AssertionError: stage_3/mid_conv7/BiasAdd:0 is not in graph

Question

AssertionError: stage_3/mid_conv7/BiasAdd:0 is not in graph

slimcdk opened this issue 5 years ago · comments

When running the run_freeze_graph.py I get this error:

$ python3 run_freeze_graph.py 
/home/christian/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
  from ._conv import register_converters as _register_converters
2019-04-02 23:13:00.829422: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] Found device 0 with properties: 
name: GeForce GTX 980 Ti major: 5 minor: 2 memoryClockRate(GHz): 1.19
pciBusID: 0000:03:00.0
totalMemory: 5.94GiB freeMemory: 5.05GiB
2019-04-02 23:13:00.829448: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1312] Adding visible gpu devices: 0
2019-04-02 23:13:01.214684: I tensorflow/core/common_runtime/gpu/gpu_device.cc:993] Creating TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 4820 MB memory) -> physical GPU (device: 0, name: GeForce GTX 980 Ti, pci bus id: 0000:03:00.0, compute capability: 5.2)
Traceback (most recent call last):
  File "run_freeze_graph.py", line 41, in <module>
    freeze_model()
  File "run_freeze_graph.py", line 37, in freeze_model
    filename_tensor_name='save/Const:0')
  File "/home/christian/anaconda3/lib/python3.6/site-packages/tensorflow/python/tools/freeze_graph.py", line 244, in freeze_graph
    saved_model_tags.split(","), checkpoint_version=checkpoint_version)
  File "/home/christian/anaconda3/lib/python3.6/site-packages/tensorflow/python/tools/freeze_graph.py", line 153, in freeze_graph_with_def_protos
    variable_names_blacklist=variable_names_blacklist)
  File "/home/christian/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/graph_util_impl.py", line 232, in convert_variables_to_constants
    inference_graph = extract_sub_graph(input_graph_def, output_node_names)
  File "/home/christian/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/graph_util_impl.py", line 174, in extract_sub_graph
    _assert_nodes_are_present(name_to_node, dest_nodes)
  File "/home/christian/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/graph_util_impl.py", line 133, in _assert_nodes_are_present
    assert d in name_to_node, "%s is not in graph" % d
AssertionError: stage_3/mid_conv7/BiasAdd:0 is not in graph

I've tested on multiple systems, with configurations of:
Ubuntu 16.04, 18.04
Windows 10 (build 1809)
Nvidia driver: 384, 390, 410, 418
CUDA: 8/9/9.1
cuDNN: 7
Tensorflow 1.4, 1.5, 1.6
Python 2.7, 3.5.2, 3.6.5, 3.6.7
The bold text is the current configuration of above error.

Running on a GTX 980TI and i7-5930K.
None of the above works on freeze_graph, but the live inference of webcam feed works great tho!

C H R I S T I A N · Answer 1 · Wed Apr 03 2019 06:01:58 GMT+0800 (China Standard Time)

Alright. I did a little research and found that this code snippet, will print out all of the node names.

get_node_names.py

import tensorflow as tf


def main(argv):
    saver = tf.train.import_meta_graph('models/weights/cpm_hand.meta')
    sess = tf.Session()
    saver.restore(sess, 'models/weights/cpm_hand')
    graph = sess.graph

    for node in graph.as_graph_def().node:
        print(node.name)


if __name__ == '__main__':
    tf.app.run()

Looking through the output (see full output below), I see that no output_node_names = 'stage_3/mid_conv7/BiasAdd:0' exist, but output_node_names = 'stage_3/mid_conv7/BiasAdd' does.
This change did not return any error, but created cpm_hand_frozen.pb and graph_frozen.pb files with the message Converted 62 variables to const ops..

