Why I predict the result is -1 all？,about bnn-upc/gnnetworkingchallenge

Comments (6)

jsuarezv commented on July 18, 2024

Hello,
Can you specify the experiment you are doing? I assume you are training RouteNet on samples of the training dataset we provide, but where are you evaluating the model? over the validation, or over the test dataset?
Also, did you modified the original code? For example, to normalize/denormalize the data.

Regards,
José

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youchangxin commented on July 18, 2024

Yes，I used the samples of the training dataset you provide.
Only one file I modified is config.ini. Then run command _python main.py _
After trained model, the csv file only outputs -1.

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MiquelFerriol commented on July 18, 2024

Could you please post the logs that you are getting while training?
Have you downloaded the full datasets? If that is not the case, please make sure that you are training with the data/sample_data/train directory, not with the test or validation ones.

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youchangxin commented on July 18, 2024

__"D:\Program Files\Anaconda\envs\tensorflow2\python.exe" D:/Code/reference/RouteNet-challenge/code/main.py
2020-11-27 15:56:59.515518: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_101.dll
INFO:tensorflow:Using config: {'_model_dir': '../logs/model_log', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': allow_soft_placement: true
graph_options {
rewrite_options {
meta_optimizer_iterations: ONE
}
}
, '_keep_checkpoint_max': 20, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_experimental_max_worker_delay_secs': None, '_session_creation_timeout_secs': 7200, '_service': None, '_cluster_spec': ClusterSpec({}), '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}
INFO:tensorflow:Not using Distribute Coordinator.
INFO:tensorflow:Running training and evaluation locally (non-distributed).
INFO:tensorflow:Start train and evaluate loop. The evaluate will happen after every checkpoint. Checkpoint frequency is determined based on RunConfig arguments: save_checkpoints_steps None or save_checkpoints_secs 600.
WARNING:tensorflow:From D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\ops\resource_variable_ops.py:1635: calling BaseResourceVariable.init (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.
Instructions for updating:
If using Keras pass *_constraint arguments to layers.
WARNING:tensorflow:From D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\training\training_util.py:236: Variable.initialized_value (from tensorflow.python.ops.variables) is deprecated and will be removed in a future version.
Instructions for updating:
Use Variable.read_value. Variables in 2.X are initialized automatically both in eager and graph (inside tf.defun) contexts.
2020-11-27 15:57:01.081164: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library nvcuda.dll
2020-11-27 15:57:02.448599: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties:
pciBusID: 0000:01:00.0 name: GeForce GTX 1070 with Max-Q Design computeCapability: 6.1
coreClock: 1.379GHz coreCount: 16 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 238.66GiB/s
2020-11-27 15:57:02.448916: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_101.dll
2020-11-27 15:57:02.455261: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_10.dll
2020-11-27 15:57:02.458585: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_10.dll
2020-11-27 15:57:02.459827: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_10.dll
2020-11-27 15:57:02.463835: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_10.dll
2020-11-27 15:57:02.466858: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_10.dll
2020-11-27 15:57:02.475275: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-11-27 15:57:02.475488: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0
INFO:tensorflow:Calling model_fn.
D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\framework\indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\framework\indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\framework\indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\framework\indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\framework\indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\framework\indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\framework\indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
2020-11-27 15:57:06.573995: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2
2020-11-27 15:57:06.897313: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties:
pciBusID: 0000:01:00.0 name: GeForce GTX 1070 with Max-Q Design computeCapability: 6.1
coreClock: 1.379GHz coreCount: 16 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 238.66GiB/s
2020-11-27 15:57:06.897622: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_101.dll
2020-11-27 15:57:06.897769: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_10.dll
2020-11-27 15:57:06.897911: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_10.dll
2020-11-27 15:57:06.898057: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_10.dll
2020-11-27 15:57:06.898203: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_10.dll
2020-11-27 15:57:06.898347: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_10.dll
2020-11-27 15:57:06.898492: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-11-27 15:57:06.898680: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0
2020-11-27 15:57:07.508250: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1096] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-11-27 15:57:07.508414: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] 0
2020-11-27 15:57:07.508509: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 0: N
2020-11-27 15:57:07.508779: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6789 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1)
INFO:tensorflow:Restoring parameters from ../logs/model_log\model.ckpt-100
WARNING:tensorflow:From D:\Program Files\Anaconda\envs\tensorflow2\lib\site-packages\tensorflow_core\python\training\saver.py:1069: get_checkpoint_mtimes (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file utilities to get mtimes.
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 100 into ../logs/model_log\model.ckpt.
2020-11-27 15:57:13.854259: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_10.dll
INFO:tensorflow:loss = 13.467976, step = 100
INFO:tensorflow:Loss = 13.467976, Regularization loss = 1.8823606, Total loss = 15.350336
INFO:tensorflow:Loss = 8.644852, Regularization loss = 1.8498232, Total loss = 10.494675 (5.091 sec)
INFO:tensorflow:Loss = 0.4095677, Regularization loss = 1.8180484, Total loss = 2.227616 (0.760 sec)
INFO:tensorflow:Loss = 0.7435929, Regularization loss = 1.7857976, Total loss = 2.5293906 (0.589 sec)
INFO:tensorflow:Loss = 3.3106592, Regularization loss = 1.75228, Total loss = 5.062939 (0.716 sec)
INFO:tensorflow:Loss = 10.436941, Regularization loss = 1.7217785, Total loss = 12.15872 (0.649 sec)
INFO:tensorflow:Loss = 0.07141776, Regularization loss = 1.693647, Total loss = 1.7650648 (0.748 sec)
INFO:tensorflow:Loss = 1.4244989, Regularization loss = 1.6647898, Total loss = 3.0892887 (0.667 sec)
INFO:tensorflow:Loss = 22.79956, Regularization loss = 1.6327418, Total loss = 24.432302 (0.761 sec)
INFO:tensorflow:Loss = 0.026756454, Regularization loss = 1.6033174, Total loss = 1.6300738 (0.740 sec)
INFO:tensorflow:global_step/sec: 8.76187
INFO:tensorflow:loss = 0.17960429, step = 200 (11.414 sec)
INFO:tensorflow:Loss = 0.17960429, Regularization loss = 1.5747751, Total loss = 1.7543794 (0.693 sec)
INFO:tensorflow:Loss = 0.26170012, Regularization loss = 1.5488557, Total loss = 1.8105558 (0.688 sec)
INFO:tensorflow:Loss = 1.0819621, Regularization loss = 1.5257004, Total loss = 2.6076627 (0.591 sec)
INFO:tensorflow:Loss = 1.6386467, Regularization loss = 1.4997544, Total loss = 3.138401 (0.673 sec)
INFO:tensorflow:Loss = 0.83410686, Regularization loss = 1.4692135, Total loss = 2.3033204 (0.636 sec)
INFO:tensorflow:Loss = 0.830408, Regularization loss = 1.44085, Total loss = 2.2712579 (0.665 sec)
INFO:tensorflow:Loss = 12.172746, Regularization loss = 1.415432, Total loss = 13.588178 (0.748 sec)
INFO:tensorflow:Loss = 2.3657806, Regularization loss = 1.39172, Total loss = 3.7575006 (0.677 sec)
INFO:tensorflow:Loss = 0.47825035, Regularization loss = 1.3680198, Total loss = 1.8462702 (0.660 sec)
INFO:tensorflow:Loss = 1.2832575, Regularization loss = 1.3443849, Total loss = 2.6276424 (0.677 sec)
INFO:tensorflow:global_step/sec: 14.6152
INFO:tensorflow:loss = 0.18673979, step = 300 (6.841 sec)
INFO:tensorflow:Loss = 0.18673979, Regularization loss = 1.3202021, Total loss = 1.5069419 (0.826 sec)
INFO:tensorflow:Loss = 5.2198462, Regularization loss = 1.2958755, Total loss = 6.515722 (0.649 sec)
INFO:tensorflow:Loss = 0.051924683, Regularization loss = 1.2732823, Total loss = 1.325207 (0.672 sec)
INFO:tensorflow:Loss = 8.435416, Regularization loss = 1.2521479, Total loss = 9.687564 (0.685 sec)
INFO:tensorflow:Loss = 1.1555357, Regularization loss = 1.2313858, Total loss = 2.3869214 (0.692 sec)
INFO:tensorflow:Loss = 0.35683617, Regularization loss = 1.2101545, Total loss = 1.5669907 (0.638 sec)
INFO:tensorflow:Loss = 0.43858317, Regularization loss = 1.1882627, Total loss = 1.6268458 (0.699 sec)
INFO:tensorflow:Loss = 0.18738289, Regularization loss = 1.1667464, Total loss = 1.3541293 (0.744 sec)
INFO:tensorflow:Loss = 0.484228, Regularization loss = 1.1457433, Total loss = 1.6299713 (0.732 sec)
INFO:tensorflow:Loss = 8.429035, Regularization loss = 1.1248375, Total loss = 9.553873 (0.666 sec)
INFO:tensorflow:global_step/sec: 14.4186
INFO:tensorflow:loss = 4.245627, step = 400 (6.936 sec)
INFO:tensorflow:Loss = 4.245627, Regularization loss = 1.1049256, Total loss = 5.3505526 (0.760 sec)
INFO:tensorflow:Loss = 0.11496686, Regularization loss = 1.0844057, Total loss = 1.1993725 (0.649 sec)
INFO:tensorflow:Loss = 0.7431551, Regularization loss = 1.0690489, Total loss = 1.812204 (0.620 sec)
INFO:tensorflow:Loss = 0.72896373, Regularization loss = 1.0499523, Total loss = 1.778916 (0.714 sec)
INFO:tensorflow:Loss = 0.2710936, Regularization loss = 1.0283217, Total loss = 1.2994153 (0.822 sec)
INFO:tensorflow:Loss = 3.748439, Regularization loss = 1.0064173, Total loss = 4.754856 (0.770 sec)
INFO:tensorflow:Loss = 7.872273, Regularization loss = 0.9889019, Total loss = 8.861175 (0.683 sec)
INFO:tensorflow:Loss = 9.518964, Regularization loss = 0.9751658, Total loss = 10.494129 (0.646 sec)
INFO:tensorflow:Loss = 0.0060302364, Regularization loss = 0.9619285, Total loss = 0.96795875 (0.722 sec)
INFO:tensorflow:Loss = 0.058655255, Regularization loss = 0.94276905, Total loss = 1.0014243 (0.877 sec)
INFO:tensorflow:global_step/sec: 9.29065
INFO:tensorflow:loss = 13.429413, step = 500 (10.764 sec)
INFO:tensorflow:Loss = 13.429413, Regularization loss = 0.9272013, Total loss = 14.356614 (4.262 sec)
INFO:tensorflow:Loss = 9.214327, Regularization loss = 0.9122484, Total loss = 10.126575 (0.682 sec)
INFO:tensorflow:Loss = 0.55305314, Regularization loss = 0.8982059, Total loss = 1.451259 (0.719 sec)
INFO:tensorflow:Loss = 0.60558456, Regularization loss = 0.882997, Total loss = 1.4885815 (0.588 sec)
INFO:tensorflow:Loss = 3.3940153, Regularization loss = 0.8675736, Total loss = 4.261589 (0.786 sec)
INFO:tensorflow:Loss = 10.9679575, Regularization loss = 0.8549697, Total loss = 11.822927 (0.654 sec)
INFO:tensorflow:Loss = 0.34022307, Regularization loss = 0.8435559, Total loss = 1.183779 (0.766 sec)
INFO:tensorflow:Loss = 1.2963911, Regularization loss = 0.83027154, Total loss = 2.1266627 (0.656 sec)
INFO:tensorflow:Loss = 23.460981, Regularization loss = 0.8160675, Total loss = 24.277048 (0.721 sec)
INFO:tensorflow:Loss = 0.31849456, Regularization loss = 0.80369896, Total loss = 1.1221936 (0.809 sec)
INFO:tensorflow:global_step/sec: 14.156
INFO:tensorflow:loss = 0.36042204, step = 600 (7.064 sec)
INFO:tensorflow:Loss = 0.36042204, Regularization loss = 0.7903075, Total loss = 1.1507295 (0.683 sec)
INFO:tensorflow:Loss = 0.185932, Regularization loss = 0.77925473, Total loss = 0.9651867 (0.675 sec)
INFO:tensorflow:Loss = 0.4540924, Regularization loss = 0.77120847, Total loss = 1.2253009 (0.587 sec)
INFO:tensorflow:Loss = 0.8691798, Regularization loss = 0.7636091, Total loss = 1.6327889 (0.691 sec)
INFO:tensorflow:Loss = 0.80961686, Regularization loss = 0.75208306, Total loss = 1.5616999 (0.635 sec)
INFO:tensorflow:Loss = 0.9681202, Regularization loss = 0.7384113, Total loss = 1.7065315 (0.618 sec)
INFO:tensorflow:Loss = 11.909056, Regularization loss = 0.7252003, Total loss = 12.634256 (0.831 sec)
INFO:tensorflow:Loss = 2.4432564, Regularization loss = 0.7144682, Total loss = 3.1577246 (0.692 sec)
INFO:tensorflow:Loss = 0.35759273, Regularization loss = 0.7040879, Total loss = 1.0616807 (0.664 sec)
INFO:tensorflow:Loss = 1.2711073, Regularization loss = 0.6941956, Total loss = 1.965303 (0.682 sec)
INFO:tensorflow:global_step/sec: 14.5149
INFO:tensorflow:loss = 0.23599243, step = 700 (6.888 sec)
INFO:tensorflow:Loss = 0.23599243, Regularization loss = 0.68360966, Total loss = 0.9196021 (0.814 sec)
INFO:tensorflow:Loss = 4.9020977, Regularization loss = 0.6718559, Total loss = 5.5739536 (0.608 sec)
INFO:tensorflow:Loss = 0.085550316, Regularization loss = 0.6613688, Total loss = 0.7469191 (0.673 sec)
INFO:tensorflow:Loss = 8.564544, Regularization loss = 0.6524288, Total loss = 9.216972 (0.745 sec)
INFO:tensorflow:Loss = 1.0798872, Regularization loss = 0.6439663, Total loss = 1.7238535 (0.683 sec)
INFO:tensorflow:Loss = 0.21439879, Regularization loss = 0.63548696, Total loss = 0.84988576 (0.643 sec)
INFO:tensorflow:Loss = 0.2802965, Regularization loss = 0.6267396, Total loss = 0.9070361 (0.699 sec)
INFO:tensorflow:Loss = 0.19630268, Regularization loss = 0.61788195, Total loss = 0.81418467 (0.664 sec)
INFO:tensorflow:Loss = 0.43738386, Regularization loss = 0.60888976, Total loss = 1.0462736 (0.742 sec)
INFO:tensorflow:Loss = 8.260425, Regularization loss = 0.59972787, Total loss = 8.860152 (0.739 sec)
INFO:tensorflow:global_step/sec: 14.3761
INFO:tensorflow:loss = 4.3153415, step = 800 (6.956 sec)
INFO:tensorflow:Loss = 4.3153415, Regularization loss = 0.5912465, Total loss = 4.906588 (0.760 sec)
INFO:tensorflow:Loss = 0.15332443, Regularization loss = 0.5823414, Total loss = 0.7356658 (0.672 sec)
INFO:tensorflow:Loss = 0.61866945, Regularization loss = 0.5778306, Total loss = 1.1965001 (0.630 sec)
INFO:tensorflow:Loss = 0.46461734, Regularization loss = 0.5703864, Total loss = 1.0350038 (0.723 sec)
INFO:tensorflow:Loss = 0.21790478, Regularization loss = 0.56182414, Total loss = 0.7797289 (0.825 sec)
INFO:tensorflow:Loss = 3.7254753, Regularization loss = 0.55156773, Total loss = 4.277043 (0.779 sec)
INFO:tensorflow:Loss = 7.9405456, Regularization loss = 0.54475796, Total loss = 8.485304 (0.697 sec)
INFO:tensorflow:Loss = 10.024931, Regularization loss = 0.5403173, Total loss = 10.5652485 (0.640 sec)
INFO:tensorflow:Loss = 0.75337, Regularization loss = 0.538091, Total loss = 1.291461 (0.723 sec)
INFO:tensorflow:Loss = 0.6477075, Regularization loss = 0.5297734, Total loss = 1.1774809 (0.804 sec)
INFO:tensorflow:global_step/sec: 9.1905
INFO:tensorflow:loss = 12.921108, step = 900 (10.882 sec)
INFO:tensorflow:Loss = 12.921108, Regularization loss = 0.5205297, Total loss = 13.441638 (4.390 sec)
INFO:tensorflow:Loss = 8.839122, Regularization loss = 0.5116047, Total loss = 9.350726 (0.691 sec)
INFO:tensorflow:Loss = 0.41324905, Regularization loss = 0.5047583, Total loss = 0.9180074 (0.717 sec)
INFO:tensorflow:Loss = 0.5945113, Regularization loss = 0.4977136, Total loss = 1.0922248 (0.650 sec)
INFO:tensorflow:Loss = 3.4184988, Regularization loss = 0.49037296, Total loss = 3.9088717 (0.716 sec)
INFO:tensorflow:Loss = 10.87702, Regularization loss = 0.4852335, Total loss = 11.362253 (0.664 sec)
INFO:tensorflow:Loss = 0.4013537, Regularization loss = 0.48102543, Total loss = 0.8823791 (0.754 sec)
INFO:tensorflow:Loss = 1.1941192, Regularization loss = 0.4749426, Total loss = 1.6690618 (0.657 sec)
INFO:tensorflow:Loss = 23.238869, Regularization loss = 0.46828666, Total loss = 23.707155 (0.777 sec)
INFO:tensorflow:Loss = 0.33572915, Regularization loss = 0.46320334, Total loss = 0.7989325 (0.753 sec)
INFO:tensorflow:global_step/sec: 14.1629
INFO:tensorflow:loss = 0.35745576, step = 1000 (7.060 sec)
INFO:tensorflow:Loss = 0.35745576, Regularization loss = 0.4563076, Total loss = 0.8137634 (0.681 sec)
INFO:tensorflow:Loss = 0.23058882, Regularization loss = 0.45107746, Total loss = 0.68166625 (0.694 sec)
INFO:tensorflow:Loss = 0.4282139, Regularization loss = 0.4486124, Total loss = 0.8768263 (0.584 sec)
INFO:tensorflow:Loss = 0.6806339, Regularization loss = 0.44645336, Total loss = 1.1270872 (0.687 sec)
INFO:tensorflow:Loss = 0.66039777, Regularization loss = 0.4409435, Total loss = 1.1013412 (0.638 sec)
INFO:tensorflow:Loss = 0.96693957, Regularization loss = 0.4335302, Total loss = 1.4004698 (0.667 sec)
INFO:tensorflow:Loss = 11.903765, Regularization loss = 0.42620158, Total loss = 12.329967 (0.746 sec)
INFO:tensorflow:Loss = 2.3933372, Regularization loss = 0.42051846, Total loss = 2.8138556 (0.671 sec)
INFO:tensorflow:Loss = 0.28654972, Regularization loss = 0.4149787, Total loss = 0.70152843 (0.661 sec)
INFO:tensorflow:Loss = 1.2076476, Regularization loss = 0.41013476, Total loss = 1.6177824 (0.680 sec)
INFO:tensorflow:global_step/sec: 14.625
INFO:tensorflow:loss = 0.1303321, step = 1100 (6.838 sec)
INFO:tensorflow:Loss = 0.1303321, Regularization loss = 0.4050138, Total loss = 0.5353459 (0.809 sec)
INFO:tensorflow:Loss = 4.8729, Regularization loss = 0.39938524, Total loss = 5.2722855 (0.657 sec)
INFO:tensorflow:Loss = 0.06478843, Regularization loss = 0.3943687, Total loss = 0.45915714 (0.675 sec)
INFO:tensorflow:Loss = 8.59415, Regularization loss = 0.39025813, Total loss = 8.984407 (0.682 sec)
INFO:tensorflow:Loss = 1.0491145, Regularization loss = 0.38617736, Total loss = 1.4352918 (0.693 sec)
INFO:tensorflow:Loss = 0.27891827, Regularization loss = 0.38214162, Total loss = 0.66105986 (0.637 sec)
