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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      first-3x3-conv                   1 1 data first-3x3-conv 0=32 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 5=0 6=864

  5. BatchNorm        first-3x3-conv_bn                1 1 first-3x3-conv first-3x3-conv_bn 0=32

  6. ReLU             first-3x3-conv_relu              1 1 first-3x3-conv_bn first-3x3-conv_relu

  7. ConvolutionDepthWise A0_dw                            1 1 first-3x3-conv_relu A0_dw 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        A0_dw_bn                         1 1 A0_dw A0_dw_bn 0=32

  9. ReLU             A0_dw_relu                       1 1 A0_dw_bn A0_dw_relu

  10. Convolution      A0_linear                        1 1 A0_dw_relu A0_linear 0=16 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=512

  11. BatchNorm        A0_linear_bn                     1 1 A0_linear A0_linear_bn 0=16

  12. Convolution      B0_expand                        1 1 A0_linear_bn B0_expand 0=48 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=768

  13. BatchNorm        B0_expand_bn                     1 1 B0_expand B0_expand_bn 0=48

  14. ReLU             B0_expand_relu                   1 1 B0_expand_bn B0_expand_relu

  15. ConvolutionDepthWise B0_dw                            1 1 B0_expand_relu B0_dw 0=48 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 5=0 6=432 7=48

  16. BatchNorm        B0_dw_bn                         1 1 B0_dw B0_dw_bn 0=48

  17. ReLU             B0_dw_relu                       1 1 B0_dw_bn B0_dw_relu

  18. Convolution      B0_linear                        1 1 B0_dw_relu B0_linear 0=24 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1152

  19. BatchNorm        B0_linear_bn                     1 1 B0_linear B0_linear_bn 0=24

  20. Split            splitncnn_0                      1 2 B0_linear_bn B0_linear_bn_splitncnn_0 B0_linear_bn_splitncnn_1

  21. Convolution      B1_expand                        1 1 B0_linear_bn_splitncnn_1 B1_expand 0=72 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  22. BatchNorm        B1_expand_bn                     1 1 B1_expand B1_expand_bn 0=72

  23. ReLU             B1_expand_relu                   1 1 B1_expand_bn B1_expand_relu

  24. ConvolutionDepthWise B1_dw                            1 1 B1_expand_relu B1_dw 0=72 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=648 7=72

  25. BatchNorm        B1_dw_bn                         1 1 B1_dw B1_dw_bn 0=72

  26. ReLU             B1_dw_relu                       1 1 B1_dw_bn B1_dw_relu

  27. Convolution      B1_linear                        1 1 B1_dw_relu B1_linear 0=24 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  28. BatchNorm        B1_linear_bn                     1 1 B1_linear B1_linear_bn 0=24

  29. BinaryOp         unknownncnn_0                    2 1 B0_linear_bn_splitncnn_0 B1_linear_bn unknownncnn_0 0=0

  30. Split            splitncnn_1                      1 2 unknownncnn_0 unknownncnn_0_splitncnn_0 unknownncnn_0_splitncnn_1

  31. Convolution      B2_expand                        1 1 unknownncnn_0_splitncnn_1 B2_expand 0=72 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  32. BatchNorm        B2_expand_bn                     1 1 B2_expand B2_expand_bn 0=72

  33. ReLU             B2_expand_relu                   1 1 B2_expand_bn B2_expand_relu

  34. ConvolutionDepthWise B2_dw                            1 1 B2_expand_relu B2_dw 0=72 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=648 7=72

  35. BatchNorm        B2_dw_bn                         1 1 B2_dw B2_dw_bn 0=72

  36. ReLU             B2_dw_relu                       1 1 B2_dw_bn B2_dw_relu

  37. Convolution      B2_linear                        1 1 B2_dw_relu B2_linear 0=24 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  38. BatchNorm        B2_linear_bn                     1 1 B2_linear B2_linear_bn 0=24

  39. BinaryOp         unknownncnn_1                    2 1 unknownncnn_0_splitncnn_0 B2_linear_bn unknownncnn_1 0=0

  40. Convolution      C0_expand                        1 1 unknownncnn_1 C0_expand 0=72 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=1728

  41. BatchNorm        C0_expand_bn                     1 1 C0_expand C0_expand_bn 0=72

  42. ReLU             C0_expand_relu                   1 1 C0_expand_bn C0_expand_relu

  43. ConvolutionDepthWise C0_dw                            1 1 C0_expand_relu C0_dw 0=72 1=5 11=5 2=1 12=1 3=2 13=2 4=2 14=2 5=0 6=1800 7=72

