Removing previous artifacts...
Experiment started at 13:48:48
.......................................
INFO:tensorflow:Using config: {'_model_dir': 'trained_models/reg-model-06', '_tf_random_seed': 19830610, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': None, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x11b3ec358>, '_task_type': 'worker', '_task_id': 0, '_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}
*Estimator Type:
================
<class 'tensorflow.python.estimator.canned.dnn_linear_combined.DNNLinearCombinedRegressor'>
*deep columns:
==============
[_NumericColumn(key='x', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _NumericColumn(key='y', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _NumericColumn(key='x_2', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _NumericColumn(key='y_2', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _NumericColumn(key='xy', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _NumericColumn(key='dist_xy', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _NumericColumn(key='sin_x', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _NumericColumn(key='cos_y', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), _EmbeddingColumn(categorical_column=_CrossedColumn(keys=(_BucketizedColumn(source_column=_NumericColumn(key='x', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), boundaries=(-3.0, -1.8, -0.6000000000000001, 0.5999999999999996, 1.7999999999999998, 3.0)), _BucketizedColumn(source_column=_NumericColumn(key='y', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), boundaries=(-3.0, -1.8, -0.6000000000000001, 0.5999999999999996, 1.7999999999999998, 3.0))), hash_bucket_size=36, hash_key=None), dimension=3, combiner='mean', initializer=<tensorflow.python.ops.init_ops.TruncatedNormal object at 0x107a42978>, ckpt_to_load_from=None, tensor_name_in_ckpt=None, max_norm=None, trainable=True), _IndicatorColumn(categorical_column=_VocabularyListCategoricalColumn(key='alpha', vocabulary_list=('ax01', 'ax02'), dtype=tf.string, default_value=-1, num_oov_buckets=0)), _IndicatorColumn(categorical_column=_VocabularyListCategoricalColumn(key='beta', vocabulary_list=('bx01', 'bx02'), dtype=tf.string, default_value=-1, num_oov_buckets=0))]
wide columns:
=============
[_VocabularyListCategoricalColumn(key='alpha', vocabulary_list=('ax01', 'ax02'), dtype=tf.string, default_value=-1, num_oov_buckets=0), _VocabularyListCategoricalColumn(key='beta', vocabulary_list=('bx01', 'bx02'), dtype=tf.string, default_value=-1, num_oov_buckets=0), _CrossedColumn(keys=(_VocabularyListCategoricalColumn(key='alpha', vocabulary_list=('ax01', 'ax02'), dtype=tf.string, default_value=-1, num_oov_buckets=0), _VocabularyListCategoricalColumn(key='beta', vocabulary_list=('bx01', 'bx02'), dtype=tf.string, default_value=-1, num_oov_buckets=0)), hash_bucket_size=4, hash_key=None), _CrossedColumn(keys=(_BucketizedColumn(source_column=_NumericColumn(key='x', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), boundaries=(-3.0, -1.8, -0.6000000000000001, 0.5999999999999996, 1.7999999999999998, 3.0)), _BucketizedColumn(source_column=_NumericColumn(key='y', shape=(1,), default_value=None, dtype=tf.float32, normalizer_fn=None), boundaries=(-3.0, -1.8, -0.6000000000000001, 0.5999999999999996, 1.7999999999999998, 3.0))), hash_bucket_size=36, hash_key=None)]
INFO:tensorflow:Running training and evaluation locally (non-distributed).
INFO:tensorflow:Start train and evaluate loop. The evaluate will happen after 15 secs (eval_spec.throttle_secs) or training is finished.
* data input_fn:
================
Input file(s): data/train-*.tfrecords
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-06/model.ckpt.