INFO:tensorflow:Loss = 0.29318303, Regularization loss = 0.3774431, Total loss = 0.67062616 (0.691 sec)
INFO:tensorflow:Loss = 0.1931569, Regularization loss = 0.3725421, Total loss = 0.565699 (0.669 sec)
INFO:tensorflow:Loss = 0.40883833, Regularization loss = 0.36782902, Total loss = 0.77666736 (0.785 sec)
INFO:tensorflow:Loss = 8.236519, Regularization loss = 0.36316192, Total loss = 8.599681 (0.677 sec)
INFO:tensorflow:global_step/sec: 14.4494
INFO:tensorflow:loss = 4.2898664, step = 1200 (6.922 sec)
INFO:tensorflow:Loss = 4.2898664, Regularization loss = 0.35916537, Total loss = 4.6490316 (0.756 sec)
INFO:tensorflow:Loss = 0.17790316, Regularization loss = 0.35469052, Total loss = 0.53259367 (0.666 sec)
INFO:tensorflow:Loss = 0.64099175, Regularization loss = 0.35427582, Total loss = 0.99526757 (0.617 sec)
INFO:tensorflow:Loss = 0.51937, Regularization loss = 0.35074377, Total loss = 0.8701138 (0.731 sec)
INFO:tensorflow:Loss = 0.29414552, Regularization loss = 0.34577262, Total loss = 0.63991815 (0.817 sec)
INFO:tensorflow:Loss = 3.6345775, Regularization loss = 0.33946285, Total loss = 3.9740403 (0.782 sec)
INFO:tensorflow:Loss = 7.745139, Regularization loss = 0.33702034, Total loss = 8.082159 (0.684 sec)
INFO:tensorflow:Loss = 9.799394, Regularization loss = 0.33685657, Total loss = 10.1362505 (0.645 sec)
INFO:tensorflow:Loss = 1.250294, Regularization loss = 0.33692497, Total loss = 1.587219 (0.726 sec)
INFO:tensorflow:Loss = 0.9181149, Regularization loss = 0.32737058, Total loss = 1.2454855 (0.807 sec)
INFO:tensorflow:global_step/sec: 9.28358
INFO:tensorflow:loss = 12.970604, step = 1300 (10.772 sec)
INFO:tensorflow:Loss = 12.970604, Regularization loss = 0.3180742, Total loss = 13.288678 (4.297 sec)
INFO:tensorflow:Loss = 9.146449, Regularization loss = 0.31078395, Total loss = 9.457233 (0.700 sec)
INFO:tensorflow:Loss = 0.47194982, Regularization loss = 0.30624124, Total loss = 0.7781911 (0.707 sec)
INFO:tensorflow:Loss = 0.5818768, Regularization loss = 0.30202538, Total loss = 0.8839022 (0.589 sec)
INFO:tensorflow:Loss = 3.3938065, Regularization loss = 0.2976621, Total loss = 3.6914685 (0.787 sec)
INFO:tensorflow:Loss = 11.030542, Regularization loss = 0.29509467, Total loss = 11.325637 (0.660 sec)
INFO:tensorflow:Loss = 0.26990542, Regularization loss = 0.29324123, Total loss = 0.56314665 (0.763 sec)
INFO:tensorflow:Loss = 1.272588, Regularization loss = 0.2902004, Total loss = 1.5627885 (0.671 sec)
INFO:tensorflow:Loss = 23.709005, Regularization loss = 0.28599304, Total loss = 23.994999 (0.712 sec)
INFO:tensorflow:Loss = 0.35927057, Regularization loss = 0.28249878, Total loss = 0.64176935 (0.750 sec)
INFO:tensorflow:global_step/sec: 14.1231
INFO:tensorflow:loss = 0.46186066, step = 1400 (7.080 sec)
INFO:tensorflow:Loss = 0.46186066, Regularization loss = 0.2776967, Total loss = 0.7395574 (0.740 sec)
INFO:tensorflow:Loss = 0.22124626, Regularization loss = 0.27426797, Total loss = 0.4955142 (0.681 sec)
INFO:tensorflow:Loss = 0.35459536, Regularization loss = 0.2733723, Total loss = 0.62796766 (0.593 sec)
INFO:tensorflow:Loss = 0.73328876, Regularization loss = 0.27332935, Total loss = 1.0066181 (0.688 sec)
INFO:tensorflow:Loss = 0.73113436, Regularization loss = 0.27044806, Total loss = 1.0015824 (0.636 sec)
INFO:tensorflow:Loss = 0.9432522, Regularization loss = 0.2655411, Total loss = 1.2087933 (0.612 sec)
INFO:tensorflow:Loss = 11.8645315, Regularization loss = 0.26025084, Total loss = 12.124783 (0.742 sec)
INFO:tensorflow:Loss = 2.4195004, Regularization loss = 0.25663415, Total loss = 2.6761346 (0.735 sec)
INFO:tensorflow:Loss = 0.45420063, Regularization loss = 0.2529944, Total loss = 0.70719504 (0.654 sec)
INFO:tensorflow:Loss = 1.3256909, Regularization loss = 0.24968038, Total loss = 1.5753713 (0.673 sec)
INFO:tensorflow:global_step/sec: 14.644
INFO:tensorflow:loss = 0.2518049, step = 1500 (6.838 sec)
INFO:tensorflow:Loss = 0.2518049, Regularization loss = 0.245658, Total loss = 0.49746287 (0.825 sec)
INFO:tensorflow:Loss = 4.987355, Regularization loss = 0.24063107, Total loss = 5.2279863 (0.595 sec)
INFO:tensorflow:Loss = 0.14550334, Regularization loss = 0.23675999, Total loss = 0.38226333 (0.672 sec)
INFO:tensorflow:Loss = 8.583702, Regularization loss = 0.23409499, Total loss = 8.817797 (0.736 sec)
INFO:tensorflow:Loss = 1.0778552, Regularization loss = 0.23217034, Total loss = 1.3100256 (0.696 sec)
INFO:tensorflow:Loss = 0.20712012, Regularization loss = 0.2303984, Total loss = 0.43751854 (0.649 sec)
INFO:tensorflow:Loss = 0.31435242, Regularization loss = 0.22829236, Total loss = 0.5426448 (0.698 sec)
INFO:tensorflow:Loss = 0.18244427, Regularization loss = 0.22607031, Total loss = 0.4085146 (0.676 sec)
INFO:tensorflow:Loss = 0.47669086, Regularization loss = 0.2236522, Total loss = 0.7003431 (0.737 sec)
INFO:tensorflow:Loss = 8.496651, Regularization loss = 0.22081602, Total loss = 8.717466 (0.742 sec)
INFO:tensorflow:global_step/sec: 14.3634
INFO:tensorflow:loss = 4.373073, step = 1600 (6.954 sec)
INFO:tensorflow:Loss = 4.373073, Regularization loss = 0.21837142, Total loss = 4.5914445 (0.753 sec)
INFO:tensorflow:Loss = 0.14604613, Regularization loss = 0.21532208, Total loss = 0.3613682 (0.669 sec)
INFO:tensorflow:Loss = 0.3837985, Regularization loss = 0.2159114, Total loss = 0.5997099 (0.614 sec)
INFO:tensorflow:Loss = 0.4930689, Regularization loss = 0.2149924, Total loss = 0.70806134 (0.735 sec)
INFO:tensorflow:Loss = 0.23621924, Regularization loss = 0.2121623, Total loss = 0.44838154 (0.754 sec)
INFO:tensorflow:Loss = 3.7640305, Regularization loss = 0.20720513, Total loss = 3.9712355 (0.846 sec)
INFO:tensorflow:Loss = 8.104466, Regularization loss = 0.2052359, Total loss = 8.309702 (0.686 sec)
INFO:tensorflow:Loss = 10.065426, Regularization loss = 0.20526654, Total loss = 10.270693 (0.648 sec)
INFO:tensorflow:Loss = 0.66111016, Regularization loss = 0.20719846, Total loss = 0.8683086 (0.736 sec)
INFO:tensorflow:Loss = 0.57885146, Regularization loss = 0.2044253, Total loss = 0.7832768 (0.813 sec)
INFO:tensorflow:global_step/sec: 9.29395
INFO:tensorflow:loss = 13.14089, step = 1700 (10.760 sec)
INFO:tensorflow:Loss = 13.14089, Regularization loss = 0.20099974, Total loss = 13.34189 (4.259 sec)
INFO:tensorflow:Loss = 9.229418, Regularization loss = 0.19784176, Total loss = 9.427259 (0.682 sec)
INFO:tensorflow:Loss = 0.47047165, Regularization loss = 0.19587284, Total loss = 0.6663445 (0.722 sec)
INFO:tensorflow:Loss = 0.5869845, Regularization loss = 0.19373244, Total loss = 0.78071696 (0.642 sec)
INFO:tensorflow:Loss = 3.3944852, Regularization loss = 0.19127764, Total loss = 3.585763 (0.738 sec)
INFO:tensorflow:Loss = 11.021842, Regularization loss = 0.19011068, Total loss = 11.211952 (0.653 sec)
INFO:tensorflow:Loss = 0.26518688, Regularization loss = 0.1895315, Total loss = 0.45471838 (0.771 sec)
INFO:tensorflow:Loss = 1.2688423, Regularization loss = 0.188063, Total loss = 1.4569054 (0.657 sec)
INFO:tensorflow:Loss = 23.724062, Regularization loss = 0.18563616, Total loss = 23.909698 (0.773 sec)
INFO:tensorflow:Loss = 0.3578238, Regularization loss = 0.18377797, Total loss = 0.5416018 (0.738 sec)
INFO:tensorflow:global_step/sec: 14.1581
INFO:tensorflow:loss = 0.4648019, step = 1800 (7.063 sec)
INFO:tensorflow:Loss = 0.4648019, Regularization loss = 0.18080172, Total loss = 0.64560366 (0.687 sec)
INFO:tensorflow:Loss = 0.2219478, Regularization loss = 0.1789062, Total loss = 0.400854 (0.682 sec)
INFO:tensorflow:Loss = 0.3481828, Regularization loss = 0.17910571, Total loss = 0.5272885 (0.597 sec)
INFO:tensorflow:Loss = 0.717136, Regularization loss = 0.18012737, Total loss = 0.8972634 (0.679 sec)
INFO:tensorflow:Loss = 0.7182216, Regularization loss = 0.17873484, Total loss = 0.89695644 (0.628 sec)
INFO:tensorflow:Loss = 0.9410873, Regularization loss = 0.17555222, Total loss = 1.1166395 (0.607 sec)
INFO:tensorflow:Loss = 11.863086, Regularization loss = 0.17201382, Total loss = 12.0351 (0.808 sec)
INFO:tensorflow:Loss = 2.4179037, Regularization loss = 0.16987526, Total loss = 2.587779 (0.675 sec)
INFO:tensorflow:Loss = 0.4596308, Regularization loss = 0.167676, Total loss = 0.6273068 (0.655 sec)
INFO:tensorflow:Loss = 1.3292325, Regularization loss = 0.1657252, Total loss = 1.4949577 (0.681 sec)
INFO:tensorflow:global_step/sec: 14.6442
INFO:tensorflow:loss = 0.25858614, step = 1900 (6.829 sec)
INFO:tensorflow:Loss = 0.25858614, Regularization loss = 0.16315696, Total loss = 0.4217431 (0.818 sec)
INFO:tensorflow:Loss = 4.968542, Regularization loss = 0.15974171, Total loss = 5.128284 (0.643 sec)
INFO:tensorflow:Loss = 0.16014493, Regularization loss = 0.1572611, Total loss = 0.31740603 (0.685 sec)
INFO:tensorflow:Loss = 8.567182, Regularization loss = 0.15572973, Total loss = 8.722911 (0.680 sec)
INFO:tensorflow:Loss = 1.0784905, Regularization loss = 0.15479174, Total loss = 1.2332822 (0.690 sec)
INFO:tensorflow:Loss = 0.20270988, Regularization loss = 0.15400825, Total loss = 0.35671812 (0.655 sec)
INFO:tensorflow:Loss = 0.30693334, Regularization loss = 0.15298882, Total loss = 0.45992216 (0.708 sec)
INFO:tensorflow:Loss = 0.17730047, Regularization loss = 0.1518914, Total loss = 0.32919186 (0.675 sec)
INFO:tensorflow:Loss = 0.47186413, Regularization loss = 0.15063179, Total loss = 0.6224959 (0.798 sec)
INFO:tensorflow:Loss = 8.501259, Regularization loss = 0.14901027, Total loss = 8.6502695 (0.681 sec)
INFO:tensorflow:global_step/sec: 14.3699
INFO:tensorflow:loss = 4.373181, step = 2000 (6.959 sec)
INFO:tensorflow:Loss = 4.373181, Regularization loss = 0.1476876, Total loss = 4.5208683 (0.743 sec)
INFO:tensorflow:Loss = 0.1478983, Regularization loss = 0.14583611, Total loss = 0.29373443 (0.671 sec)
INFO:tensorflow:Loss = 0.3746237, Regularization loss = 0.14702488, Total loss = 0.5216486 (0.622 sec)
INFO:tensorflow:Loss = 0.4776346, Regularization loss = 0.1469867, Total loss = 0.6246213 (0.722 sec)
INFO:tensorflow:Loss = 0.22990836, Regularization loss = 0.14533463, Total loss = 0.375243 (0.809 sec)
INFO:tensorflow:Loss = 3.7642925, Regularization loss = 0.14182541, Total loss = 3.906118 (0.793 sec)
INFO:tensorflow:Loss = 8.100097, Regularization loss = 0.14082973, Total loss = 8.240927 (0.691 sec)
INFO:tensorflow:Loss = 10.073298, Regularization loss = 0.14153823, Total loss = 10.214837 (0.655 sec)
INFO:tensorflow:Loss = 0.6617831, Regularization loss = 0.14394704, Total loss = 0.8057301 (0.733 sec)
INFO:tensorflow:Loss = 0.6152916, Regularization loss = 0.14201242, Total loss = 0.757304 (0.823 sec)
INFO:tensorflow:global_step/sec: 9.27542
INFO:tensorflow:loss = 13.071954, step = 2100 (10.781 sec)
INFO:tensorflow:Loss = 13.071954, Regularization loss = 0.13922325, Total loss = 13.211177 (4.262 sec)
INFO:tensorflow:Loss = 9.110131, Regularization loss = 0.1365802, Total loss = 9.246712 (0.688 sec)
INFO:tensorflow:Loss = 0.50439656, Regularization loss = 0.13523465, Total loss = 0.6396312 (0.716 sec)
INFO:tensorflow:Loss = 0.5980974, Regularization loss = 0.13372809, Total loss = 0.7318255 (0.583 sec)
INFO:tensorflow:Loss = 3.3959265, Regularization loss = 0.13192517, Total loss = 3.5278516 (0.783 sec)
INFO:tensorflow:Loss = 11.019314, Regularization loss = 0.13155286, Total loss = 11.1508665 (0.651 sec)
INFO:tensorflow:Loss = 0.2512548, Regularization loss = 0.13183545, Total loss = 0.38309026 (0.743 sec)
INFO:tensorflow:Loss = 1.2568594, Regularization loss = 0.13128147, Total loss = 1.3881409 (0.669 sec)
INFO:tensorflow:Loss = 23.77817, Regularization loss = 0.12982775, Total loss = 23.907997 (0.709 sec)
INFO:tensorflow:Loss = 0.34869072, Regularization loss = 0.12889633, Total loss = 0.47758704 (0.811 sec)
INFO:tensorflow:global_step/sec: 14.2203
INFO:tensorflow:loss = 0.47014862, step = 2200 (7.033 sec)
INFO:tensorflow:Loss = 0.47014862, Regularization loss = 0.12677042, Total loss = 0.59691906 (0.680 sec)
INFO:tensorflow:Loss = 0.22572306, Regularization loss = 0.1256517, Total loss = 0.35137475 (0.681 sec)
INFO:tensorflow:Loss = 0.3331144, Regularization loss = 0.1266135, Total loss = 0.45972788 (0.590 sec)
INFO:tensorflow:Loss = 0.66306365, Regularization loss = 0.12836787, Total loss = 0.79143155 (0.692 sec)
INFO:tensorflow:Loss = 0.6715861, Regularization loss = 0.12793042, Total loss = 0.7995165 (0.643 sec)
INFO:tensorflow:Loss = 0.93594646, Regularization loss = 0.12576742, Total loss = 1.0617139 (0.611 sec)
INFO:tensorflow:Loss = 11.853541, Regularization loss = 0.12306116, Total loss = 11.976603 (0.804 sec)
INFO:tensorflow:Loss = 2.4120226, Regularization loss = 0.12160142, Total loss = 2.533624 (0.679 sec)
INFO:tensorflow:Loss = 0.47675407, Regularization loss = 0.11999069, Total loss = 0.5967448 (0.661 sec)
INFO:tensorflow:Loss = 1.3388826, Regularization loss = 0.11858955, Total loss = 1.4574721 (0.686 sec)
INFO:tensorflow:global_step/sec: 14.5864
INFO:tensorflow:loss = 0.2737562, step = 2300 (6.855 sec)
INFO:tensorflow:Loss = 0.2737562, Regularization loss = 0.11651507, Total loss = 0.39027128 (0.810 sec)
INFO:tensorflow:Loss = 4.939222, Regularization loss = 0.11346443, Total loss = 5.052686 (0.597 sec)
INFO:tensorflow:Loss = 0.18177585, Regularization loss = 0.11136253, Total loss = 0.29313838 (0.752 sec)
INFO:tensorflow:Loss = 8.541675, Regularization loss = 0.110312104, Total loss = 8.651987 (0.684 sec)
INFO:tensorflow:Loss = 1.0832366, Regularization loss = 0.10993269, Total loss = 1.1931692 (0.694 sec)
INFO:tensorflow:Loss = 0.20330438, Regularization loss = 0.10972305, Total loss = 0.31302744 (0.644 sec)
INFO:tensorflow:Loss = 0.30217052, Regularization loss = 0.10928649, Total loss = 0.411457 (0.707 sec)
INFO:tensorflow:Loss = 0.17186946, Regularization loss = 0.1087891, Total loss = 0.28065854 (0.672 sec)
INFO:tensorflow:Loss = 0.46479675, Regularization loss = 0.108138405, Total loss = 0.57293516 (0.794 sec)
INFO:tensorflow:Loss = 8.513195, Regularization loss = 0.107117, Total loss = 8.620312 (0.679 sec)
INFO:tensorflow:global_step/sec: 14.3432
INFO:tensorflow:loss = 4.3739552, step = 2400 (6.971 sec)
INFO:tensorflow:Loss = 4.3739552, Regularization loss = 0.106385715, Total loss = 4.480341 (0.748 sec)
INFO:tensorflow:Loss = 0.14799978, Regularization loss = 0.10509346, Total loss = 0.25309324 (0.664 sec)
INFO:tensorflow:Loss = 0.35670698, Regularization loss = 0.106876224, Total loss = 0.4635832 (0.614 sec)
INFO:tensorflow:Loss = 0.44851127, Regularization loss = 0.107446276, Total loss = 0.55595756 (0.720 sec)
INFO:tensorflow:Loss = 0.21704124, Regularization loss = 0.10647046, Total loss = 0.3235117 (0.766 sec)
INFO:tensorflow:Loss = 3.764421, Regularization loss = 0.10359851, Total loss = 3.8680196 (0.838 sec)
INFO:tensorflow:Loss = 8.0979395, Regularization loss = 0.10315833, Total loss = 8.2010975 (0.678 sec)
INFO:tensorflow:Loss = 10.089043, Regularization loss = 0.104389414, Total loss = 10.193432 (0.649 sec)
INFO:tensorflow:Loss = 0.6204563, Regularization loss = 0.10729869, Total loss = 0.72775495 (0.716 sec)
INFO:tensorflow:Loss = 0.5906066, Regularization loss = 0.10608835, Total loss = 0.6966949 (0.805 sec)
INFO:tensorflow:global_step/sec: 9.41766
INFO:tensorflow:loss = 13.081328, step = 2500 (10.620 sec)
INFO:tensorflow:Loss = 13.081328, Regularization loss = 0.10398429, Total loss = 13.185312 (4.170 sec)
INFO:tensorflow:Loss = 9.103562, Regularization loss = 0.10191411, Total loss = 9.205477 (0.689 sec)
INFO:tensorflow:Loss = 0.50838244, Regularization loss = 0.10103308, Total loss = 0.60941553 (0.724 sec)
INFO:tensorflow:Loss = 0.6004049, Regularization loss = 0.09995049, Total loss = 0.7003554 (0.636 sec)
INFO:tensorflow:Loss = 3.3965037, Regularization loss = 0.098553635, Total loss = 3.4950573 (0.716 sec)
INFO:tensorflow:Loss = 11.01693, Regularization loss = 0.09855571, Total loss = 11.115485 (0.644 sec)
INFO:tensorflow:Loss = 0.24791571, Regularization loss = 0.09920593, Total loss = 0.34712166 (0.768 sec)
INFO:tensorflow:Loss = 1.2536486, Regularization loss = 0.09905385, Total loss = 1.3527025 (0.661 sec)
INFO:tensorflow:Loss = 23.79526, Regularization loss = 0.0980434, Total loss = 23.893303 (0.716 sec)
INFO:tensorflow:Loss = 0.34527907, Regularization loss = 0.097528234, Total loss = 0.44280732 (0.797 sec)
INFO:tensorflow:global_step/sec: 14.2271
INFO:tensorflow:loss = 0.47129124, step = 2600 (7.029 sec)
INFO:tensorflow:Loss = 0.47129124, Regularization loss = 0.095838465, Total loss = 0.56712973 (0.677 sec)
INFO:tensorflow:Loss = 0.22667105, Regularization loss = 0.09509854, Total loss = 0.3217696 (0.666 sec)
INFO:tensorflow:Loss = 0.32771397, Regularization loss = 0.09636241, Total loss = 0.42407638 (0.588 sec)
INFO:tensorflow:Loss = 0.6448127, Regularization loss = 0.09839889, Total loss = 0.74321157 (0.672 sec)
INFO:tensorflow:Loss = 0.65455365, Regularization loss = 0.09836988, Total loss = 0.75292355 (0.627 sec)
INFO:tensorflow:Loss = 0.93311745, Regularization loss = 0.09668756, Total loss = 1.0298051 (0.610 sec)
INFO:tensorflow:Loss = 11.853057, Regularization loss = 0.0944382, Total loss = 11.947495 (0.810 sec)
INFO:tensorflow:Loss = 2.4109094, Regularization loss = 0.0933447, Total loss = 2.504254 (0.681 sec)
INFO:tensorflow:Loss = 0.48153287, Regularization loss = 0.09207283, Total loss = 0.5736057 (0.657 sec)
INFO:tensorflow:Loss = 1.3421968, Regularization loss = 0.090982184, Total loss = 1.433179 (0.677 sec)
INFO:tensorflow:global_step/sec: 14.7179
INFO:tensorflow:loss = 0.2799005, step = 2700 (6.794 sec)
INFO:tensorflow:Loss = 0.2799005, Regularization loss = 0.089222714, Total loss = 0.36912322 (0.807 sec)
INFO:tensorflow:Loss = 4.9270406, Regularization loss = 0.08648665, Total loss = 5.0135274 (0.612 sec)
INFO:tensorflow:Loss = 0.19212753, Regularization loss = 0.08465409, Total loss = 0.27678162 (0.740 sec)
INFO:tensorflow:Loss = 8.529144, Regularization loss = 0.08384503, Total loss = 8.612989 (0.675 sec)
INFO:tensorflow:Loss = 1.0863508, Regularization loss = 0.08369693, Total loss = 1.1700478 (0.698 sec)
INFO:tensorflow:Loss = 0.20553048, Regularization loss = 0.083719015, Total loss = 0.28924948 (0.655 sec)
INFO:tensorflow:Loss = 0.30239478, Regularization loss = 0.083532214, Total loss = 0.385927 (0.745 sec)
INFO:tensorflow:Loss = 0.17091335, Regularization loss = 0.08329667, Total loss = 0.25421003 (0.667 sec)
