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_2_relu (Activation)     (None, 56, 56, 144)  0           bn2_conv_2_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl2_conv_2_project (Conv2D)   (None, 56, 56, 24)   3456        conv_dw_2_relu[0][0]
__________________________________________________________________________________________________
bn2_conv_2_bn_project (BatchNor (None, 56, 56, 24)   96          mobl2_conv_2_project[0][0]
__________________________________________________________________________________________________
res_connect_2 (Add)             (None, 56, 56, 24)   0           bn1_conv_1_bn_project[0][0]
                                                                 bn2_conv_2_bn_project[0][0]
__________________________________________________________________________________________________
mobl3_conv_3_expand (Conv2D)    (None, 56, 56, 144)  3456        res_connect_2[0][0]
__________________________________________________________________________________________________
bn3_conv_3_bn_expand (BatchNorm (None, 56, 56, 144)  576         mobl3_conv_3_expand[0][0]
__________________________________________________________________________________________________
conv_3_relu (Activation)        (None, 56, 56, 144)  0           bn3_conv_3_bn_expand[0][0]
__________________________________________________________________________________________________
mobl3_conv_3_depthwise (Depthwi (None, 28, 28, 144)  1296        conv_3_relu[0][0]
__________________________________________________________________________________________________
bn3_conv_3_bn_depthwise (BatchN (None, 28, 28, 144)  576         mobl3_conv_3_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_3_relu (Activation)     (None, 28, 28, 144)  0           bn3_conv_3_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl3_conv_3_project (Conv2D)   (None, 28, 28, 32)   4608        conv_dw_3_relu[0][0]
__________________________________________________________________________________________________
bn3_conv_3_bn_project (BatchNor (None, 28, 28, 32)   128         mobl3_conv_3_project[0][0]
__________________________________________________________________________________________________
mobl4_conv_4_expand (Conv2D)    (None, 28, 28, 192)  6144        bn3_conv_3_bn_project[0][0]
__________________________________________________________________________________________________
bn4_conv_4_bn_expand (BatchNorm (None, 28, 28, 192)  768         mobl4_conv_4_expand[0][0]
__________________________________________________________________________________________________
conv_4_relu (Activation)        (None, 28, 28, 192)  0           bn4_conv_4_bn_expand[0][0]
__________________________________________________________________________________________________
mobl4_conv_4_depthwise (Depthwi (None, 28, 28, 192)  1728        conv_4_relu[0][0]
__________________________________________________________________________________________________
bn4_conv_4_bn_depthwise (BatchN (None, 28, 28, 192)  768         mobl4_conv_4_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_4_relu (Activation)     (None, 28, 28, 192)  0           bn4_conv_4_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl4_conv_4_project (Conv2D)   (None, 28, 28, 32)   6144        conv_dw_4_relu[0][0]
__________________________________________________________________________________________________
bn4_conv_4_bn_project (BatchNor (None, 28, 28, 32)   128         mobl4_conv_4_project[0][0]
__________________________________________________________________________________________________
res_connect_4 (Add)             (None, 28, 28, 32)   0           bn3_conv_3_bn_project[0][0]
                                                                 bn4_conv_4_bn_project[0][0]
__________________________________________________________________________________________________
mobl5_conv_5_expand (Conv2D)    (None, 28, 28, 192)  6144        res_connect_4[0][0]
__________________________________________________________________________________________________
bn5_conv_5_bn_expand (BatchNorm (None, 28, 28, 192)  768         mobl5_conv_5_expand[0][0]
__________________________________________________________________________________________________
conv_5_relu (Activation)        (None, 28, 28, 192)  0           bn5_conv_5_bn_expand[0][0]
__________________________________________________________________________________________________
mobl5_conv_5_depthwise (Depthwi (None, 28, 28, 192)  1728        conv_5_relu[0][0]
__________________________________________________________________________________________________
bn5_conv_5_bn_depthwise (BatchN (None, 28, 28, 192)  768         mobl5_conv_5_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_5_relu (Activation)     (None, 28, 28, 192)  0           bn5_conv_5_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl5_conv_5_project (Conv2D)   (None, 28, 28, 32)   6144        conv_dw_5_relu[0][0]
