Removing previous artifacts...
Experiment started at 14:31:43
.......................................
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 0x11e860a58>, '_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/reg-model-04'}
Estimator Type: <class 'tensorflow.python.estimator.canned.dnn.DNNRegressor'>
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/reg-model-04/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 2017-11-11-14:31:48
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-1
INFO:tensorflow:Finished evaluation at 2017-11-11-14:31:49
INFO:tensorflow:Saving dict for global step 1: average_loss = 328.465, global_step = 1, loss = 164232.0
INFO:tensorflow:Validation (step 1): average_loss = 328.465, loss = 164232.0, global_step = 1
INFO:tensorflow:loss = 155660.0, step = 1
INFO:tensorflow:global_step/sec: 37.5745
INFO:tensorflow:loss = 185020.0, step = 101 (0.809 sec)
INFO:tensorflow:global_step/sec: 150.261
INFO:tensorflow:loss = 137635.0, step = 201 (0.665 sec)
INFO:tensorflow:global_step/sec: 142.137
INFO:tensorflow:loss = 171515.0, step = 301 (0.705 sec)
INFO:tensorflow:global_step/sec: 148.363
INFO:tensorflow:loss = 140163.0, step = 401 (0.675 sec)
INFO:tensorflow:global_step/sec: 131.501
INFO:tensorflow:loss = 141613.0, step = 501 (0.763 sec)
INFO:tensorflow:global_step/sec: 148.133
INFO:tensorflow:loss = 136004.0, step = 601 (0.671 sec)
INFO:tensorflow:global_step/sec: 164.039
INFO:tensorflow:loss = 130641.0, step = 701 (0.609 sec)
INFO:tensorflow:global_step/sec: 154.876
INFO:tensorflow:loss = 111425.0, step = 801 (0.647 sec)
INFO:tensorflow:global_step/sec: 161.257
INFO:tensorflow:loss = 113015.0, step = 901 (0.619 sec)
INFO:tensorflow:global_step/sec: 164.882
INFO:tensorflow:loss = 93464.3, step = 1001 (0.607 sec)
INFO:tensorflow:global_step/sec: 155.051
INFO:tensorflow:loss = 87641.5, step = 1101 (0.645 sec)
INFO:tensorflow:global_step/sec: 132.637
INFO:tensorflow:loss = 88079.6, step = 1201 (0.760 sec)
INFO:tensorflow:global_step/sec: 133.662
INFO:tensorflow:loss = 85597.5, step = 1301 (0.742 sec)
INFO:tensorflow:global_step/sec: 131.989
INFO:tensorflow:loss = 63857.3, step = 1401 (0.762 sec)
INFO:tensorflow:global_step/sec: 105.007
INFO:tensorflow:loss = 70258.2, step = 1501 (0.949 sec)
INFO:tensorflow:global_step/sec: 131.114
INFO:tensorflow:loss = 55564.2, step = 1601 (0.765 sec)
INFO:tensorflow:global_step/sec: 128.256
INFO:tensorflow:loss = 63768.5, step = 1701 (0.777 sec)
INFO:tensorflow:global_step/sec: 144.842
INFO:tensorflow:loss = 54877.1, step = 1801 (0.691 sec)
INFO:tensorflow:global_step/sec: 126.825
INFO:tensorflow:loss = 60213.6, step = 1901 (0.792 sec)
INFO:tensorflow:global_step/sec: 143.734
INFO:tensorflow:loss = 54891.5, step = 2001 (0.692 sec)
INFO:tensorflow:global_step/sec: 146.572
INFO:tensorflow:loss = 47515.1, step = 2101 (0.685 sec)
INFO:tensorflow:global_step/sec: 117.477
INFO:tensorflow:loss = 51576.9, step = 2201 (0.849 sec)
INFO:tensorflow:global_step/sec: 144.71
INFO:tensorflow:loss = 50460.4, step = 2301 (0.693 sec)
INFO:tensorflow:Saving checkpoints for 2401 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 93.9596
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:32:07
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-2401
INFO:tensorflow:Finished evaluation at 2017-11-11-14:32:08
INFO:tensorflow:Saving dict for global step 2401: average_loss = 104.677, global_step = 2401, loss = 52338.7
INFO:tensorflow:Validation (step 2401): average_loss = 104.677, loss = 52338.7, global_step = 2401
INFO:tensorflow:loss = 54241.1, step = 2401 (1.982 sec)
INFO:tensorflow:global_step/sec: 64.2617
