TRT 4.0 sampleUffSSD int8 calibration failing

Hi,

I’ve been able to successfully convert the stock mscoco inceptionV2 SSD tensorflow model to uff format and run the f32 sample_uff_ssd example. However, when providing it 500 randomly selected images from the mscoco dataset the calibration fails. It appears to be consuming all the images but when it’s building the histogram, it has a issue. Here is the output I’m getting:

ERROR: Tensor FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/Relu6/relu2 is uniformly zero; network calibration failed.
sample_uff_ssd: …/builder/cudnnBuilder2.cpp:1227: nvinfer1::cudnn::Engine* nvinfer1::builder::buildEngine(nvinfer1::CudaEngineBuildConfig&, const nvinfer1::cudnn::HardwareContext&, const nvinfer1::Network&): Assertion `it != tensorScales.end()’ failed.
Aborted (core dumped)

At first I thought the images I supplied may not have a wide enough range, but even changing them or the number of images provided all result in the same failure.

Any suggestions on what I’m doing wrong? The f32 mode can do detection on the images I’m feeding for calibration so I’m believe they are formatted correctly.

Also the sampleInt8 example IS working with the mnist data on this machine…

Here is my system information:
From nvidia-smi:
NVIDIA-SMI 390.67 Driver Version: 390.67

From deviceQuery:
Device 0: “GeForce GTX 1050 Ti”
CUDA Driver Version / Runtime Version 9.1 / 9.0
CUDA Capability Major/Minor version number: 6.1
Total amount of global memory: 4036 MBytes (4231987200 bytes)

16 GB RAM

dpkg -l | grep TensorRT
ii graphsurgeon-tf 4.1.2-1+cuda9.0 amd64 GraphSurgeon for TensorRT package
ii libnvinfer-dev 4.1.2-1+cuda9.0 amd64 TensorRT development libraries and headers
ii libnvinfer-samples 4.1.2-1+cuda9.0 amd64 TensorRT samples and documentation
ii libnvinfer4 4.1.2-1+cuda9.0 amd64 TensorRT runtime libraries
ii python-libnvinfer 4.1.2-1+cuda9.0 amd64 Python bindings for TensorRT
ii python-libnvinfer-dev 4.1.2-1+cuda9.0 amd64 Python development package for TensorRT
ii python-libnvinfer-doc 4.1.2-1+cuda9.0 amd64 Documention and samples of python bindings for TensorRT
ii tensorrt 4.0.1.6-1+cuda9.0 amd64 Meta package of TensorRT

To get convert-to-uff working I install uff with pip, so:
pip show uff

Metadata-Version: 2.1
Name: uff
Version: 0.4.0

I also try to run the trt sampleUffSSD. which is failed in float32 and float16.

Result in float32:

./bin/sample_uff_ssd       
data/ssd/sample_ssd.uff
Begin parsing model...
End parsing model...
Begin building engine...
End building engine...
 Num batches  2
 Data Size  540000
*** deserializing
Cuda failure: 74[1]    20102 abort (core dumped)  ./bin/sample_uff_ssd

int8 is like this:

./bin/sample_uff_ssd --int8                                                                                                                  
data/ssd/sample_ssd.uff
Begin parsing model...
End parsing model...
Begin building engine...
ERROR: runtime.cpp (16) - Cuda Error in allocate: 2
ERROR: runtime.cpp (16) - Cuda Error in allocate: 2
ERROR: sample_uff_ssd: Unable to create engine
sample_uff_ssd: sampleUffSSD.cpp:667: int main(int, char**): Assertion `tmpEngine != nullptr' failed.
[1]    12311 abort (core dumped)  ./bin/sample_uff_ssd --int8

@liuyoungshop

Error 74:
https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__TYPES.html#group__CUDART__TYPES_1g3f51e3575c2178246db0a94a430e0038

cudaErrorMisalignedAddress = 74
The device encountered a load or store instruction on a memory address which is not aligned. This leaves the process in an inconsistent state and any further CUDA work will return the same error. To continue using CUDA, the process must be terminated and relaunched.

Not sure why the int8 mode can’t find your list.txt file, but be sure to have all your file names the same length and to strip the extension off the end. See my discussion here: https://devtalk.nvidia.com/default/topic/1036911/tensorrt/cannot-run-sampleuffssd-for-int8-inference-calibration-failed-/post/5267689/#5267689

Hi,

I got the similar problem.

My error code is: ERROR: Tensor FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/Relu6/relu2 is uniformly zero; network calibration failed.

Let me know if you solved it. Thanks!

@joe-dev, Thank you for your response.

I’m new in cuda and not so sure about the error message you provided. I searched the relative question in the google but some people said that there is not enough gpu memory. But I assign 2GB GPU memory, while the other code is as same as the original sampleUffSsd code. Is that the code problem or my cuda or cudnn or tensorrt version problem?

My cuda version is 9.0 and cudnn version is 7.1.4, tensorrt version is 4.0.1.6.

Besides, I updated the problem of int8.

Please let me know if you have already run the code successfully!

Thanks so much!

Best,

Yang

@liuyoungshop

I’m using CUDA 9.0 and cudnn 7.0.5 and TensorRT 4.0.1.6. So I don’t think the version is the issue.

As you can see above, I have a GTX 1050 TI graphics card with 4 GB of memory, what card are you running on?

Something you can try is, in a separate terminal run:

watch -n 1 “nvidia-smi”

This will update every second with the current memory allocation and percentage utilization of the GPU and may show if you’re running out of memory and if so what’s using it.

Also I’d recommend adding some debug code to track down exactly which line is causing your failure.

I am still having the problem I originally posted where the calibration is failing.

Hope this helps and good luck!

@joe-dev

I used the same GPU as you used and definitely did not run out of memory.

Based on your suggestion, it seems that the error is happened in this line in the doInference func:

CHECK(cudaMemcpyAsync(buffers[inputIndex], inputData, batchSize * INPUT_C * INPUT_H * INPUT_W * sizeof(float), cudaMemcpyHostToDevice, stream));

Let me check whether other tensorrt sample application works fine in copying the data from host to devices.

Thanks a lot!

I’ll post it here if I solve the problem.

If you have any suggestion, please let me know about that!

I sense there may be an inconsistency to the frozen_inference_graph.pb used because I literally can’t see an input_tensor node
To be explicit i used this download.tensorflow.org/models/object_detection/ssd_inception_v2_coco_2018_01_28.tar.gz

For reference, yes there is a problem with the 2018-01-28 model. See discussion here: https://devtalk.nvidia.com/default/topic/1037256/tensorrt/sampleuffssd-conversion-fails-keyerror-image_tensor-/post/5269735/#5269735

@joe-dev, @nikolasmarkou

you are right, my problem is also caused by the model.

I’ve been exploring the issue on how to use the ssd detection plugin using recent version of tensorflow (1.8) since friday, it seems that there is an extra input to previously there before.
Any suggestions on that ?

would you mind to paste the previous layer in your frozengraph and indicate which is the extra input tensor?

I’d like to discuss with you to solve this problem.

@nikolasmarkou,

we need to consider whether it is an important node. if it is not an important node, we can simplely replace it as ‘Input’ Tensor.