$ python3 get_node_names.py
input_placeholer
cmap_placeholder
gt_hmap_placeholder
pooled_center_map/center_map/AvgPool
sub_stages/sub_conv1/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv1/kernel/Initializer/random_uniform/min
sub_stages/sub_conv1/kernel/Initializer/random_uniform/max
sub_stages/sub_conv1/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv1/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv1/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv1/kernel/Initializer/random_uniform
sub_stages/sub_conv1/kernel
sub_stages/sub_conv1/kernel/Assign
sub_stages/sub_conv1/kernel/read
sub_stages/sub_conv1/bias/Initializer/zeros
sub_stages/sub_conv1/bias
sub_stages/sub_conv1/bias/Assign
sub_stages/sub_conv1/bias/read
sub_stages/sub_conv1/convolution/Shape
sub_stages/sub_conv1/convolution/dilation_rate
sub_stages/sub_conv1/convolution
sub_stages/sub_conv1/BiasAdd
sub_stages/sub_conv1/Relu
sub_stages/transpose/perm
sub_stages/transpose
sub_stages/conv1_kernel/tag
sub_stages/conv1_kernel
sub_stages/Mean/reduction_indices
sub_stages/Mean
sub_stages/conv1_feature_map/tag
sub_stages/conv1_feature_map
sub_stages/sub_conv2/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv2/kernel/Initializer/random_uniform/min
sub_stages/sub_conv2/kernel/Initializer/random_uniform/max
sub_stages/sub_conv2/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv2/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv2/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv2/kernel/Initializer/random_uniform
sub_stages/sub_conv2/kernel
sub_stages/sub_conv2/kernel/Assign
sub_stages/sub_conv2/kernel/read
sub_stages/sub_conv2/bias/Initializer/zeros
sub_stages/sub_conv2/bias
sub_stages/sub_conv2/bias/Assign
sub_stages/sub_conv2/bias/read
sub_stages/sub_conv2/convolution/Shape
sub_stages/sub_conv2/convolution/dilation_rate
sub_stages/sub_conv2/convolution
sub_stages/sub_conv2/BiasAdd
sub_stages/sub_conv2/Relu
sub_stages/sub_pool1/MaxPool
sub_stages/sub_conv3/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv3/kernel/Initializer/random_uniform/min
sub_stages/sub_conv3/kernel/Initializer/random_uniform/max
sub_stages/sub_conv3/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv3/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv3/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv3/kernel/Initializer/random_uniform
sub_stages/sub_conv3/kernel
sub_stages/sub_conv3/kernel/Assign
sub_stages/sub_conv3/kernel/read
sub_stages/sub_conv3/bias/Initializer/zeros
sub_stages/sub_conv3/bias
sub_stages/sub_conv3/bias/Assign
sub_stages/sub_conv3/bias/read
sub_stages/sub_conv3/convolution/Shape
sub_stages/sub_conv3/convolution/dilation_rate
sub_stages/sub_conv3/convolution
sub_stages/sub_conv3/BiasAdd
sub_stages/sub_conv3/Relu
sub_stages/sub_conv4/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv4/kernel/Initializer/random_uniform/min
sub_stages/sub_conv4/kernel/Initializer/random_uniform/max
sub_stages/sub_conv4/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv4/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv4/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv4/kernel/Initializer/random_uniform
sub_stages/sub_conv4/kernel
sub_stages/sub_conv4/kernel/Assign
sub_stages/sub_conv4/kernel/read
sub_stages/sub_conv4/bias/Initializer/zeros
sub_stages/sub_conv4/bias
sub_stages/sub_conv4/bias/Assign
sub_stages/sub_conv4/bias/read
sub_stages/sub_conv4/convolution/Shape
sub_stages/sub_conv4/convolution/dilation_rate
sub_stages/sub_conv4/convolution
