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  1. +edgenet stats-------------------------------------------------------------------------------------------------------------------------------+
  2. | Layer Input prec. Outputs # 1-bit # 32-bit Memory 1-bit MACs 32-bit MACs |
  3. | (bit) x 1 x 1 (kB) |
  4. +--------------------------------------------------------------------------------------------------------------------------------------------+
  5. | input - ((None, 300, 300, 3),) 0 0 0 ? ? |
  6. | efficient_first_block_conv2d_3x3 - (-1, 150, 150, 14) 0 378 1.48 0 8505000 |
  7. | efficient_first_block_depthwise_x2_conv2d_3x3 - (-1, 150, 150, 28) 0 252 0.98 0 5670000 |
  8. | efficient_first_block_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  9. | block_0_a_expansion_binary_conv2d_1x1 1 (-1, 150, 150, 28) 784 0 0.10 17640000 0 |
  10. | block_0_a_expansion_skip_tile - (-1, 150, 150, 28) 0 0 0 ? ? |
  11. | block_0_a_expansion_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  12. | block_0_a_expansion_skip_add - (-1, 150, 150, 28) 0 0 0 ? ? |
  13. | block_0_a_spatial_binary_conv2d_depthwise_5x5 1 (-1, 150, 150, 28) 700 0 0.09 15750000 0 |
  14. | block_0_a_spatial_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  15. | block_0_a_spatial_skip_add - (-1, 150, 150, 28) 0 0 0 ? ? |
  16. | block_0_a_channel_binary_conv2d_2x2 1 (-1, 150, 150, 28) 3136 0 0.38 70560000 0 |
  17. | block_0_a_channel_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  18. | block_0_a_eca_global_pool - (-1, 28) 0 0 0 ? ? |
  19. | block_0_a_eca_expand_dims - (-1, 28, 1) 0 0 0 ? ? |
  20. | block_0_a_eca_conv1d_3 - (-1, 28, 1) 0 3 0.01 ? ? |
  21. | block_0_a_eca_reshape - (-1, 1, 1, 28) 0 0 0 ? ? |
  22. | block_0_a_eca_mult - (-1, 150, 150, 28) 0 0 0 ? ? |
  23. | block_0_a_global_skip_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  24. | block_0_a_global_skip_add - (-1, 150, 150, 28) 0 0 0 ? ? |
  25. | block_0_b_expansion_binary_conv2d_1x1 1 (-1, 150, 150, 168) 4704 0 0.57 105840000 0 |
  26. | block_0_b_expansion_skip_tile - (-1, 150, 150, 168) 0 0 0 ? ? |
  27. | block_0_b_expansion_batch_norm - (-1, 150, 150, 168) 0 672 2.62 0 0 |
  28. | block_0_b_expansion_skip_add - (-1, 150, 150, 168) 0 0 0 ? ? |
  29. | block_0_b_spatial_binary_conv2d_depthwise_5x5 1 (-1, 150, 150, 168) 4200 0 0.51 94500000 0 |
  30. | block_0_b_spatial_batch_norm - (-1, 150, 150, 168) 0 672 2.62 0 0 |
  31. | block_0_b_spatial_skip_add - (-1, 150, 150, 168) 0 0 0 ? ? |
  32. | block_0_b_channel_binary_conv2d_2x2 1 (-1, 150, 150, 28) 18816 0 2.30 423360000 0 |
  33. | block_0_b_channel_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  34. | block_0_b_eca_global_pool - (-1, 28) 0 0 0 ? ? |
  35. | block_0_b_eca_expand_dims - (-1, 28, 1) 0 0 0 ? ? |
  36. | block_0_b_eca_conv1d_3 - (-1, 28, 1) 0 3 0.01 ? ? |
  37. | block_0_b_eca_reshape - (-1, 1, 1, 28) 0 0 0 ? ? |
  38. | block_0_b_eca_mult - (-1, 150, 150, 28) 0 0 0 ? ? |
