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llSourcell / 3D_Pose_Estimation

This is the code for "Machine Vision" By Siraj Raval on Youtube
MIT License
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`python src/predict_3dpose.py --camera_frame --residual --batch_norm --dropout 0.5 --max_norm --evaluateActionWise --use_sh --epochs 1` #4

Open garimss opened 5 years ago

garimss commented 5 years ago

got this error while running

W tensorflow/core/framework/op_kernel.cc:1401] OP_REQUIRES failed at save_restore_v2_ops.cc:109 : Not found: Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_200\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\not_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14109936691770814557 : The system cannot find the path specified. ; No such process Saving the model... Traceback (most recent call last): File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\client\session.py", line 1334, in _do_call return fn(*args) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\client\session.py", line 1319, in _run_fn options, feed_dict, fetch_list, target_list, run_metadata) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\client\session.py", line 1407, in _call_tf_sessionrun run_metadata) tensorflow.python.framework.errors_impl.NotFoundError: Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_200\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\not_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14109936691770814557 : The system cannot find the path specified. ; No such process [[{{node save/SaveV2}}]]

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "src/predict_3dpose.py", line 537, in tf.app.run() File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run _sys.exit(main(argv)) File "src/predict_3dpose.py", line 534, in main train() File "src/predict_3dpose.py", line 281, in train model.saver.save(sess, os.path.join(train_dir, 'checkpoint'), global_step=current_step ) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 1188, in save raise exc File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 1171, in save {self.saver_def.filename_tensor_name: checkpoint_file}) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\client\session.py", line 929, in run run_metadata_ptr) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\client\session.py", line 1152, in _run feed_dict_tensor, options, run_metadata) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\client\session.py", line 1328, in _do_run run_metadata) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\client\session.py", line 1348, in _do_call raise type(e)(node_def, op, message) tensorflow.python.framework.errors_impl.NotFoundError: Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_200\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\not_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14109936691770814557 : The system cannot find the path specified. ; No such process [[node save/SaveV2 (defined at D:\git_hub\3d-pose-baseline\src\linear_model.py:151) ]]

Caused by op 'save/SaveV2', defined at: File "src/predict_3dpose.py", line 537, in tf.app.run() File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run _sys.exit(main(argv)) File "src/predict_3dpose.py", line 534, in main train() File "src/predict_3dpose.py", line 171, in train model = create_model( sess, actions, FLAGS.batch_size ) File "src/predict_3dpose.py", line 110, in create_model dtype=tf.float16 if FLAGS.use_fp16 else tf.float32) File "D:\git_hub\3d-pose-baseline\src\linear_model.py", line 151, in init self.saver = tf.train.Saver( tf.global_variables(), max_to_keep=10 ) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 832, in init self.build() File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 844, in build self._build(self._filename, build_save=True, build_restore=True) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 881, in _build build_save=build_save, build_restore=build_restore) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 510, in _build_internal save_tensor = self._AddSaveOps(filename_tensor, saveables) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 210, in _AddSaveOps save = self.save_op(filename_tensor, saveables) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\training\saver.py", line 124, in save_op tensors) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\ops\gen_io_ops.py", line 1807, in save_v2 name=name) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\framework\op_def_library.py", line 788, in _apply_op_helper op_def=op_def) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\util\deprecation.py", line 507, in new_func return func(*args, **kwargs) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\framework\ops.py", line 3300, in create_op op_def=op_def) File "C:\Users\Garima\Anaconda3\envs\fastai-3.7\lib\site-packages\tensorflow\python\framework\ops.py", line 1801, in init self._traceback = tf_stack.extract_stack()

NotFoundError (see above for traceback): Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_200\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\not_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14109936691770814557 : The system cannot find the path specified. ; No such process [[node save/SaveV2 (defined at D:\git_hub\3d-pose-baseline\src\linear_model.py:151) ]]

Thanks for your interest in our research!

