Removing previous artifacts...
Experiment started at 10:01:57
.......................................
WARNING:tensorflow:RunConfig.uid (from tensorflow.contrib.learn.python.learn.estimators.run_config) is experimental and may change or be removed at any time, and without warning.
INFO:tensorflow:Using config: {'_task_type': None, '_task_id': 0, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x11fab0668>, '_master': '', '_num_ps_replicas': 0, '_num_worker_replicas': 0, '_environment': 'local', '_is_chief': True, '_evaluation_master': '', '_tf_config': gpu_options {
per_process_gpu_memory_fraction: 1
}
, '_tf_random_seed': 19830610, '_save_summary_steps': 100, '_save_checkpoints_secs': None, '_log_step_count_steps': 100, '_session_config': None, '_save_checkpoints_steps': 2400, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_model_dir': 'trained_models/class-model-02'}
Estimator Type: <class 'tensorflow.python.estimator.estimator.Estimator'>
WARNING:tensorflow:RunConfig.uid (from tensorflow.contrib.learn.python.learn.estimators.run_config) is experimental and may change or be removed at any time, and without warning.
WARNING:tensorflow:From /Users/khalidsalama/anaconda/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/monitors.py:267: BaseMonitor.__init__ (from tensorflow.contrib.learn.python.learn.monitors) is deprecated and will be removed after 2016-12-05.
Instructions for updating:
Monitors are deprecated. Please use tf.train.SessionRunHook.
* data input_fn:
================
Input file(s): data/train-*.csv
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Saving checkpoints for 1 into trained_models/class-model-02/model.ckpt.
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:02:04
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-1
INFO:tensorflow:Finished evaluation at 2017-11-16-10:02:04
INFO:tensorflow:Saving dict for global step 1: accuracy = 0.512, auroc = 0.450045, global_step = 1, loss = 0.704711
INFO:tensorflow:Validation (step 1): accuracy = 0.512, auroc = 0.450045, loss = 0.704711, global_step = 1
INFO:tensorflow:loss = 0.704995, step = 1
INFO:tensorflow:global_step/sec: 29.4915
INFO:tensorflow:loss = 0.507005, step = 101 (0.831 sec)
INFO:tensorflow:global_step/sec: 141.129
INFO:tensorflow:loss = 0.277739, step = 201 (0.710 sec)
INFO:tensorflow:global_step/sec: 136.065
INFO:tensorflow:loss = 0.177773, step = 301 (0.735 sec)
INFO:tensorflow:global_step/sec: 131.106
INFO:tensorflow:loss = 0.14348, step = 401 (0.761 sec)
INFO:tensorflow:global_step/sec: 130.596
INFO:tensorflow:loss = 0.128667, step = 501 (0.766 sec)
INFO:tensorflow:global_step/sec: 150.354
INFO:tensorflow:loss = 0.137072, step = 601 (0.665 sec)
INFO:tensorflow:global_step/sec: 149.207
INFO:tensorflow:loss = 0.115298, step = 701 (0.670 sec)
INFO:tensorflow:global_step/sec: 151.466
INFO:tensorflow:loss = 0.122777, step = 801 (0.660 sec)
INFO:tensorflow:global_step/sec: 165.756
INFO:tensorflow:loss = 0.129738, step = 901 (0.603 sec)
INFO:tensorflow:global_step/sec: 158.62
INFO:tensorflow:loss = 0.131859, step = 1001 (0.631 sec)
INFO:tensorflow:global_step/sec: 142.051
INFO:tensorflow:loss = 0.124195, step = 1101 (0.704 sec)
INFO:tensorflow:global_step/sec: 156.486
INFO:tensorflow:loss = 0.134477, step = 1201 (0.639 sec)
INFO:tensorflow:global_step/sec: 144.793
INFO:tensorflow:loss = 0.107011, step = 1301 (0.692 sec)
INFO:tensorflow:global_step/sec: 135.467
INFO:tensorflow:loss = 0.0999744, step = 1401 (0.737 sec)
INFO:tensorflow:global_step/sec: 146.207
INFO:tensorflow:loss = 0.106525, step = 1501 (0.685 sec)
INFO:tensorflow:global_step/sec: 142.292
INFO:tensorflow:loss = 0.129114, step = 1601 (0.703 sec)
INFO:tensorflow:global_step/sec: 131.858
INFO:tensorflow:loss = 0.0973879, step = 1701 (0.758 sec)
INFO:tensorflow:global_step/sec: 163.514
INFO:tensorflow:loss = 0.109529, step = 1801 (0.613 sec)
