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ncnn/benchmark/resnet18.param

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  1. 7767517

  2. 101 109

  3. Input            data             0 1 data 0=3 1=224 2=224

  4. Convolution      conv1            1 1 data conv1 0=64 1=7 2=1 3=2 4=3 5=0 6=9408

  5. BatchNorm        bn_conv1         1 1 conv1 conv1_bn_conv1 0=64

  6. Scale            scale_conv1      1 1 conv1_bn_conv1 conv1_scale_conv1 0=64 1=1

  7. ReLU             conv1_relu       1 1 conv1_scale_conv1 conv1_conv1_relu

  8. Pooling          pool1            1 1 conv1_conv1_relu pool1 0=0 1=3 2=2 3=0 4=0

  9. Split            splitncnn_0      1 2 pool1 pool1_splitncnn_0 pool1_splitncnn_1

  10. Convolution      res2a_branch1    1 1 pool1_splitncnn_1 res2a_branch1 0=64 1=1 2=1 3=1 4=0 5=0 6=4096

  11. BatchNorm        bn2a_branch1     1 1 res2a_branch1 res2a_branch1_bn2a_branch1 0=64

  12. Scale            scale2a_branch1  1 1 res2a_branch1_bn2a_branch1 res2a_branch1_scale2a_branch1 0=64 1=1

  13. Convolution      res2a_branch2a   1 1 pool1_splitncnn_0 res2a_branch2a 0=64 1=3 2=1 3=1 4=1 5=0 6=36864

  14. BatchNorm        bn2a_branch2a    1 1 res2a_branch2a res2a_branch2a_bn2a_branch2a 0=64

  15. Scale            scale2a_branch2a 1 1 res2a_branch2a_bn2a_branch2a res2a_branch2a_scale2a_branch2a 0=64 1=1

  16. ReLU             res2a_branch2a_relu 1 1 res2a_branch2a_scale2a_branch2a res2a_branch2a_res2a_branch2a_relu

  17. Convolution      res2a_branch2b   1 1 res2a_branch2a_res2a_branch2a_relu res2a_branch2b 0=64 1=3 2=1 3=1 4=1 5=0 6=36864

  18. BatchNorm        bn2a_branch2b    1 1 res2a_branch2b res2a_branch2b_bn2a_branch2b 0=64

  19. Scale            scale2a_branch2b 1 1 res2a_branch2b_bn2a_branch2b res2a_branch2b_scale2a_branch2b 0=64 1=1

  20. Eltwise          res2a            2 1 res2a_branch1_scale2a_branch1 res2a_branch2b_scale2a_branch2b res2a 0=1 -23301=0

  21. ReLU             res2a_relu       1 1 res2a res2a_res2a_relu

  22. Split            splitncnn_1      1 2 res2a_res2a_relu res2a_res2a_relu_splitncnn_0 res2a_res2a_relu_splitncnn_1

  23. Convolution      res2b_branch2a   1 1 res2a_res2a_relu_splitncnn_1 res2b_branch2a 0=64 1=3 2=1 3=1 4=1 5=0 6=36864

  24. BatchNorm        bn2b_branch2a    1 1 res2b_branch2a res2b_branch2a_bn2b_branch2a 0=64

  25. Scale            scale2b_branch2a 1 1 res2b_branch2a_bn2b_branch2a res2b_branch2a_scale2b_branch2a 0=64 1=1

  26. ReLU             res2b_branch2a_relu 1 1 res2b_branch2a_scale2b_branch2a res2b_branch2a_res2b_branch2a_relu

  27. Convolution      res2b_branch2b   1 1 res2b_branch2a_res2b_branch2a_relu res2b_branch2b 0=64 1=3 2=1 3=1 4=1 5=0 6=36864

