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tensorflow模型转rknn时出错,提示D Try match Transpose transpose_2 W ...

asher

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发表于 2019-7-4 09:40:58    查看: 914|回复: 1 | [复制链接]    打印 | 显示全部楼层
本帖最后由 asher 于 2019-7-4 11:34 编辑

pb转化: tensorflow-cpu:1.10.0
错误提示:D Try match Transpose transpose_2
W Not match node transpose_2 Transpose
请问这是tensorflow版本导致的问题吗,如何解决呢?

vebose输出:D import clients finished
  1. D import clients finished
  2. I Current TF Model producer version 0 min consumer version 0 bad consumer version []
  3. I Disconnect cond/switch_t:out4096 and cond/mul/x:in0
  4. I Disconnect cond/switch_t:out4096 and cond/Const:in0
  5. I Disconnect cond/switch_t:out4096 and cond/Less/y:in0
  6. I Disconnect cond/switch_f:out4096 and cond/Const_1:in0
  7. I Disconnect cond/switch_f:out4096 and cond/mul_1/x:in0
  8. I Disconnect cond/switch_f:out4096 and cond/Less_1/y:in0
  9. I Disconnect cond/cond_1/switch_f:out4096 and cond/cond_1/Const:in0
  10. I Disconnect cond/cond/switch_f:out4096 and cond/cond/Const:in0
  11. I Fix merge cond/cond/Merge branch cond/cond/Const:out0 with switch_op None
  12. I Fix merge cond/Merge branch cond/cond_1/Merge:out0 with switch_op None
  13. I Fix merge cond/cond_1/Merge branch cond/cond_1/Const:out0 with switch_op None
  14. I Fix merge cond/Merge_1 branch cond/Const_1:out0 with switch_op None
  15. I Fix merge cond/cond_1/Merge branch cond/cond_1/Const:out0 with switch_op None
  16. I short-cut build_rpn/rpn_conv/3x3/weights:out0 - build_rpn/rpn_conv/3x3_2/Conv2D:in1 skip build_rpn/rpn_conv/3x3/weights/read
  17. I short-cut resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/moving_variance/read
  18. I short-cut resnet101_v1d/C4/bottleneck_9/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_9/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_9/conv1/BatchNorm/moving_variance/read
  19. I short-cut resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/moving_mean/read
  20. I short-cut resnet101_v1d/C4/bottleneck_18/Relu:out0 - resnet101_v1d/C4/bottleneck_19/add:in1 skip resnet101_v1d/C4/bottleneck_19/shortcut/Identity
  21. I short-cut resnet101_v1d/C4/bottleneck_12/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_12/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_12/conv0/BatchNorm/moving_mean/read
  22. I short-cut resnet101_v1d/C4/bottleneck_8/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_8/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_8/conv0/weights/read
  23. I short-cut resnet101_v1d/C4/bottleneck_20/Relu:out0 - resnet101_v1d/C4/bottleneck_21/add:in1 skip resnet101_v1d/C4/bottleneck_21/shortcut/Identity
  24. I short-cut resnet101_v1d/C4/bottleneck_19/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_19/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_19/conv1/BatchNorm/moving_variance/read
  25. I short-cut cascade_stage3/Fast-RCNN/build_fc_layers/fc2/weights:out0 - cascade_stage3/Fast-RCNN/build_fc_layers/fc2/MatMul:in1 skip cascade_stage3/Fast-RCNN/build_fc_layers/fc2/weights/read
  26. I short-cut build_pyramid/fuse_P3/biases:out0 - build_pyramid/fuse_P3/BiasAdd:in1 skip build_pyramid/fuse_P3/biases/read
  27. I short-cut cascade_stage3/Fast-RCNN/build_fc_layers/fc1/weights:out0 - cascade_stage3/Fast-RCNN/build_fc_layers/fc1/MatMul:in1 skip cascade_stage3/Fast-RCNN/build_fc_layers/fc1/weights/read
  28. I short-cut resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/moving_mean/read
  29. I short-cut resnet101_v1d/C3/bottleneck_0/shortcut/BatchNorm/moving_variance:out0 - resnet101_v1d/C3/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C3/bottleneck_0/shortcut/BatchNorm/moving_variance/read
  30. I short-cut resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/beta/read
  31. I short-cut resnet101_v1d/C4/bottleneck_5/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_5/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_5/conv1/BatchNorm/beta/read
  32. I short-cut resnet101_v1d/C4/bottleneck_8/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_8/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_8/conv2/weights/read
  33. I short-cut resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/beta/read
  34. I short-cut resnet101_v1d/C4/bottleneck_0/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_0/conv1/BatchNorm/beta/read
  35. I short-cut build_rpn/rpn_cls_score/biases:out0 - build_rpn/rpn_cls_score_4/BiasAdd:in1 skip build_rpn/rpn_cls_score/biases/read
  36. I short-cut resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/beta/read
  37. I short-cut resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_10/conv0/BatchNorm/moving_variance/read
  38. I short-cut resnet101_v1d/C4/bottleneck_15/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_15/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_15/conv2/BatchNorm/moving_mean/read
  39. I short-cut resnet101_v1d/C4/bottleneck_21/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_21/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_21/conv0/weights/read
  40. I short-cut build_rpn/rpn_conv/3x3/biases:out0 - build_rpn/rpn_conv/3x3_4/BiasAdd:in1 skip build_rpn/rpn_conv/3x3/biases/read
  41. I short-cut resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/beta/read
  42. I short-cut resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/moving_mean/read
  43. I short-cut build_rpn/rpn_conv/3x3/weights:out0 - build_rpn/rpn_conv/3x3_3/Conv2D:in1 skip build_rpn/rpn_conv/3x3/weights/read
  44. I short-cut resnet101_v1d/C4/bottleneck_18/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_18/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_18/conv2/weights/read
  45. I short-cut resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/beta/read
  46. resnet101_v1d/C3/bottleneck_0/conv0/BatchNorm/gamma/read
  47. I short-cut resnet101_v1d/C4/bottleneck_9/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_9/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_9/conv0/BatchNorm/moving_variance/read
  48. I short-cut resnet101_v1d/C4/bottleneck_7/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_7/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_7/conv0/BatchNorm/gamma/read
  49. I short-cut resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/beta/read
  50. I short-cut resnet101_v1d/C4/bottleneck_2/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_2/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_2/conv0/weights/read
  51. I short-cut resnet101_v1d/C4/bottleneck_6/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_6/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_6/conv1/weights/read
  52. I short-cut resnet101_v1d/C4/bottleneck_10/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_10/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_10/conv1/BatchNorm/moving_variance/read