__________________________________________________________________________________________________
bn5_conv_5_bn_project (BatchNor (None, 28, 28, 32)   128         mobl5_conv_5_project[0][0]
__________________________________________________________________________________________________
res_connect_5 (Add)             (None, 28, 28, 32)   0           res_connect_4[0][0]
                                                                 bn5_conv_5_bn_project[0][0]
__________________________________________________________________________________________________
mobl6_conv_6_expand (Conv2D)    (None, 28, 28, 192)  6144        res_connect_5[0][0]
__________________________________________________________________________________________________
bn6_conv_6_bn_expand (BatchNorm (None, 28, 28, 192)  768         mobl6_conv_6_expand[0][0]
__________________________________________________________________________________________________
conv_6_relu (Activation)        (None, 28, 28, 192)  0           bn6_conv_6_bn_expand[0][0]
__________________________________________________________________________________________________
mobl6_conv_6_depthwise (Depthwi (None, 14, 14, 192)  1728        conv_6_relu[0][0]
__________________________________________________________________________________________________
bn6_conv_6_bn_depthwise (BatchN (None, 14, 14, 192)  768         mobl6_conv_6_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_6_relu (Activation)     (None, 14, 14, 192)  0           bn6_conv_6_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl6_conv_6_project (Conv2D)   (None, 14, 14, 64)   12288       conv_dw_6_relu[0][0]
__________________________________________________________________________________________________
bn6_conv_6_bn_project (BatchNor (None, 14, 14, 64)   256         mobl6_conv_6_project[0][0]
__________________________________________________________________________________________________
mobl7_conv_7_expand (Conv2D)    (None, 14, 14, 384)  24576       bn6_conv_6_bn_project[0][0]
__________________________________________________________________________________________________
bn7_conv_7_bn_expand (BatchNorm (None, 14, 14, 384)  1536        mobl7_conv_7_expand[0][0]
__________________________________________________________________________________________________
conv_7_relu (Activation)        (None, 14, 14, 384)  0           bn7_conv_7_bn_expand[0][0]
__________________________________________________________________________________________________
mobl7_conv_7_depthwise (Depthwi (None, 14, 14, 384)  3456        conv_7_relu[0][0]
__________________________________________________________________________________________________
bn7_conv_7_bn_depthwise (BatchN (None, 14, 14, 384)  1536        mobl7_conv_7_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_7_relu (Activation)     (None, 14, 14, 384)  0           bn7_conv_7_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl7_conv_7_project (Conv2D)   (None, 14, 14, 64)   24576       conv_dw_7_relu[0][0]
__________________________________________________________________________________________________
bn7_conv_7_bn_project (BatchNor (None, 14, 14, 64)   256         mobl7_conv_7_project[0][0]
__________________________________________________________________________________________________
res_connect_7 (Add)             (None, 14, 14, 64)   0           bn6_conv_6_bn_project[0][0]
                                                                 bn7_conv_7_bn_project[0][0]
__________________________________________________________________________________________________
mobl8_conv_8_expand (Conv2D)    (None, 14, 14, 384)  24576       res_connect_7[0][0]
__________________________________________________________________________________________________
bn8_conv_8_bn_expand (BatchNorm (None, 14, 14, 384)  1536        mobl8_conv_8_expand[0][0]
__________________________________________________________________________________________________
conv_8_relu (Activation)        (None, 14, 14, 384)  0           bn8_conv_8_bn_expand[0][0]
__________________________________________________________________________________________________
mobl8_conv_8_depthwise (Depthwi (None, 14, 14, 384)  3456        conv_8_relu[0][0]
__________________________________________________________________________________________________
bn8_conv_8_bn_depthwise (BatchN (None, 14, 14, 384)  1536        mobl8_conv_8_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_8_relu (Activation)     (None, 14, 14, 384)  0           bn8_conv_8_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl8_conv_8_project (Conv2D)   (None, 14, 14, 64)   24576       conv_dw_8_relu[0][0]