  44. BatchNorm        C0_dw_bn                         1 1 C0_dw C0_dw_bn 0=72

  45. ReLU             C0_dw_relu                       1 1 C0_dw_bn C0_dw_relu

  46. Convolution      C0_linear                        1 1 C0_dw_relu C0_linear 0=40 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=2880

  47. BatchNorm        C0_linear_bn                     1 1 C0_linear C0_linear_bn 0=40

  48. Split            splitncnn_2                      1 2 C0_linear_bn C0_linear_bn_splitncnn_0 C0_linear_bn_splitncnn_1

  49. Convolution      C1_expand                        1 1 C0_linear_bn_splitncnn_1 C1_expand 0=120 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  50. BatchNorm        C1_expand_bn                     1 1 C1_expand C1_expand_bn 0=120

  51. ReLU             C1_expand_relu                   1 1 C1_expand_bn C1_expand_relu

  52. ConvolutionDepthWise C1_dw                            1 1 C1_expand_relu C1_dw 0=120 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=3000 7=120

  53. BatchNorm        C1_dw_bn                         1 1 C1_dw C1_dw_bn 0=120

  54. ReLU             C1_dw_relu                       1 1 C1_dw_bn C1_dw_relu

  55. Convolution      C1_linear                        1 1 C1_dw_relu C1_linear 0=40 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  56. BatchNorm        C1_linear_bn                     1 1 C1_linear C1_linear_bn 0=40

  57. BinaryOp         unknownncnn_2                    2 1 C0_linear_bn_splitncnn_0 C1_linear_bn unknownncnn_2 0=0

  58. Split            splitncnn_3                      1 2 unknownncnn_2 unknownncnn_2_splitncnn_0 unknownncnn_2_splitncnn_1

  59. Convolution      C2_expand                        1 1 unknownncnn_2_splitncnn_1 C2_expand 0=120 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  60. BatchNorm        C2_expand_bn                     1 1 C2_expand C2_expand_bn 0=120

  61. ReLU             C2_expand_relu                   1 1 C2_expand_bn C2_expand_relu

  62. ConvolutionDepthWise C2_dw                            1 1 C2_expand_relu C2_dw 0=120 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=3000 7=120

  63. BatchNorm        C2_dw_bn                         1 1 C2_dw C2_dw_bn 0=120

  64. ReLU             C2_dw_relu                       1 1 C2_dw_bn C2_dw_relu

  65. Convolution      C2_linear                        1 1 C2_dw_relu C2_linear 0=40 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=4800

  66. BatchNorm        C2_linear_bn                     1 1 C2_linear C2_linear_bn 0=40

  67. BinaryOp         unknownncnn_3                    2 1 unknownncnn_2_splitncnn_0 C2_linear_bn unknownncnn_3 0=0

  68. Convolution      D0_expand                        1 1 unknownncnn_3 D0_expand 0=240 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=9600

  69. BatchNorm        D0_expand_bn                     1 1 D0_expand D0_expand_bn 0=240

  70. ReLU             D0_expand_relu                   1 1 D0_expand_bn D0_expand_relu

  71. ConvolutionDepthWise D0_dw                            1 1 D0_expand_relu D0_dw 0=240 1=5 11=5 2=1 12=1 3=2 13=2 4=2 14=2 5=0 6=6000 7=240

  72. BatchNorm        D0_dw_bn                         1 1 D0_dw D0_dw_bn 0=240

  73. ReLU             D0_dw_relu                       1 1 D0_dw_bn D0_dw_relu

  74. Convolution      D0_linear                        1 1 D0_dw_relu D0_linear 0=80 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=19200

  75. BatchNorm        D0_linear_bn                     1 1 D0_linear D0_linear_bn 0=80

  76. Split            splitncnn_4                      1 2 D0_linear_bn D0_linear_bn_splitncnn_0 D0_linear_bn_splitncnn_1

  77. Convolution      D1_expand                        1 1 D0_linear_bn_splitncnn_1 D1_expand 0=480 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  78. BatchNorm        D1_expand_bn                     1 1 D1_expand D1_expand_bn 0=480

  79. ReLU             D1_expand_relu                   1 1 D1_expand_bn D1_expand_relu

  80. ConvolutionDepthWise D1_dw                            1 1 D1_expand_relu D1_dw 0=480 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=12000 7=480

  81. BatchNorm        D1_dw_bn                         1 1 D1_dw D1_dw_bn 0=480

  82. ReLU             D1_dw_relu                       1 1 D1_dw_bn D1_dw_relu

  83. Convolution      D1_linear                        1 1 D1_dw_relu D1_linear 0=80 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  84. BatchNorm        D1_linear_bn                     1 1 D1_linear D1_linear_bn 0=80