INFO:tensorflow:Loss = 0.46310276, Regularization loss = 0.0829209, Total loss = 0.54602367 (0.798 sec)
INFO:tensorflow:Loss = 8.51566, Regularization loss = 0.08219089, Total loss = 8.597851 (0.684 sec)
INFO:tensorflow:global_step/sec: 14.255
INFO:tensorflow:loss = 4.374146, step = 2800 (7.015 sec)
INFO:tensorflow:Loss = 4.374146, Regularization loss = 0.0817359, Total loss = 4.455882 (0.741 sec)
INFO:tensorflow:Loss = 0.14847772, Regularization loss = 0.08073638, Total loss = 0.2292141 (0.655 sec)
INFO:tensorflow:Loss = 0.34957302, Regularization loss = 0.082685165, Total loss = 0.4322582 (0.619 sec)
INFO:tensorflow:Loss = 0.43628666, Regularization loss = 0.08349118, Total loss = 0.51977783 (0.719 sec)
INFO:tensorflow:Loss = 0.21123557, Regularization loss = 0.08284274, Total loss = 0.2940783 (0.825 sec)
INFO:tensorflow:Loss = 3.764399, Regularization loss = 0.08036964, Total loss = 3.8447688 (0.778 sec)
INFO:tensorflow:Loss = 8.098733, Regularization loss = 0.08018982, Total loss = 8.178923 (0.691 sec)
INFO:tensorflow:Loss = 10.097373, Regularization loss = 0.08159657, Total loss = 10.178969 (0.641 sec)
INFO:tensorflow:Loss = 0.60195386, Regularization loss = 0.084621444, Total loss = 0.6865753 (0.716 sec)
INFO:tensorflow:Loss = 0.57738936, Regularization loss = 0.0837527, Total loss = 0.66114205 (0.806 sec)
INFO:tensorflow:global_step/sec: 9.19993
INFO:tensorflow:loss = 13.0878935, step = 2900 (10.869 sec)
INFO:tensorflow:Loss = 13.0878935, Regularization loss = 0.08201351, Total loss = 13.169907 (4.417 sec)
INFO:tensorflow:Loss = 9.10246, Regularization loss = 0.08026667, Total loss = 9.182727 (0.715 sec)
INFO:tensorflow:Loss = 0.5097462, Regularization loss = 0.07962913, Total loss = 0.5893753 (0.738 sec)
INFO:tensorflow:Loss = 0.6014634, Regularization loss = 0.07877589, Total loss = 0.68023926 (0.676 sec)
INFO:tensorflow:Loss = 3.3968372, Regularization loss = 0.077607006, Total loss = 3.4744442 (0.782 sec)
INFO:tensorflow:Loss = 11.01531, Regularization loss = 0.07778241, Total loss = 11.093093 (0.672 sec)
INFO:tensorflow:Loss = 0.24632275, Regularization loss = 0.078587994, Total loss = 0.32491076 (0.822 sec)
INFO:tensorflow:Loss = 1.2520263, Regularization loss = 0.07862962, Total loss = 1.3306559 (0.687 sec)
INFO:tensorflow:Loss = 23.803555, Regularization loss = 0.07785162, Total loss = 23.881407 (0.748 sec)
INFO:tensorflow:Loss = 0.343558, Regularization loss = 0.07754725, Total loss = 0.42110527 (0.893 sec)
INFO:tensorflow:global_step/sec: 13.4601
INFO:tensorflow:loss = 0.47229788, step = 3000 (7.430 sec)
INFO:tensorflow:Loss = 0.47229788, Regularization loss = 0.076101355, Total loss = 0.5483992 (0.698 sec)
INFO:tensorflow:Loss = 0.22747155, Regularization loss = 0.07555766, Total loss = 0.3030292 (0.697 sec)
INFO:tensorflow:Loss = 0.32461515, Regularization loss = 0.07694234, Total loss = 0.4015575 (0.580 sec)
INFO:tensorflow:Loss = 0.62963325, Regularization loss = 0.079174, Total loss = 0.70880723 (0.675 sec)
INFO:tensorflow:Loss = 0.63888794, Regularization loss = 0.07939074, Total loss = 0.7182787 (0.651 sec)
INFO:tensorflow:Loss = 0.9303782, Regularization loss = 0.07796028, Total loss = 1.0083385 (0.628 sec)
INFO:tensorflow:Loss = 11.853101, Regularization loss = 0.07592338, Total loss = 11.929024 (0.823 sec)
INFO:tensorflow:Loss = 2.41015, Regularization loss = 0.07502249, Total loss = 2.4851725 (0.676 sec)
INFO:tensorflow:Loss = 0.4853101, Regularization loss = 0.07391276, Total loss = 0.5592229 (0.655 sec)
INFO:tensorflow:Loss = 1.3448561, Regularization loss = 0.07296862, Total loss = 1.4178247 (0.685 sec)
INFO:tensorflow:global_step/sec: 14.5404
INFO:tensorflow:loss = 0.28460366, step = 3100 (6.878 sec)
INFO:tensorflow:Loss = 0.28460366, Regularization loss = 0.07132541, Total loss = 0.35592908 (0.808 sec)
INFO:tensorflow:Loss = 4.9194856, Regularization loss = 0.06866181, Total loss = 4.9881473 (0.597 sec)
INFO:tensorflow:Loss = 0.19790557, Regularization loss = 0.06692225, Total loss = 0.26482782 (0.745 sec)
INFO:tensorflow:Loss = 8.522377, Regularization loss = 0.066234976, Total loss = 8.588612 (0.680 sec)
INFO:tensorflow:Loss = 1.0885164, Regularization loss = 0.06622989, Total loss = 1.1547463 (0.698 sec)
INFO:tensorflow:Loss = 0.20810018, Regularization loss = 0.06640333, Total loss = 0.27450353 (0.651 sec)
INFO:tensorflow:Loss = 0.30429146, Regularization loss = 0.06636693, Total loss = 0.3706584 (0.697 sec)
INFO:tensorflow:Loss = 0.17151092, Regularization loss = 0.06628498, Total loss = 0.23779589 (0.669 sec)
INFO:tensorflow:Loss = 0.46325374, Regularization loss = 0.0660634, Total loss = 0.52931714 (0.789 sec)
INFO:tensorflow:Loss = 8.51524, Regularization loss = 0.06548093, Total loss = 8.580721 (0.684 sec)
INFO:tensorflow:global_step/sec: 14.3706
INFO:tensorflow:loss = 4.374175, step = 3200 (6.958 sec)
INFO:tensorflow:Loss = 4.374175, Regularization loss = 0.06518116, Total loss = 4.4393563 (0.747 sec)
INFO:tensorflow:Loss = 0.14872316, Regularization loss = 0.06432255, Total loss = 0.21304572 (0.662 sec)
INFO:tensorflow:Loss = 0.34571105, Regularization loss = 0.06648929, Total loss = 0.41220033 (0.640 sec)
INFO:tensorflow:Loss = 0.4289322, Regularization loss = 0.06750372, Total loss = 0.4964359 (0.726 sec)
INFO:tensorflow:Loss = 0.20779523, Regularization loss = 0.0670445, Total loss = 0.27483973 (0.832 sec)
INFO:tensorflow:Loss = 3.7645268, Regularization loss = 0.06471058, Total loss = 3.8292375 (0.789 sec)
INFO:tensorflow:Loss = 8.097024, Regularization loss = 0.064698674, Total loss = 8.161722 (0.682 sec)
INFO:tensorflow:Loss = 10.103817, Regularization loss = 0.06629868, Total loss = 10.170115 (0.648 sec)
INFO:tensorflow:Loss = 0.5835746, Regularization loss = 0.06955602, Total loss = 0.6531306 (0.767 sec)
INFO:tensorflow:Loss = 0.56424004, Regularization loss = 0.06891715, Total loss = 0.6331572 (0.808 sec)
INFO:tensorflow:global_step/sec: 9.35262
INFO:tensorflow:loss = 13.093956, step = 3300 (10.692 sec)
INFO:tensorflow:Loss = 13.093956, Regularization loss = 0.06737766, Total loss = 13.161334 (4.138 sec)
INFO:tensorflow:Loss = 9.099937, Regularization loss = 0.0657845, Total loss = 9.165722 (0.689 sec)
INFO:tensorflow:Loss = 0.51143825, Regularization loss = 0.06528632, Total loss = 0.5767246 (0.707 sec)
INFO:tensorflow:Loss = 0.602606, Regularization loss = 0.064546004, Total loss = 0.667152 (0.581 sec)
INFO:tensorflow:Loss = 3.3972, Regularization loss = 0.06347078, Total loss = 3.460671 (0.782 sec)
INFO:tensorflow:Loss = 11.014003, Regularization loss = 0.06377189, Total loss = 11.077775 (0.651 sec)
INFO:tensorflow:Loss = 0.24415702, Regularization loss = 0.06472701, Total loss = 0.30888402 (0.797 sec)
INFO:tensorflow:Loss = 1.2497984, Regularization loss = 0.06491159, Total loss = 1.31471 (0.673 sec)
INFO:tensorflow:Loss = 23.816652, Regularization loss = 0.064273246, Total loss = 23.880926 (0.710 sec)
INFO:tensorflow:Loss = 0.34053543, Regularization loss = 0.06411483, Total loss = 0.40465027 (0.813 sec)
INFO:tensorflow:global_step/sec: 14.091
INFO:tensorflow:loss = 0.47260997, step = 3400 (7.097 sec)
INFO:tensorflow:Loss = 0.47260997, Regularization loss = 0.0627849, Total loss = 0.53539485 (0.694 sec)
INFO:tensorflow:Loss = 0.22782955, Regularization loss = 0.06235982, Total loss = 0.29018936 (0.687 sec)
INFO:tensorflow:Loss = 0.31966424, Regularization loss = 0.063895695, Total loss = 0.38355994 (0.594 sec)
INFO:tensorflow:Loss = 0.6158048, Regularization loss = 0.066206954, Total loss = 0.6820117 (0.678 sec)
INFO:tensorflow:Loss = 0.6257719, Regularization loss = 0.06658012, Total loss = 0.692352 (0.643 sec)
INFO:tensorflow:Loss = 0.9280496, Regularization loss = 0.06536802, Total loss = 0.9934176 (0.621 sec)
INFO:tensorflow:Loss = 11.853238, Regularization loss = 0.06353871, Total loss = 11.916777 (0.759 sec)
INFO:tensorflow:Loss = 2.4094746, Regularization loss = 0.0627695, Total loss = 2.472244 (0.732 sec)
INFO:tensorflow:Loss = 0.48893797, Regularization loss = 0.0617751, Total loss = 0.55071306 (0.654 sec)
INFO:tensorflow:Loss = 1.3476616, Regularization loss = 0.06092538, Total loss = 1.408587 (0.691 sec)
INFO:tensorflow:global_step/sec: 14.5487
INFO:tensorflow:loss = 0.29025573, step = 3500 (6.873 sec)
INFO:tensorflow:Loss = 0.29025573, Regularization loss = 0.059385337, Total loss = 0.34964105 (0.816 sec)
INFO:tensorflow:Loss = 4.9082327, Regularization loss = 0.056825224, Total loss = 4.965058 (0.590 sec)
INFO:tensorflow:Loss = 0.2087023, Regularization loss = 0.055142425, Total loss = 0.26384473 (0.674 sec)
INFO:tensorflow:Loss = 8.50953, Regularization loss = 0.054487597, Total loss = 8.564017 (0.744 sec)
INFO:tensorflow:Loss = 1.0922588, Regularization loss = 0.054509662, Total loss = 1.1467685 (0.718 sec)
INFO:tensorflow:Loss = 0.2114515, Regularization loss = 0.054714, Total loss = 0.2661655 (0.628 sec)
INFO:tensorflow:Loss = 0.3059171, Regularization loss = 0.054726936, Total loss = 0.36064404 (0.710 sec)
INFO:tensorflow:Loss = 0.1714797, Regularization loss = 0.054708444, Total loss = 0.22618815 (0.666 sec)
INFO:tensorflow:Loss = 0.46252316, Regularization loss = 0.054565243, Total loss = 0.5170884 (0.725 sec)
INFO:tensorflow:Loss = 8.515862, Regularization loss = 0.05407948, Total loss = 8.5699415 (0.745 sec)
INFO:tensorflow:global_step/sec: 14.3821
INFO:tensorflow:loss = 4.374269, step = 3600 (6.953 sec)
INFO:tensorflow:Loss = 4.374269, Regularization loss = 0.05386739, Total loss = 4.4281363 (0.752 sec)
INFO:tensorflow:Loss = 0.14936838, Regularization loss = 0.053114835, Total loss = 0.2024832 (0.658 sec)
INFO:tensorflow:Loss = 0.33941418, Regularization loss = 0.05527383, Total loss = 0.394688 (0.633 sec)
INFO:tensorflow:Loss = 0.41782928, Regularization loss = 0.05634012, Total loss = 0.4741694 (0.725 sec)
INFO:tensorflow:Loss = 0.20208365, Regularization loss = 0.056022577, Total loss = 0.25810623 (0.764 sec)
INFO:tensorflow:Loss = 3.7643526, Regularization loss = 0.053907014, Total loss = 3.8182595 (0.842 sec)
INFO:tensorflow:Loss = 8.100921, Regularization loss = 0.053992104, Total loss = 8.154913 (0.696 sec)
INFO:tensorflow:Loss = 10.113041, Regularization loss = 0.055613786, Total loss = 10.168654 (0.651 sec)
INFO:tensorflow:Loss = 0.5669527, Regularization loss = 0.058827363, Total loss = 0.62578005 (0.748 sec)
INFO:tensorflow:Loss = 0.5512099, Regularization loss = 0.05835496, Total loss = 0.6095649 (0.828 sec)
INFO:tensorflow:global_step/sec: 9.3
INFO:tensorflow:loss = 13.102872, step = 3700 (10.753 sec)
INFO:tensorflow:Loss = 13.102872, Regularization loss = 0.05701606, Total loss = 13.159888 (4.207 sec)
INFO:tensorflow:Loss = 9.104317, Regularization loss = 0.055598117, Total loss = 9.159915 (0.789 sec)
INFO:tensorflow:Loss = 0.5106351, Regularization loss = 0.05520736, Total loss = 0.56584245 (0.791 sec)
INFO:tensorflow:Loss = 0.60275507, Regularization loss = 0.05456637, Total loss = 0.65732145 (0.607 sec)
INFO:tensorflow:Loss = 3.3973885, Regularization loss = 0.053591013, Total loss = 3.4509795 (0.745 sec)
INFO:tensorflow:Loss = 11.013549, Regularization loss = 0.05393935, Total loss = 11.067489 (0.662 sec)
INFO:tensorflow:Loss = 0.2426446, Regularization loss = 0.05492188, Total loss = 0.29756647 (0.767 sec)
INFO:tensorflow:Loss = 1.2483965, Regularization loss = 0.055168193, Total loss = 1.3035647 (0.670 sec)
INFO:tensorflow:Loss = 23.824833, Regularization loss = 0.054626815, Total loss = 23.87946 (0.782 sec)
INFO:tensorflow:Loss = 0.33876768, Regularization loss = 0.05454765, Total loss = 0.39331532 (0.762 sec)
INFO:tensorflow:global_step/sec: 13.7408
INFO:tensorflow:loss = 0.47294164, step = 3800 (7.278 sec)
INFO:tensorflow:Loss = 0.47294164, Regularization loss = 0.05333194, Total loss = 0.5262736 (0.703 sec)
INFO:tensorflow:Loss = 0.22820793, Regularization loss = 0.052981183, Total loss = 0.2811891 (0.691 sec)
INFO:tensorflow:Loss = 0.3170755, Regularization loss = 0.054522775, Total loss = 0.37159827 (0.599 sec)
INFO:tensorflow:Loss = 0.6068746, Regularization loss = 0.056820482, Total loss = 0.6636951 (0.688 sec)
INFO:tensorflow:Loss = 0.6167451, Regularization loss = 0.05727118, Total loss = 0.6740163 (0.705 sec)
INFO:tensorflow:Loss = 0.9262749, Regularization loss = 0.056200452, Total loss = 0.98247534 (0.638 sec)
INFO:tensorflow:Loss = 11.854133, Regularization loss = 0.054518655, Total loss = 11.908651 (0.771 sec)
INFO:tensorflow:Loss = 2.409325, Regularization loss = 0.053843316, Total loss = 2.4631681 (0.701 sec)
INFO:tensorflow:Loss = 0.4906898, Regularization loss = 0.052935563, Total loss = 0.54362535 (0.665 sec)
INFO:tensorflow:Loss = 1.3492292, Regularization loss = 0.052157626, Total loss = 1.4013869 (0.684 sec)
INFO:tensorflow:global_step/sec: 14.2099
INFO:tensorflow:loss = 0.29366034, step = 3900 (7.037 sec)
INFO:tensorflow:Loss = 0.29366034, Regularization loss = 0.05070115, Total loss = 0.34436148 (0.896 sec)
INFO:tensorflow:Loss = 4.901621, Regularization loss = 0.048238393, Total loss = 4.949859 (0.619 sec)
INFO:tensorflow:Loss = 0.21528155, Regularization loss = 0.046617363, Total loss = 0.2618989 (0.684 sec)
INFO:tensorflow:Loss = 8.501724, Regularization loss = 0.04599445, Total loss = 8.547719 (0.695 sec)
INFO:tensorflow:Loss = 1.0948462, Regularization loss = 0.046033613, Total loss = 1.1408799 (0.702 sec)
INFO:tensorflow:Loss = 0.21422218, Regularization loss = 0.04625453, Total loss = 0.2604767 (0.635 sec)
INFO:tensorflow:Loss = 0.30790508, Regularization loss = 0.04629654, Total loss = 0.3542016 (0.708 sec)
INFO:tensorflow:Loss = 0.17216423, Regularization loss = 0.046315096, Total loss = 0.21847934 (0.747 sec)
INFO:tensorflow:Loss = 0.46288466, Regularization loss = 0.046218753, Total loss = 0.5091034 (0.739 sec)
INFO:tensorflow:Loss = 8.514373, Regularization loss = 0.04579453, Total loss = 8.560167 (0.691 sec)
INFO:tensorflow:global_step/sec: 14.306
INFO:tensorflow:loss = 4.3742013, step = 4000 (6.990 sec)
INFO:tensorflow:Loss = 4.3742013, Regularization loss = 0.045636334, Total loss = 4.4198375 (0.769 sec)
INFO:tensorflow:Loss = 0.15010157, Regularization loss = 0.0449555, Total loss = 0.19505706 (0.774 sec)
INFO:tensorflow:Loss = 0.33624822, Regularization loss = 0.04708948, Total loss = 0.3833377 (0.668 sec)
INFO:tensorflow:Loss = 0.4117739, Regularization loss = 0.048179336, Total loss = 0.45995322 (0.805 sec)
INFO:tensorflow:Loss = 0.1989228, Regularization loss = 0.04794907, Total loss = 0.24687186 (0.854 sec)
INFO:tensorflow:Loss = 3.7642817, Regularization loss = 0.045983516, Total loss = 3.8102653 (0.824 sec)
INFO:tensorflow:Loss = 8.102812, Regularization loss = 0.046128232, Total loss = 8.14894 (0.699 sec)
INFO:tensorflow:Loss = 10.118697, Regularization loss = 0.04775186, Total loss = 10.166449 (0.649 sec)
INFO:tensorflow:Loss = 0.5562556, Regularization loss = 0.05091746, Total loss = 0.607173 (0.752 sec)
INFO:tensorflow:Loss = 0.54268974, Regularization loss = 0.05055521, Total loss = 0.59324497 (0.863 sec)
INFO:tensorflow:global_step/sec: 8.82619
INFO:tensorflow:loss = 13.10886, step = 4100 (11.329 sec)
INFO:tensorflow:Loss = 13.10886, Regularization loss = 0.04935408, Total loss = 13.158215 (4.442 sec)
INFO:tensorflow:Loss = 9.107323, Regularization loss = 0.048059333, Total loss = 9.155382 (0.694 sec)
INFO:tensorflow:Loss = 0.51004654, Regularization loss = 0.0477423, Total loss = 0.55778885 (0.829 sec)
INFO:tensorflow:Loss = 0.60283977, Regularization loss = 0.047171824, Total loss = 0.6500116 (0.602 sec)
INFO:tensorflow:Loss = 3.3975189, Regularization loss = 0.046269733, Total loss = 3.4437885 (0.724 sec)
INFO:tensorflow:Loss = 11.013189, Regularization loss = 0.046648882, Total loss = 11.059838 (0.646 sec)
INFO:tensorflow:Loss = 0.24166003, Regularization loss = 0.04764576, Total loss = 0.28930578 (0.756 sec)
INFO:tensorflow:Loss = 1.2474706, Regularization loss = 0.047932763, Total loss = 1.2954034 (0.661 sec)
INFO:tensorflow:Loss = 23.83023, Regularization loss = 0.047459695, Total loss = 23.877691 (0.778 sec)
INFO:tensorflow:Loss = 0.33758634, Regularization loss = 0.047434468, Total loss = 0.38502082 (0.758 sec)
INFO:tensorflow:global_step/sec: 13.9787
INFO:tensorflow:loss = 0.47321746, step = 4200 (7.154 sec)
INFO:tensorflow:Loss = 0.47321746, Regularization loss = 0.0463027, Total loss = 0.51952016 (0.705 sec)
INFO:tensorflow:Loss = 0.22851112, Regularization loss = 0.04600468, Total loss = 0.2745158 (0.680 sec)
INFO:tensorflow:Loss = 0.3153251, Regularization loss = 0.0475427, Total loss = 0.3628678 (0.585 sec)
INFO:tensorflow:Loss = 0.60061276, Regularization loss = 0.04982004, Total loss = 0.6504328 (0.692 sec)
INFO:tensorflow:Loss = 0.6103153, Regularization loss = 0.050321475, Total loss = 0.6606368 (0.664 sec)
INFO:tensorflow:Loss = 0.9250028, Regularization loss = 0.04935322, Total loss = 0.97435606 (0.635 sec)
INFO:tensorflow:Loss = 11.854805, Regularization loss = 0.04778188, Total loss = 11.902587 (0.836 sec)
INFO:tensorflow:Loss = 2.4092264, Regularization loss = 0.04717504, Total loss = 2.4564013 (0.688 sec)
INFO:tensorflow:Loss = 0.4919685, Regularization loss = 0.046332203, Total loss = 0.5383007 (0.660 sec)
INFO:tensorflow:Loss = 1.350399, Regularization loss = 0.045608014, Total loss = 1.3960071 (0.692 sec)
INFO:tensorflow:global_step/sec: 14.3874
INFO:tensorflow:loss = 0.2961942, step = 4300 (6.951 sec)
INFO:tensorflow:Loss = 0.2961942, Regularization loss = 0.044216506, Total loss = 0.3404107 (0.819 sec)
INFO:tensorflow:Loss = 4.896868, Regularization loss = 0.0418334, Total loss = 4.9387016 (0.597 sec)
INFO:tensorflow:Loss = 0.22010174, Regularization loss = 0.040264167, Total loss = 0.2603659 (0.733 sec)
INFO:tensorflow:Loss = 8.496053, Regularization loss = 0.039667234, Total loss = 8.53572 (0.708 sec)
INFO:tensorflow:Loss = 1.0968579, Regularization loss = 0.039718248, Total loss = 1.1365762 (0.719 sec)
INFO:tensorflow:Loss = 0.2165301, Regularization loss = 0.039949458, Total loss = 0.25647956 (0.656 sec)
INFO:tensorflow:Loss = 0.30975708, Regularization loss = 0.040010873, Total loss = 0.34976795 (0.701 sec)
INFO:tensorflow:Loss = 0.17296001, Regularization loss = 0.040054012, Total loss = 0.21301402 (0.709 sec)
INFO:tensorflow:Loss = 0.46350262, Regularization loss = 0.039989322, Total loss = 0.50349194 (0.817 sec)