INFO:tensorflow:global_step/sec: 127.315
INFO:tensorflow:loss = 0.112641, step = 1901 (0.787 sec)
INFO:tensorflow:global_step/sec: 145.198
INFO:tensorflow:loss = 0.0889645, step = 2001 (0.687 sec)
INFO:tensorflow:global_step/sec: 153.456
INFO:tensorflow:loss = 0.147329, step = 2101 (0.652 sec)
INFO:tensorflow:global_step/sec: 122.759
INFO:tensorflow:loss = 0.107785, step = 2201 (0.821 sec)
INFO:tensorflow:global_step/sec: 131.902
INFO:tensorflow:loss = 0.11488, step = 2301 (0.752 sec)
INFO:tensorflow:Saving checkpoints for 2401 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 71.8195
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:02:24
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-2401
INFO:tensorflow:Finished evaluation at 2017-11-16-10:02:24
INFO:tensorflow:Saving dict for global step 2401: accuracy = 0.952333, auroc = 0.990932, global_step = 2401, loss = 0.12277
INFO:tensorflow:Validation (step 2401): accuracy = 0.952333, auroc = 0.990932, loss = 0.12277, global_step = 2401
INFO:tensorflow:loss = 0.0936106, step = 2401 (2.624 sec)
INFO:tensorflow:global_step/sec: 52.4154
INFO:tensorflow:loss = 0.0985235, step = 2501 (0.676 sec)
INFO:tensorflow:global_step/sec: 142.226
INFO:tensorflow:loss = 0.10412, step = 2601 (0.704 sec)
INFO:tensorflow:global_step/sec: 145.741
INFO:tensorflow:loss = 0.0910959, step = 2701 (0.686 sec)
INFO:tensorflow:global_step/sec: 144.111
INFO:tensorflow:loss = 0.123404, step = 2801 (0.694 sec)
INFO:tensorflow:global_step/sec: 143.364
INFO:tensorflow:loss = 0.0787893, step = 2901 (0.697 sec)
INFO:tensorflow:global_step/sec: 141.15
INFO:tensorflow:loss = 0.0914475, step = 3001 (0.710 sec)
INFO:tensorflow:global_step/sec: 139.22
INFO:tensorflow:loss = 0.104222, step = 3101 (0.721 sec)
INFO:tensorflow:global_step/sec: 124.501
INFO:tensorflow:loss = 0.0898928, step = 3201 (0.799 sec)
INFO:tensorflow:global_step/sec: 135.295
INFO:tensorflow:loss = 0.0869894, step = 3301 (0.741 sec)
INFO:tensorflow:global_step/sec: 134.603
INFO:tensorflow:loss = 0.0691452, step = 3401 (0.741 sec)
INFO:tensorflow:global_step/sec: 111.664
INFO:tensorflow:loss = 0.0972319, step = 3501 (0.896 sec)
INFO:tensorflow:global_step/sec: 134.069
INFO:tensorflow:loss = 0.129884, step = 3601 (0.746 sec)
INFO:tensorflow:global_step/sec: 145.324
INFO:tensorflow:loss = 0.126836, step = 3701 (0.690 sec)
INFO:tensorflow:global_step/sec: 123.757
INFO:tensorflow:loss = 0.105561, step = 3801 (0.807 sec)
INFO:tensorflow:global_step/sec: 131.251
INFO:tensorflow:loss = 0.0893482, step = 3901 (0.761 sec)
INFO:tensorflow:global_step/sec: 148.52
INFO:tensorflow:loss = 0.115303, step = 4001 (0.674 sec)
INFO:tensorflow:global_step/sec: 122.91
INFO:tensorflow:loss = 0.113887, step = 4101 (0.813 sec)
INFO:tensorflow:global_step/sec: 148.196
INFO:tensorflow:loss = 0.0996855, step = 4201 (0.675 sec)
INFO:tensorflow:global_step/sec: 121.237
INFO:tensorflow:loss = 0.112538, step = 4301 (0.826 sec)
INFO:tensorflow:global_step/sec: 133.752
INFO:tensorflow:loss = 0.0869823, step = 4401 (0.747 sec)
INFO:tensorflow:global_step/sec: 98.4703
INFO:tensorflow:loss = 0.086611, step = 4501 (1.016 sec)
INFO:tensorflow:global_step/sec: 127.052
INFO:tensorflow:loss = 0.115097, step = 4601 (0.788 sec)
INFO:tensorflow:global_step/sec: 110.141
INFO:tensorflow:loss = 0.122176, step = 4701 (0.908 sec)
INFO:tensorflow:Saving checkpoints for 4801 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 52.5798
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:02:45
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-4801
INFO:tensorflow:Finished evaluation at 2017-11-16-10:02:46
INFO:tensorflow:Saving dict for global step 4801: accuracy = 0.953, auroc = 0.990574, global_step = 4801, loss = 0.122546
INFO:tensorflow:Validation (step 4801): accuracy = 0.953, auroc = 0.990574, loss = 0.122546, global_step = 4801