If you have problems running our code, please include

  1. Your operating system windows 10
  2. Your tensorflow version 1.13.1
  3. Your python version 3.7.2
  4. The stack trace of the error that you see

This is research code, and its primary purpose is to reproduce the scientific results that you see in our paper. If you are looking for ways to extend our work such as

then pull requests are welcome, but it is very unlikely we will have the time to help you.

garimss commented 5 years ago

2019-06-20 14:45:37.336374: W T:\src\github\tensorflow\tensorflow\core\framework\op_kernel.cc:1275] OP_REQUIRES failed at save_restore_v2_ops.cc:109 : Not found: Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_1\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\use_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14717617783826394263 : The system cannot find the path specified. ; No such process Saving the model... Traceback (most recent call last): File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\client\session.py", line 1278, in _do_call return fn(*args) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\client\session.py", line 1263, in _run_fn options, feed_dict, fetch_list, target_list, run_metadata) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\client\session.py", line 1350, in _call_tf_sessionrun run_metadata) tensorflow.python.framework.errors_impl.NotFoundError: Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_1\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\use_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14717617783826394263 : The system cannot find the path specified. ; No such process [[Node: save/SaveV2 = SaveV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_INT32, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/SaveV2/tensor_names, save/SaveV2/shape_and_slices, beta1_power/_107, beta2_power/_109, global_step, learning_rate/_111, linear_model/b1/_113, linear_model/b1/Adam/_115, linear_model/b1/Adam_1/_117, linear_model/b4/_119, linear_model/b4/Adam/_121, linear_model/b4/Adam_1/_123, linear_model/batch_normalization/beta/_125, linear_model/batch_normalization/beta/Adam/_127, linear_model/batch_normalization/beta/Adam_1/_129, linear_model/batch_normalization/gamma/_131, linear_model/batch_normalization/gamma/Adam/_133, linear_model/batch_normalization/gamma/Adam_1/_135, linear_model/batch_normalization/moving_mean/_137, linear_model/batch_normalization/moving_variance/_139, linear_model/two_linear_0/b2_0/_141, linear_model/two_linear_0/b2_0/Adam/_143, linear_model/two_linear_0/b2_0/Adam_1/_145, linear_model/two_linear_0/b3_0/_147, linear_model/two_linear_0/b3_0/Adam/_149, linear_model/two_linear_0/b3_0/Adam_1/_151, linear_model/two_linear_0/batch_normalization10/beta/_153, linear_model/two_linear_0/batch_normalization10/beta/Adam/_155, linear_model/two_linear_0/batch_normalization10/beta/Adam_1/_157, linear_model/two_linear_0/batch_normalization10/gamma/_159, linear_model/two_linear_0/batch_normalization10/gamma/Adam/_161, linear_model/two_linear_0/batch_normalization10/gamma/Adam_1/_163, linear_model/two_linear_0/batch_normalization10/moving_mean/_165, linear_model/two_linear_0/batch_normalization10/moving_variance/_167, linear_model/two_linear_0/batch_normalization20/beta/_169, linear_model/two_linear_0/batch_normalization20/beta/Adam/_171, linear_model/two_linear_0/batch_normalization20/beta/Adam_1/_173, linear_model/two_linear_0/batch_normalization20/gamma/_175, linear_model/two_linear_0/batch_normalization20/gamma/Adam/_177, linear_model/two_linear_0/batch_normalization20/gamma/Adam_1/_179, linear_model/two_linear_0/batch_normalization20/moving_mean/_181, linear_model/two_linear_0/batch_normalization20/moving_variance/_183, linear_model/two_linear_0/w2_0/_185, linear_model/two_linear_0/w2_0/Adam/_187, linear_model/two_linear_0/w2_0/Adam_1/_189, linear_model/two_linear_0/w3_0/_191, linear_model/two_linear_0/w3_0/Adam/_193, linear_model/two_linear_0/w3_0/Adam_1/_195, linear_model/two_linear_1/b2_1/_197, linear_model/two_linear_1/b2_1/Adam/_199, linear_model/two_linear_1/b2_1/Adam_1/_201, linear_model/two_linear_1/b3_1/_203, linear_model/two_linear_1/b3_1/Adam/_205, linear_model/two_linear_1/b3_1/Adam_1/_207, linear_model/two_linear_1/batch_normalization11/beta/_209, linear_model/two_linear_1/batch_normalization11/beta/Adam/_211, linear_model/two_linear_1/batch_normalization11/beta/Adam_1/_213, linear_model/two_linear_1/batch_normalization11/gamma/_215, linear_model/two_linear_1/batch_normalization11/gamma/Adam/_217, linear_model/two_linear_1/batch_normalization11/gamma/Adam_1/_219, linear_model/two_linear_1/batch_normalization11/moving_mean/_221, linear_model/two_linear_1/batch_normalization11/moving_variance/_223, linear_model/two_linear_1/batch_normalization21/beta/_225, linear_model/two_linear_1/batch_normalization21/beta/Adam/_227, linear_model/two_linear_1/batch_normalization21/beta/Adam_1/_229, linear_model/two_linear_1/batch_normalization21/gamma/_231, linear_model/two_linear_1/batch_normalization21/gamma/Adam/_233, linear_model/two_linear_1/batch_normalization21/gamma/Adam_1/_235, linear_model/two_linear_1/batch_normalization21/moving_mean/_237, linear_model/two_linear_1/batch_normalization21/moving_variance/_239, linear_model/two_linear_1/w2_1/_241, linear_model/two_linear_1/w2_1/Adam/_243, linear_model/two_linear_1/w2_1/Adam_1/_245, linear_model/two_linear_1/w3_1/_247, linear_model/two_linear_1/w3_1/Adam/_249, linear_model/two_linear_1/w3_1/Adam_1/_251, linear_model/w1/_253, linear_model/w1/Adam/_255, linear_model/w1/Adam_1/_257, linear_model/w4/_259, linear_model/w4/Adam/_261, linear_model/w4/Adam_1/_263)]]