  39. | block_0_b_global_skip_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  40. | block_0_b_global_skip_add - (-1, 150, 150, 28) 0 0 0 ? ? |
  41. | block_1_a_expansion_binary_conv2d_1x1 1 (-1, 150, 150, 168) 4704 0 0.57 105840000 0 |
  42. | block_1_a_expansion_skip_tile - (-1, 150, 150, 168) 0 0 0 ? ? |
  43. | block_1_a_expansion_batch_norm - (-1, 150, 150, 168) 0 672 2.62 0 0 |
  44. | block_1_a_expansion_skip_add - (-1, 150, 150, 168) 0 0 0 ? ? |
  45. | block_1_a_spatial_binary_conv2d_depthwise_5x5 1 (-1, 75, 75, 168) 4200 0 0.51 23625000 0 |
  46. | block_1_a_spatial_skip_avg_pool - (-1, 75, 75, 168) 0 0 0 0 0 |
  47. | block_1_a_spatial_batch_norm - (-1, 75, 75, 168) 0 672 2.62 0 0 |
  48. | block_1_a_spatial_skip_batch_norm - (-1, 75, 75, 168) 0 672 2.62 0 0 |
  49. | block_1_a_spatial_skip_add - (-1, 75, 75, 168) 0 0 0 ? ? |
  50. | block_1_a_channel_binary_conv2d_2x2 1 (-1, 75, 75, 28) 18816 0 2.30 105840000 0 |
  51. | block_1_a_channel_batch_norm - (-1, 75, 75, 28) 0 112 0.44 0 0 |
  52. | block_1_a_eca_global_pool - (-1, 28) 0 0 0 ? ? |
  53. | block_1_a_eca_expand_dims - (-1, 28, 1) 0 0 0 ? ? |
  54. | block_1_a_eca_conv1d_3 - (-1, 28, 1) 0 3 0.01 ? ? |
  55. | block_1_a_eca_reshape - (-1, 1, 1, 28) 0 0 0 ? ? |
  56. | block_1_a_global_skip_batch_norm - (-1, 150, 150, 28) 0 112 0.44 0 0 |
  57. | block_1_a_eca_mult - (-1, 75, 75, 28) 0 0 0 ? ? |
  58. | block_1_a_global_skip_max_pool - (-1, 75, 75, 28) 0 0 0 0 0 |
  59. | block_1_a_global_skip_add - (-1, 75, 75, 28) 0 0 0 ? ? |
  60. | block_1_b_expansion_binary_conv2d_1x1 1 (-1, 75, 75, 168) 4704 0 0.57 26460000 0 |
  61. | block_1_b_expansion_skip_tile - (-1, 75, 75, 168) 0 0 0 ? ? |
  62. | block_1_b_expansion_batch_norm - (-1, 75, 75, 168) 0 672 2.62 0 0 |
  63. | block_1_b_expansion_skip_add - (-1, 75, 75, 168) 0 0 0 ? ? |
  64. | block_1_b_spatial_binary_conv2d_depthwise_5x5 1 (-1, 75, 75, 168) 4200 0 0.51 23625000 0 |
  65. | block_1_b_spatial_batch_norm - (-1, 75, 75, 168) 0 672 2.62 0 0 |
  66. | block_1_b_spatial_skip_add - (-1, 75, 75, 168) 0 0 0 ? ? |
  67. | block_1_b_channel_binary_conv2d_2x2 1 (-1, 75, 75, 28) 18816 0 2.30 105840000 0 |
  68. | block_1_b_channel_batch_norm - (-1, 75, 75, 28) 0 112 0.44 0 0 |
  69. | block_1_b_eca_global_pool - (-1, 28) 0 0 0 ? ? |
  70. | block_1_b_eca_expand_dims - (-1, 28, 1) 0 0 0 ? ? |
  71. | block_1_b_eca_conv1d_3 - (-1, 28, 1) 0 3 0.01 ? ? |
  72. | block_1_b_eca_reshape - (-1, 1, 1, 28) 0 0 0 ? ? |
  73. | block_1_b_eca_mult - (-1, 75, 75, 28) 0 0 0 ? ? |
  74. | block_1_b_global_skip_batch_norm - (-1, 75, 75, 28) 0 112 0.44 0 0 |
  75. | block_1_b_global_skip_add - (-1, 75, 75, 28) 0 0 0 ? ? |
  76. | block_1_c_expansion_binary_conv2d_1x1 1 (-1, 75, 75, 168) 4704 0 0.57 26460000 0 |
  77. | block_1_c_expansion_skip_tile - (-1, 75, 75, 168) 0 0 0 ? ? |
  78. | block_1_c_expansion_batch_norm - (-1, 75, 75, 168) 0 672 2.62 0 0 |
  79. | block_1_c_expansion_skip_add - (-1, 75, 75, 168) 0 0 0 ? ? |
  80. | block_1_c_spatial_binary_conv2d_depthwise_5x5 1 (-1, 75, 75, 168) 4200 0 0.51 23625000 0 |