INFO:tensorflow:Loss = 8.512448, Regularization loss = 0.03960852, Total loss = 8.552057 (0.715 sec)
INFO:tensorflow:global_step/sec: 14.0662
INFO:tensorflow:loss = 4.3740935, step = 4400 (7.108 sec)
INFO:tensorflow:Loss = 4.3740935, Regularization loss = 0.039487354, Total loss = 4.413581 (0.753 sec)
INFO:tensorflow:Loss = 0.15079448, Regularization loss = 0.038858946, Total loss = 0.18965343 (0.670 sec)
INFO:tensorflow:Loss = 0.3343378, Regularization loss = 0.04096471, Total loss = 0.37530252 (0.637 sec)
INFO:tensorflow:Loss = 0.40786302, Regularization loss = 0.042065505, Total loss = 0.44992852 (0.735 sec)
INFO:tensorflow:Loss = 0.19685966, Regularization loss = 0.04189506, Total loss = 0.23875472 (0.826 sec)
INFO:tensorflow:Loss = 3.7642477, Regularization loss = 0.04004205, Total loss = 3.8042898 (0.783 sec)
INFO:tensorflow:Loss = 8.103881, Regularization loss = 0.040227346, Total loss = 8.144108 (0.702 sec)
INFO:tensorflow:Loss = 10.1226015, Regularization loss = 0.04184475, Total loss = 10.164446 (0.662 sec)
INFO:tensorflow:Loss = 0.54859805, Regularization loss = 0.04496365, Total loss = 0.5935617 (0.732 sec)
INFO:tensorflow:Loss = 0.53654087, Regularization loss = 0.044679455, Total loss = 0.5812203 (0.813 sec)
INFO:tensorflow:global_step/sec: 9.21305
INFO:tensorflow:loss = 13.113255, step = 4500 (10.855 sec)
INFO:tensorflow:Loss = 13.113255, Regularization loss = 0.043579113, Total loss = 13.156834 (4.292 sec)
INFO:tensorflow:Loss = 9.109559, Regularization loss = 0.042375892, Total loss = 9.151935 (0.686 sec)
INFO:tensorflow:Loss = 0.5095942, Regularization loss = 0.042112075, Total loss = 0.55170625 (0.713 sec)
INFO:tensorflow:Loss = 0.6028967, Regularization loss = 0.04159402, Total loss = 0.6444907 (0.596 sec)
INFO:tensorflow:Loss = 3.3976166, Regularization loss = 0.04074786, Total loss = 3.4383645 (0.792 sec)
INFO:tensorflow:Loss = 11.012879, Regularization loss = 0.041147485, Total loss = 11.054027 (0.661 sec)
INFO:tensorflow:Loss = 0.24096546, Regularization loss = 0.042150788, Total loss = 0.28311625 (0.755 sec)
INFO:tensorflow:Loss = 1.2468085, Regularization loss = 0.04246539, Total loss = 1.289274 (0.658 sec)
INFO:tensorflow:Loss = 23.834057, Regularization loss = 0.042042524, Total loss = 23.876099 (0.707 sec)
INFO:tensorflow:Loss = 0.33674005, Regularization loss = 0.04205537, Total loss = 0.37879542 (0.801 sec)
INFO:tensorflow:global_step/sec: 14.1849
INFO:tensorflow:loss = 0.4734622, step = 4600 (7.058 sec)
INFO:tensorflow:Loss = 0.4734622, Regularization loss = 0.040987857, Total loss = 0.5144501 (0.689 sec)
INFO:tensorflow:Loss = 0.2287697, Regularization loss = 0.04072845, Total loss = 0.26949817 (0.670 sec)
INFO:tensorflow:Loss = 0.31405506, Regularization loss = 0.0422571, Total loss = 0.35631216 (0.585 sec)
INFO:tensorflow:Loss = 0.59590465, Regularization loss = 0.04451002, Total loss = 0.64041466 (0.708 sec)
INFO:tensorflow:Loss = 0.6054218, Regularization loss = 0.045045473, Total loss = 0.6504673 (0.666 sec)
INFO:tensorflow:Loss = 0.92403454, Regularization loss = 0.044154868, Total loss = 0.9681894 (0.616 sec)
INFO:tensorflow:Loss = 11.855312, Regularization loss = 0.0426696, Total loss = 11.897982 (0.805 sec)
INFO:tensorflow:Loss = 2.4091454, Regularization loss = 0.042114295, Total loss = 2.4512596 (0.686 sec)
INFO:tensorflow:Loss = 0.49298802, Regularization loss = 0.041321214, Total loss = 0.5343092 (0.686 sec)
INFO:tensorflow:Loss = 1.3513356, Regularization loss = 0.040637996, Total loss = 1.3919736 (0.693 sec)
INFO:tensorflow:global_step/sec: 14.3472
INFO:tensorflow:loss = 0.29820064, step = 4700 (6.961 sec)
INFO:tensorflow:Loss = 0.29820064, Regularization loss = 0.039298084, Total loss = 0.33749872 (0.846 sec)
INFO:tensorflow:Loss = 4.89323, Regularization loss = 0.03698179, Total loss = 4.9302115 (0.591 sec)
INFO:tensorflow:Loss = 0.22383082, Regularization loss = 0.03545696, Total loss = 0.25928777 (0.726 sec)
INFO:tensorflow:Loss = 8.491696, Regularization loss = 0.034881067, Total loss = 8.526577 (0.676 sec)
INFO:tensorflow:Loss = 1.0984863, Regularization loss = 0.03493926, Total loss = 1.1334256 (0.693 sec)
INFO:tensorflow:Loss = 0.21848747, Regularization loss = 0.035175737, Total loss = 0.2536632 (0.649 sec)
INFO:tensorflow:Loss = 0.31143546, Regularization loss = 0.035249714, Total loss = 0.34668517 (0.714 sec)
INFO:tensorflow:Loss = 0.17376122, Regularization loss = 0.035309013, Total loss = 0.20907024 (0.682 sec)
INFO:tensorflow:Loss = 0.4642083, Regularization loss = 0.035265964, Total loss = 0.49947426 (0.821 sec)
INFO:tensorflow:Loss = 8.5104065, Regularization loss = 0.034916885, Total loss = 8.545323 (0.686 sec)
INFO:tensorflow:global_step/sec: 14.2833
INFO:tensorflow:loss = 4.3739705, step = 4800 (7.002 sec)
INFO:tensorflow:Loss = 4.3739705, Regularization loss = 0.034821622, Total loss = 4.408792 (0.763 sec)
INFO:tensorflow:Loss = 0.15144648, Regularization loss = 0.0342332, Total loss = 0.18567967 (0.655 sec)
INFO:tensorflow:Loss = 0.33313778, Regularization loss = 0.036306497, Total loss = 0.36944428 (0.628 sec)
INFO:tensorflow:Loss = 0.40519822, Regularization loss = 0.03740897, Total loss = 0.4426072 (0.747 sec)
INFO:tensorflow:Loss = 0.19544108, Regularization loss = 0.037280485, Total loss = 0.23272157 (0.838 sec)
INFO:tensorflow:Loss = 3.7642353, Regularization loss = 0.03551668, Total loss = 3.799752 (0.798 sec)
INFO:tensorflow:Loss = 8.104431, Regularization loss = 0.035728794, Total loss = 8.14016 (0.718 sec)
INFO:tensorflow:Loss = 10.125372, Regularization loss = 0.037333064, Total loss = 10.162705 (0.646 sec)
INFO:tensorflow:Loss = 0.542948, Regularization loss = 0.040406097, Total loss = 0.5833541 (0.732 sec)
INFO:tensorflow:Loss = 0.5319514, Regularization loss = 0.040177062, Total loss = 0.5721285 (0.808 sec)
INFO:tensorflow:global_step/sec: 9.33869
INFO:tensorflow:loss = 13.116599, step = 4900 (10.708 sec)
INFO:tensorflow:Loss = 13.116599, Regularization loss = 0.03915172, Total loss = 13.155751 (4.137 sec)
INFO:tensorflow:Loss = 9.111312, Regularization loss = 0.038018424, Total loss = 9.14933 (0.685 sec)
INFO:tensorflow:Loss = 0.50923413, Regularization loss = 0.037793476, Total loss = 0.5470276 (0.700 sec)
INFO:tensorflow:Loss = 0.60293835, Regularization loss = 0.03731511, Total loss = 0.6402535 (0.642 sec)
INFO:tensorflow:Loss = 3.3976924, Regularization loss = 0.03651284, Total loss = 3.4342053 (0.742 sec)
INFO:tensorflow:Loss = 11.012597, Regularization loss = 0.036924805, Total loss = 11.049521 (0.638 sec)
INFO:tensorflow:Loss = 0.24046645, Regularization loss = 0.037928354, Total loss = 0.2783948 (0.746 sec)
INFO:tensorflow:Loss = 1.2463233, Regularization loss = 0.03826091, Total loss = 1.2845843 (0.687 sec)
INFO:tensorflow:Loss = 23.83682, Regularization loss = 0.037875213, Total loss = 23.874697 (0.775 sec)
INFO:tensorflow:Loss = 0.336127, Regularization loss = 0.037914522, Total loss = 0.37404153 (0.763 sec)
INFO:tensorflow:global_step/sec: 14.1714
INFO:tensorflow:loss = 0.4736969, step = 5000 (7.056 sec)
INFO:tensorflow:Loss = 0.4736969, Regularization loss = 0.036897376, Total loss = 0.51059425 (0.679 sec)
INFO:tensorflow:Loss = 0.22900437, Regularization loss = 0.036666162, Total loss = 0.26567054 (0.682 sec)
INFO:tensorflow:Loss = 0.31311277, Regularization loss = 0.038180225, Total loss = 0.351293 (0.598 sec)
INFO:tensorflow:Loss = 0.5922678, Regularization loss = 0.04040538, Total loss = 0.6326732 (0.692 sec)
INFO:tensorflow:Loss = 0.6016022, Regularization loss = 0.040962845, Total loss = 0.642565 (0.652 sec)
INFO:tensorflow:Loss = 0.92328066, Regularization loss = 0.040131845, Total loss = 0.9634125 (0.645 sec)
INFO:tensorflow:Loss = 11.855695, Regularization loss = 0.038714692, Total loss = 11.894409 (0.812 sec)
INFO:tensorflow:Loss = 2.4090736, Regularization loss = 0.03819835, Total loss = 2.4472718 (0.667 sec)
INFO:tensorflow:Loss = 0.49383092, Regularization loss = 0.037443697, Total loss = 0.5312746 (0.662 sec)
INFO:tensorflow:Loss = 1.3521099, Regularization loss = 0.03679202, Total loss = 1.388902 (0.689 sec)
INFO:tensorflow:global_step/sec: 14.4822
INFO:tensorflow:loss = 0.29983643, step = 5100 (6.905 sec)
INFO:tensorflow:Loss = 0.29983643, Regularization loss = 0.035494268, Total loss = 0.3353307 (0.807 sec)
INFO:tensorflow:Loss = 4.89036, Regularization loss = 0.03323766, Total loss = 4.9235973 (0.609 sec)
INFO:tensorflow:Loss = 0.22677736, Regularization loss = 0.031754386, Total loss = 0.25853175 (0.751 sec)
INFO:tensorflow:Loss = 8.4882555, Regularization loss = 0.031196048, Total loss = 8.519451 (0.693 sec)
INFO:tensorflow:Loss = 1.0998465, Regularization loss = 0.03125615, Total loss = 1.1311027 (0.706 sec)
INFO:tensorflow:Loss = 0.22019678, Regularization loss = 0.031492952, Total loss = 0.25168973 (0.710 sec)
INFO:tensorflow:Loss = 0.31297866, Regularization loss = 0.03157392, Total loss = 0.34455258 (0.725 sec)
INFO:tensorflow:Loss = 0.17455137, Regularization loss = 0.031642746, Total loss = 0.20619412 (0.700 sec)
INFO:tensorflow:Loss = 0.46495643, Regularization loss = 0.03161381, Total loss = 0.49657023 (0.832 sec)
INFO:tensorflow:Loss = 8.508301, Regularization loss = 0.031288378, Total loss = 8.539589 (0.707 sec)
INFO:tensorflow:global_step/sec: 13.8709
INFO:tensorflow:loss = 4.373838, step = 5200 (7.209 sec)
INFO:tensorflow:Loss = 4.373838, Regularization loss = 0.031210836, Total loss = 4.405049 (0.777 sec)
INFO:tensorflow:Loss = 0.15208213, Regularization loss = 0.030654227, Total loss = 0.18273635 (0.693 sec)
INFO:tensorflow:Loss = 0.3323717, Regularization loss = 0.032687582, Total loss = 0.3650593 (0.655 sec)
INFO:tensorflow:Loss = 0.4032965, Regularization loss = 0.033783026, Total loss = 0.43707952 (0.748 sec)
INFO:tensorflow:Loss = 0.19442295, Regularization loss = 0.033684094, Total loss = 0.22810704 (0.843 sec)
INFO:tensorflow:Loss = 3.7642379, Regularization loss = 0.0319952, Total loss = 3.7962332 (0.781 sec)
INFO:tensorflow:Loss = 8.104615, Regularization loss = 0.032223213, Total loss = 8.136838 (0.704 sec)
INFO:tensorflow:Loss = 10.127398, Regularization loss = 0.033807077, Total loss = 10.161204 (0.650 sec)
INFO:tensorflow:Loss = 0.5386421, Regularization loss = 0.036832493, Total loss = 0.5754746 (0.733 sec)
INFO:tensorflow:Loss = 0.52838504, Regularization loss = 0.036641043, Total loss = 0.5650261 (0.831 sec)
INFO:tensorflow:global_step/sec: 8.99055
INFO:tensorflow:loss = 13.119262, step = 5300 (11.123 sec)
INFO:tensorflow:Loss = 13.119262, Regularization loss = 0.035673287, Total loss = 13.154935 (4.485 sec)
INFO:tensorflow:Loss = 9.112755, Regularization loss = 0.03459584, Total loss = 9.14735 (0.694 sec)
INFO:tensorflow:Loss = 0.50893503, Regularization loss = 0.03439961, Total loss = 0.54333466 (0.721 sec)
INFO:tensorflow:Loss = 0.60297287, Regularization loss = 0.033951934, Total loss = 0.6369248 (0.642 sec)
INFO:tensorflow:Loss = 3.3977559, Regularization loss = 0.03318531, Total loss = 3.430941 (0.716 sec)
INFO:tensorflow:Loss = 11.012323, Regularization loss = 0.033602744, Total loss = 11.045926 (0.641 sec)
INFO:tensorflow:Loss = 0.2400875, Regularization loss = 0.034600273, Total loss = 0.27468777 (0.747 sec)
INFO:tensorflow:Loss = 1.2459507, Regularization loss = 0.03494298, Total loss = 1.2808937 (0.655 sec)
INFO:tensorflow:Loss = 23.838886, Regularization loss = 0.034585077, Total loss = 23.873472 (0.711 sec)
INFO:tensorflow:Loss = 0.33567217, Regularization loss = 0.034642264, Total loss = 0.37031442 (0.804 sec)
INFO:tensorflow:global_step/sec: 14.2677
INFO:tensorflow:loss = 0.47392836, step = 5400 (7.009 sec)
INFO:tensorflow:Loss = 0.47392836, Regularization loss = 0.03366617, Total loss = 0.5075945 (0.679 sec)
INFO:tensorflow:Loss = 0.22922698, Regularization loss = 0.033455525, Total loss = 0.2626825 (0.674 sec)
INFO:tensorflow:Loss = 0.31240278, Regularization loss = 0.03494966, Total loss = 0.34735245 (0.582 sec)
INFO:tensorflow:Loss = 0.58940786, Regularization loss = 0.037143476, Total loss = 0.62655133 (0.682 sec)
INFO:tensorflow:Loss = 0.5985763, Regularization loss = 0.037713952, Total loss = 0.63629025 (0.628 sec)
INFO:tensorflow:Loss = 0.9226825, Regularization loss = 0.03692907, Total loss = 0.9596116 (0.629 sec)
INFO:tensorflow:Loss = 11.855999, Regularization loss = 0.035566926, Total loss = 11.891566 (0.818 sec)
INFO:tensorflow:Loss = 2.4090126, Regularization loss = 0.03508044, Total loss = 2.444093 (0.749 sec)
INFO:tensorflow:Loss = 0.49453056, Regularization loss = 0.034356296, Total loss = 0.52888685 (0.652 sec)
INFO:tensorflow:Loss = 1.3527602, Regularization loss = 0.033729814, Total loss = 1.38649 (0.696 sec)
INFO:tensorflow:global_step/sec: 14.4357
INFO:tensorflow:loss = 0.30121428, step = 5500 (6.927 sec)
INFO:tensorflow:Loss = 0.30121428, Regularization loss = 0.03246882, Total loss = 0.3336831 (0.816 sec)
INFO:tensorflow:Loss = 4.887967, Regularization loss = 0.03026988, Total loss = 4.918237 (0.632 sec)
INFO:tensorflow:Loss = 0.22926185, Regularization loss = 0.028828338, Total loss = 0.2580902 (0.735 sec)
INFO:tensorflow:Loss = 8.485338, Regularization loss = 0.028285313, Total loss = 8.513623 (0.896 sec)
INFO:tensorflow:Loss = 1.1010555, Regularization loss = 0.02834258, Total loss = 1.1293981 (0.712 sec)
INFO:tensorflow:Loss = 0.22175547, Regularization loss = 0.028575024, Total loss = 0.2503305 (0.654 sec)
INFO:tensorflow:Loss = 0.31442973, Regularization loss = 0.028658163, Total loss = 0.34308788 (0.703 sec)
INFO:tensorflow:Loss = 0.17532615, Regularization loss = 0.028731009, Total loss = 0.20405716 (0.681 sec)
INFO:tensorflow:Loss = 0.46572357, Regularization loss = 0.028710471, Total loss = 0.49443406 (0.788 sec)
INFO:tensorflow:Loss = 8.506141, Regularization loss = 0.02840341, Total loss = 8.534544 (0.710 sec)
INFO:tensorflow:global_step/sec: 13.7321
INFO:tensorflow:loss = 4.373698, step = 5600 (7.282 sec)
INFO:tensorflow:Loss = 4.373698, Regularization loss = 0.028337557, Total loss = 4.4020357 (0.770 sec)
INFO:tensorflow:Loss = 0.15272897, Regularization loss = 0.027807863, Total loss = 0.18053684 (0.680 sec)
INFO:tensorflow:Loss = 0.33184925, Regularization loss = 0.02979045, Total loss = 0.3616397 (0.631 sec)
INFO:tensorflow:Loss = 0.40181613, Regularization loss = 0.03086981, Total loss = 0.43268594 (0.736 sec)
INFO:tensorflow:Loss = 0.193636, Regularization loss = 0.030792255, Total loss = 0.22442825 (0.834 sec)
INFO:tensorflow:Loss = 3.7642527, Regularization loss = 0.029171465, Total loss = 3.7934241 (0.811 sec)
INFO:tensorflow:Loss = 8.104547, Regularization loss = 0.02940803, Total loss = 8.133955 (0.707 sec)
INFO:tensorflow:Loss = 10.128983, Regularization loss = 0.030964097, Total loss = 10.159946 (0.665 sec)
INFO:tensorflow:Loss = 0.53519356, Regularization loss = 0.03393837, Total loss = 0.5691319 (0.748 sec)
INFO:tensorflow:Loss = 0.52540606, Regularization loss = 0.03376853, Total loss = 0.5591746 (0.865 sec)
INFO:tensorflow:global_step/sec: 9.18108
INFO:tensorflow:loss = 13.121557, step = 5700 (10.892 sec)
INFO:tensorflow:Loss = 13.121557, Regularization loss = 0.03284669, Total loss = 13.154404 (4.215 sec)
INFO:tensorflow:Loss = 9.114021, Regularization loss = 0.031817157, Total loss = 9.145839 (0.691 sec)
INFO:tensorflow:Loss = 0.5086625, Regularization loss = 0.031643093, Total loss = 0.5403056 (0.793 sec)
INFO:tensorflow:Loss = 0.6030013, Regularization loss = 0.031220334, Total loss = 0.6342216 (0.592 sec)
INFO:tensorflow:Loss = 3.3978138, Regularization loss = 0.03048443, Total loss = 3.4282982 (0.729 sec)
INFO:tensorflow:Loss = 11.012073, Regularization loss = 0.030901697, Total loss = 11.042974 (0.652 sec)
INFO:tensorflow:Loss = 0.23976341, Regularization loss = 0.031885996, Total loss = 0.27164942 (0.762 sec)
INFO:tensorflow:Loss = 1.2456337, Regularization loss = 0.03223321, Total loss = 1.277867 (0.688 sec)
INFO:tensorflow:Loss = 23.840605, Regularization loss = 0.031898208, Total loss = 23.872503 (0.785 sec)
INFO:tensorflow:Loss = 0.33530068, Regularization loss = 0.031967636, Total loss = 0.36726832 (0.752 sec)
INFO:tensorflow:global_step/sec: 14.0288
INFO:tensorflow:loss = 0.47416246, step = 5800 (7.128 sec)
INFO:tensorflow:Loss = 0.47416246, Regularization loss = 0.031027563, Total loss = 0.50519 (0.682 sec)
INFO:tensorflow:Loss = 0.22945058, Regularization loss = 0.030831892, Total loss = 0.2602825 (0.699 sec)
INFO:tensorflow:Loss = 0.3118453, Regularization loss = 0.03229891, Total loss = 0.34414423 (0.592 sec)
INFO:tensorflow:Loss = 0.5870832, Regularization loss = 0.034455944, Total loss = 0.6215392 (0.685 sec)
INFO:tensorflow:Loss = 0.59609014, Regularization loss = 0.035032224, Total loss = 0.63112235 (0.722 sec)
INFO:tensorflow:Loss = 0.9221723, Regularization loss = 0.03428438, Total loss = 0.95645666 (0.619 sec)
INFO:tensorflow:Loss = 11.856311, Regularization loss = 0.03297078, Total loss = 11.889281 (0.761 sec)
INFO:tensorflow:Loss = 2.4089727, Regularization loss = 0.03250839, Total loss = 2.441481 (0.685 sec)
INFO:tensorflow:Loss = 0.4951256, Regularization loss = 0.031810164, Total loss = 0.52693576 (0.652 sec)
INFO:tensorflow:Loss = 1.353338, Regularization loss = 0.031205418, Total loss = 1.3845434 (0.700 sec)
INFO:tensorflow:global_step/sec: 14.3051
INFO:tensorflow:loss = 0.3024558, step = 5900 (6.992 sec)
INFO:tensorflow:Loss = 0.3024558, Regularization loss = 0.029979402, Total loss = 0.33243522 (0.877 sec)
INFO:tensorflow:Loss = 4.8858643, Regularization loss = 0.027842378, Total loss = 4.913707 (0.602 sec)
INFO:tensorflow:Loss = 0.23139478, Regularization loss = 0.026449077, Total loss = 0.25784385 (0.673 sec)
INFO:tensorflow:Loss = 8.4827795, Regularization loss = 0.025919631, Total loss = 8.508699 (0.674 sec)
INFO:tensorflow:Loss = 1.102225, Regularization loss = 0.025966328, Total loss = 1.1281912 (0.695 sec)
INFO:tensorflow:Loss = 0.22333355, Regularization loss = 0.026189607, Total loss = 0.24952316 (0.662 sec)
INFO:tensorflow:Loss = 0.3159474, Regularization loss = 0.026270851, Total loss = 0.34221828 (0.708 sec)
INFO:tensorflow:Loss = 0.17616566, Regularization loss = 0.02634296, Total loss = 0.20250861 (0.746 sec)
INFO:tensorflow:Loss = 0.4665826, Regularization loss = 0.026326064, Total loss = 0.49290866 (0.764 sec)
