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ncnn/benchmark/mnasnet.param

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  1. 7767517

  2. 164 174

  3. Input            data                             0 1 data

  4. Convolution      stage1_conv0_conv0_fwd           1 1 data stage1_conv0_conv0_fwd 0=32 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 5=0 6=864

  5. BatchNorm        stage1_conv0_batchnorm0_fwd      1 1 stage1_conv0_conv0_fwd stage1_conv0_batchnorm0_fwd 0=32

  6. ReLU             stage1_conv0_relu0_fwd           1 1 stage1_conv0_batchnorm0_fwd stage1_conv0_relu0_fwd

  7. ConvolutionDepthWise stage1_sepconv0_conv0_fwd        1 1 stage1_conv0_relu0_fwd stage1_sepconv0_conv0_fwd 0=32 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=288 7=32

  8. BatchNorm        stage1_sepconv0_batchnorm0_fwd   1 1 stage1_sepconv0_conv0_fwd stage1_sepconv0_batchnorm0_fwd 0=32

  9. ReLU             stage1_sepconv0_relu0_fwd        1 1 stage1_sepconv0_batchnorm0_fwd stage1_sepconv0_relu0_fwd

  10. Convolution      stage1_sepconv0_conv1_fwd        1 1 stage1_sepconv0_relu0_fwd stage1_sepconv0_conv1_fwd 0=16 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=512

  11. BatchNorm        stage1_sepconv0_batchnorm1_fwd   1 1 stage1_sepconv0_conv1_fwd stage1_sepconv0_batchnorm1_fwd 0=16

  12. ReLU             stage1_sepconv0_relu1_fwd        1 1 stage1_sepconv0_batchnorm1_fwd stage1_sepconv0_relu1_fwd

  13. Convolution      stage2_expandedconv0_expand_conv0_fwd 1 1 stage1_sepconv0_relu1_fwd stage2_expandedconv0_expand_conv0_fwd 0=48 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=768

  14. BatchNorm        stage2_expandedconv0_expand_batchnorm0_fwd 1 1 stage2_expandedconv0_expand_conv0_fwd stage2_expandedconv0_expand_batchnorm0_fwd 0=48

  15. ReLU             stage2_expandedconv0_expand_relu0_fwd 1 1 stage2_expandedconv0_expand_batchnorm0_fwd stage2_expandedconv0_expand_relu0_fwd

  16. ConvolutionDepthWise stage2_expandedconv0_dwise_conv0_fwd 1 1 stage2_expandedconv0_expand_relu0_fwd stage2_expandedconv0_dwise_conv0_fwd 0=48 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 5=0 6=432 7=48

  17. BatchNorm        stage2_expandedconv0_dwise_batchnorm0_fwd 1 1 stage2_expandedconv0_dwise_conv0_fwd stage2_expandedconv0_dwise_batchnorm0_fwd 0=48

  18. ReLU             stage2_expandedconv0_dwise_relu0_fwd 1 1 stage2_expandedconv0_dwise_batchnorm0_fwd stage2_expandedconv0_dwise_relu0_fwd

  19. Convolution      stage2_expandedconv0_linear_conv0_fwd 1 1 stage2_expandedconv0_dwise_relu0_fwd stage2_expandedconv0_linear_conv0_fwd 0=24 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1152

  20. BatchNorm        stage2_expandedconv0_linear_batchnorm0_fwd 1 1 stage2_expandedconv0_linear_conv0_fwd stage2_expandedconv0_linear_batchnorm0_fwd 0=24

  21. Split            splitncnn_0                      1 2 stage2_expandedconv0_linear_batchnorm0_fwd stage2_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage2_expandedconv0_linear_batchnorm0_fwd_splitncnn_1

  22. Convolution      stage2_expandedconv1_expand_conv0_fwd 1 1 stage2_expandedconv0_linear_batchnorm0_fwd_splitncnn_1 stage2_expandedconv1_expand_conv0_fwd 0=72 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  23. BatchNorm        stage2_expandedconv1_expand_batchnorm0_fwd 1 1 stage2_expandedconv1_expand_conv0_fwd stage2_expandedconv1_expand_batchnorm0_fwd 0=72

  24. ReLU             stage2_expandedconv1_expand_relu0_fwd 1 1 stage2_expandedconv1_expand_batchnorm0_fwd stage2_expandedconv1_expand_relu0_fwd

  25. ConvolutionDepthWise stage2_expandedconv1_dwise_conv0_fwd 1 1 stage2_expandedconv1_expand_relu0_fwd stage2_expandedconv1_dwise_conv0_fwd 0=72 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=648 7=72