__________________________________________________________________________________________________
bn8_conv_8_bn_project (BatchNor (None, 14, 14, 64)   256         mobl8_conv_8_project[0][0]
__________________________________________________________________________________________________
res_connect_8 (Add)             (None, 14, 14, 64)   0           res_connect_7[0][0]
                                                                 bn8_conv_8_bn_project[0][0]
__________________________________________________________________________________________________
mobl9_conv_9_expand (Conv2D)    (None, 14, 14, 384)  24576       res_connect_8[0][0]
__________________________________________________________________________________________________
bn9_conv_9_bn_expand (BatchNorm (None, 14, 14, 384)  1536        mobl9_conv_9_expand[0][0]
__________________________________________________________________________________________________
conv_9_relu (Activation)        (None, 14, 14, 384)  0           bn9_conv_9_bn_expand[0][0]
__________________________________________________________________________________________________
mobl9_conv_9_depthwise (Depthwi (None, 14, 14, 384)  3456        conv_9_relu[0][0]
__________________________________________________________________________________________________
bn9_conv_9_bn_depthwise (BatchN (None, 14, 14, 384)  1536        mobl9_conv_9_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_9_relu (Activation)     (None, 14, 14, 384)  0           bn9_conv_9_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl9_conv_9_project (Conv2D)   (None, 14, 14, 64)   24576       conv_dw_9_relu[0][0]
__________________________________________________________________________________________________
bn9_conv_9_bn_project (BatchNor (None, 14, 14, 64)   256         mobl9_conv_9_project[0][0]
__________________________________________________________________________________________________
res_connect_9 (Add)             (None, 14, 14, 64)   0           res_connect_8[0][0]
                                                                 bn9_conv_9_bn_project[0][0]
__________________________________________________________________________________________________
mobl10_conv_10_expand (Conv2D)  (None, 14, 14, 384)  24576       res_connect_9[0][0]
__________________________________________________________________________________________________
bn10_conv_10_bn_expand (BatchNo (None, 14, 14, 384)  1536        mobl10_conv_10_expand[0][0]
__________________________________________________________________________________________________
conv_10_relu (Activation)       (None, 14, 14, 384)  0           bn10_conv_10_bn_expand[0][0]
__________________________________________________________________________________________________
mobl10_conv_10_depthwise (Depth (None, 14, 14, 384)  3456        conv_10_relu[0][0]
__________________________________________________________________________________________________
bn10_conv_10_bn_depthwise (Batc (None, 14, 14, 384)  1536        mobl10_conv_10_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_10_relu (Activation)    (None, 14, 14, 384)  0           bn10_conv_10_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl10_conv_10_project (Conv2D) (None, 14, 14, 96)   36864       conv_dw_10_relu[0][0]
__________________________________________________________________________________________________
bn10_conv_10_bn_project (BatchN (None, 14, 14, 96)   384         mobl10_conv_10_project[0][0]
__________________________________________________________________________________________________
mobl11_conv_11_expand (Conv2D)  (None, 14, 14, 576)  55296       bn10_conv_10_bn_project[0][0]
__________________________________________________________________________________________________
bn11_conv_11_bn_expand (BatchNo (None, 14, 14, 576)  2304        mobl11_conv_11_expand[0][0]
__________________________________________________________________________________________________
conv_11_relu (Activation)       (None, 14, 14, 576)  0           bn11_conv_11_bn_expand[0][0]
__________________________________________________________________________________________________
mobl11_conv_11_depthwise (Depth (None, 14, 14, 576)  5184        conv_11_relu[0][0]
__________________________________________________________________________________________________
bn11_conv_11_bn_depthwise (Batc (None, 14, 14, 576)  2304        mobl11_conv_11_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_11_relu (Activation)    (None, 14, 14, 576)  0           bn11_conv_11_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl11_conv_11_project (Conv2D) (None, 14, 14, 96)   55296       conv_dw_11_relu[0][0]