INFO:tensorflow:Loss = 8.5037365, Regularization loss = 0.026033571, Total loss = 8.52977 (0.682 sec)
INFO:tensorflow:global_step/sec: 14.3651
INFO:tensorflow:loss = 4.3735414, step = 6000 (6.961 sec)
INFO:tensorflow:Loss = 4.3735414, Regularization loss = 0.0259747, Total loss = 4.399516 (0.756 sec)
INFO:tensorflow:Loss = 0.15344137, Regularization loss = 0.025468864, Total loss = 0.17891023 (0.678 sec)
INFO:tensorflow:Loss = 0.3314836, Regularization loss = 0.02738895, Total loss = 0.35887256 (0.630 sec)
INFO:tensorflow:Loss = 0.4005596, Regularization loss = 0.028443718, Total loss = 0.42900333 (0.730 sec)
INFO:tensorflow:Loss = 0.19297847, Regularization loss = 0.028382355, Total loss = 0.22136083 (0.837 sec)
INFO:tensorflow:Loss = 3.7642777, Regularization loss = 0.026826583, Total loss = 3.7911043 (0.790 sec)
INFO:tensorflow:Loss = 8.104315, Regularization loss = 0.0270654, Total loss = 8.13138 (0.688 sec)
INFO:tensorflow:Loss = 10.130422, Regularization loss = 0.028582022, Total loss = 10.159003 (0.646 sec)
INFO:tensorflow:Loss = 0.5319213, Regularization loss = 0.03148663, Total loss = 0.56340796 (0.806 sec)
INFO:tensorflow:Loss = 0.5226177, Regularization loss = 0.03133836, Total loss = 0.55395603 (0.877 sec)
INFO:tensorflow:global_step/sec: 9.3027
INFO:tensorflow:loss = 13.123682, step = 6100 (10.757 sec)
INFO:tensorflow:Loss = 13.123682, Regularization loss = 0.030461835, Total loss = 13.154144 (4.075 sec)
INFO:tensorflow:Loss = 9.115129, Regularization loss = 0.029478045, Total loss = 9.144608 (0.684 sec)
INFO:tensorflow:Loss = 0.50843847, Regularization loss = 0.029322144, Total loss = 0.5377606 (0.700 sec)
INFO:tensorflow:Loss = 0.6030445, Regularization loss = 0.028921109, Total loss = 0.63196564 (0.587 sec)
INFO:tensorflow:Loss = 3.397874, Regularization loss = 0.028213859, Total loss = 3.4260879 (0.779 sec)
INFO:tensorflow:Loss = 11.011781, Regularization loss = 0.028626107, Total loss = 11.040407 (0.640 sec)
INFO:tensorflow:Loss = 0.23948711, Regularization loss = 0.0295906, Total loss = 0.26907772 (0.745 sec)
INFO:tensorflow:Loss = 1.245362, Regularization loss = 0.02993715, Total loss = 1.2752992 (0.661 sec)
INFO:tensorflow:Loss = 23.841988, Regularization loss = 0.029620785, Total loss = 23.871609 (0.733 sec)
INFO:tensorflow:Loss = 0.33500424, Regularization loss = 0.02969823, Total loss = 0.36470246 (0.835 sec)
INFO:tensorflow:global_step/sec: 14.1652
INFO:tensorflow:loss = 0.4744376, step = 6200 (7.053 sec)
INFO:tensorflow:Loss = 0.4744376, Regularization loss = 0.028792089, Total loss = 0.5032297 (0.690 sec)
INFO:tensorflow:Loss = 0.2296973, Regularization loss = 0.028608695, Total loss = 0.258306 (0.698 sec)
INFO:tensorflow:Loss = 0.31135684, Regularization loss = 0.03004295, Total loss = 0.3413998 (0.593 sec)
INFO:tensorflow:Loss = 0.58497286, Regularization loss = 0.032156758, Total loss = 0.6171296 (0.692 sec)
INFO:tensorflow:Loss = 0.5938134, Regularization loss = 0.03273326, Total loss = 0.6265467 (0.638 sec)
INFO:tensorflow:Loss = 0.9217026, Regularization loss = 0.032018185, Total loss = 0.9537208 (0.616 sec)
INFO:tensorflow:Loss = 11.856557, Regularization loss = 0.030750608, Total loss = 11.887307 (0.786 sec)
INFO:tensorflow:Loss = 2.4089208, Regularization loss = 0.030309774, Total loss = 2.4392304 (0.757 sec)
INFO:tensorflow:Loss = 0.49572197, Regularization loss = 0.029635418, Total loss = 0.52535737 (0.669 sec)
INFO:tensorflow:Loss = 1.3539099, Regularization loss = 0.029050525, Total loss = 1.3829603 (0.676 sec)
INFO:tensorflow:global_step/sec: 14.419
INFO:tensorflow:loss = 0.30371183, step = 6300 (6.935 sec)
INFO:tensorflow:Loss = 0.30371183, Regularization loss = 0.027859185, Total loss = 0.331571 (0.811 sec)
INFO:tensorflow:Loss = 4.883492, Regularization loss = 0.025779719, Total loss = 4.9092717 (0.607 sec)
INFO:tensorflow:Loss = 0.23416391, Regularization loss = 0.024420988, Total loss = 0.2585849 (0.673 sec)
INFO:tensorflow:Loss = 8.479602, Regularization loss = 0.0239053, Total loss = 8.503508 (0.763 sec)
INFO:tensorflow:Loss = 1.103439, Regularization loss = 0.023950841, Total loss = 1.1273898 (0.718 sec)
INFO:tensorflow:Loss = 0.22480924, Regularization loss = 0.024162693, Total loss = 0.24897194 (0.653 sec)
INFO:tensorflow:Loss = 0.31732538, Regularization loss = 0.02423834, Total loss = 0.34156373 (0.710 sec)
INFO:tensorflow:Loss = 0.17693289, Regularization loss = 0.02430726, Total loss = 0.20124015 (0.683 sec)
INFO:tensorflow:Loss = 0.46738422, Regularization loss = 0.024292342, Total loss = 0.49167657 (0.731 sec)
INFO:tensorflow:Loss = 8.501421, Regularization loss = 0.024013631, Total loss = 8.5254345 (0.752 sec)
INFO:tensorflow:global_step/sec: 14.1885
INFO:tensorflow:loss = 4.373386, step = 6400 (7.048 sec)
INFO:tensorflow:Loss = 4.373386, Regularization loss = 0.023959719, Total loss = 4.3973455 (0.758 sec)
INFO:tensorflow:Loss = 0.15416192, Regularization loss = 0.023477327, Total loss = 0.17763925 (0.660 sec)
INFO:tensorflow:Loss = 0.33115152, Regularization loss = 0.025325553, Total loss = 0.35647708 (0.621 sec)
INFO:tensorflow:Loss = 0.39934894, Regularization loss = 0.026349667, Total loss = 0.4256986 (0.744 sec)
INFO:tensorflow:Loss = 0.19232653, Regularization loss = 0.026300935, Total loss = 0.21862747 (0.793 sec)
INFO:tensorflow:Loss = 3.7643013, Regularization loss = 0.024814934, Total loss = 3.7891161 (0.843 sec)
INFO:tensorflow:Loss = 8.104069, Regularization loss = 0.025051605, Total loss = 8.129121 (0.682 sec)
INFO:tensorflow:Loss = 10.131765, Regularization loss = 0.026523657, Total loss = 10.158289 (0.651 sec)
INFO:tensorflow:Loss = 0.5290154, Regularization loss = 0.029362768, Total loss = 0.5583782 (0.722 sec)
INFO:tensorflow:Loss = 0.5198274, Regularization loss = 0.029214142, Total loss = 0.54904157 (0.821 sec)
INFO:tensorflow:global_step/sec: 9.29444
INFO:tensorflow:loss = 13.125941, step = 6500 (10.759 sec)
INFO:tensorflow:Loss = 13.125941, Regularization loss = 0.028377736, Total loss = 13.154319 (4.221 sec)
INFO:tensorflow:Loss = 9.116436, Regularization loss = 0.027439011, Total loss = 9.143875 (0.688 sec)
INFO:tensorflow:Loss = 0.5081593, Regularization loss = 0.027299345, Total loss = 0.5354586 (0.767 sec)
INFO:tensorflow:Loss = 0.6030664, Regularization loss = 0.026918381, Total loss = 0.62998474 (0.589 sec)
INFO:tensorflow:Loss = 3.397931, Regularization loss = 0.02623936, Total loss = 3.4241705 (0.722 sec)
INFO:tensorflow:Loss = 11.011503, Regularization loss = 0.026643427, Total loss = 11.038147 (0.664 sec)
INFO:tensorflow:Loss = 0.23921496, Regularization loss = 0.027583659, Total loss = 0.26679862 (0.764 sec)
INFO:tensorflow:Loss = 1.2450949, Regularization loss = 0.027926516, Total loss = 1.2730215 (0.673 sec)
INFO:tensorflow:Loss = 23.843267, Regularization loss = 0.027626598, Total loss = 23.870893 (0.766 sec)
INFO:tensorflow:Loss = 0.33473113, Regularization loss = 0.027709419, Total loss = 0.36244056 (0.753 sec)
INFO:tensorflow:global_step/sec: 14.1524
INFO:tensorflow:loss = 0.47474793, step = 6600 (7.066 sec)
INFO:tensorflow:Loss = 0.47474793, Regularization loss = 0.026837401, Total loss = 0.5015853 (0.681 sec)
INFO:tensorflow:Loss = 0.22997123, Regularization loss = 0.026664456, Total loss = 0.2566357 (0.676 sec)
INFO:tensorflow:Loss = 0.310878, Regularization loss = 0.0280601, Total loss = 0.33893812 (0.602 sec)
INFO:tensorflow:Loss = 0.58272564, Regularization loss = 0.030120812, Total loss = 0.61284643 (0.687 sec)
INFO:tensorflow:Loss = 0.5914284, Regularization loss = 0.030694442, Total loss = 0.6221228 (0.655 sec)
INFO:tensorflow:Loss = 0.9212452, Regularization loss = 0.030012812, Total loss = 0.951258 (0.672 sec)
INFO:tensorflow:Loss = 11.85676, Regularization loss = 0.028790046, Total loss = 11.8855505 (0.756 sec)
INFO:tensorflow:Loss = 2.4088514, Regularization loss = 0.028369414, Total loss = 2.4372208 (0.683 sec)
INFO:tensorflow:Loss = 0.496383, Regularization loss = 0.027719136, Total loss = 0.52410215 (0.666 sec)
INFO:tensorflow:Loss = 1.3545272, Regularization loss = 0.02715326, Total loss = 1.3816805 (0.678 sec)
INFO:tensorflow:global_step/sec: 14.4958
INFO:tensorflow:loss = 0.30502945, step = 6700 (6.899 sec)
INFO:tensorflow:Loss = 0.30502945, Regularization loss = 0.02599766, Total loss = 0.33102712 (0.822 sec)
INFO:tensorflow:Loss = 4.8811193, Regularization loss = 0.023981983, Total loss = 4.9051013 (0.664 sec)
INFO:tensorflow:Loss = 0.23690327, Regularization loss = 0.022664107, Total loss = 0.25956738 (0.694 sec)
INFO:tensorflow:Loss = 8.476451, Regularization loss = 0.022162277, Total loss = 8.498613 (0.712 sec)
INFO:tensorflow:Loss = 1.1047233, Regularization loss = 0.022201438, Total loss = 1.1269248 (0.698 sec)
INFO:tensorflow:Loss = 0.22645351, Regularization loss = 0.022397948, Total loss = 0.24885146 (0.648 sec)
INFO:tensorflow:Loss = 0.3189206, Regularization loss = 0.022465589, Total loss = 0.3413862 (0.696 sec)
INFO:tensorflow:Loss = 0.17784598, Regularization loss = 0.022528965, Total loss = 0.20037495 (0.677 sec)
INFO:tensorflow:Loss = 0.46835193, Regularization loss = 0.022513665, Total loss = 0.4908656 (0.810 sec)
INFO:tensorflow:Loss = 8.498683, Regularization loss = 0.02224706, Total loss = 8.52093 (0.689 sec)
INFO:tensorflow:global_step/sec: 14.1926
INFO:tensorflow:loss = 4.3732047, step = 6800 (7.045 sec)
INFO:tensorflow:Loss = 4.3732047, Regularization loss = 0.022195812, Total loss = 4.3954005 (0.757 sec)
INFO:tensorflow:Loss = 0.15499163, Regularization loss = 0.02173601, Total loss = 0.17672764 (0.680 sec)
INFO:tensorflow:Loss = 0.33090442, Regularization loss = 0.02350412, Total loss = 0.35440853 (0.634 sec)
INFO:tensorflow:Loss = 0.39818817, Regularization loss = 0.02449193, Total loss = 0.4226801 (0.738 sec)
INFO:tensorflow:Loss = 0.19170558, Regularization loss = 0.024453435, Total loss = 0.21615902 (0.830 sec)
INFO:tensorflow:Loss = 3.7643282, Regularization loss = 0.023040308, Total loss = 3.7873685 (0.818 sec)
INFO:tensorflow:Loss = 8.10372, Regularization loss = 0.023269735, Total loss = 8.126989 (0.707 sec)
INFO:tensorflow:Loss = 10.1331625, Regularization loss = 0.024688702, Total loss = 10.157851 (0.654 sec)
INFO:tensorflow:Loss = 0.5257673, Regularization loss = 0.02744377, Total loss = 0.5532111 (0.768 sec)
INFO:tensorflow:Loss = 0.5168678, Regularization loss = 0.027300775, Total loss = 0.5441686 (0.819 sec)
INFO:tensorflow:global_step/sec: 9.25856
INFO:tensorflow:loss = 13.128204, step = 6900 (10.802 sec)
INFO:tensorflow:Loss = 13.128204, Regularization loss = 0.026510045, Total loss = 13.154715 (4.154 sec)
INFO:tensorflow:Loss = 9.117619, Regularization loss = 0.025616402, Total loss = 9.143235 (0.694 sec)
INFO:tensorflow:Loss = 0.507923, Regularization loss = 0.025490744, Total loss = 0.53341377 (0.709 sec)
INFO:tensorflow:Loss = 0.6031082, Regularization loss = 0.025128935, Total loss = 0.6282372 (0.643 sec)
INFO:tensorflow:Loss = 3.397994, Regularization loss = 0.02447841, Total loss = 3.4224725 (0.730 sec)
INFO:tensorflow:Loss = 11.011141, Regularization loss = 0.024871413, Total loss = 11.036013 (0.660 sec)
INFO:tensorflow:Loss = 0.23898259, Regularization loss = 0.025783062, Total loss = 0.26476565 (0.899 sec)
INFO:tensorflow:Loss = 1.2448483, Regularization loss = 0.026119657, Total loss = 1.270968 (0.684 sec)
INFO:tensorflow:Loss = 23.844383, Regularization loss = 0.02583566, Total loss = 23.870218 (0.770 sec)
INFO:tensorflow:Loss = 0.33449042, Regularization loss = 0.025921607, Total loss = 0.36041203 (0.744 sec)
INFO:tensorflow:global_step/sec: 13.8341
INFO:tensorflow:loss = 0.47511882, step = 7000 (7.228 sec)
INFO:tensorflow:Loss = 0.47511882, Regularization loss = 0.025083298, Total loss = 0.5002021 (0.695 sec)
INFO:tensorflow:Loss = 0.23028848, Regularization loss = 0.02491941, Total loss = 0.2552079 (0.667 sec)
INFO:tensorflow:Loss = 0.31043732, Regularization loss = 0.026271235, Total loss = 0.33670855 (0.582 sec)
INFO:tensorflow:Loss = 0.5805774, Regularization loss = 0.028273799, Total loss = 0.6088512 (0.669 sec)
INFO:tensorflow:Loss = 0.58906853, Regularization loss = 0.028839968, Total loss = 0.6179085 (0.653 sec)
INFO:tensorflow:Loss = 0.92076933, Regularization loss = 0.028190706, Total loss = 0.94896007 (0.614 sec)
INFO:tensorflow:Loss = 11.856967, Regularization loss = 0.027015615, Total loss = 11.883983 (0.817 sec)
INFO:tensorflow:Loss = 2.4087775, Regularization loss = 0.02661452, Total loss = 2.435392 (0.700 sec)
INFO:tensorflow:Loss = 0.4970669, Regularization loss = 0.025987085, Total loss = 0.52305394 (0.664 sec)
INFO:tensorflow:Loss = 1.3551689, Regularization loss = 0.025439851, Total loss = 1.3806088 (0.671 sec)
INFO:tensorflow:global_step/sec: 14.5405
INFO:tensorflow:loss = 0.30639693, step = 7100 (6.876 sec)
INFO:tensorflow:Loss = 0.30639693, Regularization loss = 0.024321245, Total loss = 0.3307182 (0.837 sec)
INFO:tensorflow:Loss = 4.8787336, Regularization loss = 0.022376226, Total loss = 4.9011097 (0.615 sec)
INFO:tensorflow:Loss = 0.23962577, Regularization loss = 0.021106716, Total loss = 0.26073247 (0.731 sec)
INFO:tensorflow:Loss = 8.4733095, Regularization loss = 0.0206191, Total loss = 8.493929 (0.676 sec)
INFO:tensorflow:Loss = 1.1060916, Regularization loss = 0.02064671, Total loss = 1.1267383 (0.703 sec)
INFO:tensorflow:Loss = 0.22827607, Regularization loss = 0.020825379, Total loss = 0.24910146 (0.643 sec)
INFO:tensorflow:Loss = 0.32073247, Regularization loss = 0.020883791, Total loss = 0.34161627 (0.704 sec)
INFO:tensorflow:Loss = 0.17890306, Regularization loss = 0.02094019, Total loss = 0.19984324 (0.678 sec)
INFO:tensorflow:Loss = 0.4694837, Regularization loss = 0.020923011, Total loss = 0.49040672 (0.787 sec)
INFO:tensorflow:Loss = 8.495526, Regularization loss = 0.020667542, Total loss = 8.516193 (0.676 sec)
INFO:tensorflow:global_step/sec: 14.367
INFO:tensorflow:loss = 4.3729954, step = 7200 (6.961 sec)
INFO:tensorflow:Loss = 4.3729954, Regularization loss = 0.020617438, Total loss = 4.393613 (0.749 sec)
INFO:tensorflow:Loss = 0.15593459, Regularization loss = 0.020179896, Total loss = 0.17611448 (0.668 sec)
INFO:tensorflow:Loss = 0.33072773, Regularization loss = 0.021861259, Total loss = 0.35258898 (0.632 sec)
INFO:tensorflow:Loss = 0.39704177, Regularization loss = 0.022808623, Total loss = 0.41985038 (0.721 sec)
INFO:tensorflow:Loss = 0.19109018, Regularization loss = 0.022780048, Total loss = 0.21387023 (0.824 sec)
INFO:tensorflow:Loss = 3.764354, Regularization loss = 0.021447508, Total loss = 3.7858014 (0.813 sec)
INFO:tensorflow:Loss = 8.103217, Regularization loss = 0.021659149, Total loss = 8.124876 (0.717 sec)
INFO:tensorflow:Loss = 10.134629, Regularization loss = 0.023012152, Total loss = 10.157641 (0.659 sec)
INFO:tensorflow:Loss = 0.5217881, Regularization loss = 0.025641717, Total loss = 0.54742986 (0.724 sec)
INFO:tensorflow:Loss = 0.5138826, Regularization loss = 0.025543503, Total loss = 0.5394261 (0.804 sec)
INFO:tensorflow:global_step/sec: 9.10282
INFO:tensorflow:loss = 13.130377, step = 7300 (10.985 sec)
INFO:tensorflow:Loss = 13.130377, Regularization loss = 0.024803542, Total loss = 13.15518 (4.422 sec)
INFO:tensorflow:Loss = 9.118801, Regularization loss = 0.02395682, Total loss = 9.142758 (0.698 sec)
INFO:tensorflow:Loss = 0.5076957, Regularization loss = 0.023840748, Total loss = 0.5315364 (0.710 sec)
INFO:tensorflow:Loss = 0.6031822, Regularization loss = 0.02349803, Total loss = 0.62668025 (0.606 sec)
INFO:tensorflow:Loss = 3.3980672, Regularization loss = 0.022877157, Total loss = 3.4209445 (0.781 sec)
INFO:tensorflow:Loss = 11.010636, Regularization loss = 0.023254821, Total loss = 11.033891 (0.657 sec)
INFO:tensorflow:Loss = 0.2388171, Regularization loss = 0.024133546, Total loss = 0.26295063 (0.769 sec)
INFO:tensorflow:Loss = 1.2446384, Regularization loss = 0.024462203, Total loss = 1.2691007 (0.663 sec)
INFO:tensorflow:Loss = 23.845259, Regularization loss = 0.024194025, Total loss = 23.869453 (0.722 sec)
INFO:tensorflow:Loss = 0.3342943, Regularization loss = 0.024281705, Total loss = 0.358576 (0.819 sec)
INFO:tensorflow:global_step/sec: 14.0727
INFO:tensorflow:loss = 0.47553694, step = 7400 (7.106 sec)
INFO:tensorflow:Loss = 0.47553694, Regularization loss = 0.023478677, Total loss = 0.49901563 (0.682 sec)
INFO:tensorflow:Loss = 0.23063909, Regularization loss = 0.023322802, Total loss = 0.2539619 (0.672 sec)
INFO:tensorflow:Loss = 0.31000575, Regularization loss = 0.024625171, Total loss = 0.33463094 (0.586 sec)
INFO:tensorflow:Loss = 0.5783238, Regularization loss = 0.026562309, Total loss = 0.6048861 (0.670 sec)
INFO:tensorflow:Loss = 0.58663607, Regularization loss = 0.02711993, Total loss = 0.613756 (0.649 sec)
INFO:tensorflow:Loss = 0.92029124, Regularization loss = 0.026503082, Total loss = 0.94679433 (0.621 sec)
INFO:tensorflow:Loss = 11.857201, Regularization loss = 0.025375225, Total loss = 11.882576 (0.812 sec)
INFO:tensorflow:Loss = 2.4087064, Regularization loss = 0.024993882, Total loss = 2.4337003 (0.681 sec)
INFO:tensorflow:Loss = 0.49777123, Regularization loss = 0.024390312, Total loss = 0.52216154 (0.662 sec)
INFO:tensorflow:Loss = 1.3558385, Regularization loss = 0.023862319, Total loss = 1.3797009 (0.682 sec)
INFO:tensorflow:global_step/sec: 14.6004
INFO:tensorflow:loss = 0.30781904, step = 7500 (6.850 sec)
INFO:tensorflow:Loss = 0.30781904, Regularization loss = 0.022783006, Total loss = 0.33060205 (0.815 sec)
INFO:tensorflow:Loss = 4.876367, Regularization loss = 0.020914698, Total loss = 4.8972816 (0.605 sec)
INFO:tensorflow:Loss = 0.24218848, Regularization loss = 0.019703507, Total loss = 0.261892 (0.678 sec)
INFO:tensorflow:Loss = 8.470299, Regularization loss = 0.01923097, Total loss = 8.48953 (0.750 sec)
INFO:tensorflow:Saving checkpoints for 7533 into ../logs/model_log\model.ckpt.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2020-11-27T16:07:13Z
INFO:tensorflow:Graph was finalized.
2020-11-27 16:07:13.361767: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties:
pciBusID: 0000:01:00.0 name: GeForce GTX 1070 with Max-Q Design computeCapability: 6.1
coreClock: 1.379GHz coreCount: 16 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 238.66GiB/s
2020-11-27 16:07:13.362087: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_101.dll
2020-11-27 16:07:13.362237: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_10.dll