@liuyoungshop, I believe a lot of people are here for the same problem as I’m having, that is to get their own custom models or later version tf models to work with tensorrt

Older model

Loading ssd_inception_v2_coco_2017_frozen_inference_graph.pb
Using output node NMS
Converting to UFF graph
Warning: No conversion function registered for layer: NMS yet.
Converting as custom op NMS NMS
name: "NMS"
op: "NMS"
input: "concat_box_loc"
input: "concat_priorbox"
input: "concat_box_conf"
attr {
  key: "iouThreshold_u_float"
  value {
    f: 0.6000000238418579
  }
}

Newer model

Loading ssd_inception_v2_coco_2018_01_28_frozen_inference_graph.pb
Using output node NMS
Converting to UFF graph
Warning: No conversion function registered for layer: NMS yet.
Converting as custom op NMS NMS
name: "NMS"
op: "NMS"
input: "Input"
input: "Squeeze"
input: "concat_priorbox"
input: "concat_box_conf"
attr {
  key: "iouThreshold_u_float"
  value {
    f: 0.6000000238418579
  }
}

Now from the graph i can see that the Squeeze layer is a concat of box locations (i think)
The other Input comes from the node PostProcessor/ToFloat which I’m not sure what is representing

When i try to use this with sample SSD code i get this

~/Downloads/trt/trt$ cp conversion/ssd_inception_v2_coco_2018_01_28_frozen_inference_graph.pb.uff data/ssd/sample_ssd.uff && ./bin/sample_uff_ssd
data/ssd/sample_ssd.uff
Begin parsing model...
End parsing model...
Begin building engine...
sample_uff_ssd: NvPluginSSD.cu:713: virtual nvinfer1::Dims nvinfer1::plugin::DetectionOutput::getOutputDimensions(int, const nvinfer1::Dims*, int): Assertion `nbInputDims == 3' failed.
Aborted (core dumped)

@nikolasmarkou,

I got what you mean, it should be the problem of plugin_map. In this case, maybe the name in the original frozen graph is changed. maybe the concat_1 cannot be found in the new graph.

PostProcessor/ToFloat should be wrong. This is caused by “ToFloat” is mapping to Input.

So, One thing we can do is just show all the node names by something like this

[print(n.name) for n in tf.get_default_graph().as_graph_def().node]

Would you mind print it now?