sub_stages/sub_conv4/BiasAdd
sub_stages/sub_conv4/Relu
sub_stages/sub_pool2/MaxPool
sub_stages/sub_conv5/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv5/kernel/Initializer/random_uniform/min
sub_stages/sub_conv5/kernel/Initializer/random_uniform/max
sub_stages/sub_conv5/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv5/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv5/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv5/kernel/Initializer/random_uniform
sub_stages/sub_conv5/kernel
sub_stages/sub_conv5/kernel/Assign
sub_stages/sub_conv5/kernel/read
sub_stages/sub_conv5/bias/Initializer/zeros
sub_stages/sub_conv5/bias
sub_stages/sub_conv5/bias/Assign
sub_stages/sub_conv5/bias/read
sub_stages/sub_conv5/convolution/Shape
sub_stages/sub_conv5/convolution/dilation_rate
sub_stages/sub_conv5/convolution
sub_stages/sub_conv5/BiasAdd
sub_stages/sub_conv5/Relu
sub_stages/sub_conv6/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv6/kernel/Initializer/random_uniform/min
sub_stages/sub_conv6/kernel/Initializer/random_uniform/max
sub_stages/sub_conv6/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv6/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv6/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv6/kernel/Initializer/random_uniform
sub_stages/sub_conv6/kernel
sub_stages/sub_conv6/kernel/Assign
sub_stages/sub_conv6/kernel/read
sub_stages/sub_conv6/bias/Initializer/zeros
sub_stages/sub_conv6/bias
sub_stages/sub_conv6/bias/Assign
sub_stages/sub_conv6/bias/read
sub_stages/sub_conv6/convolution/Shape
sub_stages/sub_conv6/convolution/dilation_rate
sub_stages/sub_conv6/convolution
sub_stages/sub_conv6/BiasAdd
sub_stages/sub_conv6/Relu
sub_stages/sub_conv7/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv7/kernel/Initializer/random_uniform/min
sub_stages/sub_conv7/kernel/Initializer/random_uniform/max
sub_stages/sub_conv7/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv7/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv7/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv7/kernel/Initializer/random_uniform
sub_stages/sub_conv7/kernel
sub_stages/sub_conv7/kernel/Assign
sub_stages/sub_conv7/kernel/read
sub_stages/sub_conv7/bias/Initializer/zeros
sub_stages/sub_conv7/bias
sub_stages/sub_conv7/bias/Assign
sub_stages/sub_conv7/bias/read
sub_stages/sub_conv7/convolution/Shape
sub_stages/sub_conv7/convolution/dilation_rate
sub_stages/sub_conv7/convolution
sub_stages/sub_conv7/BiasAdd
sub_stages/sub_conv7/Relu
sub_stages/sub_conv8/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv8/kernel/Initializer/random_uniform/min
sub_stages/sub_conv8/kernel/Initializer/random_uniform/max
sub_stages/sub_conv8/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv8/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv8/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv8/kernel/Initializer/random_uniform
sub_stages/sub_conv8/kernel
sub_stages/sub_conv8/kernel/Assign
sub_stages/sub_conv8/kernel/read
sub_stages/sub_conv8/bias/Initializer/zeros
sub_stages/sub_conv8/bias
sub_stages/sub_conv8/bias/Assign
sub_stages/sub_conv8/bias/read
sub_stages/sub_conv8/convolution/Shape
sub_stages/sub_conv8/convolution/dilation_rate
sub_stages/sub_conv8/convolution
sub_stages/sub_conv8/BiasAdd
sub_stages/sub_conv8/Relu
sub_stages/sub_pool3/MaxPool
sub_stages/sub_conv9/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv9/kernel/Initializer/random_uniform/min
sub_stages/sub_conv9/kernel/Initializer/random_uniform/max