  81. | block_1_c_spatial_batch_norm - (-1, 75, 75, 168) 0 672 2.62 0 0 |
  82. | block_1_c_spatial_skip_add - (-1, 75, 75, 168) 0 0 0 ? ? |
  83. | block_1_c_channel_binary_conv2d_2x2 1 (-1, 75, 75, 28) 18816 0 2.30 105840000 0 |
  84. | block_1_c_channel_batch_norm - (-1, 75, 75, 28) 0 112 0.44 0 0 |
  85. | block_1_c_eca_global_pool - (-1, 28) 0 0 0 ? ? |
  86. | block_1_c_eca_expand_dims - (-1, 28, 1) 0 0 0 ? ? |
  87. | block_1_c_eca_conv1d_3 - (-1, 28, 1) 0 3 0.01 ? ? |
  88. | block_1_c_eca_reshape - (-1, 1, 1, 28) 0 0 0 ? ? |
  89. | block_1_c_eca_mult - (-1, 75, 75, 28) 0 0 0 ? ? |
  90. | block_1_c_global_skip_batch_norm - (-1, 75, 75, 28) 0 112 0.44 0 0 |
  91. | block_1_c_global_skip_add - (-1, 75, 75, 28) 0 0 0 ? ? |
  92. | block_2_a_expansion_binary_conv2d_1x1 1 (-1, 75, 75, 168) 4704 0 0.57 26460000 0 |
  93. | block_2_a_expansion_skip_tile - (-1, 75, 75, 168) 0 0 0 ? ? |
  94. | block_2_a_expansion_batch_norm - (-1, 75, 75, 168) 0 672 2.62 0 0 |
  95. | block_2_a_expansion_skip_add - (-1, 75, 75, 168) 0 0 0 ? ? |
  96. | block_2_a_spatial_binary_conv2d_depthwise_5x5 1 (-1, 38, 38, 168) 4200 0 0.51 6064800 0 |
  97. | block_2_a_spatial_skip_avg_pool - (-1, 38, 38, 168) 0 0 0 0 0 |
  98. | block_2_a_spatial_batch_norm - (-1, 38, 38, 168) 0 672 2.62 0 0 |
  99. | block_2_a_spatial_skip_batch_norm - (-1, 38, 38, 168) 0 672 2.62 0 0 |
  100. | block_2_a_spatial_skip_add - (-1, 38, 38, 168) 0 0 0 ? ? |
  101. | block_2_a_channel_binary_conv2d_2x2 1 (-1, 38, 38, 56) 37632 0 4.59 54340608 0 |
  102. | block_2_a_channel_batch_norm - (-1, 38, 38, 56) 0 224 0.88 0 0 |
  103. | block_2_a_eca_global_pool - (-1, 56) 0 0 0 ? ? |
  104. | block_2_a_eca_expand_dims - (-1, 56, 1) 0 0 0 ? ? |
  105. | block_2_a_eca_conv1d_3 - (-1, 56, 1) 0 3 0.01 ? ? |
  106. | block_2_a_global_skip_batch_norm - (-1, 75, 75, 28) 0 112 0.44 0 0 |
  107. | block_2_a_eca_reshape - (-1, 1, 1, 56) 0 0 0 ? ? |
  108. | block_2_a_global_skip_max_pool - (-1, 38, 38, 28) 0 0 0 0 0 |
  109. | block_2_a_eca_mult - (-1, 38, 38, 56) 0 0 0 ? ? |
  110. | block_2_a_global_skip_tile - (-1, 38, 38, 56) 0 0 0 ? ? |
  111. | block_2_a_global_skip_add - (-1, 38, 38, 56) 0 0 0 ? ? |
  112. | block_2_b_expansion_binary_conv2d_1x1 1 (-1, 38, 38, 336) 18816 0 2.30 27170304 0 |
  113. | block_2_b_expansion_skip_tile - (-1, 38, 38, 336) 0 0 0 ? ? |
  114. | block_2_b_expansion_batch_norm - (-1, 38, 38, 336) 0 1344 5.25 0 0 |
  115. | block_2_b_expansion_skip_add - (-1, 38, 38, 336) 0 0 0 ? ? |
  116. | block_2_b_spatial_binary_conv2d_depthwise_5x5 1 (-1, 38, 38, 336) 8400 0 1.03 12129600 0 |
  117. | block_2_b_spatial_batch_norm - (-1, 38, 38, 336) 0 1344 5.25 0 0 |
  118. | block_2_b_spatial_skip_add - (-1, 38, 38, 336) 0 0 0 ? ? |
  119. | block_2_b_channel_binary_conv2d_2x2 1 (-1, 38, 38, 56) 75264 0 9.19 108681216 0 |
  120. | block_2_b_channel_batch_norm - (-1, 38, 38, 56) 0 224 0.88 0 0 |
  121. | block_2_b_eca_global_pool - (-1, 56) 0 0 0 ? ? |