This is a listing of nodes using the convert-to-uff -l

[code]Loading ssd_inception_v2_coco_2018_01_28_frozen_inference_graph.pb
Automatically deduced output nodes: Preprocessor/map/while/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/SortByField/TopKV2, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/Gather/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/strided_slice/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/concat/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/Gather/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/strided_slice/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/concat/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/Gather/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/strided_slice/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/concat/Switch, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack/TensorArrayGatherV3, Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_1/TensorArrayGatherV3, Postprocessor/ToFloat_3, add
1 Placeholder: “image_tensor”
2 Cast: “ToFloat”
3 Shape: “Preprocessor/map/Shape”
4 Shape: “Preprocessor/map/TensorArrayUnstack/Shape”
5 Const: “FeatureExtractor/InceptionV2/Conv2d_1a_7x7/depthwise_weights/read/_358__cf__361”
6 Const: “BoxPredictor_0/ClassPredictor/weights/read/_243__cf__246”
7 Const: “BoxPredictor_0/ClassPredictor/biases/read/_242__cf__245”
8 Const: “BoxPredictor_1/ClassPredictor/biases/read/_241__cf__244”
9 Const: “BoxPredictor_2/ClassPredictor/weights/read/_240__cf__243”
10 Const: “BoxPredictor_2/ClassPredictor/biases/read/_239__cf__242”
11 Const: “BoxPredictor_3/ClassPredictor/weights/read/_238__cf__241”
12 Const: “BoxPredictor_3/ClassPredictor/biases/read/_237__cf__240”
13 Const: “MultipleGridAnchorGenerator/Reshape/_234__cf__237”
14 Const: “MultipleGridAnchorGenerator/div_14/_233__cf__236”
15 Const: “MultipleGridAnchorGenerator/Meshgrid_2/ExpandedShape/concat/_232__cf__235”
16 Const: “MultipleGridAnchorGenerator/Meshgrid_2/ExpandedShape_1/concat/_231__cf__234”
17 Const: “MultipleGridAnchorGenerator/mul_15/_230__cf__233”
18 Const: “MultipleGridAnchorGenerator/Meshgrid_1/ExpandedShape/concat/_229__cf__232”
19 Const: “MultipleGridAnchorGenerator/Meshgrid_1/ExpandedShape_1/concat/_228__cf__231”
20 Const: “MultipleGridAnchorGenerator/Reshape_2/_227__cf__230”
21 Const: “MultipleGridAnchorGenerator/div_15/_226__cf__229”
22 Const: “MultipleGridAnchorGenerator/Meshgrid_5/ExpandedShape/concat/_225__cf__228”
23 Const: “MultipleGridAnchorGenerator/Meshgrid_5/ExpandedShape_1/concat/_224__cf__227”
24 Const: “MultipleGridAnchorGenerator/mul_23/_223__cf__226”
25 Const: “MultipleGridAnchorGenerator/Meshgrid_4/ExpandedShape/concat/_222__cf__225”
26 Const: “MultipleGridAnchorGenerator/Meshgrid_4/ExpandedShape_1/concat/_221__cf__224”
27 Const: “MultipleGridAnchorGenerator/Reshape_4/_220__cf__223”
28 Const: “MultipleGridAnchorGenerator/div_16/_219__cf__222”
29 Const: “MultipleGridAnchorGenerator/Meshgrid_8/ExpandedShape/concat/_218__cf__221”
30 Const: “MultipleGridAnchorGenerator/Meshgrid_8/ExpandedShape_1/concat/_217__cf__220”
31 Const: “MultipleGridAnchorGenerator/mul_31/_216__cf__219”
32 Const: “MultipleGridAnchorGenerator/Meshgrid_7/ExpandedShape/concat/_215__cf__218”
33 Const: “MultipleGridAnchorGenerator/Meshgrid_7/ExpandedShape_1/concat/_214__cf__217”
34 Const: “MultipleGridAnchorGenerator/Reshape_6/_213__cf__216”
35 Const: “MultipleGridAnchorGenerator/div_17/_212__cf__215”
36 Const: “MultipleGridAnchorGenerator/Meshgrid_11/ExpandedShape/concat/_211__cf__214”
37 Const: “MultipleGridAnchorGenerator/Meshgrid_11/ExpandedShape_1/concat/_210__cf__213”
38 Const: “MultipleGridAnchorGenerator/mul_39/_209__cf__212”
39 Const: “MultipleGridAnchorGenerator/Meshgrid_10/ExpandedShape/concat/_208__cf__211”
40 Const: “MultipleGridAnchorGenerator/Meshgrid_10/ExpandedShape_1/concat/_207__cf__210”
41 Const: “MultipleGridAnchorGenerator/Reshape_8/_206__cf__209”
42 Const: “MultipleGridAnchorGenerator/div_18/_205__cf__208”
43 Const: “MultipleGridAnchorGenerator/Meshgrid_14/ExpandedShape/concat/_204__cf__207”
44 Const: “MultipleGridAnchorGenerator/Meshgrid_14/ExpandedShape_1/concat/_203__cf__206”
45 Const: “MultipleGridAnchorGenerator/mul_47/_202__cf__205”
46 Const: “MultipleGridAnchorGenerator/Meshgrid_13/ExpandedShape/concat/_201__cf__204”
47 Const: “MultipleGridAnchorGenerator/Meshgrid_13/ExpandedShape_1/concat/_200__cf__203”
48 Const: “MultipleGridAnchorGenerator/Reshape_10/_199__cf__202”
49 Const: “MultipleGridAnchorGenerator/div_19/_198__cf__201”
50 Const: “MultipleGridAnchorGenerator/strided_slice/_197__cf__200”
51 Const: “MultipleGridAnchorGenerator/Meshgrid_17/ExpandedShape/concat/_196__cf__199”
52 Const: “MultipleGridAnchorGenerator/Meshgrid_17/ExpandedShape_1/concat/_195__cf__198”
53 Const: “MultipleGridAnchorGenerator/mul_55/_194__cf__197”
54 Const: “MultipleGridAnchorGenerator/strided_slice_1/_193__cf__196”
55 Const: “MultipleGridAnchorGenerator/Meshgrid_16/ExpandedShape/concat/_192__cf__195”
56 Const: “MultipleGridAnchorGenerator/Meshgrid_16/ExpandedShape_1/concat/_191__cf__194”
57 Const: “BoxPredictor_4/ClassPredictor/weights/read/_188__cf__191”
58 Const: “BoxPredictor_4/ClassPredictor/biases/read/_187__cf__190”
59 Const: “BoxPredictor_5/ClassPredictor/weights/read/_186__cf__189”
60 Const: “BoxPredictor_5/ClassPredictor/biases/read/_185__cf__188”
61 Const: “Postprocessor/ToFloat_1/_184__cf__187”
62 Const: “Postprocessor/ToFloat_2/_183__cf__186”
63 Const: “BoxPredictor_0/BoxEncodingPredictor/weights/read/_181__cf__184”
64 Const: “BoxPredictor_0/BoxEncodingPredictor/biases/read/_180__cf__183”
65 Const: “BoxPredictor_1/BoxEncodingPredictor/weights/read/_179__cf__182”
66 Const: “BoxPredictor_1/BoxEncodingPredictor/biases/read/_178__cf__181”
67 Const: “BoxPredictor_2/BoxEncodingPredictor/weights/read/_177__cf__180”
68 Const: “BoxPredictor_2/BoxEncodingPredictor/biases/read/_176__cf__179”
69 Const: “BoxPredictor_3/BoxEncodingPredictor/weights/read/_175__cf__178”
70 Const: “BoxPredictor_3/BoxEncodingPredictor/biases/read/_174__cf__177”
71 Const: “BoxPredictor_4/BoxEncodingPredictor/weights/read/_173__cf__176”
72 Const: “BoxPredictor_4/BoxEncodingPredictor/biases/read/_172__cf__175”
73 Const: “BoxPredictor_5/BoxEncodingPredictor/weights/read/_171__cf__174”
74 Const: “BoxPredictor_5/BoxEncodingPredictor/biases/read/_170__cf__173”
75 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128/Conv2D_bn_offset”
76 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128/weights/read/_257__cf__260”
77 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64/Conv2D_bn_offset”
78 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64/weights/read/_262__cf__265”
79 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256/Conv2D_bn_offset”
80 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256/weights/read/_267__cf__270”
81 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128/Conv2D_bn_offset”
82 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128/weights/read/_272__cf__275”
83 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256/Conv2D_bn_offset”
84 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256/weights/read/_277__cf__280”
85 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128/Conv2D_bn_offset”
86 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128/weights/read/_282__cf__285”
87 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512/Conv2D_bn_offset”
88 Const: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512/weights/read/_287__cf__290”
89 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256/Conv2D_bn_offset”
90 Const: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256/weights/read/_292__cf__295”
91 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
92 Const: “FeatureExtractor/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1/weights/read/_164__cf__167”
93 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
94 Const: “FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3/weights/read/_154__cf__157”
95 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
96 Const: “FeatureExtractor/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1/weights/read/_159__cf__162”
97 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
98 Const: “FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3/weights/read/_297__cf__300”
99 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
100 Const: “FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3/weights/read/_302__cf__305”
101 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
102 Const: “FeatureExtractor/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1/weights/read/_307__cf__310”
103 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
104 Const: “FeatureExtractor/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/weights/read/_169__cf__172”
105 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
106 Const: “FeatureExtractor/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1/weights/read/_149__cf__152”
107 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
108 Const: “FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3/weights/read/_139__cf__142”
109 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
110 Const: “FeatureExtractor/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/weights/read/_144__cf__147”
111 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
112 Const: “FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/weights/read/_124__cf__127”
113 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
114 Const: “FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/weights/read/_129__cf__132”
115 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
116 Const: “FeatureExtractor/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/weights/read/_134__cf__137”
117 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
118 Const: “FeatureExtractor/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/weights/read/_312__cf__315”
119 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3/Conv2D_bn_offset”
120 Const: “FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3/weights/read/_114__cf__117”
121 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
122 Const: “FeatureExtractor/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1/weights/read/_119__cf__122”
123 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3/Conv2D_bn_offset”
124 Const: “FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3/weights/read/_99__cf__102”
125 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
126 Const: “FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3/weights/read/_104__cf__107”
127 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
128 Const: “FeatureExtractor/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1/weights/read/_109__cf__112”
129 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
130 Const: “FeatureExtractor/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1/weights/read/_94__cf__97”
131 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
132 Const: “FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3/weights/read/_84__cf__87”
133 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
134 Const: “FeatureExtractor/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1/weights/read/_89__cf__92”
135 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
136 Const: “FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3/weights/read/_69__cf__72”
137 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
138 Const: “FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3/weights/read/_74__cf__77”
139 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
140 Const: “FeatureExtractor/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1/weights/read/_79__cf__82”
141 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
142 Const: “FeatureExtractor/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1/weights/read/_317__cf__320”
143 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
144 Const: “FeatureExtractor/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1/weights/read/_64__cf__67”
145 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