INFO:tensorflow:loss = 42089.1, step = 2501 (0.636 sec)
INFO:tensorflow:global_step/sec: 156.711
INFO:tensorflow:loss = 43037.2, step = 2601 (0.639 sec)
INFO:tensorflow:global_step/sec: 149.293
INFO:tensorflow:loss = 46601.3, step = 2701 (0.670 sec)
INFO:tensorflow:global_step/sec: 147.748
INFO:tensorflow:loss = 42919.7, step = 2801 (0.676 sec)
INFO:tensorflow:global_step/sec: 152.002
INFO:tensorflow:loss = 44527.5, step = 2901 (0.659 sec)
INFO:tensorflow:global_step/sec: 144.838
INFO:tensorflow:loss = 47868.0, step = 3001 (0.689 sec)
INFO:tensorflow:global_step/sec: 160.648
INFO:tensorflow:loss = 47298.0, step = 3101 (0.622 sec)
INFO:tensorflow:global_step/sec: 161.367
INFO:tensorflow:loss = 49777.9, step = 3201 (0.620 sec)
INFO:tensorflow:global_step/sec: 153.168
INFO:tensorflow:loss = 44413.0, step = 3301 (0.653 sec)
INFO:tensorflow:global_step/sec: 158.438
INFO:tensorflow:loss = 47032.9, step = 3401 (0.631 sec)
INFO:tensorflow:global_step/sec: 119.087
INFO:tensorflow:loss = 36708.7, step = 3501 (0.845 sec)
INFO:tensorflow:global_step/sec: 147.487
INFO:tensorflow:loss = 48602.3, step = 3601 (0.673 sec)
INFO:tensorflow:global_step/sec: 151.377
INFO:tensorflow:loss = 46881.4, step = 3701 (0.662 sec)
INFO:tensorflow:global_step/sec: 158.061
INFO:tensorflow:loss = 44374.4, step = 3801 (0.632 sec)
INFO:tensorflow:global_step/sec: 160.813
INFO:tensorflow:loss = 45259.9, step = 3901 (0.622 sec)
INFO:tensorflow:global_step/sec: 162.422
INFO:tensorflow:loss = 50385.1, step = 4001 (0.615 sec)
INFO:tensorflow:global_step/sec: 161.446
INFO:tensorflow:loss = 46569.6, step = 4101 (0.620 sec)
INFO:tensorflow:global_step/sec: 154.099
INFO:tensorflow:loss = 47248.7, step = 4201 (0.649 sec)
INFO:tensorflow:global_step/sec: 157.475
INFO:tensorflow:loss = 40043.4, step = 4301 (0.635 sec)
INFO:tensorflow:global_step/sec: 132.105
INFO:tensorflow:loss = 45197.2, step = 4401 (0.757 sec)
INFO:tensorflow:global_step/sec: 154.426
INFO:tensorflow:loss = 47951.4, step = 4501 (0.647 sec)
INFO:tensorflow:global_step/sec: 136.858
INFO:tensorflow:loss = 44457.1, step = 4601 (0.734 sec)
INFO:tensorflow:global_step/sec: 119.193
INFO:tensorflow:loss = 37337.1, step = 4701 (0.839 sec)
INFO:tensorflow:Saving checkpoints for 4801 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 72.1377
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:32:25
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-4801
INFO:tensorflow:Finished evaluation at 2017-11-11-14:32:26
INFO:tensorflow:Saving dict for global step 4801: average_loss = 96.7373, global_step = 4801, loss = 48368.7
INFO:tensorflow:Validation (step 4801): average_loss = 96.7373, loss = 48368.7, global_step = 4801
INFO:tensorflow:loss = 46016.4, step = 4801 (2.349 sec)
INFO:tensorflow:global_step/sec: 60.8736
INFO:tensorflow:loss = 46275.1, step = 4901 (0.679 sec)
INFO:tensorflow:global_step/sec: 151.574
INFO:tensorflow:loss = 33856.8, step = 5001 (0.658 sec)
INFO:tensorflow:global_step/sec: 162.539
INFO:tensorflow:loss = 58067.3, step = 5101 (0.616 sec)
INFO:tensorflow:global_step/sec: 161.898
INFO:tensorflow:loss = 36591.6, step = 5201 (0.617 sec)
INFO:tensorflow:global_step/sec: 161.238
INFO:tensorflow:loss = 49899.2, step = 5301 (0.621 sec)
INFO:tensorflow:global_step/sec: 161.159
INFO:tensorflow:loss = 59058.9, step = 5401 (0.620 sec)
INFO:tensorflow:global_step/sec: 162.119
INFO:tensorflow:loss = 39515.4, step = 5501 (0.617 sec)
INFO:tensorflow:global_step/sec: 160.662
INFO:tensorflow:loss = 37766.9, step = 5601 (0.622 sec)
INFO:tensorflow:global_step/sec: 160.995
INFO:tensorflow:loss = 45288.4, step = 5701 (0.621 sec)