  122. | block_2_b_eca_expand_dims - (-1, 56, 1) 0 0 0 ? ? |
  123. | block_2_b_eca_conv1d_3 - (-1, 56, 1) 0 3 0.01 ? ? |
  124. | block_2_b_eca_reshape - (-1, 1, 1, 56) 0 0 0 ? ? |
  125. | block_2_b_eca_mult - (-1, 38, 38, 56) 0 0 0 ? ? |
  126. | block_2_b_global_skip_batch_norm - (-1, 38, 38, 56) 0 224 0.88 0 0 |
  127. | block_2_b_global_skip_add - (-1, 38, 38, 56) 0 0 0 ? ? |
  128. | block_2_c_expansion_binary_conv2d_1x1 1 (-1, 38, 38, 336) 18816 0 2.30 27170304 0 |
  129. | block_2_c_expansion_skip_tile - (-1, 38, 38, 336) 0 0 0 ? ? |
  130. | block_2_c_expansion_batch_norm - (-1, 38, 38, 336) 0 1344 5.25 0 0 |
  131. | block_2_c_expansion_skip_add - (-1, 38, 38, 336) 0 0 0 ? ? |
  132. | block_2_c_spatial_binary_conv2d_depthwise_5x5 1 (-1, 38, 38, 336) 8400 0 1.03 12129600 0 |
  133. | block_2_c_spatial_batch_norm - (-1, 38, 38, 336) 0 1344 5.25 0 0 |
  134. | block_2_c_spatial_skip_add - (-1, 38, 38, 336) 0 0 0 ? ? |
  135. | block_2_c_channel_binary_conv2d_2x2 1 (-1, 38, 38, 56) 75264 0 9.19 108681216 0 |
  136. | block_2_c_channel_batch_norm - (-1, 38, 38, 56) 0 224 0.88 0 0 |
  137. | block_2_c_eca_global_pool - (-1, 56) 0 0 0 ? ? |
  138. | block_2_c_eca_expand_dims - (-1, 56, 1) 0 0 0 ? ? |
  139. | block_2_c_eca_conv1d_3 - (-1, 56, 1) 0 3 0.01 ? ? |
  140. | block_2_c_eca_reshape - (-1, 1, 1, 56) 0 0 0 ? ? |
  141. | block_2_c_eca_mult - (-1, 38, 38, 56) 0 0 0 ? ? |
  142. | block_2_c_global_skip_batch_norm - (-1, 38, 38, 56) 0 224 0.88 0 0 |
  143. | block_2_c_global_skip_add - (-1, 38, 38, 56) 0 0 0 ? ? |
  144. | block_3_a_expansion_binary_conv2d_1x1 1 (-1, 38, 38, 336) 18816 0 2.30 27170304 0 |
  145. | block_3_a_expansion_skip_tile - (-1, 38, 38, 336) 0 0 0 ? ? |
  146. | block_3_a_expansion_batch_norm - (-1, 38, 38, 336) 0 1344 5.25 0 0 |
  147. | block_3_a_expansion_skip_add - (-1, 38, 38, 336) 0 0 0 ? ? |
  148. | block_3_a_spatial_binary_conv2d_depthwise_5x5 1 (-1, 19, 19, 336) 8400 0 1.03 3032400 0 |
  149. | block_3_a_spatial_skip_avg_pool - (-1, 19, 19, 336) 0 0 0 0 0 |
  150. | block_3_a_spatial_batch_norm - (-1, 19, 19, 336) 0 1344 5.25 0 0 |
  151. | block_3_a_spatial_skip_batch_norm - (-1, 19, 19, 336) 0 1344 5.25 0 0 |
  152. | block_3_a_spatial_skip_add - (-1, 19, 19, 336) 0 0 0 ? ? |
  153. | block_3_a_channel_binary_conv2d_2x2 1 (-1, 19, 19, 112) 150528 0 18.38 54340608 0 |
  154. | block_3_a_channel_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  155. | block_3_a_eca_global_pool - (-1, 112) 0 0 0 ? ? |
  156. | block_3_a_eca_expand_dims - (-1, 112, 1) 0 0 0 ? ? |
  157. | block_3_a_eca_conv1d_3 - (-1, 112, 1) 0 3 0.01 ? ? |
  158. | block_3_a_global_skip_batch_norm - (-1, 38, 38, 56) 0 224 0.88 0 0 |
  159. | block_3_a_eca_reshape - (-1, 1, 1, 112) 0 0 0 ? ? |
  160. | block_3_a_global_skip_max_pool - (-1, 19, 19, 56) 0 0 0 0 0 |
  161. | block_3_a_eca_mult - (-1, 19, 19, 112) 0 0 0 ? ? |
  162. | block_3_a_global_skip_tile - (-1, 19, 19, 112) 0 0 0 ? ? |
  163. | block_3_a_global_skip_add - (-1, 19, 19, 112) 0 0 0 ? ? |
