OpenVessel / liverseg-2017-nipsws

Detection-aided Liver Lesion Segmentation
https://imatge-upc.github.io/liverseg-2017-nipsws/
MIT License
1 stars 1 forks source link

training broken #7

Open Gresliebear opened 3 years ago

Gresliebear commented 3 years ago
python main.py
WARNING:tensorflow:
The TensorFlow contrib module will not be included in TensorFlow 2.0.
For more information, please see:
  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
  * https://github.com/tensorflow/addons
  * https://github.com/tensorflow/io (for I/O related ops)
If you depend on functionality not listed there, please file an issue.

/media/sdb1/liver_open/liverseg-2017-nipsws/results
Running step: seg_liver_train

Started loading files...
Done initializing Dataset
WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver_train.py:58: The name tf.train.piecewise_constant is deprecated. Please use tf.compat.v1.train.piecewise_constant instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:378: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:383: The name tf.logging.set_verbosity is deprecated. Please use tf.compat.v1.logging.set_verbosity instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:383: The name tf.logging.INFO is deprecated. Please use tf.compat.v1.logging.INFO instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:390: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:75: The name tf.variable_scope is deprecated. Please use tf.compat.v1.variable_scope instead.

WARNING:tensorflow:From /media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/contrib/layers/python/layers/layers.py:1057: apply (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.
Instructions for updating:
Please use `layer.__call__` method instead.
WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:50: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Deprecated in favor of operator or tf.math.divide.
WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:229: The name tf.train.NewCheckpointReader is deprecated. Please use tf.compat.v1.train.NewCheckpointReader instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:256: The name tf.log is deprecated. Please use tf.math.log instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:404: The name tf.summary.scalar is deprecated. Please use tf.compat.v1.summary.scalar instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:425: The name tf.losses.get_regularization_losses is deprecated. Please use tf.compat.v1.losses.get_regularization_losses instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:436: The name tf.train.MomentumOptimizer is deprecated. Please use tf.compat.v1.train.MomentumOptimizer instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:442: The name tf.ConditionalAccumulator is deprecated. Please use tf.compat.v1.ConditionalAccumulator instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:465: The name tf.summary.merge_all is deprecated. Please use tf.compat.v1.summary.merge_all instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:468: The name tf.global_variables_initializer is deprecated. Please use tf.compat.v1.global_variables_initializer instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:474: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.

2021-03-02 00:58:16.185581: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
2021-03-02 00:58:16.207032: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 4099895000 Hz
2021-03-02 00:58:16.207306: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55cfd7706340 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2021-03-02 00:58:16.207314: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version
2021-03-02 00:58:16.208092: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory
2021-03-02 00:58:16.208100: E tensorflow/stream_executor/cuda/cuda_driver.cc:318] failed call to cuInit: UNKNOWN ERROR (303)
2021-03-02 00:58:16.208108: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (john-desktop): /proc/driver/nvidia/version does not exist
Init variable
2021-03-02 00:58:16.242771: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
AssignAdd: CPU
Const: CPU XLA_CPU
Identity: CPU XLA_CPU
VariableV2: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  global_step (VariableV2) /device:GPU:0
  global_step/Assign (Assign) /device:GPU:0
  global_step/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/value (Const) /device:GPU:0
  optimization/take_gradients/Momentum (AssignAdd) /device:GPU:0