sub_stages/sub_conv9/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv9/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv9/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv9/kernel/Initializer/random_uniform
sub_stages/sub_conv9/kernel
sub_stages/sub_conv9/kernel/Assign
sub_stages/sub_conv9/kernel/read
sub_stages/sub_conv9/bias/Initializer/zeros
sub_stages/sub_conv9/bias
sub_stages/sub_conv9/bias/Assign
sub_stages/sub_conv9/bias/read
sub_stages/sub_conv9/convolution/Shape
sub_stages/sub_conv9/convolution/dilation_rate
sub_stages/sub_conv9/convolution
sub_stages/sub_conv9/BiasAdd
sub_stages/sub_conv9/Relu
sub_stages/sub_conv10/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv10/kernel/Initializer/random_uniform/min
sub_stages/sub_conv10/kernel/Initializer/random_uniform/max
sub_stages/sub_conv10/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv10/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv10/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv10/kernel/Initializer/random_uniform
sub_stages/sub_conv10/kernel
sub_stages/sub_conv10/kernel/Assign
sub_stages/sub_conv10/kernel/read
sub_stages/sub_conv10/bias/Initializer/zeros
sub_stages/sub_conv10/bias
sub_stages/sub_conv10/bias/Assign
sub_stages/sub_conv10/bias/read
sub_stages/sub_conv10/convolution/Shape
sub_stages/sub_conv10/convolution/dilation_rate
sub_stages/sub_conv10/convolution
sub_stages/sub_conv10/BiasAdd
sub_stages/sub_conv10/Relu
sub_stages/sub_conv11/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv11/kernel/Initializer/random_uniform/min
sub_stages/sub_conv11/kernel/Initializer/random_uniform/max
sub_stages/sub_conv11/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv11/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv11/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv11/kernel/Initializer/random_uniform
sub_stages/sub_conv11/kernel
sub_stages/sub_conv11/kernel/Assign
sub_stages/sub_conv11/kernel/read
sub_stages/sub_conv11/bias/Initializer/zeros
sub_stages/sub_conv11/bias
sub_stages/sub_conv11/bias/Assign
sub_stages/sub_conv11/bias/read
sub_stages/sub_conv11/convolution/Shape
sub_stages/sub_conv11/convolution/dilation_rate
sub_stages/sub_conv11/convolution
sub_stages/sub_conv11/BiasAdd
sub_stages/sub_conv11/Relu
sub_stages/sub_conv12/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv12/kernel/Initializer/random_uniform/min
sub_stages/sub_conv12/kernel/Initializer/random_uniform/max
sub_stages/sub_conv12/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv12/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv12/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv12/kernel/Initializer/random_uniform
sub_stages/sub_conv12/kernel
sub_stages/sub_conv12/kernel/Assign
sub_stages/sub_conv12/kernel/read
sub_stages/sub_conv12/bias/Initializer/zeros
sub_stages/sub_conv12/bias
sub_stages/sub_conv12/bias/Assign
sub_stages/sub_conv12/bias/read
sub_stages/sub_conv12/convolution/Shape
sub_stages/sub_conv12/convolution/dilation_rate
sub_stages/sub_conv12/convolution
sub_stages/sub_conv12/BiasAdd
sub_stages/sub_conv12/Relu
sub_stages/sub_conv13/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv13/kernel/Initializer/random_uniform/min
sub_stages/sub_conv13/kernel/Initializer/random_uniform/max
sub_stages/sub_conv13/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv13/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv13/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv13/kernel/Initializer/random_uniform
sub_stages/sub_conv13/kernel
sub_stages/sub_conv13/kernel/Assign