  53. I short-cut cascade_stage1/Fast-RCNN/cls_fc/weights:out0 - cascade_stage1_1/Fast-RCNN/cls_fc/MatMul:in1 skip cascade_stage1/Fast-RCNN/cls_fc/weights/read
  54. I short-cut resnet101_v1d/C2/bottleneck_2/conv0/BatchNorm/beta:out0 - resnet101_v1d/C2/bottleneck_2/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C2/bottleneck_2/conv0/BatchNorm/beta/read
  55. I short-cut resnet101_v1d/C4/bottleneck_22/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_22/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_22/conv0/BatchNorm/beta/read
  56. I short-cut resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/moving_variance/read
  57. I short-cut resnet101_v1d/C4/bottleneck_13/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_13/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_13/conv2/weights/read
  58. I short-cut resnet101_v1d/C3/bottleneck_2/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C3/bottleneck_2/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C3/bottleneck_2/conv2/BatchNorm/gamma/read
  59. I short-cut resnet101_v1d/C4/bottleneck_6/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_6/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_6/conv1/BatchNorm/moving_variance/read
  60. I short-cut resnet101_v1d/C4/bottleneck_11/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_11/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_11/conv1/BatchNorm/moving_mean/read
  61. I short-cut resnet101_v1d/C5/bottleneck_0/conv1/weights:out0 - resnet101_v1d/C5/bottleneck_0/conv1/Conv2D:in1 skip resnet101_v1d/C5/bottleneck_0/conv1/weights/read
  62. I short-cut resnet101_v1d/C4/bottleneck_2/Relu:out0 - resnet101_v1d/C4/bottleneck_3/add:in1 skip resnet101_v1d/C4/bottleneck_3/shortcut/Identity
  63. I short-cut resnet101_v1d/C2/bottleneck_1/conv2/weights:out0 - resnet101_v1d/C2/bottleneck_1/conv2/Conv2D:in1 skip resnet101_v1d/C2/bottleneck_1/conv2/weights/read
  64. I short-cut resnet101_v1d/C3/bottleneck_1/conv1/weights:out0 - resnet101_v1d/C3/bottleneck_1/conv1/Conv2D:in1 skip resnet101_v1d/C3/bottleneck_1/conv1/weights/read
  65. I short-cut resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/moving_mean/read
  66. I short-cut resnet101_v1d/C4/bottleneck_0/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_0/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_0/conv2/weights/read
  67. I short-cut resnet101_v1d/C4/bottleneck_7/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_7/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_7/conv0/BatchNorm/beta/read
  68. I short-cut build_rpn/rpn_conv/3x3/biases:out0 - build_rpn/rpn_conv/3x3_1/BiasAdd:in1 skip build_rpn/rpn_conv/3x3/biases/read
  69. I short-cut resnet101_v1d/C4/bottleneck_13/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_13/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_13/conv0/BatchNorm/moving_variance/read
  70. I short-cut resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/beta/read
  71. I short-cut resnet101_v1d/C4/bottleneck_7/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_7/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_7/conv1/BatchNorm/moving_mean/read
  72. I short-cut resnet101_v1d/C4/bottleneck_6/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_6/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_6/conv0/weights/read
  73. I short-cut resnet101_v1d/C5/bottleneck_1/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C5/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C5/bottleneck_1/conv2/BatchNorm/moving_variance/read
  74. I short-cut resnet101_v1d/C2/bottleneck_0/shortcut/BatchNorm/moving_variance:out0 - resnet101_v1d/C2/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C2/bottleneck_0/shortcut/BatchNorm/moving_variance/read
  75. I short-cut resnet101_v1d/C4/bottleneck_21/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_21/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_21/conv2/weights/read
  76. I short-cut resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/moving_variance/read
  77. I short-cut resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/gamma/read
  78. I short-cut resnet101_v1d/C2/bottleneck_0/Relu:out0 - resnet101_v1d/C2/bottleneck_1/add:in1 skip resnet101_v1d/C2/bottleneck_1/shortcut/Identity
  79. I short-cut cascade_stage2/Fast-RCNN/build_fc_layers/fc2/weights:out0 - cascade_stage2/Fast-RCNN/build_fc_layers/fc2/MatMul:in1 skip cascade_stage2/Fast-RCNN/build_fc_layers/fc2/weights/read
  80. I short-cut resnet101_v1d/C4/bottleneck_2/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_2/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_2/conv1/BatchNorm/beta/read
  81. I short-cut resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/beta/read
  82. I short-cut resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/moving_variance/read
  83. I short-cut resnet101_v1d/C4/bottleneck_6/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_6/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_6/conv0/BatchNorm/moving_variance/read
  84. I short-cut resnet101_v1d/C2/bottleneck_0/shortcut/weights:out0 - resnet101_v1d/C2/bottleneck_0/shortcut/Conv2D:in1 skip resnet101_v1d/C2/bottleneck_0/shortcut/weights/read
  85. I short-cut build_pyramid/fuse_P4/biases:out0 - build_pyramid/fuse_P4/BiasAdd:in1 skip build_pyramid/fuse_P4/biases/read
  86. I short-cut cascade_stage1/Fast-RCNN/build_fc_layers/fc2/weights:out0 - cascade_stage1_1/Fast-RCNN/build_fc_layers/fc2/MatMul:in1 skip cascade_stage1/Fast-RCNN/build_fc_layers/fc2/weights/read
  87. I short-cut resnet101_v1d/C4/bottleneck_12/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_12/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_12/conv1/BatchNorm/moving_mean/read
  88. I short-cut resnet101_v1d/C4/bottleneck_5/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_5/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_5/conv1/BatchNorm/moving_variance/read
  89. I short-cut resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/moving_variance/read
  90. I short-cut resnet101_v1d/C4/bottleneck_14/Relu:out0 - resnet101_v1d/C4/bottleneck_15/add:in1 skip resnet101_v1d/C4/bottleneck_15/shortcut/Identity
  91. I short-cut resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/moving_mean/read
  92. I short-cut resnet101_v1d/C4/bottleneck_10/Relu:out0 - resnet101_v1d/C4/bottleneck_11/add:in1 skip resnet101_v1d/C4/bottleneck_11/shortcut/Identity
  93. I short-cut resnet101_v1d/C4/bottleneck_9/Relu:out0 - resnet101_v1d/C4/bottleneck_10/add:in1 skip resnet101_v1d/C4/bottleneck_10/shortcut/Identity
  94. I short-cut resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/gamma/read
  95. I short-cut resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/beta:out0 - resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/beta/read