  28. BatchNorm        bn2b_branch2b    1 1 res2b_branch2b res2b_branch2b_bn2b_branch2b 0=64

  29. Scale            scale2b_branch2b 1 1 res2b_branch2b_bn2b_branch2b res2b_branch2b_scale2b_branch2b 0=64 1=1

  30. Eltwise          res2b            2 1 res2a_res2a_relu_splitncnn_0 res2b_branch2b_scale2b_branch2b res2b 0=1 -23301=0

  31. ReLU             res2b_relu       1 1 res2b res2b_res2b_relu

  32. Split            splitncnn_2      1 2 res2b_res2b_relu res2b_res2b_relu_splitncnn_0 res2b_res2b_relu_splitncnn_1

  33. Convolution      res3a_branch1    1 1 res2b_res2b_relu_splitncnn_1 res3a_branch1 0=128 1=1 2=1 3=2 4=0 5=0 6=8192

  34. BatchNorm        bn3a_branch1     1 1 res3a_branch1 res3a_branch1_bn3a_branch1 0=128

  35. Scale            scale3a_branch1  1 1 res3a_branch1_bn3a_branch1 res3a_branch1_scale3a_branch1 0=128 1=1

  36. Convolution      res3a_branch2a   1 1 res2b_res2b_relu_splitncnn_0 res3a_branch2a 0=128 1=3 2=1 3=2 4=1 5=0 6=73728

  37. BatchNorm        bn3a_branch2a    1 1 res3a_branch2a res3a_branch2a_bn3a_branch2a 0=128

  38. Scale            scale3a_branch2a 1 1 res3a_branch2a_bn3a_branch2a res3a_branch2a_scale3a_branch2a 0=128 1=1

  39. ReLU             res3a_branch2a_relu 1 1 res3a_branch2a_scale3a_branch2a res3a_branch2a_res3a_branch2a_relu

  40. Convolution      res3a_branch2b   1 1 res3a_branch2a_res3a_branch2a_relu res3a_branch2b 0=128 1=3 2=1 3=1 4=1 5=0 6=147456

  41. BatchNorm        bn3a_branch2b    1 1 res3a_branch2b res3a_branch2b_bn3a_branch2b 0=128

  42. Scale            scale3a_branch2b 1 1 res3a_branch2b_bn3a_branch2b res3a_branch2b_scale3a_branch2b 0=128 1=1

  43. Eltwise          res3a            2 1 res3a_branch1_scale3a_branch1 res3a_branch2b_scale3a_branch2b res3a 0=1 -23301=0

  44. ReLU             res3a_relu       1 1 res3a res3a_res3a_relu

  45. Split            splitncnn_3      1 2 res3a_res3a_relu res3a_res3a_relu_splitncnn_0 res3a_res3a_relu_splitncnn_1

  46. Convolution      res3b_branch2a   1 1 res3a_res3a_relu_splitncnn_1 res3b_branch2a 0=128 1=3 2=1 3=1 4=1 5=0 6=147456

  47. BatchNorm        bn3b_branch2a    1 1 res3b_branch2a res3b_branch2a_bn3b_branch2a 0=128

  48. Scale            scale3b_branch2a 1 1 res3b_branch2a_bn3b_branch2a res3b_branch2a_scale3b_branch2a 0=128 1=1

  49. ReLU             res3b_branch2a_relu 1 1 res3b_branch2a_scale3b_branch2a res3b_branch2a_res3b_branch2a_relu

  50. Convolution      res3b_branch2b   1 1 res3b_branch2a_res3b_branch2a_relu res3b_branch2b 0=128 1=3 2=1 3=1 4=1 5=0 6=147456

  51. BatchNorm        bn3b_branch2b    1 1 res3b_branch2b res3b_branch2b_bn3b_branch2b 0=128

  52. Scale            scale3b_branch2b 1 1 res3b_branch2b_bn3b_branch2b res3b_branch2b_scale3b_branch2b 0=128 1=1

  53. Eltwise          res3b            2 1 res3a_res3a_relu_splitncnn_0 res3b_branch2b_scale3b_branch2b res3b 0=1 -23301=0