INFO:tensorflow:loss = 159622.0, step = 1
INFO:tensorflow:global_step/sec: 115.565
INFO:tensorflow:loss = 139077.0, step = 101 (0.869 sec)
INFO:tensorflow:global_step/sec: 166.183
INFO:tensorflow:loss = 129130.0, step = 201 (0.606 sec)
INFO:tensorflow:global_step/sec: 184.358
INFO:tensorflow:loss = 107341.0, step = 301 (0.538 sec)
INFO:tensorflow:global_step/sec: 187.313
INFO:tensorflow:loss = 88040.5, step = 401 (0.533 sec)
INFO:tensorflow:global_step/sec: 201.453
INFO:tensorflow:loss = 68818.4, step = 501 (0.497 sec)
INFO:tensorflow:global_step/sec: 192.814
INFO:tensorflow:loss = 66175.3, step = 601 (0.519 sec)
INFO:tensorflow:global_step/sec: 199.504
INFO:tensorflow:loss = 66000.3, step = 701 (0.501 sec)
INFO:tensorflow:global_step/sec: 182.524
INFO:tensorflow:loss = 60487.0, step = 801 (0.553 sec)
INFO:tensorflow:global_step/sec: 147.5
INFO:tensorflow:loss = 54708.5, step = 901 (0.677 sec)
INFO:tensorflow:global_step/sec: 149.767
INFO:tensorflow:loss = 49084.7, step = 1001 (0.665 sec)
INFO:tensorflow:global_step/sec: 154.148
INFO:tensorflow:loss = 56067.9, step = 1101 (0.649 sec)
INFO:tensorflow:global_step/sec: 156.009
INFO:tensorflow:loss = 45968.8, step = 1201 (0.641 sec)
INFO:tensorflow:Saving checkpoints for 1211 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 48667.1.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:49:11
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-1211
INFO:tensorflow:Finished evaluation at 2017-11-25-13:49:12
INFO:tensorflow:Saving dict for global step 1211: average_loss = 106.544, global_step = 1211, loss = 53272.0
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-1211
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617754'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-1211
INFO:tensorflow:Saving checkpoints for 1212 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 52684.3, step = 1212
INFO:tensorflow:global_step/sec: 137.914
INFO:tensorflow:loss = 57731.3, step = 1312 (0.726 sec)
INFO:tensorflow:global_step/sec: 199.554
INFO:tensorflow:loss = 47728.5, step = 1412 (0.501 sec)
INFO:tensorflow:global_step/sec: 196.491
INFO:tensorflow:loss = 44760.7, step = 1512 (0.508 sec)
INFO:tensorflow:global_step/sec: 190.21
INFO:tensorflow:loss = 50615.3, step = 1612 (0.526 sec)
INFO:tensorflow:global_step/sec: 198.84
INFO:tensorflow:loss = 41685.8, step = 1712 (0.502 sec)
INFO:tensorflow:global_step/sec: 197.194
INFO:tensorflow:loss = 42754.8, step = 1812 (0.508 sec)
INFO:tensorflow:global_step/sec: 193.783
INFO:tensorflow:loss = 46666.3, step = 1912 (0.515 sec)
INFO:tensorflow:global_step/sec: 200.002
INFO:tensorflow:loss = 46649.9, step = 2012 (0.500 sec)
INFO:tensorflow:global_step/sec: 202.967
INFO:tensorflow:loss = 43571.0, step = 2112 (0.493 sec)
INFO:tensorflow:global_step/sec: 200.899
INFO:tensorflow:loss = 42563.7, step = 2212 (0.497 sec)
INFO:tensorflow:global_step/sec: 200.237
INFO:tensorflow:loss = 49189.3, step = 2312 (0.501 sec)
INFO:tensorflow:global_step/sec: 198.474
INFO:tensorflow:loss = 43832.0, step = 2412 (0.504 sec)
INFO:tensorflow:global_step/sec: 200.55
INFO:tensorflow:loss = 38215.2, step = 2512 (0.498 sec)
INFO:tensorflow:global_step/sec: 195.869
INFO:tensorflow:loss = 41644.2, step = 2612 (0.511 sec)
INFO:tensorflow:global_step/sec: 193.279
INFO:tensorflow:loss = 41849.2, step = 2712 (0.517 sec)
INFO:tensorflow:Saving checkpoints for 2728 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 41730.8.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:49:36
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-2728
INFO:tensorflow:Finished evaluation at 2017-11-25-13:49:37
INFO:tensorflow:Saving dict for global step 2728: average_loss = 95.736, global_step = 2728, loss = 47868.0