  96. I short-cut resnet101_v1d/C4/bottleneck_21/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_21/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_21/conv1/BatchNorm/gamma/read
  97. I short-cut resnet101_v1d/C4/bottleneck_19/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_19/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_19/conv0/weights/read
  98. I short-cut resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/gamma/read
  99. I short-cut cascade_stage1/Fast-RCNN/cls_fc/weights:out0 - cascade_stage1/Fast-RCNN/cls_fc/MatMul:in1 skip cascade_stage1/Fast-RCNN/cls_fc/weights/read
  100. I short-cut resnet101_v1d/C4/bottleneck_17/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_17/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_17/conv0/BatchNorm/moving_variance/read
  101. I short-cut resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/moving_mean/read
  102. I short-cut resnet101_v1d/C4/bottleneck_16/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_16/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_16/conv1/weights/read
  103. I short-cut resnet101_v1d/C5/bottleneck_2/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C5/bottleneck_2/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C5/bottleneck_2/conv0/BatchNorm/moving_variance/read
  104. I short-cut resnet101_v1d/C4/bottleneck_1/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_1/conv1/BatchNorm/gamma/read
  105. I short-cut resnet101_v1d/C4/bottleneck_8/Relu:out0 - resnet101_v1d/C4/bottleneck_9/add:in1 skip resnet101_v1d/C4/bottleneck_9/shortcut/Identity
  106. I short-cut resnet101_v1d/C4/bottleneck_6/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_6/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_6/conv2/BatchNorm/gamma/read
  107. I short-cut resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/moving_mean/read
  108. I short-cut build_pyramid/fuse_P2/biases:out0 - build_pyramid/fuse_P2/BiasAdd:in1 skip build_pyramid/fuse_P2/biases/read
  109. I short-cut resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/moving_variance/read
  110. I short-cut resnet101_v1d/C4/bottleneck_22/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_22/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_22/conv0/BatchNorm/gamma/read
  111. I short-cut resnet101_v1d/C4/bottleneck_20/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_20/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_20/conv0/weights/read
  112. I short-cut resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_17/conv2/BatchNorm/beta/read
  113. I short-cut resnet101_v1d/C3/bottleneck_1/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C3/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C3/bottleneck_1/conv2/BatchNorm/moving_variance/read
  114. I short-cut resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/moving_mean/read
  115. I short-cut resnet101_v1d/C4/bottleneck_20/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_20/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_20/conv2/BatchNorm/moving_mean/read
  116. I short-cut resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/beta:out0 - resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/beta/read
  117. I short-cut resnet101_v1d/C1/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C1/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C1/conv1/BatchNorm/moving_mean/read
  118. I short-cut resnet101_v1d/C4/bottleneck_15/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_15/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_15/conv0/BatchNorm/moving_variance/read
  119. I short-cut resnet101_v1d/C4/bottleneck_18/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_18/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_18/conv1/weights/read
  120. I short-cut resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/moving_mean/read
  121. I short-cut resnet101_v1d/C2/bottleneck_1/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C2/bottleneck_1/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C2/bottleneck_1/conv0/BatchNorm/moving_mean/read
  122. I short-cut resnet101_v1d/C4/bottleneck_18/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_18/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_18/conv0/weights/read
  123. I short-cut build_pyramid/fuse_P4/weights:out0 - build_pyramid/fuse_P4/Conv2D:in1 skip build_pyramid/fuse_P4/weights/read
  124. I short-cut resnet101_v1d/C5/bottleneck_1/conv2/weights:out0 - resnet101_v1d/C5/bottleneck_1/conv2/Conv2D:in1 skip resnet101_v1d/C5/bottleneck_1/conv2/weights/read
  125. I short-cut resnet101_v1d/C5/bottleneck_2/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C5/bottleneck_2/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C5/bottleneck_2/conv2/BatchNorm/gamma/read
  126. I short-cut resnet101_v1d/C4/bottleneck_20/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_20/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_20/conv1/BatchNorm/gamma/read
  127. I short-cut resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/gamma/read
  128. I short-cut resnet101_v1d/C2/bottleneck_2/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C2/bottleneck_2/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C2/bottleneck_2/conv1/BatchNorm/gamma/read
  129. I short-cut resnet101_v1d/C5/bottleneck_1/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C5/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C5/bottleneck_1/conv2/BatchNorm/moving_mean/read
  130. I short-cut resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/moving_mean/read
  131. I short-cut resnet101_v1d/C5/bottleneck_0/shortcut/BatchNorm/moving_variance:out0 - resnet101_v1d/C5/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C5/bottleneck_0/shortcut/BatchNorm/moving_variance/read
  132. I short-cut resnet101_v1d/C4/bottleneck_3/Relu:out0 - resnet101_v1d/C4/bottleneck_4/add:in1 skip resnet101_v1d/C4/bottleneck_4/shortcut/Identity
  133. I short-cut resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_19/conv0/BatchNorm/moving_mean/read
  134. I short-cut resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/moving_variance/read
  135. I short-cut resnet101_v1d/C4/bottleneck_0/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_0/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_0/conv0/weights/read
  136. I short-cut resnet101_v1d/C4/bottleneck_18/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_18/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_18/conv1/BatchNorm/moving_variance/read
  137. I short-cut build_rpn/rpn_conv/3x3/biases:out0 - build_rpn/rpn_conv/3x3_3/BiasAdd:in1 skip build_rpn/rpn_conv/3x3/biases/read
  138. I short-cut resnet101_v1d/C4/bottleneck_9/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_9/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_9/conv1/weights/read