  54. ReLU             res3b_relu       1 1 res3b res3b_res3b_relu

  55. Split            splitncnn_4      1 2 res3b_res3b_relu res3b_res3b_relu_splitncnn_0 res3b_res3b_relu_splitncnn_1

  56. Convolution      res4a_branch1    1 1 res3b_res3b_relu_splitncnn_1 res4a_branch1 0=256 1=1 2=1 3=2 4=0 5=0 6=32768

  57. BatchNorm        bn4a_branch1     1 1 res4a_branch1 res4a_branch1_bn4a_branch1 0=256

  58. Scale            scale4a_branch1  1 1 res4a_branch1_bn4a_branch1 res4a_branch1_scale4a_branch1 0=256 1=1

  59. Convolution      res4a_branch2a   1 1 res3b_res3b_relu_splitncnn_0 res4a_branch2a 0=256 1=3 2=1 3=2 4=1 5=0 6=294912

  60. BatchNorm        bn4a_branch2a    1 1 res4a_branch2a res4a_branch2a_bn4a_branch2a 0=256

  61. Scale            scale4a_branch2a 1 1 res4a_branch2a_bn4a_branch2a res4a_branch2a_scale4a_branch2a 0=256 1=1

  62. ReLU             res4a_branch2a_relu 1 1 res4a_branch2a_scale4a_branch2a res4a_branch2a_res4a_branch2a_relu

  63. Convolution      res4a_branch2b   1 1 res4a_branch2a_res4a_branch2a_relu res4a_branch2b 0=256 1=3 2=1 3=1 4=1 5=0 6=589824

  64. BatchNorm        bn4a_branch2b    1 1 res4a_branch2b res4a_branch2b_bn4a_branch2b 0=256

  65. Scale            scale4a_branch2b 1 1 res4a_branch2b_bn4a_branch2b res4a_branch2b_scale4a_branch2b 0=256 1=1

  66. Eltwise          res4a            2 1 res4a_branch1_scale4a_branch1 res4a_branch2b_scale4a_branch2b res4a 0=1 -23301=0

  67. ReLU             res4a_relu       1 1 res4a res4a_res4a_relu

  68. Split            splitncnn_5      1 2 res4a_res4a_relu res4a_res4a_relu_splitncnn_0 res4a_res4a_relu_splitncnn_1

  69. Convolution      res4b_branch2a   1 1 res4a_res4a_relu_splitncnn_1 res4b_branch2a 0=256 1=3 2=1 3=1 4=1 5=0 6=589824

  70. BatchNorm        bn4b_branch2a    1 1 res4b_branch2a res4b_branch2a_bn4b_branch2a 0=256

  71. Scale            scale4b_branch2a 1 1 res4b_branch2a_bn4b_branch2a res4b_branch2a_scale4b_branch2a 0=256 1=1

  72. ReLU             res4b_branch2a_relu 1 1 res4b_branch2a_scale4b_branch2a res4b_branch2a_res4b_branch2a_relu

  73. Convolution      res4b_branch2b   1 1 res4b_branch2a_res4b_branch2a_relu res4b_branch2b 0=256 1=3 2=1 3=1 4=1 5=0 6=589824

  74. BatchNorm        bn4b_branch2b    1 1 res4b_branch2b res4b_branch2b_bn4b_branch2b 0=256

  75. Scale            scale4b_branch2b 1 1 res4b_branch2b_bn4b_branch2b res4b_branch2b_scale4b_branch2b 0=256 1=1

  76. Eltwise          res4b            2 1 res4a_res4a_relu_splitncnn_0 res4b_branch2b_scale4b_branch2b res4b 0=1 -23301=0