2020-11-27 16:07:13.362382: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_10.dll
2020-11-27 16:07:13.362528: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_10.dll
2020-11-27 16:07:13.362669: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_10.dll
2020-11-27 16:07:13.362814: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_10.dll
2020-11-27 16:07:13.362957: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-11-27 16:07:13.363129: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0
2020-11-27 16:07:13.363277: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1096] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-11-27 16:07:13.363424: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] 0
2020-11-27 16:07:13.363518: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 0: N
2020-11-27 16:07:13.363668: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6789 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1)
INFO:tensorflow:Restoring parameters from ../logs/model_log\model.ckpt-7533
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Evaluation [10/100]
INFO:tensorflow:Evaluation [20/100]
INFO:tensorflow:Evaluation [30/100]
INFO:tensorflow:Evaluation [40/100]
INFO:tensorflow:Evaluation [50/100]
INFO:tensorflow:Evaluation [60/100]
INFO:tensorflow:Evaluation [70/100]
INFO:tensorflow:Evaluation [80/100]
INFO:tensorflow:Evaluation [90/100]
INFO:tensorflow:Evaluation [100/100]
2020-11-27 16:07:19.052314: W tensorflow/core/kernels/data/generator_dataset_op.cc:103] Error occurred when finalizing GeneratorDataset iterator: Cancelled: Operation was cancelled
INFO:tensorflow:Inference Time : 5.74432s
INFO:tensorflow:Finished evaluation at 2020-11-27-16:07:19
INFO:tensorflow:Saving dict for global step 7533: global_step = 7533, label/mean = -1.0, loss = 2.813656, mae = 1.6773943, mre = 1.6773925, prediction/mean = 0.67739373, r-squared = -inf
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7533: ../logs/model_log\model.ckpt-7533
INFO:tensorflow:Loss = 1.1075634, Regularization loss = 0.019243307, Total loss = 1.1268067 (8.584 sec)
INFO:tensorflow:Loss = 0.23031947, Regularization loss = 0.019404192, Total loss = 0.24972366 (0.659 sec)
INFO:tensorflow:Loss = 0.3228104, Regularization loss = 0.019452699, Total loss = 0.3422631 (0.731 sec)
INFO:tensorflow:Loss = 0.1801377, Regularization loss = 0.019500343, Total loss = 0.19963804 (0.697 sec)
INFO:tensorflow:Loss = 0.47081658, Regularization loss = 0.019479455, Total loss = 0.49029604 (0.741 sec)
INFO:tensorflow:Loss = 8.491845, Regularization loss = 0.019234093, Total loss = 8.511079 (0.792 sec)
INFO:tensorflow:global_step/sec: 6.6661
INFO:tensorflow:loss = 4.3727555, step = 7600 (15.009 sec)
INFO:tensorflow:Loss = 4.3727555, Regularization loss = 0.019183738, Total loss = 4.391939 (0.772 sec)
INFO:tensorflow:Loss = 0.15702008, Regularization loss = 0.01876804, Total loss = 0.17578812 (0.688 sec)
INFO:tensorflow:Loss = 0.33065337, Regularization loss = 0.020356596, Total loss = 0.35100996 (0.652 sec)
INFO:tensorflow:Loss = 0.3959563, Regularization loss = 0.021258596, Total loss = 0.4172149 (0.751 sec)
INFO:tensorflow:Loss = 0.19051187, Regularization loss = 0.021237476, Total loss = 0.21174935 (0.768 sec)
INFO:tensorflow:Loss = 3.7644026, Regularization loss = 0.019979589, Total loss = 3.784382 (0.858 sec)
INFO:tensorflow:Loss = 8.102484, Regularization loss = 0.020180589, Total loss = 8.122664 (0.698 sec)
INFO:tensorflow:Loss = 10.135459, Regularization loss = 0.02147924, Total loss = 10.156939 (0.650 sec)
INFO:tensorflow:Loss = 0.5209543, Regularization loss = 0.024076695, Total loss = 0.545031 (0.731 sec)
INFO:tensorflow:Loss = 0.51057786, Regularization loss = 0.023906268, Total loss = 0.53448415 (0.816 sec)
INFO:tensorflow:global_step/sec: 9.17927
INFO:tensorflow:loss = 13.133437, step = 7700 (10.887 sec)
INFO:tensorflow:Loss = 13.133437, Regularization loss = 0.023214048, Total loss = 13.1566515 (4.274 sec)
INFO:tensorflow:Loss = 9.121355, Regularization loss = 0.022415966, Total loss = 9.143771 (0.730 sec)
INFO:tensorflow:Loss = 0.50712734, Regularization loss = 0.022307115, Total loss = 0.52943444 (0.725 sec)
INFO:tensorflow:Loss = 0.6031111, Regularization loss = 0.021981657, Total loss = 0.62509274 (0.581 sec)
INFO:tensorflow:Loss = 3.3981085, Regularization loss = 0.02139292, Total loss = 3.4195013 (0.773 sec)
INFO:tensorflow:Loss = 11.0103655, Regularization loss = 0.021754226, Total loss = 11.03212 (0.640 sec)
INFO:tensorflow:Loss = 0.23853979, Regularization loss = 0.022600975, Total loss = 0.26114076 (0.760 sec)
INFO:tensorflow:Loss = 1.2443515, Regularization loss = 0.022921305, Total loss = 1.2672728 (0.678 sec)
INFO:tensorflow:Loss = 23.846714, Regularization loss = 0.022667628, Total loss = 23.86938 (0.712 sec)
INFO:tensorflow:Loss = 0.33398584, Regularization loss = 0.02275594, Total loss = 0.3567418 (0.839 sec)
INFO:tensorflow:global_step/sec: 14.0261
INFO:tensorflow:loss = 0.47588786, step = 7800 (7.128 sec)
INFO:tensorflow:Loss = 0.47588786, Regularization loss = 0.021990616, Total loss = 0.4978785 (0.689 sec)
INFO:tensorflow:Loss = 0.23096468, Regularization loss = 0.021842025, Total loss = 0.2528067 (0.689 sec)
INFO:tensorflow:Loss = 0.30953306, Regularization loss = 0.02308913, Total loss = 0.3326222 (0.592 sec)
INFO:tensorflow:Loss = 0.5760167, Regularization loss = 0.024957081, Total loss = 0.6009738 (0.684 sec)
INFO:tensorflow:Loss = 0.58409756, Regularization loss = 0.025503851, Total loss = 0.60960144 (0.649 sec)
INFO:tensorflow:Loss = 0.91977215, Regularization loss = 0.024919562, Total loss = 0.9446917 (0.625 sec)
INFO:tensorflow:Loss = 11.857521, Regularization loss = 0.023840632, Total loss = 11.881362 (0.747 sec)
INFO:tensorflow:Loss = 2.4086633, Regularization loss = 0.023479244, Total loss = 2.4321425 (0.762 sec)
INFO:tensorflow:Loss = 0.49843392, Regularization loss = 0.022900382, Total loss = 0.5213343 (0.668 sec)
INFO:tensorflow:Loss = 1.3565047, Regularization loss = 0.022393258, Total loss = 1.3788979 (0.689 sec)
INFO:tensorflow:global_step/sec: 14.4387
INFO:tensorflow:loss = 0.3092482, step = 7900 (6.927 sec)
INFO:tensorflow:Loss = 0.3092482, Regularization loss = 0.021356529, Total loss = 0.33060473 (0.821 sec)
INFO:tensorflow:Loss = 4.8741946, Regularization loss = 0.019579146, Total loss = 4.8937736 (0.591 sec)
INFO:tensorflow:Loss = 0.24430297, Regularization loss = 0.01844662, Total loss = 0.26274958 (0.689 sec)
INFO:tensorflow:Loss = 8.4677725, Regularization loss = 0.017992558, Total loss = 8.485765 (0.769 sec)
INFO:tensorflow:Loss = 1.1090212, Regularization loss = 0.017975854, Total loss = 1.126997 (0.724 sec)
INFO:tensorflow:Loss = 0.2325774, Regularization loss = 0.018109955, Total loss = 0.25068736 (0.658 sec)
INFO:tensorflow:Loss = 0.32526416, Regularization loss = 0.018145468, Total loss = 0.34340963 (0.702 sec)
INFO:tensorflow:Loss = 0.1816492, Regularization loss = 0.01818349, Total loss = 0.19983268 (0.681 sec)
INFO:tensorflow:Loss = 0.47247094, Regularization loss = 0.018158237, Total loss = 0.49062917 (0.736 sec)
INFO:tensorflow:Loss = 8.487389, Regularization loss = 0.017921912, Total loss = 8.50531 (0.742 sec)
INFO:tensorflow:global_step/sec: 14.1542
INFO:tensorflow:loss = 4.372467, step = 8000 (7.065 sec)
INFO:tensorflow:Loss = 4.372467, Regularization loss = 0.01787007, Total loss = 4.390337 (0.773 sec)
INFO:tensorflow:Loss = 0.15828572, Regularization loss = 0.017475504, Total loss = 0.17576122 (0.795 sec)
INFO:tensorflow:Loss = 0.33075914, Regularization loss = 0.018970143, Total loss = 0.34972927 (0.656 sec)
INFO:tensorflow:Loss = 0.3949999, Regularization loss = 0.019828364, Total loss = 0.41482824 (0.722 sec)
INFO:tensorflow:Loss = 0.19001263, Regularization loss = 0.019813385, Total loss = 0.20982602 (0.764 sec)
INFO:tensorflow:Loss = 3.7644618, Regularization loss = 0.018632002, Total loss = 3.7830937 (0.863 sec)
INFO:tensorflow:Loss = 8.101499, Regularization loss = 0.018811611, Total loss = 8.12031 (0.714 sec)
INFO:tensorflow:Loss = 10.136437, Regularization loss = 0.020034516, Total loss = 10.156472 (0.676 sec)
INFO:tensorflow:Loss = 0.51838106, Regularization loss = 0.022540007, Total loss = 0.5409211 (0.754 sec)
INFO:tensorflow:Loss = 0.5072439, Regularization loss = 0.022366807, Total loss = 0.5296107 (0.937 sec)
INFO:tensorflow:global_step/sec: 8.86849
INFO:tensorflow:loss = 13.13676, step = 8100 (11.276 sec)
INFO:tensorflow:Loss = 13.13676, Regularization loss = 0.021735279, Total loss = 13.158495 (4.395 sec)
INFO:tensorflow:Loss = 9.12519, Regularization loss = 0.021004472, Total loss = 9.146194 (0.710 sec)
INFO:tensorflow:Loss = 0.50648856, Regularization loss = 0.02088569, Total loss = 0.52737427 (0.737 sec)
INFO:tensorflow:Loss = 0.6031309, Regularization loss = 0.020576037, Total loss = 0.62370694 (0.591 sec)
INFO:tensorflow:Loss = 3.3981724, Regularization loss = 0.020020735, Total loss = 3.418193 (0.797 sec)
INFO:tensorflow:Loss = 11.0097475, Regularization loss = 0.020358803, Total loss = 11.030107 (0.667 sec)
INFO:tensorflow:Loss = 0.23835456, Regularization loss = 0.021174775, Total loss = 0.25952935 (0.758 sec)
INFO:tensorflow:Loss = 1.2441366, Regularization loss = 0.021483798, Total loss = 1.2656204 (0.669 sec)
INFO:tensorflow:Loss = 23.849089, Regularization loss = 0.021270981, Total loss = 23.87036 (0.721 sec)
INFO:tensorflow:Loss = 0.33380204, Regularization loss = 0.021333316, Total loss = 0.35513535 (0.821 sec)
INFO:tensorflow:global_step/sec: 13.9571
INFO:tensorflow:loss = 0.4763845, step = 8200 (7.165 sec)
INFO:tensorflow:Loss = 0.4763845, Regularization loss = 0.020603191, Total loss = 0.49698767 (0.693 sec)
INFO:tensorflow:Loss = 0.23142628, Regularization loss = 0.02045755, Total loss = 0.25188383 (0.693 sec)
INFO:tensorflow:Loss = 0.30925956, Regularization loss = 0.02165018, Total loss = 0.33090973 (0.595 sec)
INFO:tensorflow:Loss = 0.57464933, Regularization loss = 0.023465062, Total loss = 0.5981144 (0.687 sec)
INFO:tensorflow:Loss = 0.5817583, Regularization loss = 0.023979548, Total loss = 0.60573786 (0.643 sec)
INFO:tensorflow:Loss = 0.9192431, Regularization loss = 0.023426086, Total loss = 0.94266915 (0.616 sec)
INFO:tensorflow:Loss = 11.857892, Regularization loss = 0.022397935, Total loss = 11.88029 (0.813 sec)
INFO:tensorflow:Loss = 2.408635, Regularization loss = 0.022052187, Total loss = 2.4306872 (0.686 sec)
INFO:tensorflow:Loss = 0.4991015, Regularization loss = 0.021498878, Total loss = 0.5206004 (0.661 sec)
INFO:tensorflow:Loss = 1.3571762, Regularization loss = 0.02101265, Total loss = 1.3781888 (0.686 sec)
INFO:tensorflow:global_step/sec: 14.4911
INFO:tensorflow:loss = 0.3107776, step = 8300 (6.901 sec)
INFO:tensorflow:Loss = 0.3107776, Regularization loss = 0.020020256, Total loss = 0.33079785 (0.820 sec)
INFO:tensorflow:Loss = 4.8714924, Regularization loss = 0.018325044, Total loss = 4.889817 (0.596 sec)
INFO:tensorflow:Loss = 0.24754865, Regularization loss = 0.01724841, Total loss = 0.26479706 (0.691 sec)
INFO:tensorflow:Loss = 8.4641485, Regularization loss = 0.016814256, Total loss = 8.480963 (0.735 sec)
INFO:tensorflow:Loss = 1.1106997, Regularization loss = 0.016783789, Total loss = 1.1274835 (0.701 sec)
INFO:tensorflow:Loss = 0.23488942, Regularization loss = 0.016896183, Total loss = 0.2517856 (0.642 sec)
INFO:tensorflow:Loss = 0.32763612, Regularization loss = 0.016921591, Total loss = 0.3445577 (0.725 sec)
INFO:tensorflow:Loss = 0.18307857, Regularization loss = 0.016951356, Total loss = 0.20002992 (0.668 sec)
INFO:tensorflow:Loss = 0.47403198, Regularization loss = 0.016922597, Total loss = 0.49095458 (0.729 sec)
INFO:tensorflow:Loss = 8.483102, Regularization loss = 0.016696833, Total loss = 8.499799 (0.748 sec)
INFO:tensorflow:global_step/sec: 14.2756
INFO:tensorflow:loss = 4.372192, step = 8400 (7.005 sec)
INFO:tensorflow:Loss = 4.372192, Regularization loss = 0.016644355, Total loss = 4.3888364 (0.771 sec)
INFO:tensorflow:Loss = 0.1595688, Regularization loss = 0.016272686, Total loss = 0.17584148 (0.669 sec)
INFO:tensorflow:Loss = 0.3308127, Regularization loss = 0.017666958, Total loss = 0.34847966 (0.621 sec)
INFO:tensorflow:Loss = 0.3939969, Regularization loss = 0.018474292, Total loss = 0.41247118 (0.711 sec)
INFO:tensorflow:Loss = 0.18947592, Regularization loss = 0.01846406, Total loss = 0.20793998 (0.758 sec)
INFO:tensorflow:Loss = 3.7645242, Regularization loss = 0.017359221, Total loss = 3.7818835 (0.845 sec)
INFO:tensorflow:Loss = 8.100646, Regularization loss = 0.017523304, Total loss = 8.11817 (0.691 sec)
INFO:tensorflow:Loss = 10.138101, Regularization loss = 0.018664107, Total loss = 10.156765 (0.646 sec)
INFO:tensorflow:Loss = 0.51257396, Regularization loss = 0.020992253, Total loss = 0.53356624 (0.720 sec)
INFO:tensorflow:Loss = 0.5041214, Regularization loss = 0.020914916, Total loss = 0.52503633 (0.819 sec)
INFO:tensorflow:global_step/sec: 9.24106
INFO:tensorflow:loss = 13.139696, step = 8500 (10.821 sec)
INFO:tensorflow:Loss = 13.139696, Regularization loss = 0.020332653, Total loss = 13.160028 (4.342 sec)
INFO:tensorflow:Loss = 9.128066, Regularization loss = 0.019663772, Total loss = 9.14773 (0.741 sec)
INFO:tensorflow:Loss = 0.50621986, Regularization loss = 0.019538634, Total loss = 0.5257585 (0.734 sec)
INFO:tensorflow:Loss = 0.6032725, Regularization loss = 0.019250091, Total loss = 0.6225226 (0.595 sec)
INFO:tensorflow:Loss = 3.3982694, Regularization loss = 0.018729962, Total loss = 3.4169993 (0.805 sec)
INFO:tensorflow:Loss = 11.009011, Regularization loss = 0.01904366, Total loss = 11.028055 (0.673 sec)
INFO:tensorflow:Loss = 0.23807965, Regularization loss = 0.019826986, Total loss = 0.25790665 (0.755 sec)
INFO:tensorflow:Loss = 1.2439071, Regularization loss = 0.02011777, Total loss = 1.2640249 (0.666 sec)
INFO:tensorflow:Loss = 23.850752, Regularization loss = 0.019935848, Total loss = 23.870687 (0.725 sec)
INFO:tensorflow:Loss = 0.33352187, Regularization loss = 0.019989822, Total loss = 0.3535117 (0.997 sec)
INFO:tensorflow:global_step/sec: 13.5063
INFO:tensorflow:loss = 0.47671095, step = 8600 (7.404 sec)
INFO:tensorflow:Loss = 0.47671095, Regularization loss = 0.019304128, Total loss = 0.49601507 (0.712 sec)
INFO:tensorflow:Loss = 0.23187985, Regularization loss = 0.019153487, Total loss = 0.25103334 (0.678 sec)
INFO:tensorflow:Loss = 0.30892578, Regularization loss = 0.020291992, Total loss = 0.32921776 (0.587 sec)
INFO:tensorflow:Loss = 0.5728164, Regularization loss = 0.022038432, Total loss = 0.59485483 (0.690 sec)
INFO:tensorflow:Loss = 0.5794413, Regularization loss = 0.02253077, Total loss = 0.6019721 (0.645 sec)
INFO:tensorflow:Loss = 0.9186624, Regularization loss = 0.022004697, Total loss = 0.94066715 (0.622 sec)
INFO:tensorflow:Loss = 11.858336, Regularization loss = 0.021045502, Total loss = 11.879382 (0.851 sec)
INFO:tensorflow:Loss = 2.4085917, Regularization loss = 0.020711768, Total loss = 2.4293034 (0.691 sec)
INFO:tensorflow:Loss = 0.49976522, Regularization loss = 0.02017317, Total loss = 0.5199384 (0.659 sec)
INFO:tensorflow:Loss = 1.3579081, Regularization loss = 0.019708503, Total loss = 1.3776166 (0.688 sec)
INFO:tensorflow:global_step/sec: 14.3426
INFO:tensorflow:loss = 0.31240204, step = 8700 (6.972 sec)
INFO:tensorflow:Loss = 0.31240204, Regularization loss = 0.018762097, Total loss = 0.33116412 (0.862 sec)
INFO:tensorflow:Loss = 4.8687367, Regularization loss = 0.017160183, Total loss = 4.885897 (0.607 sec)
INFO:tensorflow:Loss = 0.25073943, Regularization loss = 0.016153779, Total loss = 0.2668932 (0.814 sec)
INFO:tensorflow:Loss = 8.460486, Regularization loss = 0.015733944, Total loss = 8.47622 (0.717 sec)
INFO:tensorflow:Loss = 1.1125798, Regularization loss = 0.015677048, Total loss = 1.1282569 (0.705 sec)
INFO:tensorflow:Loss = 0.23751734, Regularization loss = 0.015769046, Total loss = 0.2532864 (0.645 sec)
INFO:tensorflow:Loss = 0.33032137, Regularization loss = 0.015784292, Total loss = 0.34610566 (0.726 sec)
INFO:tensorflow:Loss = 0.1847078, Regularization loss = 0.015804814, Total loss = 0.20051262 (0.750 sec)
INFO:tensorflow:Loss = 0.47581294, Regularization loss = 0.015771534, Total loss = 0.49158448 (0.856 sec)
INFO:tensorflow:Loss = 8.478293, Regularization loss = 0.015555747, Total loss = 8.493849 (0.757 sec)
INFO:tensorflow:global_step/sec: 13.6106
INFO:tensorflow:loss = 4.371887, step = 8800 (7.347 sec)
INFO:tensorflow:Loss = 4.371887, Regularization loss = 0.015502216, Total loss = 4.3873897 (0.769 sec)
INFO:tensorflow:Loss = 0.16099972, Regularization loss = 0.015153829, Total loss = 0.17615354 (0.672 sec)
INFO:tensorflow:Loss = 0.33099908, Regularization loss = 0.016444031, Total loss = 0.3474431 (0.656 sec)
INFO:tensorflow:Loss = 0.39310303, Regularization loss = 0.017197862, Total loss = 0.4103009 (0.729 sec)
INFO:tensorflow:Loss = 0.18899345, Regularization loss = 0.01719104, Total loss = 0.20618449 (0.847 sec)
INFO:tensorflow:Loss = 3.7645993, Regularization loss = 0.016163014, Total loss = 3.7807624 (0.798 sec)
INFO:tensorflow:Loss = 8.099638, Regularization loss = 0.01631566, Total loss = 8.115953 (0.752 sec)
INFO:tensorflow:Loss = 10.139498, Regularization loss = 0.01738055, Total loss = 10.156878 (0.696 sec)
INFO:tensorflow:Loss = 0.50839907, Regularization loss = 0.01956949, Total loss = 0.5279686 (0.816 sec)
INFO:tensorflow:Loss = 0.50070626, Regularization loss = 0.019521356, Total loss = 0.5202276 (0.840 sec)
INFO:tensorflow:global_step/sec: 8.85737
INFO:tensorflow:loss = 13.142725, step = 8900 (11.290 sec)
INFO:tensorflow:Loss = 13.142725, Regularization loss = 0.018991591, Total loss = 13.161716 (4.484 sec)
INFO:tensorflow:Loss = 9.130266, Regularization loss = 0.018371936, Total loss = 9.148638 (0.693 sec)
INFO:tensorflow:Loss = 0.5060731, Regularization loss = 0.018241208, Total loss = 0.52431434 (0.721 sec)
INFO:tensorflow:Loss = 0.60323465, Regularization loss = 0.017998487, Total loss = 0.6212331 (0.654 sec)
INFO:tensorflow:Loss = 3.3982878, Regularization loss = 0.017533962, Total loss = 3.4158218 (0.730 sec)
INFO:tensorflow:Loss = 11.008534, Regularization loss = 0.017792696, Total loss = 11.026327 (0.712 sec)
INFO:tensorflow:Loss = 0.23736998, Regularization loss = 0.01857303, Total loss = 0.255943 (0.806 sec)