  139. I short-cut build_rpn/rpn_bbox_pred/biases:out0 - build_rpn/rpn_bbox_pred_1/BiasAdd:in1 skip build_rpn/rpn_bbox_pred/biases/read
  140. I short-cut resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/moving_mean/read
  141. I short-cut resnet101_v1d/C2/bottleneck_2/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C2/bottleneck_2/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C2/bottleneck_2/conv0/BatchNorm/moving_variance/read
  142. I short-cut resnet101_v1d/C3/bottleneck_0/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C3/bottleneck_0/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C3/bottleneck_0/conv2/BatchNorm/gamma/read
  143. I short-cut resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/beta:out0 - resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/beta/read
  144. I short-cut resnet101_v1d/C2/bottleneck_0/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C2/bottleneck_0/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C2/bottleneck_0/conv0/BatchNorm/moving_variance/read
  145. I short-cut resnet101_v1d/C4/bottleneck_21/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_21/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_21/conv2/BatchNorm/gamma/read
  146. I short-cut resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/beta/read
  147. I short-cut resnet101_v1d/C3/bottleneck_0/Relu:out0 - resnet101_v1d/C3/bottleneck_1/add:in1 skip resnet101_v1d/C3/bottleneck_1/shortcut/Identity
  148. I short-cut build_pyramid/fuse_P3/weights:out0 - build_pyramid/fuse_P3/Conv2D:in1 skip build_pyramid/fuse_P3/weights/read
  149. I short-cut resnet101_v1d/C5/bottleneck_1/conv0/weights:out0 - resnet101_v1d/C5/bottleneck_1/conv0/Conv2D:in1 skip resnet101_v1d/C5/bottleneck_1/conv0/weights/read
  150. I short-cut build_pyramid/build_P2/reduce_dim_P2/weights:out0 - build_pyramid/build_P2/reduce_dim_P2/Conv2D:in1 skip build_pyramid/build_P2/reduce_dim_P2/weights/read
  151. I short-cut resnet101_v1d/C4/bottleneck_20/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_20/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_20/conv0/BatchNorm/beta/read
  152. I short-cut resnet101_v1d/C4/bottleneck_0/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_0/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_0/conv0/BatchNorm/moving_variance/read
  153. I short-cut resnet101_v1d/C1/conv0/weights:out0 - resnet101_v1d/C1/conv0/Conv2D:in1 skip resnet101_v1d/C1/conv0/weights/read
  154. I short-cut build_pyramid/build_P3/reduce_dim_P3/weights:out0 - build_pyramid/build_P3/reduce_dim_P3/Conv2D:in1 skip build_pyramid/build_P3/reduce_dim_P3/weights/read
  155. I short-cut resnet101_v1d/C4/bottleneck_2/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_2/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_2/conv1/BatchNorm/moving_variance/read
  156. I short-cut resnet101_v1d/C2/bottleneck_1/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C2/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C2/bottleneck_1/conv2/BatchNorm/gamma/read
  157. I short-cut resnet101_v1d/C4/bottleneck_12/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_12/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_12/conv2/BatchNorm/gamma/read
  158. I short-cut resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/gamma/read
  159. I short-cut resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_13/conv1/BatchNorm/moving_variance/read
  160. I short-cut resnet101_v1d/C4/bottleneck_9/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_9/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_9/conv2/BatchNorm/moving_variance/read
  161. I short-cut resnet101_v1d/C4/bottleneck_8/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_8/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_8/conv0/BatchNorm/beta/read
  162. I short-cut resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/moving_variance/read
  163. I short-cut resnet101_v1d/C5/bottleneck_0/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C5/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C5/bottleneck_0/conv1/BatchNorm/moving_mean/read
  164. I short-cut resnet101_v1d/C3/bottleneck_1/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C3/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C3/bottleneck_1/conv2/BatchNorm/moving_mean/read
  165. I short-cut resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/moving_mean/read
  166. I short-cut resnet101_v1d/C4/bottleneck_3/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_3/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_3/conv0/BatchNorm/moving_variance/read
  167. I short-cut resnet101_v1d/C4/bottleneck_6/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_6/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_6/conv2/BatchNorm/beta/read
  168. I short-cut resnet101_v1d/C4/bottleneck_17/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_17/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_17/conv1/weights/read
  169. I short-cut resnet101_v1d/C4/bottleneck_2/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_2/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_2/conv2/BatchNorm/gamma/read
  170. I short-cut resnet101_v1d/C1/conv1/weights:out0 - resnet101_v1d/C1/conv1/Conv2D:in1 skip resnet101_v1d/C1/conv1/weights/read
  171. I short-cut resnet101_v1d/C4/bottleneck_20/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_20/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_20/conv0/BatchNorm/moving_mean/read
  172. I short-cut resnet101_v1d/C3/bottleneck_2/conv2/weights:out0 - resnet101_v1d/C3/bottleneck_2/conv2/Conv2D:in1 skip resnet101_v1d/C3/bottleneck_2/conv2/weights/read
  173. I short-cut resnet101_v1d/C4/bottleneck_12/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_12/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_12/conv0/BatchNorm/beta/read
  174. I short-cut resnet101_v1d/C2/bottleneck_0/shortcut/BatchNorm/gamma:out0 - resnet101_v1d/C2/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C2/bottleneck_0/shortcut/BatchNorm/gamma/read
  175. I short-cut resnet101_v1d/C4/bottleneck_0/Relu:out0 - resnet101_v1d/C4/bottleneck_1/add:in1 skip resnet101_v1d/C4/bottleneck_1/shortcut/Identity
  176. I short-cut resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/moving_variance/read
  177. I short-cut resnet101_v1d/C4/bottleneck_18/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_18/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_18/conv2/BatchNorm/gamma/read
  178. I short-cut resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/moving_variance/read
  179. I short-cut resnet101_v1d/C5/bottleneck_0/shortcut/weights:out0 - resnet101_v1d/C5/bottleneck_0/shortcut/Conv2D:in1 skip resnet101_v1d/C5/bottleneck_0/shortcut/weights/read
  180. I short-cut build_rpn/rpn_bbox_pred/weights:out0 - build_rpn/rpn_bbox_pred_1/Conv2D:in1 skip build_rpn/rpn_bbox_pred/weights/read