INFO:tensorflow:global_step/sec: 159.086
INFO:tensorflow:loss = 41809.8, step = 5801 (0.629 sec)
INFO:tensorflow:global_step/sec: 153.174
INFO:tensorflow:loss = 42418.6, step = 5901 (0.652 sec)
INFO:tensorflow:global_step/sec: 136.012
INFO:tensorflow:loss = 49231.9, step = 6001 (0.736 sec)
INFO:tensorflow:global_step/sec: 147.14
INFO:tensorflow:loss = 37564.2, step = 6101 (0.679 sec)
INFO:tensorflow:global_step/sec: 158.619
INFO:tensorflow:loss = 42841.4, step = 6201 (0.630 sec)
INFO:tensorflow:global_step/sec: 146.474
INFO:tensorflow:loss = 47508.5, step = 6301 (0.683 sec)
INFO:tensorflow:global_step/sec: 160.396
INFO:tensorflow:loss = 44208.4, step = 6401 (0.624 sec)
INFO:tensorflow:global_step/sec: 148.18
INFO:tensorflow:loss = 40910.1, step = 6501 (0.675 sec)
INFO:tensorflow:global_step/sec: 138.929
INFO:tensorflow:loss = 50287.4, step = 6601 (0.720 sec)
INFO:tensorflow:global_step/sec: 151.384
INFO:tensorflow:loss = 39495.4, step = 6701 (0.660 sec)
INFO:tensorflow:global_step/sec: 149.712
INFO:tensorflow:loss = 43742.4, step = 6801 (0.668 sec)
INFO:tensorflow:global_step/sec: 121.472
INFO:tensorflow:loss = 44626.8, step = 6901 (0.827 sec)
INFO:tensorflow:global_step/sec: 134.407
INFO:tensorflow:loss = 40497.6, step = 7001 (0.742 sec)
INFO:tensorflow:global_step/sec: 135.498
INFO:tensorflow:loss = 37368.0, step = 7101 (0.740 sec)
INFO:tensorflow:Saving checkpoints for 7201 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 76.9883
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:32:43
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-7201
INFO:tensorflow:Finished evaluation at 2017-11-11-14:32:43
INFO:tensorflow:Saving dict for global step 7201: average_loss = 95.7069, global_step = 7201, loss = 47853.4
INFO:tensorflow:Validation (step 7201): average_loss = 95.7069, loss = 47853.4, global_step = 7201
INFO:tensorflow:loss = 51782.6, step = 7201 (2.226 sec)
INFO:tensorflow:global_step/sec: 60.5837
INFO:tensorflow:loss = 42918.2, step = 7301 (0.720 sec)
INFO:tensorflow:global_step/sec: 148.242
INFO:tensorflow:loss = 40595.4, step = 7401 (0.675 sec)
INFO:tensorflow:global_step/sec: 141.722
INFO:tensorflow:loss = 29395.8, step = 7501 (0.706 sec)
INFO:tensorflow:global_step/sec: 145.886
INFO:tensorflow:loss = 51844.5, step = 7601 (0.687 sec)
INFO:tensorflow:global_step/sec: 141.609
INFO:tensorflow:loss = 43390.5, step = 7701 (0.704 sec)
INFO:tensorflow:global_step/sec: 126.915
INFO:tensorflow:loss = 47932.0, step = 7801 (0.787 sec)
INFO:tensorflow:global_step/sec: 144.669
INFO:tensorflow:loss = 50953.5, step = 7901 (0.692 sec)
INFO:tensorflow:global_step/sec: 121.705
INFO:tensorflow:loss = 45364.8, step = 8001 (0.821 sec)
INFO:tensorflow:global_step/sec: 143.123
INFO:tensorflow:loss = 37158.0, step = 8101 (0.700 sec)
INFO:tensorflow:global_step/sec: 129.806
INFO:tensorflow:loss = 51231.4, step = 8201 (0.772 sec)
INFO:tensorflow:global_step/sec: 135.586
INFO:tensorflow:loss = 45554.2, step = 8301 (0.737 sec)
INFO:tensorflow:global_step/sec: 139.29
INFO:tensorflow:loss = 38198.0, step = 8401 (0.715 sec)
INFO:tensorflow:global_step/sec: 126.346
INFO:tensorflow:loss = 37683.4, step = 8501 (0.793 sec)
INFO:tensorflow:global_step/sec: 142.809
INFO:tensorflow:loss = 48373.8, step = 8601 (0.701 sec)
INFO:tensorflow:global_step/sec: 133.683
INFO:tensorflow:loss = 39778.3, step = 8701 (0.748 sec)
INFO:tensorflow:global_step/sec: 135.688
INFO:tensorflow:loss = 46058.1, step = 8801 (0.737 sec)
INFO:tensorflow:global_step/sec: 135.275
INFO:tensorflow:loss = 46736.0, step = 8901 (0.738 sec)
INFO:tensorflow:global_step/sec: 129.718
INFO:tensorflow:loss = 40734.2, step = 9001 (0.771 sec)