  85. BinaryOp         unknownncnn_4                    2 1 D0_linear_bn_splitncnn_0 D1_linear_bn unknownncnn_4 0=0

  86. Split            splitncnn_5                      1 2 unknownncnn_4 unknownncnn_4_splitncnn_0 unknownncnn_4_splitncnn_1

  87. Convolution      D2_expand                        1 1 unknownncnn_4_splitncnn_1 D2_expand 0=480 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  88. BatchNorm        D2_expand_bn                     1 1 D2_expand D2_expand_bn 0=480

  89. ReLU             D2_expand_relu                   1 1 D2_expand_bn D2_expand_relu

  90. ConvolutionDepthWise D2_dw                            1 1 D2_expand_relu D2_dw 0=480 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=12000 7=480

  91. BatchNorm        D2_dw_bn                         1 1 D2_dw D2_dw_bn 0=480

  92. ReLU             D2_dw_relu                       1 1 D2_dw_bn D2_dw_relu

  93. Convolution      D2_linear                        1 1 D2_dw_relu D2_linear 0=80 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  94. BatchNorm        D2_linear_bn                     1 1 D2_linear D2_linear_bn 0=80

  95. BinaryOp         unknownncnn_5                    2 1 unknownncnn_4_splitncnn_0 D2_linear_bn unknownncnn_5 0=0

  96. Convolution      E0_expand                        1 1 unknownncnn_5 E0_expand 0=480 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=38400

  97. BatchNorm        E0_expand_bn                     1 1 E0_expand E0_expand_bn 0=480

  98. ReLU             E0_expand_relu                   1 1 E0_expand_bn E0_expand_relu

  99. ConvolutionDepthWise E0_dw                            1 1 E0_expand_relu E0_dw 0=480 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=4320 7=480

  100. BatchNorm        E0_dw_bn                         1 1 E0_dw E0_dw_bn 0=480

  101. ReLU             E0_dw_relu                       1 1 E0_dw_bn E0_dw_relu

  102. Convolution      E0_linear                        1 1 E0_dw_relu E0_linear 0=96 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=46080

  103. BatchNorm        E0_linear_bn                     1 1 E0_linear E0_linear_bn 0=96

  104. Split            splitncnn_6                      1 2 E0_linear_bn E0_linear_bn_splitncnn_0 E0_linear_bn_splitncnn_1

  105. Convolution      E1_expand                        1 1 E0_linear_bn_splitncnn_1 E1_expand 0=576 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=55296

  106. BatchNorm        E1_expand_bn                     1 1 E1_expand E1_expand_bn 0=576

  107. ReLU             E1_expand_relu                   1 1 E1_expand_bn E1_expand_relu

  108. ConvolutionDepthWise E1_dw                            1 1 E1_expand_relu E1_dw 0=576 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=5184 7=576

  109. BatchNorm        E1_dw_bn                         1 1 E1_dw E1_dw_bn 0=576

  110. ReLU             E1_dw_relu                       1 1 E1_dw_bn E1_dw_relu

  111. Convolution      E1_linear                        1 1 E1_dw_relu E1_linear 0=96 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=55296

  112. BatchNorm        E1_linear_bn                     1 1 E1_linear E1_linear_bn 0=96

  113. BinaryOp         unknownncnn_6                    2 1 E0_linear_bn_splitncnn_0 E1_linear_bn unknownncnn_6 0=0

  114. Convolution      F0_expand                        1 1 unknownncnn_6 F0_expand 0=576 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=55296

  115. BatchNorm        F0_expand_bn                     1 1 F0_expand F0_expand_bn 0=576

  116. ReLU             F0_expand_relu                   1 1 F0_expand_bn F0_expand_relu

  117. ConvolutionDepthWise F0_dw                            1 1 F0_expand_relu F0_dw 0=576 1=5 11=5 2=1 12=1 3=2 13=2 4=2 14=2 5=0 6=14400 7=576

  118. BatchNorm        F0_dw_bn                         1 1 F0_dw F0_dw_bn 0=576

  119. ReLU             F0_dw_relu                       1 1 F0_dw_bn F0_dw_relu

  120. Convolution      F0_linear                        1 1 F0_dw_relu F0_linear 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=110592

  121. BatchNorm        F0_linear_bn                     1 1 F0_linear F0_linear_bn 0=192

  122. Split            splitncnn_7                      1 2 F0_linear_bn F0_linear_bn_splitncnn_0 F0_linear_bn_splitncnn_1

  123. Convolution      F1_expand                        1 1 F0_linear_bn_splitncnn_1 F1_expand 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  124. BatchNorm        F1_expand_bn                     1 1 F1_expand F1_expand_bn 0=1152

  125. ReLU             F1_expand_relu                   1 1 F1_expand_bn F1_expand_relu

  126. ConvolutionDepthWise F1_dw                            1 1 F1_expand_relu F1_dw 0=1152 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=28800 7=1152