  181. I short-cut resnet101_v1d/C1/conv0/BatchNorm/beta:out0 - resnet101_v1d/C1/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C1/conv0/BatchNorm/beta/read
  182. I short-cut resnet101_v1d/C3/bottleneck_1/Relu:out0 - resnet101_v1d/C3/bottleneck_2/add:in1 skip resnet101_v1d/C3/bottleneck_2/shortcut/Identity
  183. I short-cut resnet101_v1d/C5/bottleneck_0/Relu:out0 - resnet101_v1d/C5/bottleneck_1/add:in1 skip resnet101_v1d/C5/bottleneck_1/shortcut/Identity
  184. I short-cut resnet101_v1d/C4/bottleneck_9/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_9/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_9/conv2/BatchNorm/moving_mean/read
  185. I short-cut resnet101_v1d/C4/bottleneck_20/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_20/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_20/conv2/BatchNorm/moving_variance/read
  186. I short-cut resnet101_v1d/C5/bottleneck_0/shortcut/BatchNorm/gamma:out0 - resnet101_v1d/C5/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C5/bottleneck_0/shortcut/BatchNorm/gamma/read
  187. I short-cut resnet101_v1d/C1/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C1/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C1/conv0/BatchNorm/gamma/read
  188. I short-cut resnet101_v1d/C4/bottleneck_1/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_1/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_1/conv0/BatchNorm/moving_mean/read
  189. I short-cut resnet101_v1d/C4/bottleneck_4/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_4/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_4/conv2/weights/read
  190. I short-cut resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C3/bottleneck_1/conv1/BatchNorm/gamma/read
  191. I short-cut resnet101_v1d/C4/bottleneck_22/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_22/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_22/conv0/weights/read
  192. I short-cut cascade_stage1/Fast-RCNN/build_fc_layers/fc2/biases:out0 - cascade_stage1/Fast-RCNN/build_fc_layers/fc2/BiasAdd:in1 skip cascade_stage1/Fast-RCNN/build_fc_layers/fc2/biases/read
  193. I short-cut cascade_stage2/Fast-RCNN/build_fc_layers/fc1/weights:out0 - cascade_stage2/Fast-RCNN/build_fc_layers/fc1/MatMul:in1 skip cascade_stage2/Fast-RCNN/build_fc_layers/fc1/weights/read
  194. I short-cut resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/moving_mean/read
  195. I short-cut resnet101_v1d/C4/bottleneck_0/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_0/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_0/conv0/BatchNorm/gamma/read
  196. I short-cut resnet101_v1d/C4/bottleneck_7/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_7/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_7/conv1/weights/read
  197. I short-cut resnet101_v1d/C4/bottleneck_5/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_5/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_5/conv0/weights/read
  198. I short-cut resnet101_v1d/C4/bottleneck_14/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_14/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_14/conv0/BatchNorm/moving_mean/read
  199. I short-cut resnet101_v1d/C4/bottleneck_22/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_22/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_22/conv1/BatchNorm/gamma/read
  200. I short-cut resnet101_v1d/C4/bottleneck_8/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_8/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_8/conv0/BatchNorm/moving_mean/read
  201. I short-cut resnet101_v1d/C4/bottleneck_11/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_11/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_11/conv1/BatchNorm/gamma/read
  202. I short-cut resnet101_v1d/C4/bottleneck_19/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_19/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_19/conv2/weights/read
  203. I short-cut build_rpn/rpn_bbox_pred/weights:out0 - build_rpn/rpn_bbox_pred_2/Conv2D:in1 skip build_rpn/rpn_bbox_pred/weights/read
  204. I short-cut resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/moving_variance/read
  205. I short-cut build_rpn/rpn_cls_score/weights:out0 - build_rpn/rpn_cls_score_1/Conv2D:in1 skip build_rpn/rpn_cls_score/weights/read
  206. I short-cut resnet101_v1d/C4/bottleneck_12/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_12/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_12/conv2/BatchNorm/moving_mean/read
  207. I short-cut resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/gamma/read
  208. I short-cut resnet101_v1d/C4/bottleneck_1/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_1/conv1/BatchNorm/moving_mean/read
  209. I short-cut resnet101_v1d/C4/bottleneck_7/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_7/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_7/conv2/BatchNorm/gamma/read
  210. I short-cut resnet101_v1d/C4/bottleneck_7/Relu:out0 - resnet101_v1d/C4/bottleneck_8/add:in1 skip resnet101_v1d/C4/bottleneck_8/shortcut/Identity
  211. I short-cut resnet101_v1d/C4/bottleneck_8/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_8/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_8/conv1/BatchNorm/beta/read
  212. I short-cut resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/beta/read
  213. I short-cut build_rpn/rpn_conv/3x3/biases:out0 - build_rpn/rpn_conv/3x3_2/BiasAdd:in1 skip build_rpn/rpn_conv/3x3/biases/read
  214. I short-cut cascade_stage2/Fast-RCNN/build_fc_layers/fc1/weights:out0 - cascade_stage2_1/Fast-RCNN/build_fc_layers/fc1/MatMul:in1 skip cascade_stage2/Fast-RCNN/build_fc_layers/fc1/weights/read
  215. I short-cut resnet101_v1d/C4/bottleneck_17/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_17/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_17/conv1/BatchNorm/beta/read
  216. I short-cut resnet101_v1d/C4/bottleneck_12/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_12/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_12/conv1/weights/read
  217. I short-cut resnet101_v1d/C4/bottleneck_11/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_11/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_11/conv0/BatchNorm/gamma/read
  218. I short-cut resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/beta:out0 - resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C5/bottleneck_0/conv0/BatchNorm/beta/read
  219. I short-cut resnet101_v1d/C4/bottleneck_1/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_1/conv2/BatchNorm/gamma/read
  220. I short-cut resnet101_v1d/C4/bottleneck_18/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_18/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_18/conv0/BatchNorm/moving_mean/read
  221. I short-cut resnet101_v1d/C3/bottleneck_0/shortcut/BatchNorm/moving_mean:out0 - resnet101_v1d/C3/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C3/bottleneck_0/shortcut/BatchNorm/moving_mean/read