  164. | block_3_b_expansion_binary_conv2d_1x1 1 (-1, 19, 19, 672) 75264 0 9.19 27170304 0 |
  165. | block_3_b_expansion_skip_tile - (-1, 19, 19, 672) 0 0 0 ? ? |
  166. | block_3_b_expansion_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  167. | block_3_b_expansion_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  168. | block_3_b_spatial_binary_conv2d_depthwise_5x5 1 (-1, 19, 19, 672) 16800 0 2.05 6064800 0 |
  169. | block_3_b_spatial_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  170. | block_3_b_spatial_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  171. | block_3_b_channel_binary_conv2d_2x2 1 (-1, 19, 19, 112) 301056 0 36.75 108681216 0 |
  172. | block_3_b_channel_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  173. | block_3_b_eca_global_pool - (-1, 112) 0 0 0 ? ? |
  174. | block_3_b_eca_expand_dims - (-1, 112, 1) 0 0 0 ? ? |
  175. | block_3_b_eca_conv1d_3 - (-1, 112, 1) 0 3 0.01 ? ? |
  176. | block_3_b_eca_reshape - (-1, 1, 1, 112) 0 0 0 ? ? |
  177. | block_3_b_eca_mult - (-1, 19, 19, 112) 0 0 0 ? ? |
  178. | block_3_b_global_skip_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  179. | block_3_b_global_skip_add - (-1, 19, 19, 112) 0 0 0 ? ? |
  180. | block_3_c_expansion_binary_conv2d_1x1 1 (-1, 19, 19, 672) 75264 0 9.19 27170304 0 |
  181. | block_3_c_expansion_skip_tile - (-1, 19, 19, 672) 0 0 0 ? ? |
  182. | block_3_c_expansion_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  183. | block_3_c_expansion_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  184. | block_3_c_spatial_binary_conv2d_depthwise_5x5 1 (-1, 19, 19, 672) 16800 0 2.05 6064800 0 |
  185. | block_3_c_spatial_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  186. | block_3_c_spatial_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  187. | block_3_c_channel_binary_conv2d_2x2 1 (-1, 19, 19, 112) 301056 0 36.75 108681216 0 |
  188. | block_3_c_channel_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  189. | block_3_c_eca_global_pool - (-1, 112) 0 0 0 ? ? |
  190. | block_3_c_eca_expand_dims - (-1, 112, 1) 0 0 0 ? ? |
  191. | block_3_c_eca_conv1d_3 - (-1, 112, 1) 0 3 0.01 ? ? |
  192. | block_3_c_eca_reshape - (-1, 1, 1, 112) 0 0 0 ? ? |
  193. | block_3_c_eca_mult - (-1, 19, 19, 112) 0 0 0 ? ? |
  194. | block_3_c_global_skip_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  195. | block_3_c_global_skip_add - (-1, 19, 19, 112) 0 0 0 ? ? |
  196. | block_3_d_expansion_binary_conv2d_1x1 1 (-1, 19, 19, 672) 75264 0 9.19 27170304 0 |
  197. | block_3_d_expansion_skip_tile - (-1, 19, 19, 672) 0 0 0 ? ? |
  198. | block_3_d_expansion_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  199. | block_3_d_expansion_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  200. | block_3_d_spatial_binary_conv2d_depthwise_5x5 1 (-1, 19, 19, 672) 16800 0 2.05 6064800 0 |
  201. | block_3_d_spatial_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  202. | block_3_d_spatial_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  203. | block_3_d_channel_binary_conv2d_2x2 1 (-1, 19, 19, 112) 301056 0 36.75 108681216 0 |