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "src/predict_3dpose.py", line 537, in tf.app.run() File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run _sys.exit(main(argv)) File "src/predict_3dpose.py", line 534, in main train() File "src/predict_3dpose.py", line 281, in train model.saver.save(sess, os.path.join(train_dir, 'checkpoint'), global_step=current_step ) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 1637, in save raise exc File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 1620, in save {self.saver_def.filename_tensor_name: checkpoint_file}) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\client\session.py", line 877, in run run_metadata_ptr) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\client\session.py", line 1100, in _run feed_dict_tensor, options, run_metadata) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\client\session.py", line 1272, in _do_run run_metadata) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\client\session.py", line 1291, in _do_call raise type(e)(node_def, op, message) tensorflow.python.framework.errors_impl.NotFoundError: Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_1\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\use_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14717617783826394263 : The system cannot find the path specified. ; No such process [[Node: save/SaveV2 = SaveV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_INT32, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/SaveV2/tensor_names, save/SaveV2/shape_and_slices, beta1_power/_107, beta2_power/_109, global_step, learning_rate/_111, linear_model/b1/_113, linear_model/b1/Adam/_115, linear_model/b1/Adam_1/_117, linear_model/b4/_119, linear_model/b4/Adam/_121, linear_model/b4/Adam_1/_123, linear_model/batch_normalization/beta/_125, linear_model/batch_normalization/beta/Adam/_127, linear_model/batch_normalization/beta/Adam_1/_129, linear_model/batch_normalization/gamma/_131, linear_model/batch_normalization/gamma/Adam/_133, linear_model/batch_normalization/gamma/Adam_1/_135, linear_model/batch_normalization/moving_mean/_137, linear_model/batch_normalization/moving_variance/_139, linear_model/two_linear_0/b2_0/_141, linear_model/two_linear_0/b2_0/Adam/_143, linear_model/two_linear_0/b2_0/Adam_1/_145, linear_model/two_linear_0/b3_0/_147, linear_model/two_linear_0/b3_0/Adam/_149, linear_model/two_linear_0/b3_0/Adam_1/_151, linear_model/two_linear_0/batch_normalization10/beta/_153, linear_model/two_linear_0/batch_normalization10/beta/Adam/_155, linear_model/two_linear_0/batch_normalization10/beta/Adam_1/_157, linear_model/two_linear_0/batch_normalization10/gamma/_159, linear_model/two_linear_0/batch_normalization10/gamma/Adam/_161, linear_model/two_linear_0/batch_normalization10/gamma/Adam_1/_163, linear_model/two_linear_0/batch_normalization10/moving_mean/_165, linear_model/two_linear_0/batch_normalization10/moving_variance/_167, linear_model/two_linear_0/batch_normalization20/beta/_169, linear_model/two_linear_0/batch_normalization20/beta/Adam/_171, linear_model/two_linear_0/batch_normalization20/beta/Adam_1/_173, linear_model/two_linear_0/batch_normalization20/gamma/_175, linear_model/two_linear_0/batch_normalization20/gamma/Adam/_177, linear_model/two_linear_0/batch_normalization20/gamma/Adam_1/_179, linear_model/two_linear_0/batch_normalization20/moving_mean/_181, linear_model/two_linear_0/batch_normalization20/moving_variance/_183, linear_model/two_linear_0/w2_0/_185, linear_model/two_linear_0/w2_0/Adam/_187, linear_model/two_linear_0/w2_0/Adam_1/_189, linear_model/two_linear_0/w3_0/_191, linear_model/two_linear_0/w3_0/Adam/_193, linear_model/two_linear_0/w3_0/Adam_1/_195, linear_model/two_linear_1/b2_1/_197, linear_model/two_linear_1/b2_1/Adam/_199, linear_model/two_linear_1/b2_1/Adam_1/_201, linear_model/two_linear_1/b3_1/_203, linear_model/two_linear_1/b3_1/Adam/_205, linear_model/two_linear_1/b3_1/Adam_1/_207, linear_model/two_linear_1/batch_normalization11/beta/_209, linear_model/two_linear_1/batch_normalization11/beta/Adam/_211, linear_model/two_linear_1/batch_normalization11/beta/Adam_1/_213, linear_model/two_linear_1/batch_normalization11/gamma/_215, linear_model/two_linear_1/batch_normalization11/gamma/Adam/_217, linear_model/two_linear_1/batch_normalization11/gamma/Adam_1/_219, linear_model/two_linear_1/batch_normalization11/moving_mean/_221, linear_model/two_linear_1/batch_normalization11/moving_variance/_223, linear_model/two_linear_1/batch_normalization21/beta/_225, linear_model/two_linear_1/batch_normalization21/beta/Adam/_227, linear_model/two_linear_1/batch_normalization21/beta/Adam_1/_229, linear_model/two_linear_1/batch_normalization21/gamma/_231, linear_model/two_linear_1/batch_normalization21/gamma/Adam/_233, linear_model/two_linear_1/batch_normalization21/gamma/Adam_1/_235, linear_model/two_linear_1/batch_normalization21/moving_mean/_237, linear_model/two_linear_1/batch_normalization21/moving_variance/_239, linear_model/two_linear_1/w2_1/_241, linear_model/two_linear_1/w2_1/Adam/_243, linear_model/two_linear_1/w2_1/Adam_1/_245, linear_model/two_linear_1/w3_1/_247, linear_model/two_linear_1/w3_1/Adam/_249, linear_model/two_linear_1/w3_1/Adam_1/_251, linear_model/w1/_253, linear_model/w1/Adam/_255, linear_model/w1/Adam_1/_257, linear_model/w4/_259, linear_model/w4/Adam/_261, linear_model/w4/Adam_1/_263)]]