  26. BatchNorm        stage2_expandedconv1_dwise_batchnorm0_fwd 1 1 stage2_expandedconv1_dwise_conv0_fwd stage2_expandedconv1_dwise_batchnorm0_fwd 0=72

  27. ReLU             stage2_expandedconv1_dwise_relu0_fwd 1 1 stage2_expandedconv1_dwise_batchnorm0_fwd stage2_expandedconv1_dwise_relu0_fwd

  28. Convolution      stage2_expandedconv1_linear_conv0_fwd 1 1 stage2_expandedconv1_dwise_relu0_fwd stage2_expandedconv1_linear_conv0_fwd 0=24 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  29. BatchNorm        stage2_expandedconv1_linear_batchnorm0_fwd 1 1 stage2_expandedconv1_linear_conv0_fwd stage2_expandedconv1_linear_batchnorm0_fwd 0=24

  30. BinaryOp         stage2_expandedconv1_elemwise_add0 2 1 stage2_expandedconv1_linear_batchnorm0_fwd stage2_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage2_expandedconv1_elemwise_add0 0=0

  31. Split            splitncnn_1                      1 2 stage2_expandedconv1_elemwise_add0 stage2_expandedconv1_elemwise_add0_splitncnn_0 stage2_expandedconv1_elemwise_add0_splitncnn_1

  32. Convolution      stage2_expandedconv2_expand_conv0_fwd 1 1 stage2_expandedconv1_elemwise_add0_splitncnn_1 stage2_expandedconv2_expand_conv0_fwd 0=72 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  33. BatchNorm        stage2_expandedconv2_expand_batchnorm0_fwd 1 1 stage2_expandedconv2_expand_conv0_fwd stage2_expandedconv2_expand_batchnorm0_fwd 0=72

  34. ReLU             stage2_expandedconv2_expand_relu0_fwd 1 1 stage2_expandedconv2_expand_batchnorm0_fwd stage2_expandedconv2_expand_relu0_fwd

  35. ConvolutionDepthWise stage2_expandedconv2_dwise_conv0_fwd 1 1 stage2_expandedconv2_expand_relu0_fwd stage2_expandedconv2_dwise_conv0_fwd 0=72 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=648 7=72

  36. BatchNorm        stage2_expandedconv2_dwise_batchnorm0_fwd 1 1 stage2_expandedconv2_dwise_conv0_fwd stage2_expandedconv2_dwise_batchnorm0_fwd 0=72

  37. ReLU             stage2_expandedconv2_dwise_relu0_fwd 1 1 stage2_expandedconv2_dwise_batchnorm0_fwd stage2_expandedconv2_dwise_relu0_fwd

  38. Convolution      stage2_expandedconv2_linear_conv0_fwd 1 1 stage2_expandedconv2_dwise_relu0_fwd stage2_expandedconv2_linear_conv0_fwd 0=24 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  39. BatchNorm        stage2_expandedconv2_linear_batchnorm0_fwd 1 1 stage2_expandedconv2_linear_conv0_fwd stage2_expandedconv2_linear_batchnorm0_fwd 0=24

  40. BinaryOp         stage2_expandedconv2_elemwise_add0 2 1 stage2_expandedconv2_linear_batchnorm0_fwd stage2_expandedconv1_elemwise_add0_splitncnn_0 stage2_expandedconv2_elemwise_add0 0=0

  41. Convolution      stage3_expandedconv0_expand_conv0_fwd 1 1 stage2_expandedconv2_elemwise_add0 stage3_expandedconv0_expand_conv0_fwd 0=72 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  42. BatchNorm        stage3_expandedconv0_expand_batchnorm0_fwd 1 1 stage3_expandedconv0_expand_conv0_fwd stage3_expandedconv0_expand_batchnorm0_fwd 0=72

  43. ReLU             stage3_expandedconv0_expand_relu0_fwd 1 1 stage3_expandedconv0_expand_batchnorm0_fwd stage3_expandedconv0_expand_relu0_fwd

  44. ConvolutionDepthWise stage3_expandedconv0_dwise_conv0_fwd 1 1 stage3_expandedconv0_expand_relu0_fwd stage3_expandedconv0_dwise_conv0_fwd 0=72 1=5 11=5 2=1 12=1 3=2 13=2 4=2 14=2 5=0 6=1800 7=72

  45. BatchNorm        stage3_expandedconv0_dwise_batchnorm0_fwd 1 1 stage3_expandedconv0_dwise_conv0_fwd stage3_expandedconv0_dwise_batchnorm0_fwd 0=72