  127. BatchNorm        F1_dw_bn                         1 1 F1_dw F1_dw_bn 0=1152

  128. ReLU             F1_dw_relu                       1 1 F1_dw_bn F1_dw_relu

  129. Convolution      F1_linear                        1 1 F1_dw_relu F1_linear 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  130. BatchNorm        F1_linear_bn                     1 1 F1_linear F1_linear_bn 0=192

  131. BinaryOp         unknownncnn_7                    2 1 F0_linear_bn_splitncnn_0 F1_linear_bn unknownncnn_7 0=0

  132. Split            splitncnn_8                      1 2 unknownncnn_7 unknownncnn_7_splitncnn_0 unknownncnn_7_splitncnn_1

  133. Convolution      F2_expand                        1 1 unknownncnn_7_splitncnn_1 F2_expand 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  134. BatchNorm        F2_expand_bn                     1 1 F2_expand F2_expand_bn 0=1152

  135. ReLU             F2_expand_relu                   1 1 F2_expand_bn F2_expand_relu

  136. ConvolutionDepthWise F2_dw                            1 1 F2_expand_relu F2_dw 0=1152 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=28800 7=1152

  137. BatchNorm        F2_dw_bn                         1 1 F2_dw F2_dw_bn 0=1152

  138. ReLU             F2_dw_relu                       1 1 F2_dw_bn F2_dw_relu

  139. Convolution      F2_linear                        1 1 F2_dw_relu F2_linear 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  140. BatchNorm        F2_linear_bn                     1 1 F2_linear F2_linear_bn 0=192

  141. BinaryOp         unknownncnn_8                    2 1 unknownncnn_7_splitncnn_0 F2_linear_bn unknownncnn_8 0=0

  142. Split            splitncnn_9                      1 2 unknownncnn_8 unknownncnn_8_splitncnn_0 unknownncnn_8_splitncnn_1

  143. Convolution      F3_expand                        1 1 unknownncnn_8_splitncnn_1 F3_expand 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  144. BatchNorm        F3_expand_bn                     1 1 F3_expand F3_expand_bn 0=1152

  145. ReLU             F3_expand_relu                   1 1 F3_expand_bn F3_expand_relu

  146. ConvolutionDepthWise F3_dw                            1 1 F3_expand_relu F3_dw 0=1152 1=5 11=5 2=1 12=1 3=1 13=1 4=2 14=2 5=0 6=28800 7=1152

  147. BatchNorm        F3_dw_bn                         1 1 F3_dw F3_dw_bn 0=1152

  148. ReLU             F3_dw_relu                       1 1 F3_dw_bn F3_dw_relu

  149. Convolution      F3_linear                        1 1 F3_dw_relu F3_linear 0=192 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  150. BatchNorm        F3_linear_bn                     1 1 F3_linear F3_linear_bn 0=192

  151. BinaryOp         unknownncnn_9                    2 1 unknownncnn_8_splitncnn_0 F3_linear_bn unknownncnn_9 0=0

  152. Convolution      G0_expand                        1 1 unknownncnn_9 G0_expand 0=1152 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=221184

  153. BatchNorm        G0_expand_bn                     1 1 G0_expand G0_expand_bn 0=1152

  154. ReLU             G0_expand_relu                   1 1 G0_expand_bn G0_expand_relu

  155. ConvolutionDepthWise G0_dw                            1 1 G0_expand_relu G0_dw 0=1152 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 5=0 6=10368 7=1152

  156. BatchNorm        G0_dw_bn                         1 1 G0_dw G0_dw_bn 0=1152

  157. ReLU             G0_dw_relu                       1 1 G0_dw_bn G0_dw_relu

  158. Convolution      G0_linear                        1 1 G0_dw_relu G0_linear 0=320 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=368640

  159. BatchNorm        G0_linear_bn                     1 1 G0_linear G0_linear_bn 0=320

  160. Convolution      last-1x1-conv                    1 1 G0_linear_bn last-1x1-conv 0=1280 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 5=0 6=409600

  161. BatchNorm        last-1x1-conv_bn                 1 1 last-1x1-conv last-1x1-conv_bn 0=1280

  162. ReLU             last-1x1-conv_relu               1 1 last-1x1-conv_bn last-1x1-conv_relu

  163. Pooling          avgpool                          1 1 last-1x1-conv_relu avgpool 0=1 1=7 4=1 5=1

  164. Flatten          flatten                          1 1 avgpool flatten

  165. InnerProduct     fc                               1 1 flatten fc 0=1000 1=1 2=1280000

  166. Softmax          prob                             1 1 fc prob 0=0