2021-03-02 00:58:16.242909: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv1/conv1_1/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv1/conv1_1/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv1/conv1_1/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv1/conv1_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv1/conv1_1/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv1/conv1_1/weights/Initializer/random_normal (Add)
  seg_liver/conv1/conv1_1/weights (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/read (Identity) /device:GPU:0
  save/Assign_1 (Assign) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_1/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv1/conv1_1/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.242960: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv1/conv1_1/biases/Initializer/zeros (Const)
  seg_liver/conv1/conv1_1/biases (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_1/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_1/biases/read (Identity) /device:GPU:0
  save/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_1/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv1/conv1_1/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_1/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_1/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv1/conv1_1/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243015: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv1/conv1_2/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv1/conv1_2/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv1/conv1_2/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv1/conv1_2/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv1/conv1_2/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv1/conv1_2/weights/Initializer/random_normal (Add)
  seg_liver/conv1/conv1_2/weights (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/read (Identity) /device:GPU:0
  save/Assign_3 (Assign) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_2/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv1/conv1_2/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243062: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv1/conv1_2/biases/Initializer/zeros (Const)
  seg_liver/conv1/conv1_2/biases (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_2/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_2/biases/read (Identity) /device:GPU:0
  save/Assign_2 (Assign) /device:GPU:0
  seg_liver/conv1/conv1_2/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv1/conv1_2/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv1/conv1_2/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv1/conv1_2/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv1/conv1_2/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243117: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv2/conv2_1/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv2/conv2_1/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv2/conv2_1/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv2/conv2_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv2/conv2_1/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv2/conv2_1/weights/Initializer/random_normal (Add)
  seg_liver/conv2/conv2_1/weights (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/read (Identity) /device:GPU:0
  save/Assign_5 (Assign) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_1/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv2/conv2_1/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243163: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv2/conv2_1/biases/Initializer/zeros (Const)
  seg_liver/conv2/conv2_1/biases (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_1/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_1/biases/read (Identity) /device:GPU:0
  save/Assign_4 (Assign) /device:GPU:0
  seg_liver/conv2/conv2_1/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv2/conv2_1/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_1/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_1/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv2/conv2_1/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243250: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv2/conv2_2/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv2/conv2_2/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv2/conv2_2/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv2/conv2_2/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv2/conv2_2/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv2/conv2_2/weights/Initializer/random_normal (Add)
  seg_liver/conv2/conv2_2/weights (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/read (Identity) /device:GPU:0
  save/Assign_7 (Assign) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_2/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv2/conv2_2/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243326: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv2/conv2_2/biases/Initializer/zeros (Const)
  seg_liver/conv2/conv2_2/biases (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_2/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_2/biases/read (Identity) /device:GPU:0
  save/Assign_6 (Assign) /device:GPU:0
  seg_liver/conv2/conv2_2/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv2/conv2_2/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv2/conv2_2/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv2/conv2_2/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv2/conv2_2/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243411: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3/conv3_1/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv3/conv3_1/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv3/conv3_1/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv3/conv3_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv3/conv3_1/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv3/conv3_1/weights/Initializer/random_normal (Add)
  seg_liver/conv3/conv3_1/weights (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/read (Identity) /device:GPU:0
  save/Assign_9 (Assign) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_1/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3/conv3_1/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243488: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3/conv3_1/biases/Initializer/zeros (Const)
  seg_liver/conv3/conv3_1/biases (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_1/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_1/biases/read (Identity) /device:GPU:0
  save/Assign_8 (Assign) /device:GPU:0
  seg_liver/conv3/conv3_1/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv3/conv3_1/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_1/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_1/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3/conv3_1/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243574: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3/conv3_2/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv3/conv3_2/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv3/conv3_2/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv3/conv3_2/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv3/conv3_2/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv3/conv3_2/weights/Initializer/random_normal (Add)
  seg_liver/conv3/conv3_2/weights (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/read (Identity) /device:GPU:0
  save/Assign_11 (Assign) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_2/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3/conv3_2/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243651: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3/conv3_2/biases/Initializer/zeros (Const)
  seg_liver/conv3/conv3_2/biases (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_2/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_2/biases/read (Identity) /device:GPU:0
  save/Assign_10 (Assign) /device:GPU:0
  seg_liver/conv3/conv3_2/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv3/conv3_2/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_2/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_2/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3/conv3_2/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243721: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3/conv3_3/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv3/conv3_3/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv3/conv3_3/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv3/conv3_3/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv3/conv3_3/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv3/conv3_3/weights/Initializer/random_normal (Add)
  seg_liver/conv3/conv3_3/weights (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/read (Identity) /device:GPU:0
  save/Assign_13 (Assign) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_3/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3/conv3_3/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243817: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3/conv3_3/biases/Initializer/zeros (Const)
  seg_liver/conv3/conv3_3/biases (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_3/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_3/biases/read (Identity) /device:GPU:0
  save/Assign_12 (Assign) /device:GPU:0
  seg_liver/conv3/conv3_3/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv3/conv3_3/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3/conv3_3/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3/conv3_3/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3/conv3_3/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243888: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4/conv4_1/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv4/conv4_1/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv4/conv4_1/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv4/conv4_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv4/conv4_1/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv4/conv4_1/weights/Initializer/random_normal (Add)
  seg_liver/conv4/conv4_1/weights (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/read (Identity) /device:GPU:0
  save/Assign_15 (Assign) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_1/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4/conv4_1/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.243945: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4/conv4_1/biases/Initializer/zeros (Const)
  seg_liver/conv4/conv4_1/biases (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_1/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_1/biases/read (Identity) /device:GPU:0
  save/Assign_14 (Assign) /device:GPU:0
  seg_liver/conv4/conv4_1/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv4/conv4_1/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_1/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_1/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4/conv4_1/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244008: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4/conv4_2/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv4/conv4_2/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv4/conv4_2/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv4/conv4_2/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv4/conv4_2/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv4/conv4_2/weights/Initializer/random_normal (Add)
  seg_liver/conv4/conv4_2/weights (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/read (Identity) /device:GPU:0