  46. ReLU             stage3_expandedconv0_dwise_relu0_fwd 1 1 stage3_expandedconv0_dwise_batchnorm0_fwd stage3_expandedconv0_dwise_relu0_fwd

  47. Convolution      stage3_expandedconv0_linear_conv0_fwd 1 1 stage3_expandedconv0_dwise_relu0_fwd stage3_expandedconv0_linear_conv0_fwd 0=40 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=2880

  48. BatchNorm        stage3_expandedconv0_linear_batchnorm0_fwd 1 1 stage3_expandedconv0_linear_conv0_fwd stage3_expandedconv0_linear_batchnorm0_fwd 0=40

  49. Split            splitncnn_2                      1 2 stage3_expandedconv0_linear_batchnorm0_fwd stage3_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage3_expandedconv0_linear_batchnorm0_fwd_splitncnn_1

  50. Convolution      stage3_expandedconv1_expand_conv0_fwd 1 1 stage3_expandedconv0_linear_batchnorm0_fwd_splitncnn_1 stage3_expandedconv1_expand_conv0_fwd 0=120 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  51. BatchNorm        stage3_expandedconv1_expand_batchnorm0_fwd 1 1 stage3_expandedconv1_expand_conv0_fwd stage3_expandedconv1_expand_batchnorm0_fwd 0=120

  52. ReLU             stage3_expandedconv1_expand_relu0_fwd 1 1 stage3_expandedconv1_expand_batchnorm0_fwd stage3_expandedconv1_expand_relu0_fwd

  53. ConvolutionDepthWise stage3_expandedconv1_dwise_conv0_fwd 1 1 stage3_expandedconv1_expand_relu0_fwd stage3_expandedconv1_dwise_conv0_fwd 0=120 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=3000 7=120

  54. BatchNorm        stage3_expandedconv1_dwise_batchnorm0_fwd 1 1 stage3_expandedconv1_dwise_conv0_fwd stage3_expandedconv1_dwise_batchnorm0_fwd 0=120

  55. ReLU             stage3_expandedconv1_dwise_relu0_fwd 1 1 stage3_expandedconv1_dwise_batchnorm0_fwd stage3_expandedconv1_dwise_relu0_fwd

  56. Convolution      stage3_expandedconv1_linear_conv0_fwd 1 1 stage3_expandedconv1_dwise_relu0_fwd stage3_expandedconv1_linear_conv0_fwd 0=40 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  57. BatchNorm        stage3_expandedconv1_linear_batchnorm0_fwd 1 1 stage3_expandedconv1_linear_conv0_fwd stage3_expandedconv1_linear_batchnorm0_fwd 0=40

  58. BinaryOp         stage3_expandedconv1_elemwise_add0 2 1 stage3_expandedconv1_linear_batchnorm0_fwd stage3_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage3_expandedconv1_elemwise_add0 0=0

  59. Split            splitncnn_3                      1 2 stage3_expandedconv1_elemwise_add0 stage3_expandedconv1_elemwise_add0_splitncnn_0 stage3_expandedconv1_elemwise_add0_splitncnn_1

  60. Convolution      stage3_expandedconv2_expand_conv0_fwd 1 1 stage3_expandedconv1_elemwise_add0_splitncnn_1 stage3_expandedconv2_expand_conv0_fwd 0=120 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  61. BatchNorm        stage3_expandedconv2_expand_batchnorm0_fwd 1 1 stage3_expandedconv2_expand_conv0_fwd stage3_expandedconv2_expand_batchnorm0_fwd 0=120

  62. ReLU             stage3_expandedconv2_expand_relu0_fwd 1 1 stage3_expandedconv2_expand_batchnorm0_fwd stage3_expandedconv2_expand_relu0_fwd

  63. ConvolutionDepthWise stage3_expandedconv2_dwise_conv0_fwd 1 1 stage3_expandedconv2_expand_relu0_fwd stage3_expandedconv2_dwise_conv0_fwd 0=120 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=3000 7=120

  64. BatchNorm        stage3_expandedconv2_dwise_batchnorm0_fwd 1 1 stage3_expandedconv2_dwise_conv0_fwd stage3_expandedconv2_dwise_batchnorm0_fwd 0=120

  65. ReLU             stage3_expandedconv2_dwise_relu0_fwd 1 1 stage3_expandedconv2_dwise_batchnorm0_fwd stage3_expandedconv2_dwise_relu0_fwd

  66. Convolution      stage3_expandedconv2_linear_conv0_fwd 1 1 stage3_expandedconv2_dwise_relu0_fwd stage3_expandedconv2_linear_conv0_fwd 0=40 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  67. BatchNorm        stage3_expandedconv2_linear_batchnorm0_fwd 1 1 stage3_expandedconv2_linear_conv0_fwd stage3_expandedconv2_linear_batchnorm0_fwd 0=40