INFO:tensorflow:loss = 0.0954013, step = 4801 (3.704 sec)
INFO:tensorflow:global_step/sec: 40.3061
INFO:tensorflow:loss = 0.118161, step = 4901 (0.678 sec)
INFO:tensorflow:global_step/sec: 146.684
INFO:tensorflow:loss = 0.0957444, step = 5001 (0.682 sec)
INFO:tensorflow:global_step/sec: 150.106
INFO:tensorflow:loss = 0.112879, step = 5101 (0.666 sec)
INFO:tensorflow:global_step/sec: 146.086
INFO:tensorflow:loss = 0.106377, step = 5201 (0.685 sec)
INFO:tensorflow:global_step/sec: 146.621
INFO:tensorflow:loss = 0.115252, step = 5301 (0.681 sec)
INFO:tensorflow:global_step/sec: 152.679
INFO:tensorflow:loss = 0.101358, step = 5401 (0.655 sec)
INFO:tensorflow:global_step/sec: 150.955
INFO:tensorflow:loss = 0.119894, step = 5501 (0.663 sec)
INFO:tensorflow:global_step/sec: 149.754
INFO:tensorflow:loss = 0.072343, step = 5601 (0.667 sec)
INFO:tensorflow:global_step/sec: 149.583
INFO:tensorflow:loss = 0.131565, step = 5701 (0.669 sec)
INFO:tensorflow:global_step/sec: 152.351
INFO:tensorflow:loss = 0.133214, step = 5801 (0.656 sec)
INFO:tensorflow:global_step/sec: 151.486
INFO:tensorflow:loss = 0.0863683, step = 5901 (0.660 sec)
INFO:tensorflow:global_step/sec: 144.991
INFO:tensorflow:loss = 0.091702, step = 6001 (0.692 sec)
INFO:tensorflow:global_step/sec: 109.89
INFO:tensorflow:loss = 0.104924, step = 6101 (0.914 sec)
INFO:tensorflow:global_step/sec: 86.5082
INFO:tensorflow:loss = 0.103703, step = 6201 (1.151 sec)
INFO:tensorflow:global_step/sec: 138.282
INFO:tensorflow:loss = 0.0978273, step = 6301 (0.722 sec)
INFO:tensorflow:global_step/sec: 125.078
INFO:tensorflow:loss = 0.123435, step = 6401 (0.800 sec)
INFO:tensorflow:global_step/sec: 136.906
INFO:tensorflow:loss = 0.0855783, step = 6501 (0.730 sec)
INFO:tensorflow:global_step/sec: 133.272
INFO:tensorflow:loss = 0.100026, step = 6601 (0.750 sec)
INFO:tensorflow:global_step/sec: 134.181
INFO:tensorflow:loss = 0.117686, step = 6701 (0.746 sec)
INFO:tensorflow:global_step/sec: 133.825
INFO:tensorflow:loss = 0.086353, step = 6801 (0.747 sec)
INFO:tensorflow:global_step/sec: 139.058
INFO:tensorflow:loss = 0.089118, step = 6901 (0.719 sec)
INFO:tensorflow:global_step/sec: 135.213
INFO:tensorflow:loss = 0.137246, step = 7001 (0.739 sec)
INFO:tensorflow:global_step/sec: 145.63
INFO:tensorflow:loss = 0.114853, step = 7101 (0.690 sec)
INFO:tensorflow:Saving checkpoints for 7201 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 44.0674
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:03:06
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-7201
INFO:tensorflow:Finished evaluation at 2017-11-16-10:03:06
INFO:tensorflow:Saving dict for global step 7201: accuracy = 0.953, auroc = 0.990408, global_step = 7201, loss = 0.122437
INFO:tensorflow:Validation (step 7201): accuracy = 0.953, auroc = 0.990408, loss = 0.122437, global_step = 7201
INFO:tensorflow:loss = 0.0846166, step = 7201 (4.052 sec)
INFO:tensorflow:global_step/sec: 36.0541
INFO:tensorflow:loss = 0.0932813, step = 7301 (0.990 sec)
INFO:tensorflow:global_step/sec: 98.3483
INFO:tensorflow:loss = 0.104423, step = 7401 (1.016 sec)
INFO:tensorflow:global_step/sec: 119.238
INFO:tensorflow:loss = 0.111495, step = 7501 (0.839 sec)
INFO:tensorflow:global_step/sec: 121.581
INFO:tensorflow:loss = 0.139149, step = 7601 (0.822 sec)
INFO:tensorflow:global_step/sec: 130.642
INFO:tensorflow:loss = 0.12195, step = 7701 (0.765 sec)
INFO:tensorflow:global_step/sec: 89.7305
INFO:tensorflow:loss = 0.0857602, step = 7801 (1.116 sec)
INFO:tensorflow:global_step/sec: 111.051
INFO:tensorflow:loss = 0.0914469, step = 7901 (0.900 sec)
INFO:tensorflow:global_step/sec: 134.436
INFO:tensorflow:loss = 0.0996811, step = 8001 (0.744 sec)
INFO:tensorflow:global_step/sec: 144.406
INFO:tensorflow:loss = 0.118719, step = 8101 (0.692 sec)
INFO:tensorflow:global_step/sec: 150.689
INFO:tensorflow:loss = 0.135272, step = 8201 (0.664 sec)