  save/Assign_17 (Assign) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_2/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4/conv4_2/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244066: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4/conv4_2/biases/Initializer/zeros (Const)
  seg_liver/conv4/conv4_2/biases (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_2/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_2/biases/read (Identity) /device:GPU:0
  save/Assign_16 (Assign) /device:GPU:0
  seg_liver/conv4/conv4_2/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv4/conv4_2/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_2/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_2/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4/conv4_2/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244129: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4/conv4_3/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv4/conv4_3/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv4/conv4_3/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv4/conv4_3/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv4/conv4_3/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv4/conv4_3/weights/Initializer/random_normal (Add)
  seg_liver/conv4/conv4_3/weights (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/read (Identity) /device:GPU:0
  save/Assign_19 (Assign) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_3/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4/conv4_3/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244187: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4/conv4_3/biases/Initializer/zeros (Const)
  seg_liver/conv4/conv4_3/biases (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_3/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_3/biases/read (Identity) /device:GPU:0
  save/Assign_18 (Assign) /device:GPU:0
  seg_liver/conv4/conv4_3/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv4/conv4_3/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4/conv4_3/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4/conv4_3/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4/conv4_3/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244267: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5/conv5_1/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv5/conv5_1/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv5/conv5_1/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv5/conv5_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv5/conv5_1/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv5/conv5_1/weights/Initializer/random_normal (Add)
  seg_liver/conv5/conv5_1/weights (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/read (Identity) /device:GPU:0
  save/Assign_21 (Assign) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_1/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5/conv5_1/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244336: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5/conv5_1/biases/Initializer/zeros (Const)
  seg_liver/conv5/conv5_1/biases (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_1/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_1/biases/read (Identity) /device:GPU:0
  save/Assign_20 (Assign) /device:GPU:0
  seg_liver/conv5/conv5_1/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv5/conv5_1/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_1/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_1/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5/conv5_1/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244400: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5/conv5_2/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv5/conv5_2/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv5/conv5_2/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv5/conv5_2/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv5/conv5_2/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv5/conv5_2/weights/Initializer/random_normal (Add)
  seg_liver/conv5/conv5_2/weights (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/read (Identity) /device:GPU:0
  save/Assign_23 (Assign) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_2/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5/conv5_2/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244456: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5/conv5_2/biases/Initializer/zeros (Const)
  seg_liver/conv5/conv5_2/biases (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_2/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_2/biases/read (Identity) /device:GPU:0
  save/Assign_22 (Assign) /device:GPU:0
  seg_liver/conv5/conv5_2/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv5/conv5_2/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_2/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_2/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5/conv5_2/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244517: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5/conv5_3/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv5/conv5_3/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv5/conv5_3/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv5/conv5_3/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv5/conv5_3/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv5/conv5_3/weights/Initializer/random_normal (Add)
  seg_liver/conv5/conv5_3/weights (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/read (Identity) /device:GPU:0
  save/Assign_25 (Assign) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_3/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5/conv5_3/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244573: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5/conv5_3/biases/Initializer/zeros (Const)
  seg_liver/conv5/conv5_3/biases (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_3/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_3/biases/read (Identity) /device:GPU:0
  save/Assign_24 (Assign) /device:GPU:0
  seg_liver/conv5/conv5_3/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv5/conv5_3/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5/conv5_3/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5/conv5_3/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5/conv5_3/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244634: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv2_2_16/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv2_2_16/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv2_2_16/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv2_2_16/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv2_2_16/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv2_2_16/weights/Initializer/random_normal (Add)
  seg_liver/conv2_2_16/weights (VariableV2) /device:GPU:0
  seg_liver/conv2_2_16/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv2_2_16/weights/read (Identity) /device:GPU:0
  seg_liver/conv2_2_16/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv2_2_16/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv2_2_16/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv2_2_16/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv2_2_16/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv2_2_16/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv2_2_16/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244689: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv2_2_16/biases/Initializer/zeros (Const)
  seg_liver/conv2_2_16/biases (VariableV2) /device:GPU:0
  seg_liver/conv2_2_16/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv2_2_16/biases/read (Identity) /device:GPU:0
  seg_liver/conv2_2_16/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv2_2_16/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv2_2_16/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv2_2_16/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv2_2_16/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244746: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3_3_16/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv3_3_16/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv3_3_16/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv3_3_16/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv3_3_16/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv3_3_16/weights/Initializer/random_normal (Add)
  seg_liver/conv3_3_16/weights (VariableV2) /device:GPU:0
  seg_liver/conv3_3_16/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv3_3_16/weights/read (Identity) /device:GPU:0
  seg_liver/conv3_3_16/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv3_3_16/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv3_3_16/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv3_3_16/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3_3_16/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3_3_16/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3_3_16/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244803: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv3_3_16/biases/Initializer/zeros (Const)
  seg_liver/conv3_3_16/biases (VariableV2) /device:GPU:0
  seg_liver/conv3_3_16/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv3_3_16/biases/read (Identity) /device:GPU:0
  seg_liver/conv3_3_16/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv3_3_16/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv3_3_16/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv3_3_16/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv3_3_16/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244860: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4_3_16/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv4_3_16/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv4_3_16/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv4_3_16/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv4_3_16/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv4_3_16/weights/Initializer/random_normal (Add)
  seg_liver/conv4_3_16/weights (VariableV2) /device:GPU:0
  seg_liver/conv4_3_16/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv4_3_16/weights/read (Identity) /device:GPU:0
  seg_liver/conv4_3_16/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv4_3_16/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv4_3_16/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv4_3_16/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4_3_16/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4_3_16/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4_3_16/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244918: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv4_3_16/biases/Initializer/zeros (Const)
  seg_liver/conv4_3_16/biases (VariableV2) /device:GPU:0
  seg_liver/conv4_3_16/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv4_3_16/biases/read (Identity) /device:GPU:0
  seg_liver/conv4_3_16/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv4_3_16/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv4_3_16/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv4_3_16/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv4_3_16/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.244977: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Fill: CPU XLA_CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5_3_16/weights/Initializer/random_normal/shape (Const)
  seg_liver/conv5_3_16/weights/Initializer/random_normal/mean (Const)
  seg_liver/conv5_3_16/weights/Initializer/random_normal/stddev (Const)
  seg_liver/conv5_3_16/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/conv5_3_16/weights/Initializer/random_normal/mul (Mul)
  seg_liver/conv5_3_16/weights/Initializer/random_normal (Add)
  seg_liver/conv5_3_16/weights (VariableV2) /device:GPU:0
  seg_liver/conv5_3_16/weights/Assign (Assign) /device:GPU:0