  68. BinaryOp         stage3_expandedconv2_elemwise_add0 2 1 stage3_expandedconv2_linear_batchnorm0_fwd stage3_expandedconv1_elemwise_add0_splitncnn_0 stage3_expandedconv2_elemwise_add0 0=0

  69. Convolution      stage4_1_expandedconv0_expand_conv0_fwd 1 1 stage3_expandedconv2_elemwise_add0 stage4_1_expandedconv0_expand_conv0_fwd 0=240 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=9600

  70. BatchNorm        stage4_1_expandedconv0_expand_batchnorm0_fwd 1 1 stage4_1_expandedconv0_expand_conv0_fwd stage4_1_expandedconv0_expand_batchnorm0_fwd 0=240

  71. ReLU             stage4_1_expandedconv0_expand_relu0_fwd 1 1 stage4_1_expandedconv0_expand_batchnorm0_fwd stage4_1_expandedconv0_expand_relu0_fwd

  72. ConvolutionDepthWise stage4_1_expandedconv0_dwise_conv0_fwd 1 1 stage4_1_expandedconv0_expand_relu0_fwd stage4_1_expandedconv0_dwise_conv0_fwd 0=240 1=5 11=5 2=1 12=1 3=2 13=2 4=2 14=2 5=0 6=6000 7=240

  73. BatchNorm        stage4_1_expandedconv0_dwise_batchnorm0_fwd 1 1 stage4_1_expandedconv0_dwise_conv0_fwd stage4_1_expandedconv0_dwise_batchnorm0_fwd 0=240

  74. ReLU             stage4_1_expandedconv0_dwise_relu0_fwd 1 1 stage4_1_expandedconv0_dwise_batchnorm0_fwd stage4_1_expandedconv0_dwise_relu0_fwd

  75. Convolution      stage4_1_expandedconv0_linear_conv0_fwd 1 1 stage4_1_expandedconv0_dwise_relu0_fwd stage4_1_expandedconv0_linear_conv0_fwd 0=80 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=19200

  76. BatchNorm        stage4_1_expandedconv0_linear_batchnorm0_fwd 1 1 stage4_1_expandedconv0_linear_conv0_fwd stage4_1_expandedconv0_linear_batchnorm0_fwd 0=80

  77. Split            splitncnn_4                      1 2 stage4_1_expandedconv0_linear_batchnorm0_fwd stage4_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage4_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_1

  78. Convolution      stage4_1_expandedconv1_expand_conv0_fwd 1 1 stage4_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_1 stage4_1_expandedconv1_expand_conv0_fwd 0=480 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  79. BatchNorm        stage4_1_expandedconv1_expand_batchnorm0_fwd 1 1 stage4_1_expandedconv1_expand_conv0_fwd stage4_1_expandedconv1_expand_batchnorm0_fwd 0=480

  80. ReLU             stage4_1_expandedconv1_expand_relu0_fwd 1 1 stage4_1_expandedconv1_expand_batchnorm0_fwd stage4_1_expandedconv1_expand_relu0_fwd

  81. ConvolutionDepthWise stage4_1_expandedconv1_dwise_conv0_fwd 1 1 stage4_1_expandedconv1_expand_relu0_fwd stage4_1_expandedconv1_dwise_conv0_fwd 0=480 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=12000 7=480

  82. BatchNorm        stage4_1_expandedconv1_dwise_batchnorm0_fwd 1 1 stage4_1_expandedconv1_dwise_conv0_fwd stage4_1_expandedconv1_dwise_batchnorm0_fwd 0=480

  83. ReLU             stage4_1_expandedconv1_dwise_relu0_fwd 1 1 stage4_1_expandedconv1_dwise_batchnorm0_fwd stage4_1_expandedconv1_dwise_relu0_fwd

  84. Convolution      stage4_1_expandedconv1_linear_conv0_fwd 1 1 stage4_1_expandedconv1_dwise_relu0_fwd stage4_1_expandedconv1_linear_conv0_fwd 0=80 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  85. BatchNorm        stage4_1_expandedconv1_linear_batchnorm0_fwd 1 1 stage4_1_expandedconv1_linear_conv0_fwd stage4_1_expandedconv1_linear_batchnorm0_fwd 0=80

  86. BinaryOp         stage4_1_expandedconv1_elemwise_add0 2 1 stage4_1_expandedconv1_linear_batchnorm0_fwd stage4_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage4_1_expandedconv1_elemwise_add0 0=0