  222. I short-cut resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_4/conv2/BatchNorm/beta/read
  223. I short-cut resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/beta/read
  224. I short-cut build_rpn/rpn_cls_score/weights:out0 - build_rpn/rpn_cls_score/Conv2D:in1 skip build_rpn/rpn_cls_score/weights/read
  225. I short-cut resnet101_v1d/C3/bottleneck_0/conv2/weights:out0 - resnet101_v1d/C3/bottleneck_0/conv2/Conv2D:in1 skip resnet101_v1d/C3/bottleneck_0/conv2/weights/read
  226. I short-cut resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/beta/read
  227. I short-cut resnet101_v1d/C3/bottleneck_3/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C3/bottleneck_3/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C3/bottleneck_3/conv0/BatchNorm/gamma/read
  228. I short-cut resnet101_v1d/C5/bottleneck_2/conv1/weights:out0 - resnet101_v1d/C5/bottleneck_2/conv1/Conv2D:in1 skip resnet101_v1d/C5/bottleneck_2/conv1/weights/read
  229. I short-cut resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/beta/read
  230. I short-cut resnet101_v1d/C4/bottleneck_14/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_14/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_14/conv1/BatchNorm/moving_mean/read
  231. I short-cut resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_0/shortcut/BatchNorm/moving_mean/read
  232. I short-cut resnet101_v1d/C4/bottleneck_19/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_19/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_19/conv1/BatchNorm/moving_mean/read
  233. I short-cut resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C3/bottleneck_2/conv0/BatchNorm/gamma/read
  234. I short-cut resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_0/conv2/BatchNorm/gamma/read
  235. I short-cut resnet101_v1d/C4/bottleneck_14/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_14/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_14/conv1/weights/read
  236. I short-cut resnet101_v1d/C4/bottleneck_3/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_3/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_3/conv0/BatchNorm/gamma/read
  237. I short-cut resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_4/conv0/BatchNorm/moving_variance/read
  238. I short-cut resnet101_v1d/C4/bottleneck_17/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_17/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_17/conv0/BatchNorm/gamma/read
  239. I short-cut resnet101_v1d/C3/bottleneck_3/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C3/bottleneck_3/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C3/bottleneck_3/conv0/BatchNorm/moving_mean/read
  240. I short-cut build_rpn/rpn_cls_score/weights:out0 - build_rpn/rpn_cls_score_3/Conv2D:in1 skip build_rpn/rpn_cls_score/weights/read
  241. I short-cut resnet101_v1d/C4/bottleneck_15/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_15/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_15/conv1/BatchNorm/moving_variance/read
  242. I short-cut resnet101_v1d/C4/bottleneck_15/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_15/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_15/conv1/weights/read
  243. I short-cut resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C3/bottleneck_0/conv1/BatchNorm/moving_variance/read
  244. I short-cut resnet101_v1d/C4/bottleneck_0/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_0/conv1/BatchNorm/moving_variance/read
  245. I short-cut resnet101_v1d/C2/bottleneck_0/conv0/BatchNorm/beta:out0 - resnet101_v1d/C2/bottleneck_0/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C2/bottleneck_0/conv0/BatchNorm/beta/read
  246. I short-cut resnet101_v1d/C4/bottleneck_22/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_22/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_22/conv1/weights/read
  247. I short-cut resnet101_v1d/C4/bottleneck_17/Relu:out0 - resnet101_v1d/C4/bottleneck_18/add:in1 skip resnet101_v1d/C4/bottleneck_18/shortcut/Identity
  248. I short-cut resnet101_v1d/C5/bottleneck_1/Relu:out0 - resnet101_v1d/C5/bottleneck_2/add:in1 skip resnet101_v1d/C5/bottleneck_2/shortcut/Identity
  249. I short-cut resnet101_v1d/C4/bottleneck_6/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_6/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_6/conv2/weights/read
  250. I short-cut resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/moving_mean:out0 - resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/moving_mean/read
  251. I short-cut resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_3/conv2/BatchNorm/moving_mean/read
  252. I short-cut resnet101_v1d/C2/bottleneck_2/conv2/weights:out0 - resnet101_v1d/C2/bottleneck_2/conv2/Conv2D:in1 skip resnet101_v1d/C2/bottleneck_2/conv2/weights/read
  253. I short-cut resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_16/conv2/BatchNorm/moving_mean/read
  254. I short-cut cascade_stage1/Fast-RCNN/build_fc_layers/fc1/biases:out0 - cascade_stage1/Fast-RCNN/build_fc_layers/fc1/BiasAdd:in1 skip cascade_stage1/Fast-RCNN/build_fc_layers/fc1/biases/read
  255. I short-cut resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/moving_variance/read
  256. I short-cut cascade_stage2/Fast-RCNN/build_fc_layers/fc1/biases:out0 - cascade_stage2/Fast-RCNN/build_fc_layers/fc1/BiasAdd:in1 skip cascade_stage2/Fast-RCNN/build_fc_layers/fc1/biases/read
  257. I short-cut resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C2/bottleneck_0/conv1/BatchNorm/gamma/read
  258. I short-cut resnet101_v1d/C2/bottleneck_2/conv2/BatchNorm/beta:out0 - resnet101_v1d/C2/bottleneck_2/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C2/bottleneck_2/conv2/BatchNorm/beta/read
  259. I short-cut resnet101_v1d/C3/bottleneck_3/conv1/BatchNorm/moving_variance:out0 - resnet101_v1d/C3/bottleneck_3/conv1/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C3/bottleneck_3/conv1/BatchNorm/moving_variance/read
  260. I short-cut resnet101_v1d/C2/bottleneck_0/conv1/weights:out0 - resnet101_v1d/C2/bottleneck_0/conv1/Conv2D:in1 skip resnet101_v1d/C2/bottleneck_0/conv1/weights/read
  261. I short-cut resnet101_v1d/C2/bottleneck_2/conv1/BatchNorm/beta:out0 - resnet101_v1d/C2/bottleneck_2/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C2/bottleneck_2/conv1/BatchNorm/beta/read
  262. I short-cut resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_5/conv2/BatchNorm/moving_mean/read
  263. I short-cut resnet101_v1d/C3/bottleneck_3/conv1/BatchNorm/beta:out0 - resnet101_v1d/C3/bottleneck_3/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C3/bottleneck_3/conv1/BatchNorm/beta/read
  264. I short-cut cascade_stage2/Fast-RCNN/cls_fc/weights:out0 - cascade_stage2_1/Fast-RCNN/cls_fc/MatMul:in1 skip cascade_stage2/Fast-RCNN/cls_fc/weights/read