INFO:tensorflow:Loss = 1.2435057, Regularization loss = 0.018825822, Total loss = 1.2623315 (0.736 sec)
INFO:tensorflow:Loss = 23.85032, Regularization loss = 0.018629396, Total loss = 23.86895 (0.742 sec)
INFO:tensorflow:Loss = 0.33323905, Regularization loss = 0.018708784, Total loss = 0.35194784 (0.891 sec)
INFO:tensorflow:global_step/sec: 13.4946
INFO:tensorflow:loss = 0.4770383, step = 9000 (7.410 sec)
INFO:tensorflow:Loss = 0.4770383, Regularization loss = 0.018068995, Total loss = 0.4951073 (0.723 sec)
INFO:tensorflow:Loss = 0.23225567, Regularization loss = 0.01791758, Total loss = 0.25017324 (0.710 sec)
INFO:tensorflow:Loss = 0.3086708, Regularization loss = 0.019010626, Total loss = 0.32768142 (0.598 sec)
INFO:tensorflow:Loss = 0.5717045, Regularization loss = 0.020734891, Total loss = 0.5924394 (0.724 sec)
INFO:tensorflow:Loss = 0.57792586, Regularization loss = 0.021184098, Total loss = 0.59910995 (0.666 sec)
INFO:tensorflow:Loss = 0.91800797, Regularization loss = 0.020629944, Total loss = 0.9386379 (0.612 sec)
INFO:tensorflow:Loss = 11.858916, Regularization loss = 0.01973109, Total loss = 11.878648 (0.821 sec)
INFO:tensorflow:Loss = 2.408635, Regularization loss = 0.019428305, Total loss = 2.4280632 (0.689 sec)
INFO:tensorflow:Loss = 0.50018954, Regularization loss = 0.01891, Total loss = 0.51909953 (0.682 sec)
INFO:tensorflow:Loss = 1.3584859, Regularization loss = 0.018465154, Total loss = 1.3769511 (0.716 sec)
INFO:tensorflow:global_step/sec: 14.1921
INFO:tensorflow:loss = 0.31394985, step = 9100 (7.054 sec)
INFO:tensorflow:Loss = 0.31394985, Regularization loss = 0.017564682, Total loss = 0.33151454 (0.837 sec)
INFO:tensorflow:Loss = 4.865771, Regularization loss = 0.016044991, Total loss = 4.881816 (0.597 sec)
INFO:tensorflow:Loss = 0.25453916, Regularization loss = 0.015089663, Total loss = 0.26962882 (0.736 sec)
INFO:tensorflow:Loss = 8.45625, Regularization loss = 0.014690069, Total loss = 8.470941 (0.696 sec)
INFO:tensorflow:Loss = 1.1145635, Regularization loss = 0.014631292, Total loss = 1.1291947 (0.701 sec)
INFO:tensorflow:Loss = 0.24011782, Regularization loss = 0.0147078615, Total loss = 0.25482568 (0.642 sec)
INFO:tensorflow:Loss = 0.3329939, Regularization loss = 0.014714584, Total loss = 0.34770846 (0.703 sec)
INFO:tensorflow:Loss = 0.1863474, Regularization loss = 0.014727024, Total loss = 0.20107442 (0.671 sec)
INFO:tensorflow:Loss = 0.47762808, Regularization loss = 0.014690341, Total loss = 0.49231842 (0.801 sec)
INFO:tensorflow:Loss = 8.473335, Regularization loss = 0.01448585, Total loss = 8.487822 (0.712 sec)
INFO:tensorflow:global_step/sec: 14.1792
INFO:tensorflow:loss = 4.371576, step = 9200 (7.045 sec)
INFO:tensorflow:Loss = 4.371576, Regularization loss = 0.014431987, Total loss = 4.386008 (0.786 sec)
INFO:tensorflow:Loss = 0.16251427, Regularization loss = 0.014107956, Total loss = 0.17662223 (0.685 sec)
INFO:tensorflow:Loss = 0.3312432, Regularization loss = 0.015292594, Total loss = 0.34653577 (0.641 sec)
INFO:tensorflow:Loss = 0.39224055, Regularization loss = 0.015991017, Total loss = 0.40823156 (0.757 sec)
INFO:tensorflow:Loss = 0.1885173, Regularization loss = 0.01598632, Total loss = 0.20450363 (0.874 sec)
INFO:tensorflow:Loss = 3.764679, Regularization loss = 0.015037462, Total loss = 3.7797165 (0.799 sec)
INFO:tensorflow:Loss = 8.098327, Regularization loss = 0.015174917, Total loss = 8.113502 (0.721 sec)
INFO:tensorflow:Loss = 10.140729, Regularization loss = 0.016172389, Total loss = 10.156901 (0.648 sec)
INFO:tensorflow:Loss = 0.5048745, Regularization loss = 0.018243281, Total loss = 0.5231178 (0.731 sec)
INFO:tensorflow:Loss = 0.49777138, Regularization loss = 0.018177848, Total loss = 0.51594925 (0.839 sec)
INFO:tensorflow:global_step/sec: 9.11253
INFO:tensorflow:loss = 13.144424, step = 9300 (10.974 sec)
INFO:tensorflow:Loss = 13.144424, Regularization loss = 0.017668907, Total loss = 13.162093 (4.278 sec)
INFO:tensorflow:Loss = 9.128945, Regularization loss = 0.017077647, Total loss = 9.146023 (0.696 sec)
INFO:tensorflow:Loss = 0.50542843, Regularization loss = 0.017004047, Total loss = 0.5224325 (0.735 sec)
INFO:tensorflow:Loss = 0.60317093, Regularization loss = 0.016757183, Total loss = 0.6199281 (0.658 sec)
INFO:tensorflow:Loss = 3.398408, Regularization loss = 0.01629743, Total loss = 3.4147053 (0.737 sec)
INFO:tensorflow:Loss = 11.008734, Regularization loss = 0.016588137, Total loss = 11.025322 (0.657 sec)
INFO:tensorflow:Loss = 0.23726082, Regularization loss = 0.01728278, Total loss = 0.2545436 (0.774 sec)
INFO:tensorflow:Loss = 1.243062, Regularization loss = 0.017554518, Total loss = 1.2606165 (0.678 sec)
INFO:tensorflow:Loss = 23.853065, Regularization loss = 0.017361648, Total loss = 23.870428 (0.784 sec)
INFO:tensorflow:Loss = 0.33263367, Regularization loss = 0.017444335, Total loss = 0.35007802 (0.765 sec)
INFO:tensorflow:global_step/sec: 13.9127
INFO:tensorflow:loss = 0.47748753, step = 9400 (7.188 sec)
INFO:tensorflow:Loss = 0.47748753, Regularization loss = 0.016833331, Total loss = 0.49432087 (0.703 sec)
INFO:tensorflow:Loss = 0.23243348, Regularization loss = 0.016715959, Total loss = 0.24914944 (0.690 sec)
INFO:tensorflow:Loss = 0.30746588, Regularization loss = 0.017732223, Total loss = 0.3251981 (0.599 sec)
INFO:tensorflow:Loss = 0.5658982, Regularization loss = 0.019294629, Total loss = 0.5851928 (0.703 sec)
INFO:tensorflow:Loss = 0.57293266, Regularization loss = 0.019782865, Total loss = 0.5927155 (0.661 sec)
INFO:tensorflow:Loss = 0.9174236, Regularization loss = 0.019326448, Total loss = 0.93675005 (0.682 sec)
INFO:tensorflow:Loss = 11.859203, Regularization loss = 0.018457428, Total loss = 11.877661 (0.792 sec)
INFO:tensorflow:Loss = 2.408588, Regularization loss = 0.018178953, Total loss = 2.4267669 (0.709 sec)
INFO:tensorflow:Loss = 0.5010754, Regularization loss = 0.017708354, Total loss = 0.51878375 (0.673 sec)
INFO:tensorflow:Loss = 1.3593405, Regularization loss = 0.017291218, Total loss = 1.3766317 (0.764 sec)
INFO:tensorflow:global_step/sec: 14.0776
INFO:tensorflow:loss = 0.31584352, step = 9500 (7.103 sec)
INFO:tensorflow:Loss = 0.31584352, Regularization loss = 0.01643661, Total loss = 0.33228013 (0.830 sec)
INFO:tensorflow:Loss = 4.862168, Regularization loss = 0.014985861, Total loss = 4.877154 (0.676 sec)
INFO:tensorflow:Loss = 0.2595878, Regularization loss = 0.014052991, Total loss = 0.27364078 (0.687 sec)
INFO:tensorflow:Loss = 8.450739, Regularization loss = 0.013671138, Total loss = 8.46441 (0.699 sec)
INFO:tensorflow:Loss = 1.1169084, Regularization loss = 0.013635494, Total loss = 1.130544 (0.724 sec)
INFO:tensorflow:Loss = 0.24288924, Regularization loss = 0.013706187, Total loss = 0.25659543 (0.676 sec)
INFO:tensorflow:Loss = 0.33566037, Regularization loss = 0.013704602, Total loss = 0.34936497 (0.702 sec)
INFO:tensorflow:Loss = 0.18795213, Regularization loss = 0.013708547, Total loss = 0.20166068 (0.741 sec)
INFO:tensorflow:Loss = 0.4794239, Regularization loss = 0.013669994, Total loss = 0.4930939 (0.748 sec)
INFO:tensorflow:Loss = 8.468231, Regularization loss = 0.013480443, Total loss = 8.481711 (0.699 sec)
INFO:tensorflow:global_step/sec: 14.0544
INFO:tensorflow:loss = 4.371256, step = 9600 (7.114 sec)
INFO:tensorflow:Loss = 4.371256, Regularization loss = 0.013427417, Total loss = 4.384683 (0.763 sec)
INFO:tensorflow:Loss = 0.1641475, Regularization loss = 0.013128683, Total loss = 0.17727618 (0.666 sec)
INFO:tensorflow:Loss = 0.33151513, Regularization loss = 0.014199649, Total loss = 0.34571478 (0.634 sec)
INFO:tensorflow:Loss = 0.39145526, Regularization loss = 0.014832782, Total loss = 0.40628806 (0.731 sec)
INFO:tensorflow:Loss = 0.18810272, Regularization loss = 0.014830755, Total loss = 0.20293348 (0.850 sec)
INFO:tensorflow:Loss = 3.7647932, Regularization loss = 0.013952937, Total loss = 3.7787461 (0.788 sec)
INFO:tensorflow:Loss = 8.097109, Regularization loss = 0.014092411, Total loss = 8.111201 (0.718 sec)
INFO:tensorflow:Loss = 10.142444, Regularization loss = 0.015014026, Total loss = 10.157457 (0.659 sec)
INFO:tensorflow:Loss = 0.49983197, Regularization loss = 0.016916646, Total loss = 0.5167486 (0.753 sec)
INFO:tensorflow:Loss = 0.49431324, Regularization loss = 0.016906941, Total loss = 0.51122016 (0.834 sec)
INFO:tensorflow:global_step/sec: 9.00805
INFO:tensorflow:loss = 13.14677, step = 9700 (11.102 sec)
INFO:tensorflow:Loss = 13.14677, Regularization loss = 0.016431112, Total loss = 13.1632 (4.468 sec)
INFO:tensorflow:Loss = 9.129305, Regularization loss = 0.015868237, Total loss = 9.145173 (0.688 sec)
INFO:tensorflow:Loss = 0.50513154, Regularization loss = 0.015828043, Total loss = 0.5209596 (0.711 sec)
INFO:tensorflow:Loss = 0.60310453, Regularization loss = 0.01560533, Total loss = 0.61870986 (0.665 sec)
INFO:tensorflow:Loss = 3.3984776, Regularization loss = 0.015177619, Total loss = 3.4136553 (0.726 sec)
INFO:tensorflow:Loss = 11.008584, Regularization loss = 0.015456065, Total loss = 11.02404 (0.651 sec)
INFO:tensorflow:Loss = 0.23679455, Regularization loss = 0.016105387, Total loss = 0.25289994 (0.763 sec)
INFO:tensorflow:Loss = 1.2426335, Regularization loss = 0.016357519, Total loss = 1.258991 (0.666 sec)
INFO:tensorflow:Loss = 23.855871, Regularization loss = 0.016177194, Total loss = 23.87205 (0.716 sec)
INFO:tensorflow:Loss = 0.33199996, Regularization loss = 0.016262632, Total loss = 0.34826258 (0.840 sec)
INFO:tensorflow:global_step/sec: 14.0263
INFO:tensorflow:loss = 0.47767413, step = 9800 (7.129 sec)
INFO:tensorflow:Loss = 0.47767413, Regularization loss = 0.015695719, Total loss = 0.49336985 (0.702 sec)
INFO:tensorflow:Loss = 0.23268107, Regularization loss = 0.015589291, Total loss = 0.24827036 (0.679 sec)
INFO:tensorflow:Loss = 0.30669013, Regularization loss = 0.016546236, Total loss = 0.32323638 (0.596 sec)
INFO:tensorflow:Loss = 0.5629163, Regularization loss = 0.018027995, Total loss = 0.5809443 (0.704 sec)
INFO:tensorflow:Loss = 0.5694683, Regularization loss = 0.01849288, Total loss = 0.5879612 (0.650 sec)
INFO:tensorflow:Loss = 0.9166819, Regularization loss = 0.018072564, Total loss = 0.93475443 (0.632 sec)
INFO:tensorflow:Loss = 11.859892, Regularization loss = 0.017261788, Total loss = 11.877153 (0.835 sec)
INFO:tensorflow:Loss = 2.4086576, Regularization loss = 0.017002562, Total loss = 2.4256601 (0.686 sec)
INFO:tensorflow:Loss = 0.50157887, Regularization loss = 0.016560392, Total loss = 0.51813924 (0.663 sec)
INFO:tensorflow:Loss = 1.3600011, Regularization loss = 0.016167179, Total loss = 1.3761683 (0.707 sec)
INFO:tensorflow:global_step/sec: 14.2511
INFO:tensorflow:loss = 0.31753597, step = 9900 (7.016 sec)
INFO:tensorflow:Loss = 0.31753597, Regularization loss = 0.015362337, Total loss = 0.33289832 (0.866 sec)
INFO:tensorflow:Loss = 4.8591337, Regularization loss = 0.01400345, Total loss = 4.873137 (0.611 sec)
INFO:tensorflow:Loss = 0.26347905, Regularization loss = 0.013134087, Total loss = 0.27661315 (0.739 sec)
INFO:tensorflow:Loss = 8.446433, Regularization loss = 0.0127731, Total loss = 8.459207 (0.683 sec)
INFO:tensorflow:Loss = 1.1191729, Regularization loss = 0.012728451, Total loss = 1.1319014 (0.694 sec)
INFO:tensorflow:Loss = 0.24599741, Regularization loss = 0.012784185, Total loss = 0.2587816 (0.650 sec)
INFO:tensorflow:Loss = 0.33891305, Regularization loss = 0.012774507, Total loss = 0.35168755 (0.711 sec)
INFO:tensorflow:Loss = 0.18999486, Regularization loss = 0.012770645, Total loss = 0.2027655 (0.687 sec)
INFO:tensorflow:Loss = 0.4817155, Regularization loss = 0.012729125, Total loss = 0.49444464 (0.798 sec)
INFO:tensorflow:Loss = 8.462065, Regularization loss = 0.012551511, Total loss = 8.474616 (0.697 sec)
INFO:tensorflow:Saving checkpoints for 10000 into ../logs/model_log\model.ckpt.
INFO:tensorflow:Skip the current checkpoint eval due to throttle secs (600 secs).
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2020-11-27T16:10:40Z
INFO:tensorflow:Graph was finalized.
2020-11-27 16:10:40.638145: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties:
pciBusID: 0000:01:00.0 name: GeForce GTX 1070 with Max-Q Design computeCapability: 6.1
coreClock: 1.379GHz coreCount: 16 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 238.66GiB/s
2020-11-27 16:10:40.638454: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_101.dll
2020-11-27 16:10:40.638596: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_10.dll
2020-11-27 16:10:40.638736: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_10.dll
2020-11-27 16:10:40.638878: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_10.dll
2020-11-27 16:10:40.639018: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_10.dll
2020-11-27 16:10:40.639162: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_10.dll
2020-11-27 16:10:40.639307: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-11-27 16:10:40.639483: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0
2020-11-27 16:10:40.639636: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1096] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-11-27 16:10:40.639784: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] 0
2020-11-27 16:10:40.639877: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 0: N
2020-11-27 16:10:40.640028: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6789 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1)
INFO:tensorflow:Restoring parameters from ../logs/model_log\model.ckpt-10000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Evaluation [10/100]
INFO:tensorflow:Evaluation [20/100]
INFO:tensorflow:Evaluation [30/100]
INFO:tensorflow:Evaluation [40/100]
INFO:tensorflow:Evaluation [50/100]
INFO:tensorflow:Evaluation [60/100]
INFO:tensorflow:Evaluation [70/100]
INFO:tensorflow:Evaluation [80/100]
INFO:tensorflow:Evaluation [90/100]
INFO:tensorflow:Evaluation [100/100]
2020-11-27 16:10:46.426269: W tensorflow/core/kernels/data/generator_dataset_op.cc:103] Error occurred when finalizing GeneratorDataset iterator: Cancelled: Operation was cancelled
INFO:tensorflow:Inference Time : 5.84347s
INFO:tensorflow:Finished evaluation at 2020-11-27-16:10:46
INFO:tensorflow:Saving dict for global step 10000: global_step = 10000, label/mean = -1.0, loss = 2.867414, mae = 1.693344, mre = 1.6933453, prediction/mean = 0.6933438, r-squared = -inf
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10000: ../logs/model_log\model.ckpt-10000
2020-11-27 16:10:46.500155: W tensorflow/core/kernels/data/generator_dataset_op.cc:103] Error occurred when finalizing GeneratorDataset iterator: Cancelled: Operation was cancelled
INFO:tensorflow:Loss for final step: 3.7387078.
2020-11-27 16:10:46.556390: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties:
pciBusID: 0000:01:00.0 name: GeForce GTX 1070 with Max-Q Design computeCapability: 6.1
coreClock: 1.379GHz coreCount: 16 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 238.66GiB/s
2020-11-27 16:10:46.556715: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_101.dll
2020-11-27 16:10:46.556863: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_10.dll
2020-11-27 16:10:46.557009: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_10.dll
2020-11-27 16:10:46.557156: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_10.dll
2020-11-27 16:10:46.557305: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_10.dll
2020-11-27 16:10:46.557451: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_10.dll
2020-11-27 16:10:46.557600: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-11-27 16:10:46.557770: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0
2020-11-27 16:10:46.557925: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1096] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-11-27 16:10:46.558074: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] 0
2020-11-27 16:10:46.558168: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 0: N
2020-11-27 16:10:46.558320: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6789 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1)
INFO:tensorflow:Using default config.
INFO:tensorflow:Using config: {'_model_dir': '../logs/model_log', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': allow_soft_placement: true
graph_options {
rewrite_options {
meta_optimizer_iterations: ONE
}
}
, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_experimental_max_worker_delay_secs': None, '_session_creation_timeout_secs': 7200, '_service': None, '_cluster_spec': ClusterSpec({}), '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
2020-11-27 16:10:53.790209: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1555] Found device 0 with properties:
pciBusID: 0000:01:00.0 name: GeForce GTX 1070 with Max-Q Design computeCapability: 6.1
coreClock: 1.379GHz coreCount: 16 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 238.66GiB/s
2020-11-27 16:10:53.790518: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_101.dll
2020-11-27 16:10:53.790662: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_10.dll
2020-11-27 16:10:53.790804: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_10.dll
2020-11-27 16:10:53.790944: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_10.dll
2020-11-27 16:10:53.791086: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_10.dll
2020-11-27 16:10:53.791231: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_10.dll
2020-11-27 16:10:53.791375: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-11-27 16:10:53.791546: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1697] Adding visible gpu devices: 0
2020-11-27 16:10:53.791698: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1096] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-11-27 16:10:53.791844: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] 0
2020-11-27 16:10:53.791935: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] 0: N
2020-11-27 16:10:53.792083: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1241] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 6789 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1)
INFO:tensorflow:Restoring parameters from ../logs/model_log\model.ckpt-10000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.

