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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
- D import clients finished
- I Current TF Model producer version 0 min consumer version 0 bad consumer version []
- I Disconnect cond/switch_t:out4096 and cond/mul/x:in0
- I Disconnect cond/switch_t:out4096 and cond/Const:in0
- I Disconnect cond/switch_t:out4096 and cond/Less/y:in0
- I Disconnect cond/switch_f:out4096 and cond/Const_1:in0
- I Disconnect cond/switch_f:out4096 and cond/mul_1/x:in0
- I Disconnect cond/switch_f:out4096 and cond/Less_1/y:in0
- I Disconnect cond/cond_1/switch_f:out4096 and cond/cond_1/Const:in0
- I Disconnect cond/cond/switch_f:out4096 and cond/cond/Const:in0
- I Fix merge cond/cond/Merge branch cond/cond/Const:out0 with switch_op None
- I Fix merge cond/Merge branch cond/cond_1/Merge:out0 with switch_op None
- I Fix merge cond/cond_1/Merge branch cond/cond_1/Const:out0 with switch_op None
- I Fix merge cond/Merge_1 branch cond/Const_1:out0 with switch_op None
- I Fix merge cond/cond_1/Merge branch cond/cond_1/Const:out0 with switch_op None
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- I short-cut build_pyramid/fuse_P3/biases:out0 - build_pyramid/fuse_P3/BiasAdd:in1 skip build_pyramid/fuse_P3/biases/read
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- resnet101_v1d/C3/bottleneck_0/conv0/BatchNorm/gamma/read
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- I short-cut build_pyramid/fuse_P4/biases:out0 - build_pyramid/fuse_P4/BiasAdd:in1 skip build_pyramid/fuse_P4/biases/read
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- I short-cut build_pyramid/fuse_P2/biases:out0 - build_pyramid/fuse_P2/BiasAdd:in1 skip build_pyramid/fuse_P2/biases/read
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- I short-cut build_pyramid/fuse_P4/weights:out0 - build_pyramid/fuse_P4/Conv2D:in1 skip build_pyramid/fuse_P4/weights/read
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- I short-cut build_pyramid/fuse_P3/weights:out0 - build_pyramid/fuse_P3/Conv2D:in1 skip build_pyramid/fuse_P3/weights/read
- 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
- 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
- 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
- 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
- I short-cut resnet101_v1d/C1/conv0/weights:out0 - resnet101_v1d/C1/conv0/Conv2D:in1 skip resnet101_v1d/C1/conv0/weights/read
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- I short-cut resnet101_v1d/C1/conv1/weights:out0 - resnet101_v1d/C1/conv1/Conv2D:in1 skip resnet101_v1d/C1/conv1/weights/read
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- I short-cut build_pyramid/build_P5/biases:out0 - build_pyramid/build_P5/BiasAdd:in1 skip build_pyramid/build_P5/biases/read
- 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
- 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
- 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
- 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
- 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
- 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
- I Have 120 tensors convert to const tensor
- 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
- 2019-07-04 02:37:35.714447: W tensorflow/core/framework/allocator.cc:113] Allocation of 68300800 exceeds 10% of system memory.
- 2019-07-04 02:37:35.801527: W tensorflow/core/framework/allocator.cc:113] Allocation of 68848128 exceeds 10% of system memory.
- 2019-07-04 02:37:35.873407: W tensorflow/core/framework/allocator.cc:113] Allocation of 68403200 exceeds 10% of system memory.
- 2019-07-04 02:37:35.909344: W tensorflow/core/framework/allocator.cc:113] Allocation of 68403200 exceeds 10% of system memory.
- 2019-07-04 02:37:35.995071: W tensorflow/core/framework/allocator.cc:113] Allocation of 68403200 exceeds 10% of system memory.
- ['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']
- I build output layer attach_DetResults:out0
- I build input layer input_img:out0
- D Try match ConcatV2 DetResults
- I Match concat_3 [['DetResults/axis', 'DetResults']] [['ConcatV2', 'C']] to [['concat']]
- D Try match Reshape Reshape_4
- I Match reshape [['Reshape_4/shape', 'Reshape_4']] [['Reshape', 'C']] to [['reshape']]
- D Try match Transpose transpose_2
- W Not match node transpose_2 Transpose
- E Catch exception when loading tensorflow model: ./Cascade_FPN_Res101_v1d_Helmet_Frozen.pb!
- T Traceback (most recent call last):
- T File "rknn/api/rknn_base.py", line 185, in rknn.api.rknn_base.RKNNBase.load_tensorflow
- T File "rknn/base/RKNNlib/converter/convert_tf.py", line 589, in rknn.base.RKNNlib.converter.convert_tf.convert_tf.match_paragraph_and_param
- T File "rknn/base/RKNNlib/converter/convert_tf.py", line 488, in rknn.base.RKNNlib.converter.convert_tf.convert_tf._tf_push_ready_node
- T TypeError: 'NoneType' object is not iterable
- E Catch exception when building RKNN model!
- T Traceback (most recent call last):
- T File "rknn/api/rknn_base.py", line 498, in rknn.api.rknn_base.RKNNBase.build
- T File "rknn/api/rknn_base.py", line 1056, in rknn.api.rknn_base.RKNNBase._quantize
- T File "rknn/base/RKNNlib/console/utils.py", line 7, in rknn.base.RKNNlib.console.utils.get_model_data_file
- T File "/usr/lib/python3.5/posixpath.py", line 122, in splitext
- T return genericpath._splitext(p, sep, None, extsep)
- T File "/usr/lib/python3.5/genericpath.py", line 118, in _splitext
- T sepIndex = p.rfind(sep)
- T AttributeError: 'NoneType' object has no attribute 'rfind'
- E RKNN model data is None, please load model first!
- E Model is not loaded yet, this interface should be called after build or load_rknn!
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