  265. I short-cut resnet101_v1d/C4/bottleneck_6/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_6/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_6/conv1/BatchNorm/gamma/read
  266. I short-cut build_rpn/rpn_cls_score/weights:out0 - build_rpn/rpn_cls_score_4/Conv2D:in1 skip build_rpn/rpn_cls_score/weights/read
  267. I short-cut resnet101_v1d/C2/bottleneck_1/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C2/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C2/bottleneck_1/conv1/BatchNorm/gamma/read
  268. I short-cut resnet101_v1d/C4/bottleneck_7/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_7/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_7/conv2/BatchNorm/beta/read
  269. I short-cut resnet101_v1d/C3/bottleneck_2/Relu:out0 - resnet101_v1d/C3/bottleneck_3/add:in1 skip resnet101_v1d/C3/bottleneck_3/shortcut/Identity
  270. I short-cut resnet101_v1d/C4/bottleneck_11/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_11/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_11/conv2/BatchNorm/gamma/read
  271. I short-cut resnet101_v1d/C4/bottleneck_3/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_3/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_3/conv0/weights/read
  272. I short-cut resnet101_v1d/C4/bottleneck_1/conv0/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_1/conv0/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_1/conv0/BatchNorm/beta/read
  273. I short-cut resnet101_v1d/C4/bottleneck_12/conv2/weights:out0 - resnet101_v1d/C4/bottleneck_12/conv2/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_12/conv2/weights/read
  274. I short-cut resnet101_v1d/C4/bottleneck_6/Relu:out0 - resnet101_v1d/C4/bottleneck_7/add:in1 skip resnet101_v1d/C4/bottleneck_7/shortcut/Identity
  275. I short-cut cascade_stage3/Fast-RCNN/build_fc_layers/fc2/biases:out0 - cascade_stage3/Fast-RCNN/build_fc_layers/fc2/BiasAdd:in1 skip cascade_stage3/Fast-RCNN/build_fc_layers/fc2/biases/read
  276. I short-cut resnet101_v1d/C4/bottleneck_11/conv0/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_11/conv0/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_11/conv0/BatchNorm/moving_mean/read
  277. I short-cut resnet101_v1d/C4/bottleneck_17/conv0/weights:out0 - resnet101_v1d/C4/bottleneck_17/conv0/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_17/conv0/weights/read
  278. I short-cut cascade_stage1/Fast-RCNN/build_fc_layers/fc1/weights:out0 - cascade_stage1/Fast-RCNN/build_fc_layers/fc1/MatMul:in1 skip cascade_stage1/Fast-RCNN/build_fc_layers/fc1/weights/read
  279. I short-cut resnet101_v1d/C4/bottleneck_8/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_8/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_8/conv1/weights/read
  280. I short-cut resnet101_v1d/C4/bottleneck_15/conv0/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_15/conv0/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_15/conv0/BatchNorm/gamma/read
  281. I short-cut resnet101_v1d/C2/bottleneck_1/conv0/weights:out0 - resnet101_v1d/C2/bottleneck_1/conv0/Conv2D:in1 skip resnet101_v1d/C2/bottleneck_1/conv0/weights/read
  282. I short-cut resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_22/conv2/BatchNorm/gamma/read
  283. I short-cut resnet101_v1d/C5/bottleneck_1/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C5/bottleneck_1/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C5/bottleneck_1/conv1/BatchNorm/gamma/read
  284. I short-cut resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C3/bottleneck_3/conv2/BatchNorm/moving_variance/read
  285. I short-cut resnet101_v1d/C4/bottleneck_1/Relu:out0 - resnet101_v1d/C4/bottleneck_2/add:in1 skip resnet101_v1d/C4/bottleneck_2/shortcut/Identity
  286. I short-cut resnet101_v1d/C2/bottleneck_1/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C2/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C2/bottleneck_1/conv2/BatchNorm/moving_mean/read
  287. I short-cut resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_16/conv1/BatchNorm/gamma/read
  288. I short-cut resnet101_v1d/C3/bottleneck_2/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C3/bottleneck_2/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C3/bottleneck_2/conv2/BatchNorm/moving_variance/read
  289. I short-cut resnet101_v1d/C3/bottleneck_2/conv0/weights:out0 - resnet101_v1d/C3/bottleneck_2/conv0/Conv2D:in1 skip resnet101_v1d/C3/bottleneck_2/conv0/weights/read
  290. I short-cut resnet101_v1d/C4/bottleneck_0/conv1/weights:out0 - resnet101_v1d/C4/bottleneck_0/conv1/Conv2D:in1 skip resnet101_v1d/C4/bottleneck_0/conv1/weights/read
  291. I short-cut resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/gamma:out0 - resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/FusedBatchNorm:in1 skip resnet101_v1d/C4/bottleneck_4/conv1/BatchNorm/gamma/read
  292. I short-cut resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/moving_mean:out0 - resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/FusedBatchNorm:in3 skip resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/moving_mean/read
  293. I short-cut build_pyramid/build_P5/biases:out0 - build_pyramid/build_P5/BiasAdd:in1 skip build_pyramid/build_P5/biases/read
  294. I short-cut build_rpn/rpn_conv/3x3/weights:out0 - build_rpn/rpn_conv/3x3_1/Conv2D:in1 skip build_rpn/rpn_conv/3x3/weights/read
  295. I short-cut resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_14/conv2/BatchNorm/moving_variance/read
  296. I short-cut resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_3/conv1/BatchNorm/beta/read
  297. I short-cut resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_21/conv0/BatchNorm/moving_variance/read
  298. I short-cut resnet101_v1d/C4/bottleneck_1/conv2/BatchNorm/moving_variance:out0 - resnet101_v1d/C4/bottleneck_1/conv2/BatchNorm/FusedBatchNorm:in4 skip resnet101_v1d/C4/bottleneck_1/conv2/BatchNorm/moving_variance/read
  299. I short-cut resnet101_v1d/C4/bottleneck_11/conv2/BatchNorm/beta:out0 - resnet101_v1d/C4/bottleneck_11/conv2/BatchNorm/FusedBatchNorm:in2 skip resnet101_v1d/C4/bottleneck_11/conv2/BatchNorm/beta/read
  300. I Have 120 tensors convert to const tensor
  301. 2019-07-04 02:37:27.589393: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
  302. 2019-07-04 02:37:35.714447: W tensorflow/core/framework/allocator.cc:113] Allocation of 68300800 exceeds 10% of system memory.
  303. 2019-07-04 02:37:35.801527: W tensorflow/core/framework/allocator.cc:113] Allocation of 68848128 exceeds 10% of system memory.
  304. 2019-07-04 02:37:35.873407: W tensorflow/core/framework/allocator.cc:113] Allocation of 68403200 exceeds 10% of system memory.
  305. 2019-07-04 02:37:35.909344: W tensorflow/core/framework/allocator.cc:113] Allocation of 68403200 exceeds 10% of system memory.
  306. 2019-07-04 02:37:35.995071: W tensorflow/core/framework/allocator.cc:113] Allocation of 68403200 exceeds 10% of system memory.