Yes, I have full datasets.

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MiquelFerriol commented on July 18, 2024

INFO:tensorflow:Evaluation [10/100]
INFO:tensorflow:Evaluation [20/100]
INFO:tensorflow:Evaluation [30/100]
INFO:tensorflow:Evaluation [40/100]
INFO:tensorflow:Evaluation [50/100]
INFO:tensorflow:Evaluation [60/100]
INFO:tensorflow:Evaluation [70/100]
INFO:tensorflow:Evaluation [80/100]
INFO:tensorflow:Evaluation [90/100]
INFO:tensorflow:Evaluation [100/100]
2020-11-27 16:10:46.426269: W tensorflow/core/kernels/data/generator_dataset_op.cc:103] Error occurred when finalizing GeneratorDataset iterator: Cancelled: Operation was cancelled
INFO:tensorflow:Inference Time : 5.84347s
INFO:tensorflow:Finished evaluation at 2020-11-27-16:10:46
INFO:tensorflow:Saving dict for global step 10000: global_step = 10000, label/mean = -1.0, loss = 2.867414, mae = 1.693344, mre = 1.6933453, prediction/mean = 0.6933438, r-squared = -inf

If you take a look at this piece of the output log, you will realize that "prediction/mean = 0.6933438" tells us that your model is training and the predictions are different than -1. However, the label/mean (the True values of the dataset) is telling us that all the samples have a real value of -1, this is probably caused because you specified as validation dataset the test dataset. This can cause confusion because the validation dataset (the one that contains true values in the performance matrix) is identified as test in the config.ini.

So, in short, in the config.ini you have to specify as train and test the datasets with the true values (in this case the train and the validation datasets). Since the true values are not included in the test dataset, you will not be able to check the different metrics for this one, however, if you want to predict the results, you need to use the generate_submission.py file.

Tell me if this solves the problem,
Greetings,
Miquel

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youchangxin commented on July 18, 2024

Thank you very much for your reply which completely solves my confusion.

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Why I predict the result is -1 all？ about gnnetworkingchallenge HOT 6 CLOSED

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