INFO:tensorflow:global_step/sec: 143.523
INFO:tensorflow:loss = 43216.0, step = 9101 (0.698 sec)
INFO:tensorflow:global_step/sec: 134.956
INFO:tensorflow:loss = 51448.4, step = 9201 (0.740 sec)
INFO:tensorflow:global_step/sec: 144.751
INFO:tensorflow:loss = 46285.5, step = 9301 (0.690 sec)
INFO:tensorflow:global_step/sec: 129.764
INFO:tensorflow:loss = 45954.6, step = 9401 (0.771 sec)
INFO:tensorflow:global_step/sec: 145.96
INFO:tensorflow:loss = 48068.8, step = 9501 (0.685 sec)
INFO:tensorflow:Saving checkpoints for 9601 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 75.1645
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:33:02
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-9601
INFO:tensorflow:Finished evaluation at 2017-11-11-14:33:02
INFO:tensorflow:Saving dict for global step 9601: average_loss = 95.0352, global_step = 9601, loss = 47517.6
INFO:tensorflow:Validation (step 9601): average_loss = 95.0352, loss = 47517.6, global_step = 9601
INFO:tensorflow:loss = 53438.2, step = 9601 (2.298 sec)
INFO:tensorflow:global_step/sec: 59.2006
INFO:tensorflow:loss = 53259.5, step = 9701 (0.721 sec)
INFO:tensorflow:global_step/sec: 141.779
INFO:tensorflow:loss = 34251.2, step = 9801 (0.706 sec)
INFO:tensorflow:global_step/sec: 131.811
INFO:tensorflow:loss = 42877.2, step = 9901 (0.763 sec)
INFO:tensorflow:global_step/sec: 115.783
INFO:tensorflow:loss = 49685.0, step = 10001 (0.862 sec)
INFO:tensorflow:global_step/sec: 127.013
INFO:tensorflow:loss = 47262.9, step = 10101 (0.784 sec)
INFO:tensorflow:global_step/sec: 151.498
INFO:tensorflow:loss = 49317.5, step = 10201 (0.661 sec)
INFO:tensorflow:global_step/sec: 143.846
INFO:tensorflow:loss = 41488.7, step = 10301 (0.694 sec)
INFO:tensorflow:global_step/sec: 140.025
INFO:tensorflow:loss = 40965.7, step = 10401 (0.714 sec)
INFO:tensorflow:global_step/sec: 151.54
INFO:tensorflow:loss = 34246.2, step = 10501 (0.660 sec)
INFO:tensorflow:global_step/sec: 141.593
INFO:tensorflow:loss = 41920.2, step = 10601 (0.707 sec)
INFO:tensorflow:global_step/sec: 142.479
INFO:tensorflow:loss = 40829.2, step = 10701 (0.702 sec)
INFO:tensorflow:global_step/sec: 146.329
INFO:tensorflow:loss = 53730.8, step = 10801 (0.683 sec)
INFO:tensorflow:global_step/sec: 143.41
INFO:tensorflow:loss = 39976.0, step = 10901 (0.698 sec)
INFO:tensorflow:global_step/sec: 141.968
INFO:tensorflow:loss = 42867.9, step = 11001 (0.704 sec)
INFO:tensorflow:global_step/sec: 145.57
INFO:tensorflow:loss = 44854.7, step = 11101 (0.687 sec)
INFO:tensorflow:global_step/sec: 135.972
INFO:tensorflow:loss = 43357.3, step = 11201 (0.735 sec)
INFO:tensorflow:global_step/sec: 145.339
INFO:tensorflow:loss = 44547.3, step = 11301 (0.688 sec)
INFO:tensorflow:global_step/sec: 142.515
INFO:tensorflow:loss = 41676.9, step = 11401 (0.703 sec)
INFO:tensorflow:global_step/sec: 145.965
INFO:tensorflow:loss = 30990.5, step = 11501 (0.685 sec)
INFO:tensorflow:global_step/sec: 144.552
INFO:tensorflow:loss = 50680.9, step = 11601 (0.691 sec)
INFO:tensorflow:global_step/sec: 138.256
INFO:tensorflow:loss = 41594.9, step = 11701 (0.726 sec)
INFO:tensorflow:global_step/sec: 129.769
INFO:tensorflow:loss = 42287.2, step = 11801 (0.769 sec)
INFO:tensorflow:global_step/sec: 131.017
INFO:tensorflow:loss = 49489.5, step = 11901 (0.763 sec)
INFO:tensorflow:Saving checkpoints for 12001 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 74.3397
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:33:21
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-12001
INFO:tensorflow:Finished evaluation at 2017-11-11-14:33:21