INFO:tensorflow:global_step/sec: 143.871
INFO:tensorflow:loss = 0.0734525, step = 8301 (0.695 sec)
INFO:tensorflow:global_step/sec: 146.193
INFO:tensorflow:loss = 0.140691, step = 8401 (0.684 sec)
INFO:tensorflow:global_step/sec: 146.277
INFO:tensorflow:loss = 0.0782113, step = 8501 (0.685 sec)
INFO:tensorflow:global_step/sec: 129.753
INFO:tensorflow:loss = 0.103149, step = 8601 (0.769 sec)
INFO:tensorflow:global_step/sec: 121.703
INFO:tensorflow:loss = 0.116948, step = 8701 (0.823 sec)
INFO:tensorflow:global_step/sec: 140.573
INFO:tensorflow:loss = 0.0981242, step = 8801 (0.711 sec)
INFO:tensorflow:global_step/sec: 112.233
INFO:tensorflow:loss = 0.134027, step = 8901 (0.892 sec)
INFO:tensorflow:global_step/sec: 137.366
INFO:tensorflow:loss = 0.0989845, step = 9001 (0.727 sec)
INFO:tensorflow:global_step/sec: 128.465
INFO:tensorflow:loss = 0.06701, step = 9101 (0.778 sec)
INFO:tensorflow:global_step/sec: 134.837
INFO:tensorflow:loss = 0.0834616, step = 9201 (0.742 sec)
INFO:tensorflow:global_step/sec: 116.897
INFO:tensorflow:loss = 0.10542, step = 9301 (0.856 sec)
INFO:tensorflow:global_step/sec: 138.951
INFO:tensorflow:loss = 0.120118, step = 9401 (0.719 sec)
INFO:tensorflow:global_step/sec: 144.881
INFO:tensorflow:loss = 0.110919, step = 9501 (0.690 sec)
INFO:tensorflow:Saving checkpoints for 9601 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 59.6816
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:03:27
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-9601
INFO:tensorflow:Finished evaluation at 2017-11-16-10:03:28
INFO:tensorflow:Saving dict for global step 9601: accuracy = 0.952667, auroc = 0.990145, global_step = 9601, loss = 0.123059
INFO:tensorflow:Validation (step 9601): accuracy = 0.952667, auroc = 0.990145, loss = 0.123059, global_step = 9601
INFO:tensorflow:loss = 0.123169, step = 9601 (3.081 sec)
INFO:tensorflow:global_step/sec: 47.9642
INFO:tensorflow:loss = 0.101235, step = 9701 (0.680 sec)
INFO:tensorflow:global_step/sec: 146.149
INFO:tensorflow:loss = 0.0856791, step = 9801 (0.683 sec)
INFO:tensorflow:global_step/sec: 144.123
INFO:tensorflow:loss = 0.117822, step = 9901 (0.694 sec)
INFO:tensorflow:global_step/sec: 129.311
INFO:tensorflow:loss = 0.114267, step = 10001 (0.774 sec)
INFO:tensorflow:global_step/sec: 122.352
INFO:tensorflow:loss = 0.0880663, step = 10101 (0.817 sec)
INFO:tensorflow:global_step/sec: 112.025
INFO:tensorflow:loss = 0.0942426, step = 10201 (0.893 sec)
INFO:tensorflow:global_step/sec: 111.021
INFO:tensorflow:loss = 0.102521, step = 10301 (0.901 sec)
INFO:tensorflow:global_step/sec: 137.512
INFO:tensorflow:loss = 0.0900848, step = 10401 (0.728 sec)
INFO:tensorflow:global_step/sec: 99.5867
INFO:tensorflow:loss = 0.0884231, step = 10501 (1.004 sec)
INFO:tensorflow:global_step/sec: 82.5767
INFO:tensorflow:loss = 0.137083, step = 10601 (1.212 sec)
INFO:tensorflow:global_step/sec: 127.347
INFO:tensorflow:loss = 0.0878391, step = 10701 (0.783 sec)
INFO:tensorflow:global_step/sec: 122.585
INFO:tensorflow:loss = 0.109161, step = 10801 (0.817 sec)
INFO:tensorflow:global_step/sec: 136.72
INFO:tensorflow:loss = 0.105165, step = 10901 (0.731 sec)
INFO:tensorflow:global_step/sec: 138.405
INFO:tensorflow:loss = 0.0764331, step = 11001 (0.722 sec)
INFO:tensorflow:global_step/sec: 149.934
INFO:tensorflow:loss = 0.102466, step = 11101 (0.667 sec)
INFO:tensorflow:global_step/sec: 144.103
INFO:tensorflow:loss = 0.0969958, step = 11201 (0.695 sec)
INFO:tensorflow:global_step/sec: 149.688
INFO:tensorflow:loss = 0.122459, step = 11301 (0.668 sec)
INFO:tensorflow:global_step/sec: 149.666
INFO:tensorflow:loss = 0.0879807, step = 11401 (0.668 sec)
INFO:tensorflow:global_step/sec: 138.23
INFO:tensorflow:loss = 0.101467, step = 11501 (0.724 sec)
INFO:tensorflow:global_step/sec: 141.647
INFO:tensorflow:loss = 0.0861694, step = 11601 (0.706 sec)