sub_stages/sub_conv13/kernel/read
sub_stages/sub_conv13/bias/Initializer/zeros
sub_stages/sub_conv13/bias
sub_stages/sub_conv13/bias/Assign
sub_stages/sub_conv13/bias/read
sub_stages/sub_conv13/convolution/Shape
sub_stages/sub_conv13/convolution/dilation_rate
sub_stages/sub_conv13/convolution
sub_stages/sub_conv13/BiasAdd
sub_stages/sub_conv13/Relu
sub_stages/sub_conv14/kernel/Initializer/random_uniform/shape
sub_stages/sub_conv14/kernel/Initializer/random_uniform/min
sub_stages/sub_conv14/kernel/Initializer/random_uniform/max
sub_stages/sub_conv14/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_conv14/kernel/Initializer/random_uniform/sub
sub_stages/sub_conv14/kernel/Initializer/random_uniform/mul
sub_stages/sub_conv14/kernel/Initializer/random_uniform
sub_stages/sub_conv14/kernel
sub_stages/sub_conv14/kernel/Assign
sub_stages/sub_conv14/kernel/read
sub_stages/sub_conv14/bias/Initializer/zeros
sub_stages/sub_conv14/bias
sub_stages/sub_conv14/bias/Assign
sub_stages/sub_conv14/bias/read
sub_stages/sub_conv14/convolution/Shape
sub_stages/sub_conv14/convolution/dilation_rate
sub_stages/sub_conv14/convolution
sub_stages/sub_conv14/BiasAdd
sub_stages/sub_conv14/Relu
sub_stages/sub_stage_img_feature/kernel/Initializer/random_uniform/shape
sub_stages/sub_stage_img_feature/kernel/Initializer/random_uniform/min
sub_stages/sub_stage_img_feature/kernel/Initializer/random_uniform/max
sub_stages/sub_stage_img_feature/kernel/Initializer/random_uniform/RandomUniform
sub_stages/sub_stage_img_feature/kernel/Initializer/random_uniform/sub
sub_stages/sub_stage_img_feature/kernel/Initializer/random_uniform/mul
sub_stages/sub_stage_img_feature/kernel/Initializer/random_uniform
sub_stages/sub_stage_img_feature/kernel
sub_stages/sub_stage_img_feature/kernel/Assign
sub_stages/sub_stage_img_feature/kernel/read
sub_stages/sub_stage_img_feature/bias/Initializer/zeros
sub_stages/sub_stage_img_feature/bias
sub_stages/sub_stage_img_feature/bias/Assign
sub_stages/sub_stage_img_feature/bias/read
sub_stages/sub_stage_img_feature/convolution/Shape
sub_stages/sub_stage_img_feature/convolution/dilation_rate
sub_stages/sub_stage_img_feature/convolution
sub_stages/sub_stage_img_feature/BiasAdd
sub_stages/sub_stage_img_feature/Relu
stage_1/conv1/kernel/Initializer/random_uniform/shape
stage_1/conv1/kernel/Initializer/random_uniform/min
stage_1/conv1/kernel/Initializer/random_uniform/max
stage_1/conv1/kernel/Initializer/random_uniform/RandomUniform
stage_1/conv1/kernel/Initializer/random_uniform/sub
stage_1/conv1/kernel/Initializer/random_uniform/mul
stage_1/conv1/kernel/Initializer/random_uniform
stage_1/conv1/kernel
stage_1/conv1/kernel/Assign
stage_1/conv1/kernel/read
stage_1/conv1/bias/Initializer/zeros
stage_1/conv1/bias
stage_1/conv1/bias/Assign
stage_1/conv1/bias/read
stage_1/conv1/convolution/Shape
stage_1/conv1/convolution/dilation_rate
stage_1/conv1/convolution
stage_1/conv1/BiasAdd
stage_1/conv1/Relu
stage_1/stage_heatmap/kernel/Initializer/random_uniform/shape
stage_1/stage_heatmap/kernel/Initializer/random_uniform/min
stage_1/stage_heatmap/kernel/Initializer/random_uniform/max
stage_1/stage_heatmap/kernel/Initializer/random_uniform/RandomUniform
stage_1/stage_heatmap/kernel/Initializer/random_uniform/sub
stage_1/stage_heatmap/kernel/Initializer/random_uniform/mul
stage_1/stage_heatmap/kernel/Initializer/random_uniform
stage_1/stage_heatmap/kernel
stage_1/stage_heatmap/kernel/Assign
stage_1/stage_heatmap/kernel/read
stage_1/stage_heatmap/bias/Initializer/zeros
stage_1/stage_heatmap/bias