  204. | block_3_d_channel_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  205. | block_3_d_eca_global_pool - (-1, 112) 0 0 0 ? ? |
  206. | block_3_d_eca_expand_dims - (-1, 112, 1) 0 0 0 ? ? |
  207. | block_3_d_eca_conv1d_3 - (-1, 112, 1) 0 3 0.01 ? ? |
  208. | block_3_d_eca_reshape - (-1, 1, 1, 112) 0 0 0 ? ? |
  209. | block_3_d_eca_mult - (-1, 19, 19, 112) 0 0 0 ? ? |
  210. | block_3_d_global_skip_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  211. | block_3_d_global_skip_add - (-1, 19, 19, 112) 0 0 0 ? ? |
  212. | block_3_e_expansion_binary_conv2d_1x1 1 (-1, 19, 19, 672) 75264 0 9.19 27170304 0 |
  213. | block_3_e_expansion_skip_tile - (-1, 19, 19, 672) 0 0 0 ? ? |
  214. | block_3_e_expansion_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  215. | block_3_e_expansion_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  216. | block_3_e_spatial_binary_conv2d_depthwise_5x5 1 (-1, 19, 19, 672) 16800 0 2.05 6064800 0 |
  217. | block_3_e_spatial_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  218. | block_3_e_spatial_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  219. | block_3_e_channel_binary_conv2d_2x2 1 (-1, 19, 19, 112) 301056 0 36.75 108681216 0 |
  220. | block_3_e_channel_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  221. | block_3_e_eca_global_pool - (-1, 112) 0 0 0 ? ? |
  222. | block_3_e_eca_expand_dims - (-1, 112, 1) 0 0 0 ? ? |
  223. | block_3_e_eca_conv1d_3 - (-1, 112, 1) 0 3 0.01 ? ? |
  224. | block_3_e_eca_reshape - (-1, 1, 1, 112) 0 0 0 ? ? |
  225. | block_3_e_eca_mult - (-1, 19, 19, 112) 0 0 0 ? ? |
  226. | block_3_e_global_skip_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  227. | block_3_e_global_skip_add - (-1, 19, 19, 112) 0 0 0 ? ? |
  228. | block_3_f_expansion_binary_conv2d_1x1 1 (-1, 19, 19, 672) 75264 0 9.19 27170304 0 |
  229. | block_3_f_expansion_skip_tile - (-1, 19, 19, 672) 0 0 0 ? ? |
  230. | block_3_f_expansion_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  231. | block_3_f_expansion_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  232. | block_3_f_spatial_binary_conv2d_depthwise_5x5 1 (-1, 19, 19, 672) 16800 0 2.05 6064800 0 |
  233. | block_3_f_spatial_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  234. | block_3_f_spatial_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  235. | block_3_f_channel_binary_conv2d_2x2 1 (-1, 19, 19, 112) 301056 0 36.75 108681216 0 |
  236. | block_3_f_channel_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  237. | block_3_f_eca_global_pool - (-1, 112) 0 0 0 ? ? |
  238. | block_3_f_eca_expand_dims - (-1, 112, 1) 0 0 0 ? ? |
  239. | block_3_f_eca_conv1d_3 - (-1, 112, 1) 0 3 0.01 ? ? |
  240. | block_3_f_eca_reshape - (-1, 1, 1, 112) 0 0 0 ? ? |
  241. | block_3_f_eca_mult - (-1, 19, 19, 112) 0 0 0 ? ? |
  242. | block_3_f_global_skip_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  243. | block_3_f_global_skip_add - (-1, 19, 19, 112) 0 0 0 ? ? |