INFO:tensorflow:global_step/sec: 141.706
INFO:tensorflow:loss = 0.0751712, step = 11701 (0.705 sec)
INFO:tensorflow:global_step/sec: 141.023
INFO:tensorflow:loss = 0.134511, step = 11801 (0.709 sec)
INFO:tensorflow:global_step/sec: 148.589
INFO:tensorflow:loss = 0.091991, step = 11901 (0.673 sec)
INFO:tensorflow:Saving checkpoints for 12001 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 66.2862
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:03:48
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-12001
INFO:tensorflow:Finished evaluation at 2017-11-16-10:03:48
INFO:tensorflow:Saving dict for global step 12001: accuracy = 0.952, auroc = 0.990059, global_step = 12001, loss = 0.123726
INFO:tensorflow:Validation (step 12001): accuracy = 0.952, auroc = 0.990059, loss = 0.123726, global_step = 12001
INFO:tensorflow:loss = 0.101227, step = 12001 (2.925 sec)
INFO:tensorflow:global_step/sec: 45.8186
INFO:tensorflow:loss = 0.126308, step = 12101 (0.769 sec)
INFO:tensorflow:global_step/sec: 118.518
INFO:tensorflow:loss = 0.0658626, step = 12201 (0.842 sec)
INFO:tensorflow:global_step/sec: 117.447
INFO:tensorflow:loss = 0.0884497, step = 12301 (0.852 sec)
INFO:tensorflow:global_step/sec: 119.392
INFO:tensorflow:loss = 0.133171, step = 12401 (0.837 sec)
INFO:tensorflow:global_step/sec: 121.101
INFO:tensorflow:loss = 0.0927926, step = 12501 (0.826 sec)
INFO:tensorflow:global_step/sec: 134.509
INFO:tensorflow:loss = 0.0889409, step = 12601 (0.743 sec)
INFO:tensorflow:global_step/sec: 129.07
INFO:tensorflow:loss = 0.0953739, step = 12701 (0.775 sec)
INFO:tensorflow:global_step/sec: 127.773
INFO:tensorflow:loss = 0.0889393, step = 12801 (0.782 sec)
INFO:tensorflow:global_step/sec: 133.884
INFO:tensorflow:loss = 0.10308, step = 12901 (0.747 sec)
INFO:tensorflow:global_step/sec: 130.222
INFO:tensorflow:loss = 0.108705, step = 13001 (0.768 sec)
INFO:tensorflow:global_step/sec: 118.791
INFO:tensorflow:loss = 0.0796857, step = 13101 (0.841 sec)
INFO:tensorflow:global_step/sec: 113.503
INFO:tensorflow:loss = 0.086282, step = 13201 (0.881 sec)
INFO:tensorflow:global_step/sec: 119.457
INFO:tensorflow:loss = 0.098805, step = 13301 (0.837 sec)
INFO:tensorflow:global_step/sec: 145.32
INFO:tensorflow:loss = 0.0878216, step = 13401 (0.688 sec)
INFO:tensorflow:global_step/sec: 149.237
INFO:tensorflow:loss = 0.098558, step = 13501 (0.669 sec)
INFO:tensorflow:global_step/sec: 150.074
INFO:tensorflow:loss = 0.113125, step = 13601 (0.667 sec)
INFO:tensorflow:global_step/sec: 151.05
INFO:tensorflow:loss = 0.10725, step = 13701 (0.662 sec)
INFO:tensorflow:global_step/sec: 148.869
INFO:tensorflow:loss = 0.08377, step = 13801 (0.671 sec)
INFO:tensorflow:global_step/sec: 153.932
INFO:tensorflow:loss = 0.096439, step = 13901 (0.650 sec)
INFO:tensorflow:global_step/sec: 141.154
INFO:tensorflow:loss = 0.0940999, step = 14001 (0.709 sec)
INFO:tensorflow:global_step/sec: 143.24
INFO:tensorflow:loss = 0.110324, step = 14101 (0.699 sec)
INFO:tensorflow:global_step/sec: 141.956
INFO:tensorflow:loss = 0.117309, step = 14201 (0.704 sec)
INFO:tensorflow:global_step/sec: 108.454
INFO:tensorflow:loss = 0.0785927, step = 14301 (0.922 sec)
INFO:tensorflow:Saving checkpoints for 14401 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 54.6822
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:04:08
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-14401
INFO:tensorflow:Finished evaluation at 2017-11-16-10:04:09
INFO:tensorflow:Saving dict for global step 14401: accuracy = 0.952667, auroc = 0.990026, global_step = 14401, loss = 0.124651
INFO:tensorflow:Validation (step 14401): accuracy = 0.952667, auroc = 0.990026, loss = 0.124651, global_step = 14401
INFO:tensorflow:loss = 0.0768939, step = 14401 (3.327 sec)
INFO:tensorflow:global_step/sec: 45.6661
INFO:tensorflow:loss = 0.100866, step = 14501 (0.691 sec)