  307. ['postprocess_FPN/clip_boxes_to_img_boundaries/sub:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast_1:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast_1:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P2/zeros:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast_1:out0', 'cascade_stage2_1/assign_levels/mul_2:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P5/zeros:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P5/zeros:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast:out0', 'cascade_stage2_1/Fast-RCNN/build_fc_layers/flatten_inputs/flatten/Reshape/shape:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P4/zeros:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast_1:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast:out0', 'cascade_stage2/sub:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P4/zeros:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast_1:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast_1:out0', 'cascade_stage2/Reshape_1:out0', 'cascade_stage2/assign_levels/Log_1:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P2/zeros:out0', 'cascade_stage2_1/assign_levels/Log_1:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_2/sub:out0', 'postprocess_FPN/sub_1:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast_1:out0', 'sub_1:out0', 'cascade_stage1_1/Fast-RCNN/build_fc_layers/flatten_inputs/flatten/Reshape/shape:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P2/zeros:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_1/sub_1:out0', 'cascade_stage1_1/assign_levels/mul_1:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast_1:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P4/zeros:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_1/sub:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P4/zeros:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_2/sub_1:out0', 'postprocess_FPN/clip_boxes_to_img_boundaries/sub_1:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast_1:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_1/sub_3:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_2/sub_3:out0', 'cascade_stage2_1/cls_prob/Shape:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries/sub_2:out0', 'build_pyramid/build_P4/up_sample_P4/size:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast_1:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries/sub_3:out0', 'cascade_stage2_1/assign_levels/mul_1:out0', 'cascade_stage1/assign_levels/mul_1:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P4/zeros:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast:out0', 'build_pyramid/build_P3/up_sample_P3/size:out0', 'cascade_stage1/Reshape_1:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast_1:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries/sub:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries/sub_1:out0', 'cascade_stage1_1/assign_levels/mul_2:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P3/zeros:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast_1:out0', 'cascade_stage1/Fast-RCNN/build_fc_layers/flatten_inputs/flatten/Reshape/shape:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P2/zeros:out0', 'ToFloat:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast:out0', 'cascade_stage1/assign_levels/mul_2:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P5/zeros:out0', 'postprocess_FPN/truediv_1:out0', 'cascade_stage1_1/cls_prob/Shape:out0', 'postprocess_FPN/clip_boxes_to_img_boundaries/sub_3:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P2/zeros:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast_1:out0', 'Reshape_3:out0', 'Reshape_1:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast_1:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P3/zeros:out0', 'postprocess_FPN/truediv:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P5/zeros:out0', 'postprocess_FPN/avoid_unenough_boxes:out0', 'cascade_stage1_1/assign_levels/Log_1:out0', 'cascade_stage3/Fast-RCNN/build_fc_layers/flatten_inputs/flatten/Reshape/shape:out0', 'cascade_stage1/assign_levels/Log_1:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_2/sub_2:out0', 'ToFloat_2:out0', 'postprocess_fastrcnn/clip_boxes_to_img_boundaries_1/sub_2:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P3/zeros:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast:out0', 'ToFloat_1:out0', 'ToFloat_3:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast_1:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast:out0', 'postprocess_FPN/sub:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P5/zeros:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P3/zeros:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast:out0', 'cascade_stage2/Fast-RCNN/rois_pooling/ROI_Warping_P5/Cast_1:out0', 'cascade_stage2/Fast-RCNN/build_fc_layers/flatten_inputs/flatten/Reshape/shape:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P3/zeros:out0', 'cascade_stage1/sub:out0', 'cascade_stage3/cls_prob/Shape:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast:out0', 'cascade_stage1_1/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast_1:out0', 'cascade_stage3/assign_levels/mul_1:out0', 'ResizeBilinear/size:out0', 'cascade_stage2_1/Fast-RCNN/rois_pooling/ROI_Warping_P3/Cast_1:out0', 'cascade_stage2/assign_levels/mul_2:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast_1:out0', 'cascade_stage3/Fast-RCNN/rois_pooling/ROI_Warping_P2/Cast:out0', 'cascade_stage2/assign_levels/mul_1:out0', 'cascade_stage1/Fast-RCNN/rois_pooling/ROI_Warping_P4/Cast_1:out0', 'cascade_stage3/assign_levels/Log_1:out0', 'build_pyramid/build_P2/up_sample_P2/size:out0', 'cascade_stage3/assign_levels/mul_2:out0', 'postprocess_FPN/clip_boxes_to_img_boundaries/sub_2:out0', 'build_rpn/fpn_cls_prob/Shape:out0']
  308. I build output layer attach_DetResults:out0
  309. I build input layer input_img:out0
  310. D Try match ConcatV2 DetResults
  311. I Match concat_3 [['DetResults/axis', 'DetResults']] [['ConcatV2', 'C']] to [['concat']]
  312. D Try match Reshape Reshape_4
  313. I Match reshape [['Reshape_4/shape', 'Reshape_4']] [['Reshape', 'C']] to [['reshape']]
  314. D Try match Transpose transpose_2
  315. W Not match node transpose_2 Transpose
  316. E Catch exception when loading tensorflow model: ./Cascade_FPN_Res101_v1d_Helmet_Frozen.pb!
  317. T Traceback (most recent call last):
  318. T   File "rknn/api/rknn_base.py", line 185, in rknn.api.rknn_base.RKNNBase.load_tensorflow
  319. T   File "rknn/base/RKNNlib/converter/convert_tf.py", line 589, in rknn.base.RKNNlib.converter.convert_tf.convert_tf.match_paragraph_and_param
  320. T   File "rknn/base/RKNNlib/converter/convert_tf.py", line 488, in rknn.base.RKNNlib.converter.convert_tf.convert_tf._tf_push_ready_node
  321. T TypeError: 'NoneType' object is not iterable
  322. E Catch exception when building RKNN model!
  323. T Traceback (most recent call last):
  324. T   File "rknn/api/rknn_base.py", line 498, in rknn.api.rknn_base.RKNNBase.build
  325. T   File "rknn/api/rknn_base.py", line 1056, in rknn.api.rknn_base.RKNNBase._quantize
  326. T   File "rknn/base/RKNNlib/console/utils.py", line 7, in rknn.base.RKNNlib.console.utils.get_model_data_file
  327. T   File "/usr/lib/python3.5/posixpath.py", line 122, in splitext
  328. T     return genericpath._splitext(p, sep, None, extsep)
  329. T   File "/usr/lib/python3.5/genericpath.py", line 118, in _splitext
  330. T     sepIndex = p.rfind(sep)
  331. T AttributeError: 'NoneType' object has no attribute 'rfind'
  332. E RKNN model data is None, please load model first!
  333. E Model is not loaded yet, this interface should be called after build or load_rknn!
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发表于 2019-7-11 16:18:50 | 显示全部楼层
Line 302 内存不够。
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