146 Const: “FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3/weights/read/_54__cf__57”
147 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
148 Const: “FeatureExtractor/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1/weights/read/_59__cf__62”
149 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
150 Const: “FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3/weights/read/_39__cf__42”
151 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
152 Const: “FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3/weights/read/_44__cf__47”
153 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
154 Const: “FeatureExtractor/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1/weights/read/_49__cf__52”
155 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
156 Const: “FeatureExtractor/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/weights/read/_322__cf__325”
157 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
158 Const: “FeatureExtractor/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1/weights/read/_34__cf__37”
159 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
160 Const: “FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3/weights/read/_24__cf__27”
161 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
162 Const: “FeatureExtractor/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1/weights/read/_29__cf__32”
163 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
164 Const: “FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3/weights/read/_9__cf__12”
165 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
166 Const: “FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3/weights/read/_14__cf__17”
167 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
168 Const: “FeatureExtractor/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1/weights/read/_19__cf__22”
169 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
170 Const: “FeatureExtractor/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1/weights/read/_327__cf__330”
171 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
172 Const: “FeatureExtractor/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1/weights/read/_4__cf__7”
173 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
174 Const: “FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3/weights/read/_463__cf__466”
175 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
176 Const: “FeatureExtractor/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1/weights/read/_468__cf__471”
177 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
178 Const: “FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3/weights/read/_448__cf__451”
179 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
180 Const: “FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3/weights/read/_453__cf__456”
181 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
182 Const: “FeatureExtractor/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1/weights/read/_458__cf__461”
183 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
184 Const: “FeatureExtractor/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1/weights/read/_332__cf__335”
185 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3/Conv2D_bn_offset”
186 Const: “FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3/weights/read/_438__cf__441”
187 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
188 Const: “FeatureExtractor/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1/weights/read/_443__cf__446”
189 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3/Conv2D_bn_offset”
190 Const: “FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3/weights/read/_423__cf__426”
191 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
192 Const: “FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3/weights/read/_428__cf__431”
193 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
194 Const: “FeatureExtractor/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1/weights/read/_433__cf__436”
195 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
196 Const: “FeatureExtractor/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1/weights/read/_418__cf__421”
197 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
198 Const: “FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3/weights/read/_408__cf__411”
199 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
200 Const: “FeatureExtractor/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1/weights/read/_413__cf__416”
201 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
202 Const: “FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3/weights/read/_393__cf__396”
203 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
204 Const: “FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3/weights/read/_398__cf__401”
205 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
206 Const: “FeatureExtractor/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1/weights/read/_403__cf__406”
207 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
208 Const: “FeatureExtractor/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1/weights/read/_337__cf__340”
209 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/Conv2D_bn_offset”
210 Const: “FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/weights/read/_388__cf__391”
211 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/Conv2D_bn_offset”
212 Const: “FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/weights/read/_378__cf__381”
213 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/Conv2D_bn_offset”
214 Const: “FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/weights/read/_383__cf__386”
215 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3/Conv2D_bn_offset”
216 Const: “FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3/weights/read/_363__cf__366”
217 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3/Conv2D_bn_offset”
218 Const: “FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3/weights/read/_368__cf__371”
219 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/Conv2D_bn_offset”
220 Const: “FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/weights/read/_373__cf__376”
221 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1/Conv2D_bn_offset”
222 Const: “FeatureExtractor/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1/weights/read/_342__cf__345”
223 Const: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2c_3x3/Conv2D_bn_offset”
224 Const: “FeatureExtractor/InceptionV2/Conv2d_2c_3x3/weights/read/_347__cf__350”
225 Const: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2b_1x1/Conv2D_bn_offset”
226 Const: “FeatureExtractor/InceptionV2/Conv2d_2b_1x1/weights/read/_352__cf__355”
227 Const: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/separable_conv2d_bn_offset”
228 Const: “FeatureExtractor/InceptionV2/Conv2d_1a_7x7/pointwise_weights/read/_357__cf__360”
229 Const: “Preprocessor/map/strided_slice/stack”
230 Const: “Preprocessor/map/strided_slice/stack_1”
231 Const: “Preprocessor/map/strided_slice/stack_2”
232 StridedSlice: “Preprocessor/map/strided_slice”
233 TensorArrayV3: “Preprocessor/map/TensorArray”
234 Enter: “Preprocessor/map/while/TensorArrayReadV3/Enter”
235 TensorArrayV3: “Preprocessor/map/TensorArray_1”
236 Enter: “Preprocessor/map/while/Enter_1”
237 Merge: “Preprocessor/map/while/Merge_1”
238 Enter: “Preprocessor/map/while/TensorArrayWrite/TensorArrayWriteV3/Enter”
239 TensorArrayV3: “Preprocessor/map/TensorArray_2”
240 Enter: “Preprocessor/map/while/Enter_2”
241 Merge: “Preprocessor/map/while/Merge_2”
242 Enter: “Preprocessor/map/while/TensorArrayWrite_1/TensorArrayWriteV3/Enter”
243 Enter: “Preprocessor/map/while/Less/Enter”
244 Const: “Preprocessor/map/TensorArrayUnstack/strided_slice/stack”
245 Const: “Preprocessor/map/TensorArrayUnstack/strided_slice/stack_1”
246 Const: “Preprocessor/map/TensorArrayUnstack/strided_slice/stack_2”
247 StridedSlice: “Preprocessor/map/TensorArrayUnstack/strided_slice”
248 Const: “Preprocessor/map/TensorArrayUnstack/range/start”
249 Const: “Preprocessor/map/TensorArrayUnstack/range/delta”
250 Range: “Preprocessor/map/TensorArrayUnstack/range”
251 TensorArrayScatterV3: “Preprocessor/map/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3”
252 Enter: “Preprocessor/map/while/TensorArrayReadV3/Enter_1”
253 Const: “Preprocessor/map/Const”
254 Enter: “Preprocessor/map/while/Enter”
255 Merge: “Preprocessor/map/while/Merge”
256 Less: “Preprocessor/map/while/Less”
257 LoopCond: “Preprocessor/map/while/LoopCond”
258 Switch: “Preprocessor/map/while/Switch_1”
259 Exit: “Preprocessor/map/while/Exit_1”
260 TensorArraySizeV3: “Preprocessor/map/TensorArrayStack/TensorArraySizeV3”
261 Switch: “Preprocessor/map/while/Switch_2”
262 Exit: “Preprocessor/map/while/Exit_2”
263 TensorArraySizeV3: “Preprocessor/map/TensorArrayStack_1/TensorArraySizeV3”
264 Switch: “Preprocessor/map/while/Switch”
265 TensorArrayReadV3: “Preprocessor/map/while/TensorArrayReadV3”
266 Const: “Preprocessor/map/while/ResizeImage/ExpandDims/dim”
267 ExpandDims: “Preprocessor/map/while/ResizeImage/ExpandDims”
268 Const: “Preprocessor/map/while/ResizeImage/size”
269 ResizeBilinear: “Preprocessor/map/while/ResizeImage/ResizeBilinear”
270 Squeeze: “Preprocessor/map/while/ResizeImage/Squeeze”
271 TensorArrayWriteV3: “Preprocessor/map/while/TensorArrayWrite/TensorArrayWriteV3”
272 NextIteration: “Preprocessor/map/while/NextIteration_1”
273 Const: “Preprocessor/map/while/ResizeImage/stack”
274 TensorArrayWriteV3: “Preprocessor/map/while/TensorArrayWrite_1/TensorArrayWriteV3”
275 NextIteration: “Preprocessor/map/while/NextIteration_2”
276 Const: “Preprocessor/map/while/add/y”
277 Add: “Preprocessor/map/while/add”
278 NextIteration: “Preprocessor/map/while/NextIteration”
279 Const: “Preprocessor/map/TensorArrayStack/range/start”
280 Const: “Preprocessor/map/TensorArrayStack/range/delta”
281 Range: “Preprocessor/map/TensorArrayStack/range”
282 TensorArrayGatherV3: “Preprocessor/map/TensorArrayStack/TensorArrayGatherV3”
283 Const: “Preprocessor/map/TensorArrayStack_1/range/start”
284 Const: “Preprocessor/map/TensorArrayStack_1/range/delta”
285 Range: “Preprocessor/map/TensorArrayStack_1/range”
286 TensorArrayGatherV3: “Preprocessor/map/TensorArrayStack_1/TensorArrayGatherV3”
287 Cast: “Postprocessor/ToFloat”
288 Unpack: “Postprocessor/unstack”
289 ZerosLike: “Postprocessor/zeros_like”
290 ZerosLike: “Postprocessor/zeros_like_1”
291 RealDiv: “Postprocessor/div”
292 RealDiv: “Postprocessor/div_1”
293 Pack: “Postprocessor/stack_1”
294 Shape: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/Shape”
295 Const: “Preprocessor/mul/x”
296 Mul: “Preprocessor/mul”
297 Const: “Preprocessor/sub/y”
298 Sub: “Preprocessor/sub”
299 DepthwiseConv2dNative: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/separable_conv2d/depthwise”
300 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/separable_conv2d”
301 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/BatchNorm/FusedBatchNorm”
302 MaxPool: “FeatureExtractor/InceptionV2/InceptionV2/MaxPool_2a_3x3/MaxPool”
303 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2b_1x1/Conv2D”
304 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2b_1x1/BatchNorm/FusedBatchNorm”
305 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2c_3x3/Conv2D”
306 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2c_3x3/BatchNorm/FusedBatchNorm”
307 MaxPool: “FeatureExtractor/InceptionV2/InceptionV2/MaxPool_3a_3x3/MaxPool”
308 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/Conv2D”
309 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
310 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/Conv2D”
311 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
312 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/Conv2D”
313 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
314 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/Conv2D”
315 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
316 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3/Conv2D”
317 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
318 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3/Conv2D”