INFO:tensorflow:global_step/sec: 150.551
INFO:tensorflow:loss = 0.0970681, step = 14601 (0.664 sec)
INFO:tensorflow:global_step/sec: 158.123
INFO:tensorflow:loss = 0.096075, step = 14701 (0.633 sec)
INFO:tensorflow:global_step/sec: 154.577
INFO:tensorflow:loss = 0.119234, step = 14801 (0.647 sec)
INFO:tensorflow:global_step/sec: 161.046
INFO:tensorflow:loss = 0.107677, step = 14901 (0.621 sec)
INFO:tensorflow:global_step/sec: 164.412
INFO:tensorflow:loss = 0.073222, step = 15001 (0.608 sec)
INFO:tensorflow:global_step/sec: 153.171
INFO:tensorflow:loss = 0.12106, step = 15101 (0.654 sec)
INFO:tensorflow:global_step/sec: 153.599
INFO:tensorflow:loss = 0.0852666, step = 15201 (0.651 sec)
INFO:tensorflow:global_step/sec: 144.106
INFO:tensorflow:loss = 0.088182, step = 15301 (0.693 sec)
INFO:tensorflow:global_step/sec: 147.688
INFO:tensorflow:loss = 0.0849419, step = 15401 (0.677 sec)
INFO:tensorflow:global_step/sec: 145.633
INFO:tensorflow:loss = 0.112724, step = 15501 (0.686 sec)
INFO:tensorflow:global_step/sec: 143.636
INFO:tensorflow:loss = 0.112466, step = 15601 (0.698 sec)
INFO:tensorflow:global_step/sec: 157.8
INFO:tensorflow:loss = 0.0959474, step = 15701 (0.632 sec)
INFO:tensorflow:global_step/sec: 155.276
INFO:tensorflow:loss = 0.0914555, step = 15801 (0.644 sec)
INFO:tensorflow:global_step/sec: 156.233
INFO:tensorflow:loss = 0.0968269, step = 15901 (0.640 sec)
INFO:tensorflow:global_step/sec: 154.207
INFO:tensorflow:loss = 0.122351, step = 16001 (0.648 sec)
INFO:tensorflow:global_step/sec: 155.652
INFO:tensorflow:loss = 0.132393, step = 16101 (0.643 sec)
INFO:tensorflow:global_step/sec: 155.081
INFO:tensorflow:loss = 0.0759641, step = 16201 (0.644 sec)
INFO:tensorflow:global_step/sec: 147.507
INFO:tensorflow:loss = 0.0985603, step = 16301 (0.679 sec)
INFO:tensorflow:global_step/sec: 145.338
INFO:tensorflow:loss = 0.0996119, step = 16401 (0.688 sec)
INFO:tensorflow:global_step/sec: 143.415
INFO:tensorflow:loss = 0.107813, step = 16501 (0.698 sec)
INFO:tensorflow:global_step/sec: 135.38
INFO:tensorflow:loss = 0.0985213, step = 16601 (0.738 sec)
INFO:tensorflow:global_step/sec: 132.261
INFO:tensorflow:loss = 0.097859, step = 16701 (0.757 sec)
INFO:tensorflow:Saving checkpoints for 16801 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 66.3611
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:04:27
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-16801
INFO:tensorflow:Finished evaluation at 2017-11-16-10:04:28
INFO:tensorflow:Saving dict for global step 16801: accuracy = 0.952667, auroc = 0.990018, global_step = 16801, loss = 0.124398
INFO:tensorflow:Validation (step 16801): accuracy = 0.952667, auroc = 0.990018, loss = 0.124398, global_step = 16801
INFO:tensorflow:loss = 0.0896079, step = 16801 (3.118 sec)
INFO:tensorflow:global_step/sec: 43.6274
INFO:tensorflow:loss = 0.102983, step = 16901 (0.681 sec)
INFO:tensorflow:global_step/sec: 145.041
INFO:tensorflow:loss = 0.105697, step = 17001 (0.689 sec)
INFO:tensorflow:global_step/sec: 126.1
INFO:tensorflow:loss = 0.11775, step = 17101 (0.792 sec)
INFO:tensorflow:global_step/sec: 140.646
INFO:tensorflow:loss = 0.127795, step = 17201 (0.712 sec)
INFO:tensorflow:global_step/sec: 118.484
INFO:tensorflow:loss = 0.0882414, step = 17301 (0.844 sec)
INFO:tensorflow:global_step/sec: 105.092
INFO:tensorflow:loss = 0.0939193, step = 17401 (0.951 sec)
INFO:tensorflow:global_step/sec: 139.265
INFO:tensorflow:loss = 0.0815788, step = 17501 (0.718 sec)
INFO:tensorflow:global_step/sec: 113.715
INFO:tensorflow:loss = 0.0881263, step = 17601 (0.881 sec)
INFO:tensorflow:global_step/sec: 139.168
INFO:tensorflow:loss = 0.0965539, step = 17701 (0.717 sec)
INFO:tensorflow:global_step/sec: 128.788
INFO:tensorflow:loss = 0.128618, step = 17801 (0.778 sec)
INFO:tensorflow:global_step/sec: 134.257
INFO:tensorflow:loss = 0.105337, step = 17901 (0.744 sec)