Caused by op 'save/SaveV2', defined at: File "src/predict_3dpose.py", line 537, in tf.app.run() File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run _sys.exit(main(argv)) File "src/predict_3dpose.py", line 534, in main train() File "src/predict_3dpose.py", line 171, in train model = create_model( sess, actions, FLAGS.batch_size ) File "src/predict_3dpose.py", line 110, in create_model dtype=tf.float16 if FLAGS.use_fp16 else tf.float32) File "D:\git_hub\3d-pose-baseline\src\linear_model.py", line 151, in init self.saver = tf.train.Saver( tf.global_variables(), max_to_keep=10 ) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 1281, in init self.build() File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 1293, in build self._build(self._filename, build_save=True, build_restore=True) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 1330, in _build build_save=build_save, build_restore=build_restore) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 775, in _build_internal save_tensor = self._AddSaveOps(filename_tensor, saveables) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 275, in _AddSaveOps save = self.save_op(filename_tensor, saveables) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\training\saver.py", line 193, in save_op tensors) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\ops\gen_io_ops.py", line 1800, in save_v2 shape_and_slices=shape_and_slices, tensors=tensors, name=name) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\framework\op_def_library.py", line 787, in _apply_op_helper op_def=op_def) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\util\deprecation.py", line 454, in new_func return func(*args, **kwargs) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\framework\ops.py", line 3155, in create_op op_def=op_def) File "C:\Users\Garima\Anaconda3\envs\py36\lib\site-packages\tensorflow\python\framework\ops.py", line 1717, in init self._traceback = tf_stack.extract_stack()