  seg_liver/conv5_3_16/weights/read (Identity) /device:GPU:0
  seg_liver/conv5_3_16/weights/Momentum/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0
  seg_liver/conv5_3_16/weights/Momentum/Initializer/zeros/Const (Const) /device:GPU:0
  seg_liver/conv5_3_16/weights/Momentum/Initializer/zeros (Fill) /device:GPU:0
  seg_liver/conv5_3_16/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5_3_16/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5_3_16/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5_3_16/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245030: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/conv5_3_16/biases/Initializer/zeros (Const)
  seg_liver/conv5_3_16/biases (VariableV2) /device:GPU:0
  seg_liver/conv5_3_16/biases/Assign (Assign) /device:GPU:0
  seg_liver/conv5_3_16/biases/read (Identity) /device:GPU:0
  seg_liver/conv5_3_16/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/conv5_3_16/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/conv5_3_16/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/conv5_3_16/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/conv5_3_16/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245084: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_2/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_2/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_2/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_2/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_2/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_2/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_2/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_2/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_2/weights/read (Identity) /device:GPU:0
  seg_liver/score-dsn_2/weights/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_2/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_2/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_2/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_2/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245138: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_2/biases/Initializer/zeros (Const)
  seg_liver/score-dsn_2/biases (VariableV2) /device:GPU:0
  seg_liver/score-dsn_2/biases/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_2/biases/read (Identity) /device:GPU:0
  seg_liver/score-dsn_2/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_2/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_2/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_2/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_2/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245192: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_3/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_3/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_3/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_3/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_3/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_3/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_3/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_3/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_3/weights/read (Identity) /device:GPU:0
  seg_liver/score-dsn_3/weights/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_3/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_3/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_3/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_3/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245244: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_3/biases/Initializer/zeros (Const)
  seg_liver/score-dsn_3/biases (VariableV2) /device:GPU:0
  seg_liver/score-dsn_3/biases/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_3/biases/read (Identity) /device:GPU:0
  seg_liver/score-dsn_3/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_3/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_3/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_3/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_3/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245297: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_4/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_4/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_4/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_4/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_4/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_4/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_4/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_4/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_4/weights/read (Identity) /device:GPU:0
  seg_liver/score-dsn_4/weights/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_4/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_4/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_4/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_4/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245351: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_4/biases/Initializer/zeros (Const)
  seg_liver/score-dsn_4/biases (VariableV2) /device:GPU:0
  seg_liver/score-dsn_4/biases/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_4/biases/read (Identity) /device:GPU:0
  seg_liver/score-dsn_4/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_4/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_4/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_4/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_4/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245406: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_5/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_5/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_5/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_5/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_5/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_5/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_5/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_5/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_5/weights/read (Identity) /device:GPU:0
  seg_liver/score-dsn_5/weights/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_5/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_5/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_5/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_5/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245458: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_5/biases/Initializer/zeros (Const)
  seg_liver/score-dsn_5/biases (VariableV2) /device:GPU:0
  seg_liver/score-dsn_5/biases/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_5/biases/read (Identity) /device:GPU:0
  seg_liver/score-dsn_5/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/score-dsn_5/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/score-dsn_5/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_5/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/score-dsn_5/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.245505: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_2-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_2-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_2-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_2-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_2-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_2-up/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_2-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_2-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_2-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.245575: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_3-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_3-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_3-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_3-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_3-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_3-up/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_3-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_3-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_3-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.245645: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_4-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_4-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_4-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_4-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_4-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_4-up/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_4-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_4-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_4-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.245718: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-dsn_5-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-dsn_5-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-dsn_5-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-dsn_5-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-dsn_5-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-dsn_5-up/weights/Initializer/random_normal (Add)
  seg_liver/score-dsn_5-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-dsn_5-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-dsn_5-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.245790: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-multi2-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-multi2-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-multi2-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-multi2-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-multi2-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-multi2-up/weights/Initializer/random_normal (Add)
  seg_liver/score-multi2-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-multi2-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-multi2-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.245859: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-multi3-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-multi3-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-multi3-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-multi3-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-multi3-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-multi3-up/weights/Initializer/random_normal (Add)
  seg_liver/score-multi3-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-multi3-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-multi3-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.245927: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-multi4-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-multi4-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-multi4-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-multi4-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-multi4-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-multi4-up/weights/Initializer/random_normal (Add)
  seg_liver/score-multi4-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-multi4-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-multi4-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.245996: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/score-multi5-up/weights/Initializer/random_normal/shape (Const)
  seg_liver/score-multi5-up/weights/Initializer/random_normal/mean (Const)
  seg_liver/score-multi5-up/weights/Initializer/random_normal/stddev (Const)
  seg_liver/score-multi5-up/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/score-multi5-up/weights/Initializer/random_normal/mul (Mul)
  seg_liver/score-multi5-up/weights/Initializer/random_normal (Add)
  seg_liver/score-multi5-up/weights (VariableV2) /device:GPU:0
  seg_liver/score-multi5-up/weights/Assign (Assign) /device:GPU:0
  seg_liver/score-multi5-up/weights/read (Identity) /device:GPU:0