  87. Split            splitncnn_5                      1 2 stage4_1_expandedconv1_elemwise_add0 stage4_1_expandedconv1_elemwise_add0_splitncnn_0 stage4_1_expandedconv1_elemwise_add0_splitncnn_1

  88. Convolution      stage4_1_expandedconv2_expand_conv0_fwd 1 1 stage4_1_expandedconv1_elemwise_add0_splitncnn_1 stage4_1_expandedconv2_expand_conv0_fwd 0=480 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  89. BatchNorm        stage4_1_expandedconv2_expand_batchnorm0_fwd 1 1 stage4_1_expandedconv2_expand_conv0_fwd stage4_1_expandedconv2_expand_batchnorm0_fwd 0=480

  90. ReLU             stage4_1_expandedconv2_expand_relu0_fwd 1 1 stage4_1_expandedconv2_expand_batchnorm0_fwd stage4_1_expandedconv2_expand_relu0_fwd

  91. ConvolutionDepthWise stage4_1_expandedconv2_dwise_conv0_fwd 1 1 stage4_1_expandedconv2_expand_relu0_fwd stage4_1_expandedconv2_dwise_conv0_fwd 0=480 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=12000 7=480

  92. BatchNorm        stage4_1_expandedconv2_dwise_batchnorm0_fwd 1 1 stage4_1_expandedconv2_dwise_conv0_fwd stage4_1_expandedconv2_dwise_batchnorm0_fwd 0=480

  93. ReLU             stage4_1_expandedconv2_dwise_relu0_fwd 1 1 stage4_1_expandedconv2_dwise_batchnorm0_fwd stage4_1_expandedconv2_dwise_relu0_fwd

  94. Convolution      stage4_1_expandedconv2_linear_conv0_fwd 1 1 stage4_1_expandedconv2_dwise_relu0_fwd stage4_1_expandedconv2_linear_conv0_fwd 0=80 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  95. BatchNorm        stage4_1_expandedconv2_linear_batchnorm0_fwd 1 1 stage4_1_expandedconv2_linear_conv0_fwd stage4_1_expandedconv2_linear_batchnorm0_fwd 0=80

  96. BinaryOp         stage4_1_expandedconv2_elemwise_add0 2 1 stage4_1_expandedconv2_linear_batchnorm0_fwd stage4_1_expandedconv1_elemwise_add0_splitncnn_0 stage4_1_expandedconv2_elemwise_add0 0=0

  97. Convolution      stage4_2_expandedconv0_expand_conv0_fwd 1 1 stage4_1_expandedconv2_elemwise_add0 stage4_2_expandedconv0_expand_conv0_fwd 0=480 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  98. BatchNorm        stage4_2_expandedconv0_expand_batchnorm0_fwd 1 1 stage4_2_expandedconv0_expand_conv0_fwd stage4_2_expandedconv0_expand_batchnorm0_fwd 0=480

  99. ReLU             stage4_2_expandedconv0_expand_relu0_fwd 1 1 stage4_2_expandedconv0_expand_batchnorm0_fwd stage4_2_expandedconv0_expand_relu0_fwd

  100. ConvolutionDepthWise stage4_2_expandedconv0_dwise_conv0_fwd 1 1 stage4_2_expandedconv0_expand_relu0_fwd stage4_2_expandedconv0_dwise_conv0_fwd 0=480 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=4320 7=480

  101. BatchNorm        stage4_2_expandedconv0_dwise_batchnorm0_fwd 1 1 stage4_2_expandedconv0_dwise_conv0_fwd stage4_2_expandedconv0_dwise_batchnorm0_fwd 0=480

  102. ReLU             stage4_2_expandedconv0_dwise_relu0_fwd 1 1 stage4_2_expandedconv0_dwise_batchnorm0_fwd stage4_2_expandedconv0_dwise_relu0_fwd

  103. Convolution      stage4_2_expandedconv0_linear_conv0_fwd 1 1 stage4_2_expandedconv0_dwise_relu0_fwd stage4_2_expandedconv0_linear_conv0_fwd 0=96 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=46080

  104. BatchNorm        stage4_2_expandedconv0_linear_batchnorm0_fwd 1 1 stage4_2_expandedconv0_linear_conv0_fwd stage4_2_expandedconv0_linear_batchnorm0_fwd 0=96

  105. Split            splitncnn_6                      1 2 stage4_2_expandedconv0_linear_batchnorm0_fwd stage4_2_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage4_2_expandedconv0_linear_batchnorm0_fwd_splitncnn_1

  106. Convolution      stage4_2_expandedconv1_expand_conv0_fwd 1 1 stage4_2_expandedconv0_linear_batchnorm0_fwd_splitncnn_1 stage4_2_expandedconv1_expand_conv0_fwd 0=576 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=55296