stage_1/stage_heatmap/bias/Assign
stage_1/stage_heatmap/bias/read
stage_1/stage_heatmap/convolution/Shape
stage_1/stage_heatmap/convolution/dilation_rate
stage_1/stage_heatmap/convolution
stage_1/stage_heatmap/BiasAdd
stage_2/concat/axis
stage_2/concat
stage_2/mid_conv1/kernel/Initializer/random_uniform/shape
stage_2/mid_conv1/kernel/Initializer/random_uniform/min
stage_2/mid_conv1/kernel/Initializer/random_uniform/max
stage_2/mid_conv1/kernel/Initializer/random_uniform/RandomUniform
stage_2/mid_conv1/kernel/Initializer/random_uniform/sub
stage_2/mid_conv1/kernel/Initializer/random_uniform/mul
stage_2/mid_conv1/kernel/Initializer/random_uniform
stage_2/mid_conv1/kernel
stage_2/mid_conv1/kernel/Assign
stage_2/mid_conv1/kernel/read
stage_2/mid_conv1/bias/Initializer/zeros
stage_2/mid_conv1/bias
stage_2/mid_conv1/bias/Assign
stage_2/mid_conv1/bias/read
stage_2/mid_conv1/convolution/Shape
stage_2/mid_conv1/convolution/dilation_rate
stage_2/mid_conv1/convolution
stage_2/mid_conv1/BiasAdd
stage_2/mid_conv1/Relu
stage_2/mid_conv2/kernel/Initializer/random_uniform/shape
stage_2/mid_conv2/kernel/Initializer/random_uniform/min
stage_2/mid_conv2/kernel/Initializer/random_uniform/max
stage_2/mid_conv2/kernel/Initializer/random_uniform/RandomUniform
stage_2/mid_conv2/kernel/Initializer/random_uniform/sub
stage_2/mid_conv2/kernel/Initializer/random_uniform/mul
stage_2/mid_conv2/kernel/Initializer/random_uniform
stage_2/mid_conv2/kernel
stage_2/mid_conv2/kernel/Assign
stage_2/mid_conv2/kernel/read
stage_2/mid_conv2/bias/Initializer/zeros
stage_2/mid_conv2/bias
stage_2/mid_conv2/bias/Assign
stage_2/mid_conv2/bias/read
stage_2/mid_conv2/convolution/Shape
stage_2/mid_conv2/convolution/dilation_rate
stage_2/mid_conv2/convolution
stage_2/mid_conv2/BiasAdd
stage_2/mid_conv2/Relu
stage_2/mid_conv3/kernel/Initializer/random_uniform/shape
stage_2/mid_conv3/kernel/Initializer/random_uniform/min
stage_2/mid_conv3/kernel/Initializer/random_uniform/max
stage_2/mid_conv3/kernel/Initializer/random_uniform/RandomUniform
stage_2/mid_conv3/kernel/Initializer/random_uniform/sub
stage_2/mid_conv3/kernel/Initializer/random_uniform/mul
stage_2/mid_conv3/kernel/Initializer/random_uniform
stage_2/mid_conv3/kernel
stage_2/mid_conv3/kernel/Assign
stage_2/mid_conv3/kernel/read
stage_2/mid_conv3/bias/Initializer/zeros
stage_2/mid_conv3/bias
stage_2/mid_conv3/bias/Assign
stage_2/mid_conv3/bias/read
stage_2/mid_conv3/convolution/Shape
stage_2/mid_conv3/convolution/dilation_rate
stage_2/mid_conv3/convolution
stage_2/mid_conv3/BiasAdd
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Assign_85
Assign_86/value
Assign_86
Assign_87/value
Assign_87
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Assign_88
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Assign_89
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Assign_90
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Assign_91
Assign_92/value
Assign_92
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Assign_93
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Assign_94
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Assign_95
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Assign_96
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Assign_98
Assign_99/value
Assign_99
Assign_100/value
Assign_100
Assign_101/value
Assign_101
Assign_102/value
Assign_102
Assign_103/value
Assign_103

mayidu_lin · Answer 2 · Wed Dec 30 2020 16:34:30 GMT+0800 (China Standard Time)

hi， how to solve this problem? thx @slimcdk