2021-03-02 00:58:16.246075: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
Add: CPU XLA_CPU
Identity: CPU XLA_CPU
RandomStandardNormal: CPU XLA_CPU
VariableV2: CPU
Const: CPU XLA_CPU
Mul: CPU XLA_CPU
ApplyMomentum: CPU
Assign: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/upscore-fuse/weights/Initializer/random_normal/shape (Const)
  seg_liver/upscore-fuse/weights/Initializer/random_normal/mean (Const)
  seg_liver/upscore-fuse/weights/Initializer/random_normal/stddev (Const)
  seg_liver/upscore-fuse/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal)
  seg_liver/upscore-fuse/weights/Initializer/random_normal/mul (Mul)
  seg_liver/upscore-fuse/weights/Initializer/random_normal (Add)
  seg_liver/upscore-fuse/weights (VariableV2) /device:GPU:0
  seg_liver/upscore-fuse/weights/Assign (Assign) /device:GPU:0
  seg_liver/upscore-fuse/weights/read (Identity) /device:GPU:0
  seg_liver/upscore-fuse/weights/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/upscore-fuse/weights/Momentum (VariableV2) /device:GPU:0
  seg_liver/upscore-fuse/weights/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/upscore-fuse/weights/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/upscore-fuse/weights/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.246129: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ApplyMomentum: CPU
Identity: CPU XLA_CPU
Assign: CPU
Const: CPU XLA_CPU
VariableV2: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  seg_liver/upscore-fuse/biases/Initializer/zeros (Const)
  seg_liver/upscore-fuse/biases (VariableV2) /device:GPU:0
  seg_liver/upscore-fuse/biases/Assign (Assign) /device:GPU:0
  seg_liver/upscore-fuse/biases/read (Identity) /device:GPU:0
  seg_liver/upscore-fuse/biases/Momentum/Initializer/zeros (Const) /device:GPU:0
  seg_liver/upscore-fuse/biases/Momentum (VariableV2) /device:GPU:0
  seg_liver/upscore-fuse/biases/Momentum/Assign (Assign) /device:GPU:0
  seg_liver/upscore-fuse/biases/Momentum/read (Identity) /device:GPU:0
  optimization/take_gradients/Momentum/update_seg_liver/upscore-fuse/biases/ApplyMomentum (ApplyMomentum) /device:GPU:0