319 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
320 AvgPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_3/AvgPool_0a_3x3/AvgPool”
321 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1/Conv2D”
322 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
323 Shape: “Shape_6”
324 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/concat/axis”
325 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/concat”
326 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1/Conv2D”
327 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
328 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1/Conv2D”
329 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
330 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3/Conv2D”
331 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
332 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1/Conv2D”
333 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
334 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3/Conv2D”
335 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
336 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3/Conv2D”
337 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
338 AvgPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_3/AvgPool_0a_3x3/AvgPool”
339 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1/Conv2D”
340 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
341 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/concat/axis”
342 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_3c/concat”
343 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1/Conv2D”
344 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
345 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3/Conv2D”
346 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_0/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm”
347 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1/Conv2D”
348 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
349 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3/Conv2D”
350 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
351 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3/Conv2D”
352 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_1/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm”
353 MaxPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/Branch_2/MaxPool_1a_3x3/MaxPool”
354 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/concat/axis”
355 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4a/concat”
356 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1/Conv2D”
357 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
358 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1/Conv2D”
359 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
360 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3/Conv2D”
361 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
362 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1/Conv2D”
363 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
364 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3/Conv2D”
365 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
366 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3/Conv2D”
367 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
368 AvgPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_3/AvgPool_0a_3x3/AvgPool”
369 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1/Conv2D”
370 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
371 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/concat/axis”
372 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4b/concat”
373 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1/Conv2D”
374 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
375 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1/Conv2D”
376 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
377 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3/Conv2D”
378 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
379 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1/Conv2D”
380 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
381 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3/Conv2D”
382 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
383 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3/Conv2D”
384 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
385 AvgPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_3/AvgPool_0a_3x3/AvgPool”
386 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1/Conv2D”
387 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
388 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/concat/axis”
389 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4c/concat”
390 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1/Conv2D”
391 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
392 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1/Conv2D”
393 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
394 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3/Conv2D”
395 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
396 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1/Conv2D”
397 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
398 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3/Conv2D”
399 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
400 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3/Conv2D”
401 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
402 AvgPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_3/AvgPool_0a_3x3/AvgPool”
403 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/Conv2D”
404 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
405 Conv2D: “BoxPredictor_0/BoxEncodingPredictor/Conv2D”
406 BiasAdd: “BoxPredictor_0/BoxEncodingPredictor/BiasAdd”
407 Conv2D: “BoxPredictor_0/ClassPredictor/Conv2D”
408 BiasAdd: “BoxPredictor_0/ClassPredictor/BiasAdd”
409 Shape: “BoxPredictor_0/Shape”
410 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/concat/axis”
411 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4d/concat”
412 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1/Conv2D”
413 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
414 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1/Conv2D”
415 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
416 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3/Conv2D”
417 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
418 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1/Conv2D”
419 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
420 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3/Conv2D”
421 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
422 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3/Conv2D”
423 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
424 AvgPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_3/AvgPool_0a_3x3/AvgPool”
425 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1/Conv2D”
426 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
427 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/concat/axis”
428 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_4e/concat”
429 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1/Conv2D”
430 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
431 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3/Conv2D”
432 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_0/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm”
433 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1/Conv2D”
434 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
435 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3/Conv2D”
436 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
437 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3/Conv2D”
438 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_1/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm”
439 MaxPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/Branch_2/MaxPool_1a_3x3/MaxPool”
440 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/concat/axis”
441 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5a/concat”
442 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1/Conv2D”
443 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
444 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/Conv2D”
445 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
446 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3/Conv2D”
447 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
448 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/Conv2D”
449 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
450 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/Conv2D”
451 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
452 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/Conv2D”
453 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
454 AvgPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_3/AvgPool_0a_3x3/AvgPool”
455 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/Conv2D”
456 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
457 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/concat/axis”
458 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5b/concat”
459 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1/Conv2D”
460 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
461 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1/Conv2D”
462 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
463 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3/Conv2D”
464 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
465 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1/Conv2D”
466 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm”
467 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3/Conv2D”
468 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm”
469 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3/Conv2D”
470 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm”
471 MaxPool: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_3/MaxPool_0a_3x3/MaxPool”
472 Conv2D: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/Conv2D”
473 BiasAdd: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm”
474 Const: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/concat/axis”
475 ConcatV2: “FeatureExtractor/InceptionV2/InceptionV2/Mixed_5c/concat”
476 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256/Conv2D”
477 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_2_1x1_256/BatchNorm/FusedBatchNorm”
478 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512/Conv2D”
479 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_2_3x3_s2_512/BatchNorm/FusedBatchNorm”
480 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128/Conv2D”
481 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_3_1x1_128/BatchNorm/FusedBatchNorm”
482 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256/Conv2D”
483 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_3_3x3_s2_256/BatchNorm/FusedBatchNorm”
484 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128/Conv2D”
485 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_4_1x1_128/BatchNorm/FusedBatchNorm”
486 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256/Conv2D”
487 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_4_3x3_s2_256/BatchNorm/FusedBatchNorm”
488 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64/Conv2D”
489 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_1_Conv2d_5_1x1_64/BatchNorm/FusedBatchNorm”
490 Conv2D: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128/Conv2D”
491 BiasAdd: “FeatureExtractor/InceptionV2/Mixed_5c_2_Conv2d_5_3x3_s2_128/BatchNorm/FusedBatchNorm”
492 Conv2D: “BoxPredictor_5/BoxEncodingPredictor/Conv2D”
493 BiasAdd: “BoxPredictor_5/BoxEncodingPredictor/BiasAdd”
494 Conv2D: “BoxPredictor_5/ClassPredictor/Conv2D”
495 BiasAdd: “BoxPredictor_5/ClassPredictor/BiasAdd”
496 Shape: “BoxPredictor_5/Shape”
497 Conv2D: “BoxPredictor_4/BoxEncodingPredictor/Conv2D”
498 BiasAdd: “BoxPredictor_4/BoxEncodingPredictor/BiasAdd”
499 Conv2D: “BoxPredictor_4/ClassPredictor/Conv2D”