INFO:tensorflow:Saving dict for global step 12001: average_loss = 94.4759, global_step = 12001, loss = 47237.9
INFO:tensorflow:Validation (step 12001): average_loss = 94.4759, loss = 47237.9, global_step = 12001
INFO:tensorflow:loss = 48240.1, step = 12001 (2.347 sec)
INFO:tensorflow:global_step/sec: 54.1707
INFO:tensorflow:loss = 33612.9, step = 12101 (0.847 sec)
INFO:tensorflow:global_step/sec: 124.694
INFO:tensorflow:loss = 38861.4, step = 12201 (0.802 sec)
INFO:tensorflow:global_step/sec: 118.321
INFO:tensorflow:loss = 42655.6, step = 12301 (0.845 sec)
INFO:tensorflow:global_step/sec: 124.359
INFO:tensorflow:loss = 35384.6, step = 12401 (0.803 sec)
INFO:tensorflow:global_step/sec: 127.487
INFO:tensorflow:loss = 43430.5, step = 12501 (0.785 sec)
INFO:tensorflow:global_step/sec: 140.518
INFO:tensorflow:loss = 48275.4, step = 12601 (0.710 sec)
INFO:tensorflow:global_step/sec: 142.918
INFO:tensorflow:loss = 37730.8, step = 12701 (0.700 sec)
INFO:tensorflow:global_step/sec: 143.119
INFO:tensorflow:loss = 48645.6, step = 12801 (0.701 sec)
INFO:tensorflow:global_step/sec: 138.138
INFO:tensorflow:loss = 30703.5, step = 12901 (0.722 sec)
INFO:tensorflow:global_step/sec: 145.613
INFO:tensorflow:loss = 43611.7, step = 13001 (0.687 sec)
INFO:tensorflow:global_step/sec: 144.863
INFO:tensorflow:loss = 38099.9, step = 13101 (0.691 sec)
INFO:tensorflow:global_step/sec: 137.656
INFO:tensorflow:loss = 45194.5, step = 13201 (0.728 sec)
INFO:tensorflow:global_step/sec: 122.444
INFO:tensorflow:loss = 38871.8, step = 13301 (0.815 sec)
INFO:tensorflow:global_step/sec: 138.867
INFO:tensorflow:loss = 36956.7, step = 13401 (0.720 sec)
INFO:tensorflow:global_step/sec: 124.395
INFO:tensorflow:loss = 39388.8, step = 13501 (0.803 sec)
INFO:tensorflow:global_step/sec: 157.459
INFO:tensorflow:loss = 46446.1, step = 13601 (0.635 sec)
INFO:tensorflow:global_step/sec: 148.935
INFO:tensorflow:loss = 44792.6, step = 13701 (0.672 sec)
INFO:tensorflow:global_step/sec: 138.586
INFO:tensorflow:loss = 55869.1, step = 13801 (0.721 sec)
INFO:tensorflow:global_step/sec: 152.045
INFO:tensorflow:loss = 42912.5, step = 13901 (0.658 sec)
INFO:tensorflow:global_step/sec: 127.431
INFO:tensorflow:loss = 44276.9, step = 14001 (0.786 sec)
INFO:tensorflow:global_step/sec: 128.268
INFO:tensorflow:loss = 32231.6, step = 14101 (0.780 sec)
INFO:tensorflow:global_step/sec: 136.64
INFO:tensorflow:loss = 33367.5, step = 14201 (0.730 sec)
INFO:tensorflow:global_step/sec: 146.577
INFO:tensorflow:loss = 43804.7, step = 14301 (0.682 sec)
INFO:tensorflow:Saving checkpoints for 14401 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 77.9368
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:33:40
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-14401
INFO:tensorflow:Finished evaluation at 2017-11-11-14:33:40
INFO:tensorflow:Saving dict for global step 14401: average_loss = 93.9907, global_step = 14401, loss = 46995.4
INFO:tensorflow:Validation (step 14401): average_loss = 93.9907, loss = 46995.4, global_step = 14401
INFO:tensorflow:loss = 57803.0, step = 14401 (2.139 sec)
INFO:tensorflow:global_step/sec: 61.7375
INFO:tensorflow:loss = 46377.5, step = 14501 (0.764 sec)
INFO:tensorflow:global_step/sec: 124.959
INFO:tensorflow:loss = 34797.7, step = 14601 (0.801 sec)
INFO:tensorflow:global_step/sec: 144.906
INFO:tensorflow:loss = 44715.1, step = 14701 (0.690 sec)
INFO:tensorflow:global_step/sec: 143.668
INFO:tensorflow:loss = 39205.6, step = 14801 (0.695 sec)
INFO:tensorflow:global_step/sec: 147.122
INFO:tensorflow:loss = 40149.7, step = 14901 (0.679 sec)
INFO:tensorflow:global_step/sec: 147.896
INFO:tensorflow:loss = 43184.4, step = 15001 (0.677 sec)