2021-03-02 00:58:16.246871: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.246911: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_1 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_1 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_1 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.246948: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_2 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_2 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_2 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.246985: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_3 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_3 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_3 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247021: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_4 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_4 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_4 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247058: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_5 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_5 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_5 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247094: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_6 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_6 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_6 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247130: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_7 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_7 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_7 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247166: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_8 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_8 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_8 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247204: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_9 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_9 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_9 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247240: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_10 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_10 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_10 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247277: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_11 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_11 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_11 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247313: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_12 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_12 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_12 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247351: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_13 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_13 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_13 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247386: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_14 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_14 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_14 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247421: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_15 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_15 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_15 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247457: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_16 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_16 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_16 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247493: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_17 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_17 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_17 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247530: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_18 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_18 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_18 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247566: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_19 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_19 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_19 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247603: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_20 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_20 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_20 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247642: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_21 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_21 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_21 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247678: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_22 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_22 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_22 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247713: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_23 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_23 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_23 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247748: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_24 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_24 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_24 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247785: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_25 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_25 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_25 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247821: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_26 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_26 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_26 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247858: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_27 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_27 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_27 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247894: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_28 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_28 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_28 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247930: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_29 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_29 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_29 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.247967: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_30 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_30 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_30 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248003: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_31 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_31 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_31 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248039: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_32 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_32 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_32 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248076: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_33 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_33 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_33 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248112: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_34 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_34 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_34 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248148: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_35 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_35 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_35 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248184: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_36 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_36 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_36 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248222: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_37 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_37 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_37 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248261: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_38 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_38 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_38 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248297: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_39 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_39 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_39 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248333: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_40 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_40 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_40 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248370: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_41 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_41 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_41 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248407: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_42 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_42 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_42 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-02 00:58:16.248442: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_43 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_43 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_43 (ResourceAccumulatorTakeGradient) /device:GPU:0