  107. BatchNorm        stage4_2_expandedconv1_expand_batchnorm0_fwd 1 1 stage4_2_expandedconv1_expand_conv0_fwd stage4_2_expandedconv1_expand_batchnorm0_fwd 0=576

  108. ReLU             stage4_2_expandedconv1_expand_relu0_fwd 1 1 stage4_2_expandedconv1_expand_batchnorm0_fwd stage4_2_expandedconv1_expand_relu0_fwd

  109. ConvolutionDepthWise stage4_2_expandedconv1_dwise_conv0_fwd 1 1 stage4_2_expandedconv1_expand_relu0_fwd stage4_2_expandedconv1_dwise_conv0_fwd 0=576 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=5184 7=576

  110. BatchNorm        stage4_2_expandedconv1_dwise_batchnorm0_fwd 1 1 stage4_2_expandedconv1_dwise_conv0_fwd stage4_2_expandedconv1_dwise_batchnorm0_fwd 0=576

  111. ReLU             stage4_2_expandedconv1_dwise_relu0_fwd 1 1 stage4_2_expandedconv1_dwise_batchnorm0_fwd stage4_2_expandedconv1_dwise_relu0_fwd

  112. Convolution      stage4_2_expandedconv1_linear_conv0_fwd 1 1 stage4_2_expandedconv1_dwise_relu0_fwd stage4_2_expandedconv1_linear_conv0_fwd 0=96 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=55296

  113. BatchNorm        stage4_2_expandedconv1_linear_batchnorm0_fwd 1 1 stage4_2_expandedconv1_linear_conv0_fwd stage4_2_expandedconv1_linear_batchnorm0_fwd 0=96

  114. BinaryOp         stage4_2_expandedconv1_elemwise_add0 2 1 stage4_2_expandedconv1_linear_batchnorm0_fwd stage4_2_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage4_2_expandedconv1_elemwise_add0 0=0

  115. Convolution      stage5_1_expandedconv0_expand_conv0_fwd 1 1 stage4_2_expandedconv1_elemwise_add0 stage5_1_expandedconv0_expand_conv0_fwd 0=576 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=55296

  116. BatchNorm        stage5_1_expandedconv0_expand_batchnorm0_fwd 1 1 stage5_1_expandedconv0_expand_conv0_fwd stage5_1_expandedconv0_expand_batchnorm0_fwd 0=576

  117. ReLU             stage5_1_expandedconv0_expand_relu0_fwd 1 1 stage5_1_expandedconv0_expand_batchnorm0_fwd stage5_1_expandedconv0_expand_relu0_fwd

  118. ConvolutionDepthWise stage5_1_expandedconv0_dwise_conv0_fwd 1 1 stage5_1_expandedconv0_expand_relu0_fwd stage5_1_expandedconv0_dwise_conv0_fwd 0=576 1=5 11=5 2=1 12=1 3=2 13=2 4=2 14=2 5=0 6=14400 7=576

  119. BatchNorm        stage5_1_expandedconv0_dwise_batchnorm0_fwd 1 1 stage5_1_expandedconv0_dwise_conv0_fwd stage5_1_expandedconv0_dwise_batchnorm0_fwd 0=576

  120. ReLU             stage5_1_expandedconv0_dwise_relu0_fwd 1 1 stage5_1_expandedconv0_dwise_batchnorm0_fwd stage5_1_expandedconv0_dwise_relu0_fwd

  121. Convolution      stage5_1_expandedconv0_linear_conv0_fwd 1 1 stage5_1_expandedconv0_dwise_relu0_fwd stage5_1_expandedconv0_linear_conv0_fwd 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=110592

  122. BatchNorm        stage5_1_expandedconv0_linear_batchnorm0_fwd 1 1 stage5_1_expandedconv0_linear_conv0_fwd stage5_1_expandedconv0_linear_batchnorm0_fwd 0=192

  123. Split            splitncnn_7                      1 2 stage5_1_expandedconv0_linear_batchnorm0_fwd stage5_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage5_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_1

  124. Convolution      stage5_1_expandedconv1_expand_conv0_fwd 1 1 stage5_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_1 stage5_1_expandedconv1_expand_conv0_fwd 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  125. BatchNorm        stage5_1_expandedconv1_expand_batchnorm0_fwd 1 1 stage5_1_expandedconv1_expand_conv0_fwd stage5_1_expandedconv1_expand_batchnorm0_fwd 0=1152