INFO:tensorflow:global_step/sec: 141.134
INFO:tensorflow:loss = 0.0957875, step = 18001 (0.707 sec)
INFO:tensorflow:global_step/sec: 145.587
INFO:tensorflow:loss = 0.0916918, step = 18101 (0.687 sec)
INFO:tensorflow:global_step/sec: 147.475
INFO:tensorflow:loss = 0.0921837, step = 18201 (0.678 sec)
INFO:tensorflow:global_step/sec: 146.598
INFO:tensorflow:loss = 0.113692, step = 18301 (0.682 sec)
INFO:tensorflow:global_step/sec: 111.608
INFO:tensorflow:loss = 0.12167, step = 18401 (0.896 sec)
INFO:tensorflow:global_step/sec: 148.979
INFO:tensorflow:loss = 0.0867275, step = 18501 (0.672 sec)
INFO:tensorflow:global_step/sec: 144.699
INFO:tensorflow:loss = 0.0696542, step = 18601 (0.690 sec)
INFO:tensorflow:global_step/sec: 148.54
INFO:tensorflow:loss = 0.11629, step = 18701 (0.673 sec)
INFO:tensorflow:global_step/sec: 144.831
INFO:tensorflow:loss = 0.103487, step = 18801 (0.691 sec)
INFO:tensorflow:global_step/sec: 134.271
INFO:tensorflow:loss = 0.121626, step = 18901 (0.745 sec)
INFO:tensorflow:global_step/sec: 118.265
INFO:tensorflow:loss = 0.0904476, step = 19001 (0.847 sec)
INFO:tensorflow:global_step/sec: 97.4367
INFO:tensorflow:loss = 0.130144, step = 19101 (1.026 sec)
INFO:tensorflow:Saving checkpoints for 19201 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 59.7701
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:04:48
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-19201
INFO:tensorflow:Finished evaluation at 2017-11-16-10:04:48
INFO:tensorflow:Saving dict for global step 19201: accuracy = 0.952, auroc = 0.990102, global_step = 19201, loss = 0.124175
INFO:tensorflow:Validation (step 19201): accuracy = 0.952, auroc = 0.990102, loss = 0.124175, global_step = 19201
INFO:tensorflow:loss = 0.0884245, step = 19201 (3.216 sec)
INFO:tensorflow:global_step/sec: 45.3576
INFO:tensorflow:loss = 0.113087, step = 19301 (0.662 sec)
INFO:tensorflow:global_step/sec: 149.426
INFO:tensorflow:loss = 0.0974836, step = 19401 (0.669 sec)
INFO:tensorflow:global_step/sec: 150.33
INFO:tensorflow:loss = 0.095888, step = 19501 (0.665 sec)
INFO:tensorflow:global_step/sec: 150.734
INFO:tensorflow:loss = 0.113549, step = 19601 (0.664 sec)
INFO:tensorflow:global_step/sec: 151.101
INFO:tensorflow:loss = 0.118642, step = 19701 (0.662 sec)
INFO:tensorflow:global_step/sec: 147.935
INFO:tensorflow:loss = 0.109153, step = 19801 (0.677 sec)
INFO:tensorflow:global_step/sec: 141.823
INFO:tensorflow:loss = 0.0774345, step = 19901 (0.704 sec)
INFO:tensorflow:global_step/sec: 128.881
INFO:tensorflow:loss = 0.0888871, step = 20001 (0.776 sec)
INFO:tensorflow:global_step/sec: 111.231
INFO:tensorflow:loss = 0.0857756, step = 20101 (0.903 sec)
INFO:tensorflow:global_step/sec: 133.472
INFO:tensorflow:loss = 0.133486, step = 20201 (0.745 sec)
INFO:tensorflow:global_step/sec: 142.715
INFO:tensorflow:loss = 0.0899208, step = 20301 (0.700 sec)
INFO:tensorflow:global_step/sec: 147.783
INFO:tensorflow:loss = 0.0817193, step = 20401 (0.676 sec)
INFO:tensorflow:global_step/sec: 150.934
INFO:tensorflow:loss = 0.0785056, step = 20501 (0.663 sec)
INFO:tensorflow:global_step/sec: 150.671
INFO:tensorflow:loss = 0.0856874, step = 20601 (0.664 sec)
INFO:tensorflow:global_step/sec: 148.834
INFO:tensorflow:loss = 0.110973, step = 20701 (0.672 sec)
INFO:tensorflow:global_step/sec: 149.601
INFO:tensorflow:loss = 0.107857, step = 20801 (0.669 sec)
INFO:tensorflow:global_step/sec: 144.04
INFO:tensorflow:loss = 0.100954, step = 20901 (0.693 sec)
INFO:tensorflow:global_step/sec: 140.474
INFO:tensorflow:loss = 0.108373, step = 21001 (0.714 sec)
INFO:tensorflow:global_step/sec: 141.685
INFO:tensorflow:loss = 0.0970489, step = 21101 (0.705 sec)
INFO:tensorflow:global_step/sec: 141.683
INFO:tensorflow:loss = 0.0824475, step = 21201 (0.705 sec)
INFO:tensorflow:global_step/sec: 152.271
INFO:tensorflow:loss = 0.0766804, step = 21301 (0.658 sec)