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:479: The name tf.summary.FileWriter is deprecated. Please use tf.compat.v1.summary.FileWriter instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:479: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.

WARNING:tensorflow:From /media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py:483: The name tf.train.Saver is deprecated. Please use tf.compat.v1.train.Saver instead.

Initializing from previous checkpoint...
INFO:tensorflow:Restoring parameters from /media/sdb1/liver_open/liverseg-2017-nipsws/train_files/seg_liver/networks/seg_liver.ckpt-42000
2021-03-02 00:58:16.847716: W tensorflow/core/framework/op_kernel.cc:1651] OP_REQUIRES failed at save_restore_v2_ops.cc:184 : Not found: Key seg_liver/score-dsn_2/biases/Momentum not found in checkpoint
Traceback (most recent call last):
  File "main.py", line 171, in <module>
    liver_lesion.train()
  File "main.py", line 150, in train
    step()
  File "main.py", line 58, in seg_liver_train
    self.save_step, self.display_step, self.ini_learning_rate, self.boundaries, self.values)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver_train.py", line 61, in seg_liver_train
    batch_size=batch_size, resume_training=True)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py", line 576, in train_seg
    resume_training, config, finetune=0)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py", line 489, in _train
    saver.restore(sess, last_ckpt_path)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/training/saver.py", line 1306, in restore
    err, "a Variable name or other graph key that is missing")
tensorflow.python.framework.errors_impl.NotFoundError: Restoring from checkpoint failed. This is most likely due to a Variable name or other graph key that is missing from the checkpoint. Please ensure that you have not altered the graph expected based on the checkpoint. Original error:

Key seg_liver/score-dsn_2/biases/Momentum not found in checkpoint
         [[node save_1/RestoreV2 (defined at /media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py:1748) ]]

Original stack trace for u'save_1/RestoreV2':
  File "main.py", line 171, in <module>
    liver_lesion.train()
  File "main.py", line 150, in train
    step()
  File "main.py", line 58, in seg_liver_train
    self.save_step, self.display_step, self.ini_learning_rate, self.boundaries, self.values)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver_train.py", line 61, in seg_liver_train
    batch_size=batch_size, resume_training=True)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py", line 576, in train_seg
    resume_training, config, finetune=0)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/seg_liver.py", line 483, in _train
    saver = tf.train.Saver(max_to_keep=None)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/training/saver.py", line 828, in __init__
    self.build()
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/training/saver.py", line 840, in build
    self._build(self._filename, build_save=True, build_restore=True)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/training/saver.py", line 878, in _build
    build_restore=build_restore)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/training/saver.py", line 508, in _build_internal
    restore_sequentially, reshape)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/training/saver.py", line 328, in _AddRestoreOps
    restore_sequentially)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/training/saver.py", line 575, in bulk_restore
    return io_ops.restore_v2(filename_tensor, names, slices, dtypes)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/ops/gen_io_ops.py", line 1696, in restore_v2
    name=name)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/op_def_library.py", line 794, in _apply_op_helper
    op_def=op_def)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/util/deprecation.py", line 507, in new_func
    return func(*args, **kwargs)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py", line 3357, in create_op
    attrs, op_def, compute_device)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py", line 3426, in _create_op_internal
    op_def=op_def)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py", line 1748, in __init__
    self._traceback = tf_stack.extract_stack()
Gresliebear commented 3 years ago

  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_134 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_134 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_134 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.334989: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_135 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_135 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_135 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335084: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_136 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_136 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_136 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335178: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_137 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_137 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_137 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335292: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_138 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_138 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_138 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335390: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_139 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_139 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_139 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335484: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_140 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_140 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_140 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335579: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_141 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_141 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_141 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335675: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_142 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_142 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_142 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335768: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_143 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_143 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_143 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335860: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_144 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_144 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_144 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.335952: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_145 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_145 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_145 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336046: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_146 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_146 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_146 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336139: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_147 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_147 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_147 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336232: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_148 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_148 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_148 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336326: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_149 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_149 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_149 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336419: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_150 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_150 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_150 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336514: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_151 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_151 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_151 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336607: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_152 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_152 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_152 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336728: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_153 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_153 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_153 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336824: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_154 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_154 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_154 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.336915: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_155 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_155 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_155 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.337007: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_156 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_156 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_156 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.337100: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_157 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_157 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_157 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.337193: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_158 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_158 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_158 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.337287: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_159 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_159 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_159 (ResourceAccumulatorTakeGradient) /device:GPU:0