500 BiasAdd: “BoxPredictor_4/ClassPredictor/BiasAdd”
501 Shape: “BoxPredictor_4/Shape”
502 Conv2D: “BoxPredictor_3/BoxEncodingPredictor/Conv2D”
503 BiasAdd: “BoxPredictor_3/BoxEncodingPredictor/BiasAdd”
504 Conv2D: “BoxPredictor_3/ClassPredictor/Conv2D”
505 BiasAdd: “BoxPredictor_3/ClassPredictor/BiasAdd”
506 Shape: “BoxPredictor_3/Shape”
507 Conv2D: “BoxPredictor_2/BoxEncodingPredictor/Conv2D”
508 BiasAdd: “BoxPredictor_2/BoxEncodingPredictor/BiasAdd”
509 Conv2D: “BoxPredictor_2/ClassPredictor/Conv2D”
510 BiasAdd: “BoxPredictor_2/ClassPredictor/BiasAdd”
511 Shape: “BoxPredictor_2/Shape”
512 Conv2D: “BoxPredictor_1/BoxEncodingPredictor/Conv2D”
513 BiasAdd: “BoxPredictor_1/BoxEncodingPredictor/BiasAdd”
514 Shape: “BoxPredictor_1/Shape”
515 Const: “strided_slice_6/stack”
516 Const: “strided_slice_6/stack_1”
517 Const: “strided_slice_6/stack_2”
518 StridedSlice: “strided_slice_6”
519 Cast: “MultipleGridAnchorGenerator/ToFloat”
520 Const: “strided_slice_7/stack”
521 Const: “strided_slice_7/stack_1”
522 Const: “strided_slice_7/stack_2”
523 StridedSlice: “strided_slice_7”
524 Cast: “MultipleGridAnchorGenerator/ToFloat_1”
525 Minimum: “MultipleGridAnchorGenerator/Minimum”
526 RealDiv: “MultipleGridAnchorGenerator/div_12”
527 Mul: “MultipleGridAnchorGenerator/mul_12”
528 Mul: “MultipleGridAnchorGenerator/mul_14”
529 Reshape: “MultipleGridAnchorGenerator/Meshgrid_2/Reshape”
530 Tile: “MultipleGridAnchorGenerator/Meshgrid_2/Tile”
531 Mul: “MultipleGridAnchorGenerator/mul_22”
532 Reshape: “MultipleGridAnchorGenerator/Meshgrid_5/Reshape”
533 Tile: “MultipleGridAnchorGenerator/Meshgrid_5/Tile”
534 Mul: “MultipleGridAnchorGenerator/mul_30”
535 Reshape: “MultipleGridAnchorGenerator/Meshgrid_8/Reshape”
536 Tile: “MultipleGridAnchorGenerator/Meshgrid_8/Tile”
537 Mul: “MultipleGridAnchorGenerator/mul_38”
538 Reshape: “MultipleGridAnchorGenerator/Meshgrid_11/Reshape”
539 Tile: “MultipleGridAnchorGenerator/Meshgrid_11/Tile”
540 Mul: “MultipleGridAnchorGenerator/mul_46”
541 Reshape: “MultipleGridAnchorGenerator/Meshgrid_14/Reshape”
542 Tile: “MultipleGridAnchorGenerator/Meshgrid_14/Tile”
543 Mul: “MultipleGridAnchorGenerator/mul_54”
544 Reshape: “MultipleGridAnchorGenerator/Meshgrid_17/Reshape”
545 Tile: “MultipleGridAnchorGenerator/Meshgrid_17/Tile”
546 RealDiv: “MultipleGridAnchorGenerator/div_13”
547 Mul: “MultipleGridAnchorGenerator/mul_13”
548 Mul: “MultipleGridAnchorGenerator/mul_16”
549 Reshape: “MultipleGridAnchorGenerator/Meshgrid_1/Reshape”
550 Tile: “MultipleGridAnchorGenerator/Meshgrid_1/Tile”
551 Pack: “MultipleGridAnchorGenerator/stack_1”
552 Mul: “MultipleGridAnchorGenerator/mul_24”
553 Reshape: “MultipleGridAnchorGenerator/Meshgrid_4/Reshape”
554 Tile: “MultipleGridAnchorGenerator/Meshgrid_4/Tile”
555 Pack: “MultipleGridAnchorGenerator/stack_3”
556 Mul: “MultipleGridAnchorGenerator/mul_32”
557 Reshape: “MultipleGridAnchorGenerator/Meshgrid_7/Reshape”
558 Tile: “MultipleGridAnchorGenerator/Meshgrid_7/Tile”
559 Pack: “MultipleGridAnchorGenerator/stack_5”
560 Mul: “MultipleGridAnchorGenerator/mul_40”
561 Reshape: “MultipleGridAnchorGenerator/Meshgrid_10/Reshape”
562 Tile: “MultipleGridAnchorGenerator/Meshgrid_10/Tile”
563 Pack: “MultipleGridAnchorGenerator/stack_7”
564 Mul: “MultipleGridAnchorGenerator/mul_48”
565 Reshape: “MultipleGridAnchorGenerator/Meshgrid_13/Reshape”
566 Tile: “MultipleGridAnchorGenerator/Meshgrid_13/Tile”
567 Pack: “MultipleGridAnchorGenerator/stack_9”
568 Mul: “MultipleGridAnchorGenerator/mul_56”
569 Reshape: “MultipleGridAnchorGenerator/Meshgrid_16/Reshape”
570 Tile: “MultipleGridAnchorGenerator/Meshgrid_16/Tile”
571 Pack: “MultipleGridAnchorGenerator/stack_11”
572 Const: “MultipleGridAnchorGenerator/Reshape_1/shape”
573 Reshape: “MultipleGridAnchorGenerator/Reshape_1”
574 Const: “MultipleGridAnchorGenerator/mul_19/x”
575 Mul: “MultipleGridAnchorGenerator/mul_19”
576 Sub: “MultipleGridAnchorGenerator/sub”
577 Const: “MultipleGridAnchorGenerator/mul_20/x”
578 Mul: “MultipleGridAnchorGenerator/mul_20”
579 Add: “MultipleGridAnchorGenerator/add_2”
580 Const: “MultipleGridAnchorGenerator/concat/axis”
581 ConcatV2: “MultipleGridAnchorGenerator/concat”
582 Const: “MultipleGridAnchorGenerator/Reshape_3/shape”
583 Reshape: “MultipleGridAnchorGenerator/Reshape_3”
584 Const: “MultipleGridAnchorGenerator/mul_27/x”
585 Mul: “MultipleGridAnchorGenerator/mul_27”
586 Sub: “MultipleGridAnchorGenerator/sub_1”
587 Const: “MultipleGridAnchorGenerator/mul_28/x”
588 Mul: “MultipleGridAnchorGenerator/mul_28”
589 Add: “MultipleGridAnchorGenerator/add_5”
590 Const: “MultipleGridAnchorGenerator/concat_1/axis”
591 ConcatV2: “MultipleGridAnchorGenerator/concat_1”
592 Const: “MultipleGridAnchorGenerator/Reshape_5/shape”
593 Reshape: “MultipleGridAnchorGenerator/Reshape_5”
594 Const: “MultipleGridAnchorGenerator/mul_35/x”
595 Mul: “MultipleGridAnchorGenerator/mul_35”
596 Sub: “MultipleGridAnchorGenerator/sub_2”
597 Const: “MultipleGridAnchorGenerator/mul_36/x”
598 Mul: “MultipleGridAnchorGenerator/mul_36”
599 Add: “MultipleGridAnchorGenerator/add_8”
600 Const: “MultipleGridAnchorGenerator/concat_2/axis”
601 ConcatV2: “MultipleGridAnchorGenerator/concat_2”
602 Const: “MultipleGridAnchorGenerator/Reshape_7/shape”
603 Reshape: “MultipleGridAnchorGenerator/Reshape_7”
604 Const: “MultipleGridAnchorGenerator/mul_43/x”
605 Mul: “MultipleGridAnchorGenerator/mul_43”
606 Sub: “MultipleGridAnchorGenerator/sub_3”
607 Const: “MultipleGridAnchorGenerator/mul_44/x”
608 Mul: “MultipleGridAnchorGenerator/mul_44”
609 Add: “MultipleGridAnchorGenerator/add_11”
610 Const: “MultipleGridAnchorGenerator/concat_3/axis”
611 ConcatV2: “MultipleGridAnchorGenerator/concat_3”
612 Const: “MultipleGridAnchorGenerator/Reshape_9/shape”
613 Reshape: “MultipleGridAnchorGenerator/Reshape_9”
614 Const: “MultipleGridAnchorGenerator/mul_51/x”
615 Mul: “MultipleGridAnchorGenerator/mul_51”
616 Sub: “MultipleGridAnchorGenerator/sub_4”
617 Const: “MultipleGridAnchorGenerator/mul_52/x”
618 Mul: “MultipleGridAnchorGenerator/mul_52”
619 Add: “MultipleGridAnchorGenerator/add_14”
620 Const: “MultipleGridAnchorGenerator/concat_4/axis”
621 ConcatV2: “MultipleGridAnchorGenerator/concat_4”
622 Const: “MultipleGridAnchorGenerator/Reshape_11/shape”
623 Reshape: “MultipleGridAnchorGenerator/Reshape_11”
624 Const: “MultipleGridAnchorGenerator/mul_59/x”
625 Mul: “MultipleGridAnchorGenerator/mul_59”
626 Sub: “MultipleGridAnchorGenerator/sub_5”
627 Const: “MultipleGridAnchorGenerator/mul_60/x”
628 Mul: “MultipleGridAnchorGenerator/mul_60”
629 Add: “MultipleGridAnchorGenerator/add_17”
630 Const: “MultipleGridAnchorGenerator/concat_5/axis”
631 ConcatV2: “MultipleGridAnchorGenerator/concat_5”
632 Const: “MultipleGridAnchorGenerator/Concatenate/concat/axis”
633 ConcatV2: “MultipleGridAnchorGenerator/Concatenate/concat”
634 Const: “BoxPredictor_0/strided_slice/stack”
635 Const: “BoxPredictor_0/strided_slice/stack_1”
636 Const: “BoxPredictor_0/strided_slice/stack_2”
637 StridedSlice: “BoxPredictor_0/strided_slice”
638 Const: “BoxPredictor_0/stack/1”
639 Const: “BoxPredictor_0/stack/2”
640 Const: “BoxPredictor_0/stack/3”
641 Pack: “BoxPredictor_0/stack”
642 Reshape: “BoxPredictor_0/Reshape”
643 Const: “BoxPredictor_0/stack_1/1”
644 Const: “BoxPredictor_0/stack_1/2”
645 Pack: “BoxPredictor_0/stack_1”
646 Reshape: “BoxPredictor_0/Reshape_1”
647 Const: “BoxPredictor_1/ClassPredictor/weights”
648 Conv2D: “BoxPredictor_1/ClassPredictor/Conv2D”
649 BiasAdd: “BoxPredictor_1/ClassPredictor/BiasAdd”
650 Const: “BoxPredictor_1/strided_slice/stack”
651 Const: “BoxPredictor_1/strided_slice/stack_1”
652 Const: “BoxPredictor_1/strided_slice/stack_2”
653 StridedSlice: “BoxPredictor_1/strided_slice”
654 Const: “BoxPredictor_1/stack/1”
655 Const: “BoxPredictor_1/stack/2”
656 Const: “BoxPredictor_1/stack/3”
657 Pack: “BoxPredictor_1/stack”
658 Reshape: “BoxPredictor_1/Reshape”
659 Const: “BoxPredictor_1/stack_1/1”
660 Const: “BoxPredictor_1/stack_1/2”
661 Pack: “BoxPredictor_1/stack_1”
662 Reshape: “BoxPredictor_1/Reshape_1”
663 Const: “BoxPredictor_2/strided_slice/stack”
664 Const: “BoxPredictor_2/strided_slice/stack_1”
665 Const: “BoxPredictor_2/strided_slice/stack_2”
666 StridedSlice: “BoxPredictor_2/strided_slice”
667 Const: “BoxPredictor_2/stack/1”
668 Const: “BoxPredictor_2/stack/2”
669 Const: “BoxPredictor_2/stack/3”
670 Pack: “BoxPredictor_2/stack”
671 Reshape: “BoxPredictor_2/Reshape”
672 Const: “BoxPredictor_2/stack_1/1”
673 Const: “BoxPredictor_2/stack_1/2”
674 Pack: “BoxPredictor_2/stack_1”
675 Reshape: “BoxPredictor_2/Reshape_1”
676 Const: “BoxPredictor_3/strided_slice/stack”
677 Const: “BoxPredictor_3/strided_slice/stack_1”
678 Const: “BoxPredictor_3/strided_slice/stack_2”
679 StridedSlice: “BoxPredictor_3/strided_slice”
680 Const: “BoxPredictor_3/stack/1”
681 Const: “BoxPredictor_3/stack/2”
682 Const: “BoxPredictor_3/stack/3”
683 Pack: “BoxPredictor_3/stack”
684 Reshape: “BoxPredictor_3/Reshape”
685 Const: “BoxPredictor_3/stack_1/1”
686 Const: “BoxPredictor_3/stack_1/2”
687 Pack: “BoxPredictor_3/stack_1”
688 Reshape: “BoxPredictor_3/Reshape_1”
689 Const: “BoxPredictor_4/strided_slice/stack”
690 Const: “BoxPredictor_4/strided_slice/stack_1”
691 Const: “BoxPredictor_4/strided_slice/stack_2”
692 StridedSlice: “BoxPredictor_4/strided_slice”
693 Const: “BoxPredictor_4/stack/1”
694 Const: “BoxPredictor_4/stack/2”
695 Const: “BoxPredictor_4/stack/3”
696 Pack: “BoxPredictor_4/stack”
697 Reshape: “BoxPredictor_4/Reshape”
698 Const: “BoxPredictor_4/stack_1/1”
699 Const: “BoxPredictor_4/stack_1/2”
700 Pack: “BoxPredictor_4/stack_1”
701 Reshape: “BoxPredictor_4/Reshape_1”
702 Const: “BoxPredictor_5/strided_slice/stack”
703 Const: “BoxPredictor_5/strided_slice/stack_1”
704 Const: “BoxPredictor_5/strided_slice/stack_2”
705 StridedSlice: “BoxPredictor_5/strided_slice”
706 Const: “BoxPredictor_5/stack/1”
707 Const: “BoxPredictor_5/stack/2”
708 Const: “BoxPredictor_5/stack/3”
709 Pack: “BoxPredictor_5/stack”
710 Reshape: “BoxPredictor_5/Reshape”
711 Const: “BoxPredictor_5/stack_1/1”
712 Const: “BoxPredictor_5/stack_1/2”
713 Pack: “BoxPredictor_5/stack_1”
714 Reshape: “BoxPredictor_5/Reshape_1”
715 Const: “concat/axis”
716 ConcatV2: “concat”
717 Squeeze: “Squeeze”
718 Shape: “Postprocessor/Shape”
719 Const: “concat_1/axis”
720 ConcatV2: “concat_1”
721 Const: “Postprocessor/strided_slice/stack”
722 Const: “Postprocessor/strided_slice/stack_1”
723 Const: “Postprocessor/strided_slice/stack_2”
724 StridedSlice: “Postprocessor/strided_slice”
725 Const: “Postprocessor/ExpandDims/dim”
726 ExpandDims: “Postprocessor/ExpandDims”
727 Const: “Postprocessor/Tile/multiples/1”
728 Const: “Postprocessor/Tile/multiples/2”
729 Pack: “Postprocessor/Tile/multiples”
730 Tile: “Postprocessor/Tile”
731 Const: “Postprocessor/Reshape/shape”
732 Reshape: “Postprocessor/Reshape”
733 Const: “Postprocessor/Decode/get_center_coordinates_and_sizes/transpose/sub_1/_235__cf__238”
734 Transpose: “Postprocessor/Decode/get_center_coordinates_and_sizes/transpose”
735 Unpack: “Postprocessor/Decode/get_center_coordinates_and_sizes/unstack”
736 Sub: “Postprocessor/Decode/get_center_coordinates_and_sizes/sub”
737 Sub: “Postprocessor/Decode/get_center_coordinates_and_sizes/sub_1”
738 Const: “Postprocessor/Reshape_1/shape”
739 Reshape: “Postprocessor/Reshape_1”
740 Const: “Postprocessor/Decode/transpose/sub_1/_236__cf__239”
741 Transpose: “Postprocessor/Decode/transpose”
742 Unpack: “Postprocessor/Decode/unstack”
743 Const: “Postprocessor/Decode/get_center_coordinates_and_sizes/div/y”
744 RealDiv: “Postprocessor/Decode/get_center_coordinates_and_sizes/div”
745 Add: “Postprocessor/Decode/get_center_coordinates_and_sizes/add”
746 Const: “Postprocessor/Decode/get_center_coordinates_and_sizes/div_1/y”
747 RealDiv: “Postprocessor/Decode/get_center_coordinates_and_sizes/div_1”
748 Add: “Postprocessor/Decode/get_center_coordinates_and_sizes/add_1”
749 Const: “Postprocessor/Decode/div/y”
750 RealDiv: “Postprocessor/Decode/div”
751 Mul: “Postprocessor/Decode/mul_2”
752 Add: “Postprocessor/Decode/add”
753 Const: “Postprocessor/Decode/div_1/y”
754 RealDiv: “Postprocessor/Decode/div_1”
755 Mul: “Postprocessor/Decode/mul_3”
756 Add: "Postprocessor/De