  77. ReLU             res4b_relu       1 1 res4b res4b_res4b_relu

  78. Split            splitncnn_6      1 2 res4b_res4b_relu res4b_res4b_relu_splitncnn_0 res4b_res4b_relu_splitncnn_1

  79. Convolution      res5a_branch1    1 1 res4b_res4b_relu_splitncnn_1 res5a_branch1 0=512 1=1 2=1 3=2 4=0 5=0 6=131072

  80. BatchNorm        bn5a_branch1     1 1 res5a_branch1 res5a_branch1_bn5a_branch1 0=512

  81. Scale            scale5a_branch1  1 1 res5a_branch1_bn5a_branch1 res5a_branch1_scale5a_branch1 0=512 1=1

  82. Convolution      res5a_branch2a   1 1 res4b_res4b_relu_splitncnn_0 res5a_branch2a 0=512 1=3 2=1 3=2 4=1 5=0 6=1179648

  83. BatchNorm        bn5a_branch2a    1 1 res5a_branch2a res5a_branch2a_bn5a_branch2a 0=512

  84. Scale            scale5a_branch2a 1 1 res5a_branch2a_bn5a_branch2a res5a_branch2a_scale5a_branch2a 0=512 1=1

  85. ReLU             res5a_branch2a_relu 1 1 res5a_branch2a_scale5a_branch2a res5a_branch2a_res5a_branch2a_relu

  86. Convolution      res5a_branch2b   1 1 res5a_branch2a_res5a_branch2a_relu res5a_branch2b 0=512 1=3 2=1 3=1 4=1 5=0 6=2359296

  87. BatchNorm        bn5a_branch2b    1 1 res5a_branch2b res5a_branch2b_bn5a_branch2b 0=512

  88. Scale            scale5a_branch2b 1 1 res5a_branch2b_bn5a_branch2b res5a_branch2b_scale5a_branch2b 0=512 1=1

  89. Eltwise          res5a            2 1 res5a_branch1_scale5a_branch1 res5a_branch2b_scale5a_branch2b res5a 0=1 -23301=0

  90. ReLU             res5a_relu       1 1 res5a res5a_res5a_relu

  91. Split            splitncnn_7      1 2 res5a_res5a_relu res5a_res5a_relu_splitncnn_0 res5a_res5a_relu_splitncnn_1

  92. Convolution      res5b_branch2a   1 1 res5a_res5a_relu_splitncnn_1 res5b_branch2a 0=512 1=3 2=1 3=1 4=1 5=0 6=2359296

  93. BatchNorm        bn5b_branch2a    1 1 res5b_branch2a res5b_branch2a_bn5b_branch2a 0=512

  94. Scale            scale5b_branch2a 1 1 res5b_branch2a_bn5b_branch2a res5b_branch2a_scale5b_branch2a 0=512 1=1

  95. ReLU             res5b_branch2a_relu 1 1 res5b_branch2a_scale5b_branch2a res5b_branch2a_res5b_branch2a_relu

  96. Convolution      res5b_branch2b   1 1 res5b_branch2a_res5b_branch2a_relu res5b_branch2b 0=512 1=3 2=1 3=1 4=1 5=0 6=2359296

  97. BatchNorm        bn5b_branch2b    1 1 res5b_branch2b res5b_branch2b_bn5b_branch2b 0=512

  98. Scale            scale5b_branch2b 1 1 res5b_branch2b_bn5b_branch2b res5b_branch2b_scale5b_branch2b 0=512 1=1

  99. Eltwise          res5b            2 1 res5a_res5a_relu_splitncnn_0 res5b_branch2b_scale5b_branch2b res5b 0=1 -23301=0

  100. ReLU             res5b_relu       1 1 res5b res5b_res5b_relu

  101. Pooling          pool5            1 1 res5b_res5b_relu pool5 0=1 1=7 2=1 3=0 4=0

  102. InnerProduct     fc1000           1 1 pool5 fc1000 0=1000 1=1 2=512000

  103. Softmax          prob             1 1 fc1000 prob 0=0