INFO:tensorflow:global_step/sec: 151.085
INFO:tensorflow:loss = 0.101988, step = 21401 (0.661 sec)
INFO:tensorflow:global_step/sec: 151.445
INFO:tensorflow:loss = 0.0991419, step = 21501 (0.661 sec)
INFO:tensorflow:Saving checkpoints for 21601 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:global_step/sec: 67.0398
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:05:07
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-21601
INFO:tensorflow:Finished evaluation at 2017-11-16-10:05:07
INFO:tensorflow:Saving dict for global step 21601: accuracy = 0.953333, auroc = 0.989868, global_step = 21601, loss = 0.123933
INFO:tensorflow:Validation (step 21601): accuracy = 0.953333, auroc = 0.989868, loss = 0.123933, global_step = 21601
INFO:tensorflow:loss = 0.099648, step = 21601 (3.111 sec)
INFO:tensorflow:global_step/sec: 39.9744
INFO:tensorflow:loss = 0.111169, step = 21701 (0.884 sec)
INFO:tensorflow:global_step/sec: 111.508
INFO:tensorflow:loss = 0.0949617, step = 21801 (0.897 sec)
INFO:tensorflow:global_step/sec: 121.73
INFO:tensorflow:loss = 0.122113, step = 21901 (0.821 sec)
INFO:tensorflow:global_step/sec: 126.098
INFO:tensorflow:loss = 0.142735, step = 22001 (0.793 sec)
INFO:tensorflow:global_step/sec: 129.265
INFO:tensorflow:loss = 0.127849, step = 22101 (0.773 sec)
INFO:tensorflow:global_step/sec: 133.893
INFO:tensorflow:loss = 0.0991012, step = 22201 (0.746 sec)
INFO:tensorflow:global_step/sec: 104.953
INFO:tensorflow:loss = 0.0926553, step = 22301 (0.955 sec)
INFO:tensorflow:global_step/sec: 93.5009
INFO:tensorflow:loss = 0.109507, step = 22401 (1.069 sec)
INFO:tensorflow:global_step/sec: 86.6978
INFO:tensorflow:loss = 0.113566, step = 22501 (1.154 sec)
INFO:tensorflow:global_step/sec: 103.168
INFO:tensorflow:loss = 0.11242, step = 22601 (0.969 sec)
INFO:tensorflow:global_step/sec: 111.575
INFO:tensorflow:loss = 0.0992325, step = 22701 (0.897 sec)
INFO:tensorflow:global_step/sec: 105.787
INFO:tensorflow:loss = 0.100414, step = 22801 (0.943 sec)
INFO:tensorflow:global_step/sec: 90.4526
INFO:tensorflow:loss = 0.0970973, step = 22901 (1.106 sec)
INFO:tensorflow:global_step/sec: 141.727
INFO:tensorflow:loss = 0.0810552, step = 23001 (0.705 sec)
INFO:tensorflow:global_step/sec: 149.775
INFO:tensorflow:loss = 0.0794714, step = 23101 (0.668 sec)
INFO:tensorflow:global_step/sec: 104.964
INFO:tensorflow:loss = 0.115687, step = 23201 (0.957 sec)
INFO:tensorflow:global_step/sec: 107.01
INFO:tensorflow:loss = 0.122627, step = 23301 (0.933 sec)
INFO:tensorflow:global_step/sec: 125.658
INFO:tensorflow:loss = 0.0949917, step = 23401 (0.793 sec)
INFO:tensorflow:global_step/sec: 120.233
INFO:tensorflow:loss = 0.0853031, step = 23501 (0.832 sec)
INFO:tensorflow:global_step/sec: 123.034
INFO:tensorflow:loss = 0.0916689, step = 23601 (0.814 sec)
INFO:tensorflow:global_step/sec: 111.915
INFO:tensorflow:loss = 0.0758059, step = 23701 (0.893 sec)
INFO:tensorflow:global_step/sec: 140.874
INFO:tensorflow:loss = 0.100516, step = 23801 (0.710 sec)
INFO:tensorflow:global_step/sec: 145.384
INFO:tensorflow:loss = 0.0910458, step = 23901 (0.689 sec)
INFO:tensorflow:Saving checkpoints for 24000 into trained_models/class-model-02/model.ckpt.
INFO:tensorflow:Loss for final step: 0.0876797.
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-16-10:05:30
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-24000
INFO:tensorflow:Finished evaluation at 2017-11-16-10:05:31
INFO:tensorflow:Saving dict for global step 24000: accuracy = 0.954, auroc = 0.989835, global_step = 24000, loss = 0.124743
INFO:tensorflow:Restoring parameters from trained_models/class-model-02/model.ckpt-24000
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/class-model-02/export/Servo/temp-b'1510826732'/saved_model.pbtxt"
.......................................
Experiment finished at 10:05:32
Experiment elapsed time: 214.989123 seconds