  244. | block_4_a_expansion_binary_conv2d_1x1 1 (-1, 19, 19, 672) 75264 0 9.19 27170304 0 |
  245. | block_4_a_expansion_skip_tile - (-1, 19, 19, 672) 0 0 0 ? ? |
  246. | block_4_a_expansion_batch_norm - (-1, 19, 19, 672) 0 2688 10.50 0 0 |
  247. | block_4_a_expansion_skip_add - (-1, 19, 19, 672) 0 0 0 ? ? |
  248. | block_4_a_spatial_binary_conv2d_depthwise_5x5 1 (-1, 10, 10, 672) 16800 0 2.05 1680000 0 |
  249. | block_4_a_spatial_skip_avg_pool - (-1, 10, 10, 672) 0 0 0 0 0 |
  250. | block_4_a_spatial_batch_norm - (-1, 10, 10, 672) 0 2688 10.50 0 0 |
  251. | block_4_a_spatial_skip_batch_norm - (-1, 10, 10, 672) 0 2688 10.50 0 0 |
  252. | block_4_a_spatial_skip_add - (-1, 10, 10, 672) 0 0 0 ? ? |
  253. | block_4_a_channel_binary_conv2d_2x2 1 (-1, 10, 10, 224) 602112 0 73.50 60211200 0 |
  254. | block_4_a_channel_batch_norm - (-1, 10, 10, 224) 0 896 3.50 0 0 |
  255. | block_4_a_eca_global_pool - (-1, 224) 0 0 0 ? ? |
  256. | block_4_a_eca_expand_dims - (-1, 224, 1) 0 0 0 ? ? |
  257. | block_4_a_eca_conv1d_5 - (-1, 224, 1) 0 5 0.02 ? ? |
  258. | block_4_a_global_skip_batch_norm - (-1, 19, 19, 112) 0 448 1.75 0 0 |
  259. | block_4_a_eca_reshape - (-1, 1, 1, 224) 0 0 0 ? ? |
  260. | block_4_a_global_skip_max_pool - (-1, 10, 10, 112) 0 0 0 0 0 |
  261. | block_4_a_eca_mult - (-1, 10, 10, 224) 0 0 0 ? ? |
  262. | block_4_a_global_skip_tile - (-1, 10, 10, 224) 0 0 0 ? ? |
  263. | block_4_a_global_skip_add - (-1, 10, 10, 224) 0 0 0 ? ? |
  264. | block_4_b_expansion_binary_conv2d_1x1 1 (-1, 10, 10, 1344) 301056 0 36.75 30105600 0 |
  265. | block_4_b_expansion_skip_tile - (-1, 10, 10, 1344) 0 0 0 ? ? |
  266. | block_4_b_expansion_batch_norm - (-1, 10, 10, 1344) 0 5376 21.00 0 0 |
  267. | block_4_b_expansion_skip_add - (-1, 10, 10, 1344) 0 0 0 ? ? |
  268. | block_4_b_spatial_binary_conv2d_depthwise_5x5 1 (-1, 10, 10, 1344) 33600 0 4.10 3360000 0 |
  269. | block_4_b_spatial_batch_norm - (-1, 10, 10, 1344) 0 5376 21.00 0 0 |
  270. | block_4_b_spatial_skip_add - (-1, 10, 10, 1344) 0 0 0 ? ? |
  271. | block_4_b_channel_binary_conv2d_2x2 1 (-1, 10, 10, 224) 1204224 0 147.00 120422400 0 |
  272. | block_4_b_channel_batch_norm - (-1, 10, 10, 224) 0 896 3.50 0 0 |
  273. | block_4_b_eca_global_pool - (-1, 224) 0 0 0 ? ? |
  274. | block_4_b_eca_expand_dims - (-1, 224, 1) 0 0 0 ? ? |
  275. | block_4_b_eca_conv1d_5 - (-1, 224, 1) 0 5 0.02 ? ? |
  276. | block_4_b_eca_reshape - (-1, 1, 1, 224) 0 0 0 ? ? |
  277. | block_4_b_eca_mult - (-1, 10, 10, 224) 0 0 0 ? ? |
  278. | block_4_b_global_skip_batch_norm - (-1, 10, 10, 224) 0 896 3.50 0 0 |
  279. | block_4_b_global_skip_add - (-1, 10, 10, 224) 0 0 0 ? ? |
  280. | block_4_c_expansion_binary_conv2d_1x1 1 (-1, 10, 10, 1344) 301056 0 36.75 30105600 0 |
  281. | block_4_c_expansion_skip_tile - (-1, 10, 10, 1344) 0 0 0 ? ? |
  282. | block_4_c_expansion_batch_norm - (-1, 10, 10, 1344) 0 5376 21.00 0 0 |