__________________________________________________________________________________________________
bn11_conv_11_bn_project (BatchN (None, 14, 14, 96)   384         mobl11_conv_11_project[0][0]
__________________________________________________________________________________________________
res_connect_11 (Add)            (None, 14, 14, 96)   0           bn10_conv_10_bn_project[0][0]
                                                                 bn11_conv_11_bn_project[0][0]
__________________________________________________________________________________________________
mobl12_conv_12_expand (Conv2D)  (None, 14, 14, 576)  55296       res_connect_11[0][0]
__________________________________________________________________________________________________
bn12_conv_12_bn_expand (BatchNo (None, 14, 14, 576)  2304        mobl12_conv_12_expand[0][0]
__________________________________________________________________________________________________
conv_12_relu (Activation)       (None, 14, 14, 576)  0           bn12_conv_12_bn_expand[0][0]
__________________________________________________________________________________________________
mobl12_conv_12_depthwise (Depth (None, 14, 14, 576)  5184        conv_12_relu[0][0]
__________________________________________________________________________________________________
bn12_conv_12_bn_depthwise (Batc (None, 14, 14, 576)  2304        mobl12_conv_12_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_12_relu (Activation)    (None, 14, 14, 576)  0           bn12_conv_12_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl12_conv_12_project (Conv2D) (None, 14, 14, 96)   55296       conv_dw_12_relu[0][0]
__________________________________________________________________________________________________
bn12_conv_12_bn_project (BatchN (None, 14, 14, 96)   384         mobl12_conv_12_project[0][0]
__________________________________________________________________________________________________
res_connect_12 (Add)            (None, 14, 14, 96)   0           res_connect_11[0][0]
                                                                 bn12_conv_12_bn_project[0][0]
__________________________________________________________________________________________________
mobl13_conv_13_expand (Conv2D)  (None, 14, 14, 576)  55296       res_connect_12[0][0]
__________________________________________________________________________________________________
bn13_conv_13_bn_expand (BatchNo (None, 14, 14, 576)  2304        mobl13_conv_13_expand[0][0]
__________________________________________________________________________________________________
conv_13_relu (Activation)       (None, 14, 14, 576)  0           bn13_conv_13_bn_expand[0][0]
__________________________________________________________________________________________________
mobl13_conv_13_depthwise (Depth (None, 7, 7, 576)    5184        conv_13_relu[0][0]
__________________________________________________________________________________________________
bn13_conv_13_bn_depthwise (Batc (None, 7, 7, 576)    2304        mobl13_conv_13_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_13_relu (Activation)    (None, 7, 7, 576)    0           bn13_conv_13_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl13_conv_13_project (Conv2D) (None, 7, 7, 160)    92160       conv_dw_13_relu[0][0]
__________________________________________________________________________________________________
bn13_conv_13_bn_project (BatchN (None, 7, 7, 160)    640         mobl13_conv_13_project[0][0]
__________________________________________________________________________________________________
mobl14_conv_14_expand (Conv2D)  (None, 7, 7, 960)    153600      bn13_conv_13_bn_project[0][0]
__________________________________________________________________________________________________
bn14_conv_14_bn_expand (BatchNo (None, 7, 7, 960)    3840        mobl14_conv_14_expand[0][0]
__________________________________________________________________________________________________
conv_14_relu (Activation)       (None, 7, 7, 960)    0           bn14_conv_14_bn_expand[0][0]
__________________________________________________________________________________________________
mobl14_conv_14_depthwise (Depth (None, 7, 7, 960)    8640        conv_14_relu[0][0]
__________________________________________________________________________________________________
bn14_conv_14_bn_depthwise (Batc (None, 7, 7, 960)    3840        mobl14_conv_14_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_14_relu (Activation)    (None, 7, 7, 960)    0           bn14_conv_14_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl14_conv_14_project (Conv2D) (None, 7, 7, 160)    153600      conv_dw_14_relu[0][0]