754 RealDiv: “Postprocessor/Decode/div_1”
755 Mul: “Postprocessor/Decode/mul_3”
756 Add: “Postprocessor/Decode/add_1”
757 Const: “Postprocessor/Decode/div_2/y”
758 RealDiv: “Postprocessor/Decode/div_2”
759 Exp: “Postprocessor/Decode/Exp_1”
760 Mul: “Postprocessor/Decode/mul_1”
761 Const: “Postprocessor/Decode/div_3/y”
762 RealDiv: “Postprocessor/Decode/div_3”
763 Exp: “Postprocessor/Decode/Exp”
764 Mul: “Postprocessor/Decode/mul”
765 Const: “Postprocessor/Decode/div_4/y”
766 RealDiv: “Postprocessor/Decode/div_4”
767 Sub: “Postprocessor/Decode/sub”
768 Const: “Postprocessor/Decode/div_5/y”
769 RealDiv: “Postprocessor/Decode/div_5”
770 Sub: “Postprocessor/Decode/sub_1”
771 Const: “Postprocessor/Decode/div_6/y”
772 RealDiv: “Postprocessor/Decode/div_6”
773 Add: “Postprocessor/Decode/add_2”
774 Const: “Postprocessor/Decode/div_7/y”
775 RealDiv: “Postprocessor/Decode/div_7”
776 Add: “Postprocessor/Decode/add_3”
777 Pack: “Postprocessor/Decode/stack”
778 Const: “Postprocessor/Decode/transpose_1/sub_1/_182__cf__185”
779 Transpose: “Postprocessor/Decode/transpose_1”
780 Const: “Postprocessor/stack/1”
781 Const: “Postprocessor/stack/2”
782 Pack: “Postprocessor/stack”
783 Reshape: “Postprocessor/Reshape_2”
784 Const: “Postprocessor/ExpandDims_1/dim”
785 ExpandDims: “Postprocessor/ExpandDims_1”
786 Shape: “Postprocessor/BatchMultiClassNonMaxSuppression/Shape”
787 Shape: “Postprocessor/BatchMultiClassNonMaxSuppression/map/Shape”
788 Shape: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/Shape”
789 Const: “Postprocessor/scale_logits/y”
790 RealDiv: “Postprocessor/scale_logits”
791 Sigmoid: “Postprocessor/convert_scores”
792 Const: “Postprocessor/Slice/begin”
793 Const: “Postprocessor/Slice/size”
794 Slice: “Postprocessor/Slice”
795 Shape: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/Shape”
796 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/strided_slice/stack”
797 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/strided_slice/stack_1”
798 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/strided_slice/stack_2”
799 StridedSlice: “Postprocessor/BatchMultiClassNonMaxSuppression/strided_slice”
800 Pack: “Postprocessor/BatchMultiClassNonMaxSuppression/ones/shape”
801 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/ones/Const”
802 Fill: “Postprocessor/BatchMultiClassNonMaxSuppression/ones”
803 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/mul/y”
804 Mul: “Postprocessor/BatchMultiClassNonMaxSuppression/mul”
805 Shape: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_4/Shape”
806 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/strided_slice/stack”
807 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/strided_slice/stack_1”
808 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/strided_slice/stack_2”
809 StridedSlice: “Postprocessor/BatchMultiClassNonMaxSuppression/map/strided_slice”
810 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray”
811 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayReadV3/Enter”
812 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray_1”
813 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayReadV3_1/Enter”
814 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray_3”
815 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayReadV3_3/Enter”
816 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray_4”
817 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayReadV3_4/Enter”
818 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray_5”
819 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Enter_1”
820 Merge: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Merge_1”
821 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite/TensorArrayWriteV3/Enter”
822 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray_6”
823 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Enter_2”
824 Merge: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Merge_2”
825 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_1/TensorArrayWriteV3/Enter”
826 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray_7”
827 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Enter_3”
828 Merge: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Merge_3”
829 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_2/TensorArrayWriteV3/Enter”
830 TensorArrayV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArray_9”
831 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Enter_5”
832 Merge: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Merge_5”
833 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_4/TensorArrayWriteV3/Enter”
834 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Less/Enter”
835 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/strided_slice/stack”
836 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/strided_slice/stack_1”
837 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/strided_slice/stack_2”
838 StridedSlice: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/strided_slice”
839 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/range/start”
840 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/range/delta”
841 Range: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/range”
842 TensorArrayScatterV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3”
843 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayReadV3/Enter_1”
844 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/strided_slice/stack”
845 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/strided_slice/stack_1”
846 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/strided_slice/stack_2”
847 StridedSlice: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/strided_slice”
848 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/start”
849 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range/delta”
850 Range: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/range”
851 TensorArrayScatterV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_1/TensorArrayScatter/TensorArrayScatterV3”
852 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayReadV3_1/Enter_1”
853 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/strided_slice/stack”
854 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/strided_slice/stack_1”
855 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/strided_slice/stack_2”
856 StridedSlice: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/strided_slice”
857 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/range/start”
858 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/range/delta”
859 Range: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/range”
860 TensorArrayScatterV3: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_3/TensorArrayScatter/TensorArrayScatterV3”
861 Enter: “Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayReadV3_3/Enter_1”
862 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_4/strided_slice/stack”
863 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_4/strided_slice/stack_1”
864 Const: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_4/strided_slice/stack_2”
865 StridedSlice: “Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayUnstack_4/strided_slice”
866 Const: "Postprocessor/BatchMultiClassNonMaxSuppress