  126. ReLU             stage5_1_expandedconv1_expand_relu0_fwd 1 1 stage5_1_expandedconv1_expand_batchnorm0_fwd stage5_1_expandedconv1_expand_relu0_fwd

  127. ConvolutionDepthWise stage5_1_expandedconv1_dwise_conv0_fwd 1 1 stage5_1_expandedconv1_expand_relu0_fwd stage5_1_expandedconv1_dwise_conv0_fwd 0=1152 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=28800 7=1152

  128. BatchNorm        stage5_1_expandedconv1_dwise_batchnorm0_fwd 1 1 stage5_1_expandedconv1_dwise_conv0_fwd stage5_1_expandedconv1_dwise_batchnorm0_fwd 0=1152

  129. ReLU             stage5_1_expandedconv1_dwise_relu0_fwd 1 1 stage5_1_expandedconv1_dwise_batchnorm0_fwd stage5_1_expandedconv1_dwise_relu0_fwd

  130. Convolution      stage5_1_expandedconv1_linear_conv0_fwd 1 1 stage5_1_expandedconv1_dwise_relu0_fwd stage5_1_expandedconv1_linear_conv0_fwd 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  131. BatchNorm        stage5_1_expandedconv1_linear_batchnorm0_fwd 1 1 stage5_1_expandedconv1_linear_conv0_fwd stage5_1_expandedconv1_linear_batchnorm0_fwd 0=192

  132. BinaryOp         stage5_1_expandedconv1_elemwise_add0 2 1 stage5_1_expandedconv1_linear_batchnorm0_fwd stage5_1_expandedconv0_linear_batchnorm0_fwd_splitncnn_0 stage5_1_expandedconv1_elemwise_add0 0=0

  133. Split            splitncnn_8                      1 2 stage5_1_expandedconv1_elemwise_add0 stage5_1_expandedconv1_elemwise_add0_splitncnn_0 stage5_1_expandedconv1_elemwise_add0_splitncnn_1

  134. Convolution      stage5_1_expandedconv2_expand_conv0_fwd 1 1 stage5_1_expandedconv1_elemwise_add0_splitncnn_1 stage5_1_expandedconv2_expand_conv0_fwd 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  135. BatchNorm        stage5_1_expandedconv2_expand_batchnorm0_fwd 1 1 stage5_1_expandedconv2_expand_conv0_fwd stage5_1_expandedconv2_expand_batchnorm0_fwd 0=1152

  136. ReLU             stage5_1_expandedconv2_expand_relu0_fwd 1 1 stage5_1_expandedconv2_expand_batchnorm0_fwd stage5_1_expandedconv2_expand_relu0_fwd

  137. ConvolutionDepthWise stage5_1_expandedconv2_dwise_conv0_fwd 1 1 stage5_1_expandedconv2_expand_relu0_fwd stage5_1_expandedconv2_dwise_conv0_fwd 0=1152 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=28800 7=1152

  138. BatchNorm        stage5_1_expandedconv2_dwise_batchnorm0_fwd 1 1 stage5_1_expandedconv2_dwise_conv0_fwd stage5_1_expandedconv2_dwise_batchnorm0_fwd 0=1152

  139. ReLU             stage5_1_expandedconv2_dwise_relu0_fwd 1 1 stage5_1_expandedconv2_dwise_batchnorm0_fwd stage5_1_expandedconv2_dwise_relu0_fwd

  140. Convolution      stage5_1_expandedconv2_linear_conv0_fwd 1 1 stage5_1_expandedconv2_dwise_relu0_fwd stage5_1_expandedconv2_linear_conv0_fwd 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  141. BatchNorm        stage5_1_expandedconv2_linear_batchnorm0_fwd 1 1 stage5_1_expandedconv2_linear_conv0_fwd stage5_1_expandedconv2_linear_batchnorm0_fwd 0=192

  142. BinaryOp         stage5_1_expandedconv2_elemwise_add0 2 1 stage5_1_expandedconv2_linear_batchnorm0_fwd stage5_1_expandedconv1_elemwise_add0_splitncnn_0 stage5_1_expandedconv2_elemwise_add0 0=0

  143. Split            splitncnn_9                      1 2 stage5_1_expandedconv2_elemwise_add0 stage5_1_expandedconv2_elemwise_add0_splitncnn_0 stage5_1_expandedconv2_elemwise_add0_splitncnn_1

  144. Convolution      stage5_1_expandedconv3_expand_conv0_fwd 1 1 stage5_1_expandedconv2_elemwise_add0_splitncnn_1 stage5_1_expandedconv3_expand_conv0_fwd 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  145. BatchNorm        stage5_1_expandedconv3_expand_batchnorm0_fwd 1 1 stage5_1_expandedconv3_expand_conv0_fwd stage5_1_expandedconv3_expand_batchnorm0_fwd 0=1152