NotFoundError (see above for traceback): Failed to create a NewWriteableFile: experiments\All\dropout_0.5\epochs_1\lr_0.001\residual\depth_2\linear_size1024\batch_size_64\no_procrustes\maxnorm\batch_normalization\use_stacked_hourglass\predict_17\checkpoint-24371.data-00000-of-00001.tempstate14717617783826394263 : The system cannot find the path specified. ; No such process [[Node: save/SaveV2 = SaveV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_INT32, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/SaveV2/tensor_names, save/SaveV2/shape_and_slices, beta1_power/_107, beta2_power/_109, global_step, learning_rate/_111, linear_model/b1/_113, linear_model/b1/Adam/_115, linear_model/b1/Adam_1/_117, linear_model/b4/_119, linear_model/b4/Adam/_121, linear_model/b4/Adam_1/_123, linear_model/batch_normalization/beta/_125, linear_model/batch_normalization/beta/Adam/_127, linear_model/batch_normalization/beta/Adam_1/_129, linear_model/batch_normalization/gamma/_131, linear_model/batch_normalization/gamma/Adam/_133, linear_model/batch_normalization/gamma/Adam_1/_135, linear_model/batch_normalization/moving_mean/_137, linear_model/batch_normalization/moving_variance/_139, linear_model/two_linear_0/b2_0/_141, linear_model/two_linear_0/b2_0/Adam/_143, linear_model/two_linear_0/b2_0/Adam_1/_145, linear_model/two_linear_0/b3_0/_147, linear_model/two_linear_0/b3_0/Adam/_149, linear_model/two_linear_0/b3_0/Adam_1/_151, linear_model/two_linear_0/batch_normalization10/beta/_153, linear_model/two_linear_0/batch_normalization10/beta/Adam/_155, linear_model/two_linear_0/batch_normalization10/beta/Adam_1/_157, linear_model/two_linear_0/batch_normalization10/gamma/_159, linear_model/two_linear_0/batch_normalization10/gamma/Adam/_161, linear_model/two_linear_0/batch_normalization10/gamma/Adam_1/_163, linear_model/two_linear_0/batch_normalization10/moving_mean/_165, linear_model/two_linear_0/batch_normalization10/moving_variance/_167, linear_model/two_linear_0/batch_normalization20/beta/_169, linear_model/two_linear_0/batch_normalization20/beta/Adam/_171, linear_model/two_linear_0/batch_normalization20/beta/Adam_1/_173, linear_model/two_linear_0/batch_normalization20/gamma/_175, linear_model/two_linear_0/batch_normalization20/gamma/Adam/_177, linear_model/two_linear_0/batch_normalization20/gamma/Adam_1/_179, linear_model/two_linear_0/batch_normalization20/moving_mean/_181, linear_model/two_linear_0/batch_normalization20/moving_variance/_183, linear_model/two_linear_0/w2_0/_185, linear_model/two_linear_0/w2_0/Adam/_187, linear_model/two_linear_0/w2_0/Adam_1/_189, linear_model/two_linear_0/w3_0/_191, linear_model/two_linear_0/w3_0/Adam/_193, linear_model/two_linear_0/w3_0/Adam_1/_195, linear_model/two_linear_1/b2_1/_197, linear_model/two_linear_1/b2_1/Adam/_199, linear_model/two_linear_1/b2_1/Adam_1/_201, linear_model/two_linear_1/b3_1/_203, linear_model/two_linear_1/b3_1/Adam/_205, linear_model/two_linear_1/b3_1/Adam_1/_207, linear_model/two_linear_1/batch_normalization11/beta/_209, linear_model/two_linear_1/batch_normalization11/beta/Adam/_211, linear_model/two_linear_1/batch_normalization11/beta/Adam_1/_213, linear_model/two_linear_1/batch_normalization11/gamma/_215, linear_model/two_linear_1/batch_normalization11/gamma/Adam/_217, linear_model/two_linear_1/batch_normalization11/gamma/Adam_1/_219, linear_model/two_linear_1/batch_normalization11/moving_mean/_221, linear_model/two_linear_1/batch_normalization11/moving_variance/_223, linear_model/two_linear_1/batch_normalization21/beta/_225, linear_model/two_linear_1/batch_normalization21/beta/Adam/_227, linear_model/two_linear_1/batch_normalization21/beta/Adam_1/_229, linear_model/two_linear_1/batch_normalization21/gamma/_231, linear_model/two_linear_1/batch_normalization21/gamma/Adam/_233, linear_model/two_linear_1/batch_normalization21/gamma/Adam_1/_235, linear_model/two_linear_1/batch_normalization21/moving_mean/_237, linear_model/two_linear_1/batch_normalization21/moving_variance/_239, linear_model/two_linear_1/w2_1/_241, linear_model/two_linear_1/w2_1/Adam/_243, linear_model/two_linear_1/w2_1/Adam_1/_245, linear_model/two_linear_1/w3_1/_247, linear_model/two_linear_1/w3_1/Adam/_249, linear_model/two_linear_1/w3_1/Adam_1/_251, linear_model/w1/_253, linear_model/w1/Adam/_255, linear_model/w1/Adam_1/_257, linear_model/w4/_259, linear_model/w4/Adam/_261, linear_model/w4/Adam_1/_263)]]