The nodes are pasted in file below

https://docs.google.com/document/d/1U13tyn1e0ewkNRtjKqU9-4aHjCn3xUHSpX5S2Q_y9HA/edit

@nikolasmarkou,

I solved problem. Please change your config like this:

namespace_plugin_map = {
    "MultipleGridAnchorGenerator": PriorBox,
    "Postprocessor": NMS,
    "Preprocessor": Input,
    # "ToFloat": Input,
    # "image_tensor": Input,
    "MultipleGridAnchorGenerator/Concatenate": concat_priorbox,
    "concat": concat_box_loc,
    "concat_1": concat_box_conf,
}

namespace_remove = {
    "ToFloat",
    "image_tensor",
    "Preprocessor/map/TensorArrayStack_1/TensorArrayGatherV3",
}

def preprocess(dynamic_graph):
    # remove the unrelated or error layers
    dynamic_graph.remove(dynamic_graph.find_nodes_by_path(namespace_remove), remove_exclusive_dependencies=False)

    # Now create a new graph by collapsing namespaces
    dynamic_graph.collapse_namespaces(namespace_plugin_map)
    # Remove the outputs, so we just have a single output node (NMS).
    dynamic_graph.remove(dynamic_graph.graph_outputs, remove_exclusive_dependencies=False)

    # Remove the Squeeze to avoid "Assertion `isPlugin(layerName)' failed"
    Squeeze = dynamic_graph.find_node_inputs_by_name(dynamic_graph.graph_outputs[0], 'Squeeze')
    dynamic_graph.forward_inputs(Squeeze)

@nikolasmarkou,

I solved problem. Please change your config like this:

namespace_plugin_map = {
    "MultipleGridAnchorGenerator": PriorBox,
    "Postprocessor": NMS,
    "Preprocessor": Input,
    # "ToFloat": Input,
    # "image_tensor": Input,
    "MultipleGridAnchorGenerator/Concatenate": concat_priorbox,
    "concat": concat_box_loc,
    "concat_1": concat_box_conf,
}

namespace_remove = {
    "ToFloat",
    "image_tensor",
    "Preprocessor/map/TensorArrayStack_1/TensorArrayGatherV3",
}

def preprocess(dynamic_graph):
    # remove the unrelated or error layers
    dynamic_graph.remove(dynamic_graph.find_nodes_by_path(namespace_remove), remove_exclusive_dependencies=False)

    # Now create a new graph by collapsing namespaces
    dynamic_graph.collapse_namespaces(namespace_plugin_map)
    # Remove the outputs, so we just have a single output node (NMS).
    dynamic_graph.remove(dynamic_graph.graph_outputs, remove_exclusive_dependencies=False)

    # Remove the Squeeze to avoid "Assertion `isPlugin(layerName)' failed"
    Squeeze = dynamic_graph.find_node_inputs_by_name(dynamic_graph.graph_outputs[0], 'Squeeze')
    dynamic_graph.forward_inputs(Squeeze)