__________________________________________________________________________________________________
bn14_conv_14_bn_project (BatchN (None, 7, 7, 160)    640         mobl14_conv_14_project[0][0]
__________________________________________________________________________________________________
res_connect_14 (Add)            (None, 7, 7, 160)    0           bn13_conv_13_bn_project[0][0]
                                                                 bn14_conv_14_bn_project[0][0]
__________________________________________________________________________________________________
mobl15_conv_15_expand (Conv2D)  (None, 7, 7, 960)    153600      res_connect_14[0][0]
__________________________________________________________________________________________________
bn15_conv_15_bn_expand (BatchNo (None, 7, 7, 960)    3840        mobl15_conv_15_expand[0][0]
__________________________________________________________________________________________________
conv_15_relu (Activation)       (None, 7, 7, 960)    0           bn15_conv_15_bn_expand[0][0]
__________________________________________________________________________________________________
mobl15_conv_15_depthwise (Depth (None, 7, 7, 960)    8640        conv_15_relu[0][0]
__________________________________________________________________________________________________
bn15_conv_15_bn_depthwise (Batc (None, 7, 7, 960)    3840        mobl15_conv_15_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_15_relu (Activation)    (None, 7, 7, 960)    0           bn15_conv_15_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl15_conv_15_project (Conv2D) (None, 7, 7, 160)    153600      conv_dw_15_relu[0][0]
__________________________________________________________________________________________________
bn15_conv_15_bn_project (BatchN (None, 7, 7, 160)    640         mobl15_conv_15_project[0][0]
__________________________________________________________________________________________________
res_connect_15 (Add)            (None, 7, 7, 160)    0           res_connect_14[0][0]
                                                                 bn15_conv_15_bn_project[0][0]
__________________________________________________________________________________________________
mobl16_conv_16_expand (Conv2D)  (None, 7, 7, 960)    153600      res_connect_15[0][0]
__________________________________________________________________________________________________
bn16_conv_16_bn_expand (BatchNo (None, 7, 7, 960)    3840        mobl16_conv_16_expand[0][0]
__________________________________________________________________________________________________
conv_16_relu (Activation)       (None, 7, 7, 960)    0           bn16_conv_16_bn_expand[0][0]
__________________________________________________________________________________________________
mobl16_conv_16_depthwise (Depth (None, 7, 7, 960)    8640        conv_16_relu[0][0]
__________________________________________________________________________________________________
bn16_conv_16_bn_depthwise (Batc (None, 7, 7, 960)    3840        mobl16_conv_16_depthwise[0][0]
__________________________________________________________________________________________________
conv_dw_16_relu (Activation)    (None, 7, 7, 960)    0           bn16_conv_16_bn_depthwise[0][0]
__________________________________________________________________________________________________
mobl16_conv_16_project (Conv2D) (None, 7, 7, 320)    307200      conv_dw_16_relu[0][0]
__________________________________________________________________________________________________
bn16_conv_16_bn_project (BatchN (None, 7, 7, 320)    1280        mobl16_conv_16_project[0][0]
__________________________________________________________________________________________________
Conv_1 (Conv2D)                 (None, 7, 7, 1280)   409600      bn16_conv_16_bn_project[0][0]
__________________________________________________________________________________________________
Conv_1_bn (BatchNorm)           (None, 7, 7, 1280)   5120        Conv_1[0][0]
__________________________________________________________________________________________________
out_relu (Activation)           (None, 7, 7, 1280)   0           Conv_1_bn[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 1, 1, 1280)   0           out_relu[0][0]
__________________________________________________________________________________________________
flatten_1 (Flatten)             (None, 1280)         0           average_pooling2d_1[0][0]
__________________________________________________________________________________________________
Logits (Dense)                  (None, 1000)         1281000     flatten_1[0][0]
==================================================================================================