INFO:tensorflow:global_step/sec: 146.5
INFO:tensorflow:loss = 38481.5, step = 15101 (0.682 sec)
INFO:tensorflow:global_step/sec: 144.174
INFO:tensorflow:loss = 40600.9, step = 15201 (0.694 sec)
INFO:tensorflow:global_step/sec: 141.158
INFO:tensorflow:loss = 49492.6, step = 15301 (0.709 sec)
INFO:tensorflow:global_step/sec: 132.475
INFO:tensorflow:loss = 29930.4, step = 15401 (0.754 sec)
INFO:tensorflow:global_step/sec: 147.538
INFO:tensorflow:loss = 46129.1, step = 15501 (0.678 sec)
INFO:tensorflow:global_step/sec: 143.941
INFO:tensorflow:loss = 47175.0, step = 15601 (0.696 sec)
INFO:tensorflow:global_step/sec: 144.395
INFO:tensorflow:loss = 39116.7, step = 15701 (0.692 sec)
INFO:tensorflow:global_step/sec: 140.103
INFO:tensorflow:loss = 35493.4, step = 15801 (0.713 sec)
INFO:tensorflow:global_step/sec: 148.264
INFO:tensorflow:loss = 41123.8, step = 15901 (0.674 sec)
INFO:tensorflow:global_step/sec: 141.081
INFO:tensorflow:loss = 28964.1, step = 16001 (0.709 sec)
INFO:tensorflow:global_step/sec: 129.559
INFO:tensorflow:loss = 42644.8, step = 16101 (0.773 sec)
INFO:tensorflow:global_step/sec: 117.856
INFO:tensorflow:loss = 41032.1, step = 16201 (0.849 sec)
INFO:tensorflow:global_step/sec: 126.27
INFO:tensorflow:loss = 38422.3, step = 16301 (0.793 sec)
INFO:tensorflow:global_step/sec: 133.53
INFO:tensorflow:loss = 40377.9, step = 16401 (0.746 sec)
INFO:tensorflow:global_step/sec: 146.292
INFO:tensorflow:loss = 45031.1, step = 16501 (0.685 sec)
INFO:tensorflow:global_step/sec: 128.616
INFO:tensorflow:loss = 44225.1, step = 16601 (0.776 sec)
INFO:tensorflow:global_step/sec: 119.769
INFO:tensorflow:loss = 44445.1, step = 16701 (0.836 sec)
INFO:tensorflow:Saving checkpoints for 16801 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 76.8777
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:33:59
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-16801
INFO:tensorflow:Finished evaluation at 2017-11-11-14:33:59
INFO:tensorflow:Saving dict for global step 16801: average_loss = 93.6571, global_step = 16801, loss = 46828.6
INFO:tensorflow:Validation (step 16801): average_loss = 93.6571, loss = 46828.6, global_step = 16801
INFO:tensorflow:loss = 43306.4, step = 16801 (2.293 sec)
INFO:tensorflow:global_step/sec: 55.6313
INFO:tensorflow:loss = 54241.1, step = 16901 (0.808 sec)
INFO:tensorflow:global_step/sec: 139.604
INFO:tensorflow:loss = 34022.9, step = 17001 (0.715 sec)
INFO:tensorflow:global_step/sec: 139.468
INFO:tensorflow:loss = 45510.8, step = 17101 (0.716 sec)
INFO:tensorflow:global_step/sec: 142.418
INFO:tensorflow:loss = 43210.0, step = 17201 (0.702 sec)
INFO:tensorflow:global_step/sec: 143.537
INFO:tensorflow:loss = 50877.1, step = 17301 (0.697 sec)
INFO:tensorflow:global_step/sec: 135.489
INFO:tensorflow:loss = 38702.2, step = 17401 (0.739 sec)
INFO:tensorflow:global_step/sec: 145.958
INFO:tensorflow:loss = 34215.1, step = 17501 (0.684 sec)
INFO:tensorflow:global_step/sec: 153.087
INFO:tensorflow:loss = 39389.1, step = 17601 (0.654 sec)
INFO:tensorflow:global_step/sec: 133.414
INFO:tensorflow:loss = 43825.1, step = 17701 (0.750 sec)
INFO:tensorflow:global_step/sec: 132.724
INFO:tensorflow:loss = 43972.8, step = 17801 (0.754 sec)
INFO:tensorflow:global_step/sec: 138.88
INFO:tensorflow:loss = 48032.7, step = 17901 (0.721 sec)
INFO:tensorflow:global_step/sec: 131.104
INFO:tensorflow:loss = 43332.0, step = 18001 (0.761 sec)
INFO:tensorflow:global_step/sec: 129.382
INFO:tensorflow:loss = 39407.1, step = 18101 (0.772 sec)
INFO:tensorflow:global_step/sec: 146.652
INFO:tensorflow:loss = 46066.7, step = 18201 (0.681 sec)
INFO:tensorflow:global_step/sec: 157.141