  283. | block_4_c_expansion_skip_add - (-1, 10, 10, 1344) 0 0 0 ? ? |
  284. | block_4_c_spatial_binary_conv2d_depthwise_5x5 1 (-1, 10, 10, 1344) 33600 0 4.10 3360000 0 |
  285. | block_4_c_spatial_batch_norm - (-1, 10, 10, 1344) 0 5376 21.00 0 0 |
  286. | block_4_c_spatial_skip_add - (-1, 10, 10, 1344) 0 0 0 ? ? |
  287. | block_4_c_channel_binary_conv2d_2x2 1 (-1, 10, 10, 224) 1204224 0 147.00 120422400 0 |
  288. | block_4_c_channel_batch_norm - (-1, 10, 10, 224) 0 896 3.50 0 0 |
  289. | block_4_c_eca_global_pool - (-1, 224) 0 0 0 ? ? |
  290. | block_4_c_eca_expand_dims - (-1, 224, 1) 0 0 0 ? ? |
  291. | block_4_c_eca_conv1d_5 - (-1, 224, 1) 0 5 0.02 ? ? |
  292. | block_4_c_eca_reshape - (-1, 1, 1, 224) 0 0 0 ? ? |
  293. | block_4_c_eca_mult - (-1, 10, 10, 224) 0 0 0 ? ? |
  294. | block_4_c_global_skip_batch_norm - (-1, 10, 10, 224) 0 896 3.50 0 0 |
  295. | block_4_c_global_skip_add - (-1, 10, 10, 224) 0 0 0 ? ? |
  296. | pre_final_channel_mixing_binary_conv2d_1x1 - (-1, 10, 10, 336) 0 75264 294.00 0 7526400 |
  297. | pre_final_channel_mixing_batch_norm - (-1, 10, 10, 336) 0 1344 5.25 0 0 |
  298. | final_block_expansion_binary_conv2d_1x1 1 (-1, 10, 10, 2016) 677376 0 82.69 67737600 0 |
  299. | final_block_expansion_skip_tile - (-1, 10, 10, 2016) 0 0 0 ? ? |
  300. | final_block_expansion_batch_norm - (-1, 10, 10, 2016) 0 8064 31.50 0 0 |
  301. | final_block_expansion_skip_add - (-1, 10, 10, 2016) 0 0 0 ? ? |
  302. | final_block_spatial_binary_conv2d_depthwise_5x5 1 (-1, 10, 10, 2016) 50400 0 6.15 5040000 0 |
  303. | final_block_spatial_batch_norm - (-1, 10, 10, 2016) 0 8064 31.50 0 0 |
  304. | final_block_spatial_skip_add - (-1, 10, 10, 2016) 0 0 0 ? ? |
  305. | final_block_channel_binary_conv2d_2x2 1 (-1, 10, 10, 672) 5419008 0 661.50 541900800 0 |
  306. | final_block_global_skip_batch_norm - (-1, 10, 10, 336) 0 1344 5.25 0 0 |
  307. | final_block_channel_batch_norm - (-1, 10, 10, 672) 0 2688 10.50 0 0 |
  308. | final_block_global_skip_tile - (-1, 10, 10, 672) 0 0 0 ? ? |
  309. | final_block_global_skip_add - (-1, 10, 10, 672) 0 0 0 ? ? |
  310. | global_average_pool - (-1, 672) 0 0 0 ? ? |
  311. | dense - (-1, 1000) 0 673000 2628.91 0 672000 |
  312. +--------------------------------------------------------------------------------------------------------------------------------------------+
  313. | Total 12429060 857143 4865.43 3463273464 22373400 |
  314. +--------------------------------------------------------------------------------------------------------------------------------------------+
  315. +edgenet summary-----------------------------+
  316. | Total params 13.3 M |
  317. | Trainable params 13.2 M |
  318. | Non-trainable params 54.1 k |
  319. | Model size: 4.75 MB |
  320. | Float-32 Equivalent 50.68 MB |
  321. | Compression Ratio of Memory 0.09 |
  322. | Number of MACs 3.49 B |
  323. | Ratio of MACs that are binarized 0.9936 |
  324. +--------------------------------------------+
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