  146. ReLU             stage5_1_expandedconv3_expand_relu0_fwd 1 1 stage5_1_expandedconv3_expand_batchnorm0_fwd stage5_1_expandedconv3_expand_relu0_fwd

  147. ConvolutionDepthWise stage5_1_expandedconv3_dwise_conv0_fwd 1 1 stage5_1_expandedconv3_expand_relu0_fwd stage5_1_expandedconv3_dwise_conv0_fwd 0=1152 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=28800 7=1152

  148. BatchNorm        stage5_1_expandedconv3_dwise_batchnorm0_fwd 1 1 stage5_1_expandedconv3_dwise_conv0_fwd stage5_1_expandedconv3_dwise_batchnorm0_fwd 0=1152

  149. ReLU             stage5_1_expandedconv3_dwise_relu0_fwd 1 1 stage5_1_expandedconv3_dwise_batchnorm0_fwd stage5_1_expandedconv3_dwise_relu0_fwd

  150. Convolution      stage5_1_expandedconv3_linear_conv0_fwd 1 1 stage5_1_expandedconv3_dwise_relu0_fwd stage5_1_expandedconv3_linear_conv0_fwd 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  151. BatchNorm        stage5_1_expandedconv3_linear_batchnorm0_fwd 1 1 stage5_1_expandedconv3_linear_conv0_fwd stage5_1_expandedconv3_linear_batchnorm0_fwd 0=192

  152. BinaryOp         stage5_1_expandedconv3_elemwise_add0 2 1 stage5_1_expandedconv3_linear_batchnorm0_fwd stage5_1_expandedconv2_elemwise_add0_splitncnn_0 stage5_1_expandedconv3_elemwise_add0 0=0

  153. Convolution      stage5_2_expandedconv0_expand_conv0_fwd 1 1 stage5_1_expandedconv3_elemwise_add0 stage5_2_expandedconv0_expand_conv0_fwd 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  154. BatchNorm        stage5_2_expandedconv0_expand_batchnorm0_fwd 1 1 stage5_2_expandedconv0_expand_conv0_fwd stage5_2_expandedconv0_expand_batchnorm0_fwd 0=1152

  155. ReLU             stage5_2_expandedconv0_expand_relu0_fwd 1 1 stage5_2_expandedconv0_expand_batchnorm0_fwd stage5_2_expandedconv0_expand_relu0_fwd

  156. ConvolutionDepthWise stage5_2_expandedconv0_dwise_conv0_fwd 1 1 stage5_2_expandedconv0_expand_relu0_fwd stage5_2_expandedconv0_dwise_conv0_fwd 0=1152 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=10368 7=1152

  157. BatchNorm        stage5_2_expandedconv0_dwise_batchnorm0_fwd 1 1 stage5_2_expandedconv0_dwise_conv0_fwd stage5_2_expandedconv0_dwise_batchnorm0_fwd 0=1152

  158. ReLU             stage5_2_expandedconv0_dwise_relu0_fwd 1 1 stage5_2_expandedconv0_dwise_batchnorm0_fwd stage5_2_expandedconv0_dwise_relu0_fwd

  159. Convolution      stage5_2_expandedconv0_linear_conv0_fwd 1 1 stage5_2_expandedconv0_dwise_relu0_fwd stage5_2_expandedconv0_linear_conv0_fwd 0=320 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=368640

  160. BatchNorm        stage5_2_expandedconv0_linear_batchnorm0_fwd 1 1 stage5_2_expandedconv0_linear_conv0_fwd stage5_2_expandedconv0_linear_batchnorm0_fwd 0=320

  161. Convolution      stage5_3_conv0_fwd               1 1 stage5_2_expandedconv0_linear_batchnorm0_fwd stage5_3_conv0_fwd 0=1280 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=409600

  162. BatchNorm        stage5_3_batchnorm0_fwd          1 1 stage5_3_conv0_fwd stage5_3_batchnorm0_fwd 0=1280

  163. ReLU             stage5_3_relu0_fwd               1 1 stage5_3_batchnorm0_fwd stage5_3_relu0_fwd

  164. Pooling          pool0_fwd                        1 1 stage5_3_relu0_fwd pool0_fwd 0=1 1=1 2=1 3=0 4=1 5=0

  165. Reshape          flatten0_reshape0                1 1 pool0_fwd flatten0_reshape0 0=-1

  166. InnerProduct     dense0_fwd                       1 1 flatten0_reshape0 dense0_fwd 0=1000 1=1 2=1280000