INFO:tensorflow:loss = 43000.3, step = 18301 (0.637 sec)
INFO:tensorflow:global_step/sec: 134.653
INFO:tensorflow:loss = 43819.3, step = 18401 (0.743 sec)
INFO:tensorflow:global_step/sec: 146.891
INFO:tensorflow:loss = 43357.4, step = 18501 (0.680 sec)
INFO:tensorflow:global_step/sec: 155.775
INFO:tensorflow:loss = 50256.3, step = 18601 (0.642 sec)
INFO:tensorflow:global_step/sec: 135.905
INFO:tensorflow:loss = 42203.0, step = 18701 (0.736 sec)
INFO:tensorflow:global_step/sec: 150.761
INFO:tensorflow:loss = 39352.0, step = 18801 (0.663 sec)
INFO:tensorflow:global_step/sec: 156.62
INFO:tensorflow:loss = 44110.5, step = 18901 (0.638 sec)
INFO:tensorflow:global_step/sec: 148.473
INFO:tensorflow:loss = 52128.4, step = 19001 (0.674 sec)
INFO:tensorflow:global_step/sec: 131.937
INFO:tensorflow:loss = 44822.1, step = 19101 (0.758 sec)
INFO:tensorflow:Saving checkpoints for 19201 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 75.6735
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:34:18
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-19201
INFO:tensorflow:Finished evaluation at 2017-11-11-14:34:18
INFO:tensorflow:Saving dict for global step 19201: average_loss = 93.4035, global_step = 19201, loss = 46701.7
INFO:tensorflow:Validation (step 19201): average_loss = 93.4035, loss = 46701.7, global_step = 19201
INFO:tensorflow:loss = 41447.1, step = 19201 (2.250 sec)
INFO:tensorflow:global_step/sec: 60.5112
INFO:tensorflow:loss = 39285.7, step = 19301 (0.724 sec)
INFO:tensorflow:global_step/sec: 142.25
INFO:tensorflow:loss = 47136.1, step = 19401 (0.704 sec)
INFO:tensorflow:global_step/sec: 143.985
INFO:tensorflow:loss = 48500.1, step = 19501 (0.693 sec)
INFO:tensorflow:global_step/sec: 145.566
INFO:tensorflow:loss = 41969.5, step = 19601 (0.689 sec)
INFO:tensorflow:global_step/sec: 126.264
INFO:tensorflow:loss = 45881.1, step = 19701 (0.789 sec)
INFO:tensorflow:global_step/sec: 149.807
INFO:tensorflow:loss = 38483.6, step = 19801 (0.668 sec)
INFO:tensorflow:global_step/sec: 147.313
INFO:tensorflow:loss = 38991.4, step = 19901 (0.679 sec)
INFO:tensorflow:global_step/sec: 154.983
INFO:tensorflow:loss = 33769.5, step = 20001 (0.645 sec)
INFO:tensorflow:global_step/sec: 135.423
INFO:tensorflow:loss = 37037.8, step = 20101 (0.738 sec)
INFO:tensorflow:global_step/sec: 143.824
INFO:tensorflow:loss = 44271.2, step = 20201 (0.698 sec)
INFO:tensorflow:global_step/sec: 142.841
INFO:tensorflow:loss = 47297.9, step = 20301 (0.699 sec)
INFO:tensorflow:global_step/sec: 136.822
INFO:tensorflow:loss = 49067.2, step = 20401 (0.730 sec)
INFO:tensorflow:global_step/sec: 148.37
INFO:tensorflow:loss = 29920.0, step = 20501 (0.673 sec)
INFO:tensorflow:global_step/sec: 155.2
INFO:tensorflow:loss = 41268.2, step = 20601 (0.645 sec)
INFO:tensorflow:global_step/sec: 150.811
INFO:tensorflow:loss = 48263.5, step = 20701 (0.664 sec)
INFO:tensorflow:global_step/sec: 152.439
INFO:tensorflow:loss = 43600.9, step = 20801 (0.655 sec)
INFO:tensorflow:global_step/sec: 154.507
INFO:tensorflow:loss = 53666.0, step = 20901 (0.647 sec)
INFO:tensorflow:global_step/sec: 140.796
INFO:tensorflow:loss = 43610.4, step = 21001 (0.711 sec)
INFO:tensorflow:global_step/sec: 147.657
INFO:tensorflow:loss = 39353.9, step = 21101 (0.677 sec)
INFO:tensorflow:global_step/sec: 150.085
INFO:tensorflow:loss = 41081.1, step = 21201 (0.667 sec)
INFO:tensorflow:global_step/sec: 127.016
INFO:tensorflow:loss = 43726.5, step = 21301 (0.787 sec)
INFO:tensorflow:global_step/sec: 135.764
INFO:tensorflow:loss = 46147.2, step = 21401 (0.737 sec)
INFO:tensorflow:global_step/sec: 136.951
INFO:tensorflow:loss = 42668.0, step = 21501 (0.731 sec)