2021-03-14 05:07:17.337379: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [
  /job:localhost/replica:0/task:0/device:CPU:0].
See below for details of this colocation group:
Colocation Debug Info:
Colocation group had the following types and supported devices:
Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]
ResourceAccumulatorTakeGradient: CPU
ResourceConditionalAccumulator: CPU
ResourceAccumulatorApplyGradient: CPU

Colocation members, user-requested devices, and framework assigned devices, if any:
  optimization/grad_accumulator/conditional_accumulator_160 (ResourceConditionalAccumulator) /device:GPU:0
  optimization/apply_gradient/ResourceAccumulatorApplyGradient_160 (ResourceAccumulatorApplyGradient) /device:GPU:0
  optimization/take_gradients/ResourceAccumulatorTakeGradient_160 (ResourceAccumulatorTakeGradient) /device:GPU:0

Initializing from pre-trained imagenet model...
INFO:tensorflow:Restoring parameters from /media/sdb1/liver_open/liverseg-2017-nipsws/train_files/resnet_v1_50.ckpt
Weights initialized
Start training
2021-03-14 05:07:23.852206 Iter 2: Training Loss = nan
2021-03-14 05:07:23.852246 Iter 2: Validation Loss = nan
2021-03-14 05:07:23.852254 Iter 2: Training Accuracy = 0.5192
2021-03-14 05:07:23.852260 Iter 2: Validation Accuracy = 0.5214
Traceback (most recent call last):
  File "main.py", line 171, in <module>
    liver_lesion.train()
  File "main.py", line 150, in train
    step()
  File "main.py", line 83, in det_lesion_train
    self.det_save_step, self.display_step, self.det_learning_rate)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/det_lesion_train.py", line 56, in det_lesion_train
    resume_training = False) # Make true to restore training from a previously saved checkpoint.
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/det_lesion.py", line 380, in train
    feed_dict = {input_image: val_image, input_label: label_val, is_training: False}) #!!! It was false in the original code. We set it to true. Need to look into it more.
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/client/session.py", line 956, in run
    run_metadata_ptr)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/client/session.py", line 1180, in _run
    feed_dict_tensor, options, run_metadata)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/client/session.py", line 1359, in _do_run
    run_metadata)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/client/session.py", line 1384, in _do_call
    raise type(e)(node_def, op, message)
tensorflow.python.framework.errors_impl.InvalidArgumentError: Nan in summary histogram for: losses/losses/output
         [[node losses/losses/output (defined at /media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py:1748) ]]

Original stack trace for u'losses/losses/output':
  File "main.py", line 171, in <module>
    liver_lesion.train()
  File "main.py", line 150, in train
    step()
  File "main.py", line 83, in det_lesion_train
    self.det_save_step, self.display_step, self.det_learning_rate)
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/det_lesion_train.py", line 56, in det_lesion_train
    resume_training = False) # Make true to restore training from a previously saved checkpoint.
  File "/media/sdb1/liver_open/liverseg-2017-nipsws/det_lesion.py", line 273, in train
    tf.summary.histogram('losses/output', output)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/summary/summary.py", line 179, in histogram
    tag=tag, values=values, name=scope)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/ops/gen_logging_ops.py", line 329, in histogram_summary
    "HistogramSummary", tag=tag, values=values, name=name)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/op_def_library.py", line 794, in _apply_op_helper
    op_def=op_def)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/util/deprecation.py", line 507, in new_func
    return func(*args, **kwargs)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py", line 3357, in create_op
    attrs, op_def, compute_device)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py", line 3426, in _create_op_internal
    op_def=op_def)
  File "/media/sdb1/liver_open/test_env/local/lib/python2.7/site-packages/tensorflow_core/python/framework/ops.py", line 1748, in __init__
    self._traceback = tf_stack.extract_stack()```