INFO:tensorflow:Saving checkpoints for 21601 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:global_step/sec: 73.8537
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:34:36
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-21601
INFO:tensorflow:Finished evaluation at 2017-11-11-14:34:36
INFO:tensorflow:Saving dict for global step 21601: average_loss = 93.2296, global_step = 21601, loss = 46614.8
INFO:tensorflow:Validation (step 21601): average_loss = 93.2296, loss = 46614.8, global_step = 21601
INFO:tensorflow:loss = 39012.0, step = 21601 (2.317 sec)
INFO:tensorflow:global_step/sec: 57.3267
INFO:tensorflow:loss = 42405.3, step = 21701 (0.783 sec)
INFO:tensorflow:global_step/sec: 141.019
INFO:tensorflow:loss = 47157.8, step = 21801 (0.707 sec)
INFO:tensorflow:global_step/sec: 143.884
INFO:tensorflow:loss = 40285.0, step = 21901 (0.695 sec)
INFO:tensorflow:global_step/sec: 130.032
INFO:tensorflow:loss = 51357.3, step = 22001 (0.769 sec)
INFO:tensorflow:global_step/sec: 150.628
INFO:tensorflow:loss = 43420.6, step = 22101 (0.663 sec)
INFO:tensorflow:global_step/sec: 134.978
INFO:tensorflow:loss = 50706.4, step = 22201 (0.741 sec)
INFO:tensorflow:global_step/sec: 138.679
INFO:tensorflow:loss = 47902.4, step = 22301 (0.721 sec)
INFO:tensorflow:global_step/sec: 137.255
INFO:tensorflow:loss = 34552.7, step = 22401 (0.730 sec)
INFO:tensorflow:global_step/sec: 139.58
INFO:tensorflow:loss = 40107.3, step = 22501 (0.715 sec)
INFO:tensorflow:global_step/sec: 122.743
INFO:tensorflow:loss = 43026.8, step = 22601 (0.817 sec)
INFO:tensorflow:global_step/sec: 118.511
INFO:tensorflow:loss = 38352.9, step = 22701 (0.846 sec)
INFO:tensorflow:global_step/sec: 127.974
INFO:tensorflow:loss = 47005.3, step = 22801 (0.781 sec)
INFO:tensorflow:global_step/sec: 132.907
INFO:tensorflow:loss = 34692.8, step = 22901 (0.751 sec)
INFO:tensorflow:global_step/sec: 145.023
INFO:tensorflow:loss = 45891.2, step = 23001 (0.689 sec)
INFO:tensorflow:global_step/sec: 143.874
INFO:tensorflow:loss = 44916.1, step = 23101 (0.695 sec)
INFO:tensorflow:global_step/sec: 132.35
INFO:tensorflow:loss = 42158.5, step = 23201 (0.755 sec)
INFO:tensorflow:global_step/sec: 119.94
INFO:tensorflow:loss = 34986.8, step = 23301 (0.838 sec)
INFO:tensorflow:global_step/sec: 124.828
INFO:tensorflow:loss = 49937.9, step = 23401 (0.798 sec)
INFO:tensorflow:global_step/sec: 129.237
INFO:tensorflow:loss = 51601.8, step = 23501 (0.773 sec)
INFO:tensorflow:global_step/sec: 135.224
INFO:tensorflow:loss = 44515.1, step = 23601 (0.740 sec)
INFO:tensorflow:global_step/sec: 140.371
INFO:tensorflow:loss = 43017.3, step = 23701 (0.713 sec)
INFO:tensorflow:global_step/sec: 122.712
INFO:tensorflow:loss = 34417.2, step = 23801 (0.817 sec)
INFO:tensorflow:global_step/sec: 133.027
INFO:tensorflow:loss = 45028.1, step = 23901 (0.750 sec)
INFO:tensorflow:Saving checkpoints for 24000 into trained_models/reg-model-04/model.ckpt.
INFO:tensorflow:Loss for final step: 41759.8.
* data input_fn:
================
Input file(s): data/valid-*.csv
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-11-14:34:56
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-24000
INFO:tensorflow:Finished evaluation at 2017-11-11-14:34:56
INFO:tensorflow:Saving dict for global step 24000: average_loss = 93.1534, global_step = 24000, loss = 46576.7
INFO:tensorflow:Restoring parameters from trained_models/reg-model-04/model.ckpt-24000
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-04/export/Servo/temp-b'1510410896'/saved_model.pb"
.......................................
Experiment finished at 14:34:57
Experiment elapsed time: 193.639007 seconds