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-2728
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617778'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-2728
INFO:tensorflow:Saving checkpoints for 2729 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 49217.8, step = 2729
INFO:tensorflow:global_step/sec: 126.575
INFO:tensorflow:loss = 53845.1, step = 2829 (0.789 sec)
INFO:tensorflow:global_step/sec: 234.061
INFO:tensorflow:loss = 43269.9, step = 2929 (0.428 sec)
INFO:tensorflow:global_step/sec: 194.415
INFO:tensorflow:loss = 41291.9, step = 3029 (0.513 sec)
INFO:tensorflow:global_step/sec: 174.058
INFO:tensorflow:loss = 48649.3, step = 3129 (0.576 sec)
INFO:tensorflow:global_step/sec: 181.352
INFO:tensorflow:loss = 39758.8, step = 3229 (0.551 sec)
INFO:tensorflow:global_step/sec: 210.775
INFO:tensorflow:loss = 40536.8, step = 3329 (0.474 sec)
INFO:tensorflow:global_step/sec: 244.418
INFO:tensorflow:loss = 43709.2, step = 3429 (0.408 sec)
INFO:tensorflow:global_step/sec: 239.019
INFO:tensorflow:loss = 44780.2, step = 3529 (0.419 sec)
INFO:tensorflow:global_step/sec: 207.444
INFO:tensorflow:loss = 41581.0, step = 3629 (0.484 sec)
INFO:tensorflow:global_step/sec: 187.426
INFO:tensorflow:loss = 40304.6, step = 3729 (0.532 sec)
INFO:tensorflow:global_step/sec: 180.477
INFO:tensorflow:loss = 47941.6, step = 3829 (0.555 sec)
INFO:tensorflow:global_step/sec: 188.505
INFO:tensorflow:loss = 42714.3, step = 3929 (0.530 sec)
INFO:tensorflow:global_step/sec: 190.218
INFO:tensorflow:loss = 37152.8, step = 4029 (0.528 sec)
INFO:tensorflow:global_step/sec: 153.264
INFO:tensorflow:loss = 40304.6, step = 4129 (0.652 sec)
INFO:tensorflow:global_step/sec: 180.345
INFO:tensorflow:loss = 40580.1, step = 4229 (0.553 sec)
INFO:tensorflow:Saving checkpoints for 4292 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 42083.8.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:50:00
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-4292
INFO:tensorflow:Finished evaluation at 2017-11-25-13:50:01
INFO:tensorflow:Saving dict for global step 4292: average_loss = 94.103, global_step = 4292, loss = 47051.5
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-4292
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617803'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-4292
INFO:tensorflow:Saving checkpoints for 4293 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 48104.3, step = 4293
INFO:tensorflow:global_step/sec: 110.02
INFO:tensorflow:loss = 52260.1, step = 4393 (0.913 sec)
INFO:tensorflow:global_step/sec: 171.573
INFO:tensorflow:loss = 42716.5, step = 4493 (0.582 sec)
INFO:tensorflow:global_step/sec: 189.716
INFO:tensorflow:loss = 40238.1, step = 4593 (0.526 sec)
INFO:tensorflow:global_step/sec: 199.554
INFO:tensorflow:loss = 47930.6, step = 4693 (0.500 sec)
INFO:tensorflow:global_step/sec: 199.476
INFO:tensorflow:loss = 39066.1, step = 4793 (0.503 sec)
INFO:tensorflow:global_step/sec: 211.603
INFO:tensorflow:loss = 39717.1, step = 4893 (0.471 sec)
INFO:tensorflow:global_step/sec: 156.171
INFO:tensorflow:loss = 42879.6, step = 4993 (0.641 sec)
INFO:tensorflow:global_step/sec: 188.523
INFO:tensorflow:loss = 44072.4, step = 5093 (0.531 sec)
INFO:tensorflow:global_step/sec: 212.28
INFO:tensorflow:loss = 40898.3, step = 5193 (0.470 sec)
INFO:tensorflow:global_step/sec: 203.528
INFO:tensorflow:loss = 39662.0, step = 5293 (0.492 sec)
INFO:tensorflow:global_step/sec: 210.565
INFO:tensorflow:loss = 47551.8, step = 5393 (0.475 sec)
INFO:tensorflow:Saving checkpoints for 5427 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 38144.6.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:50:26
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-5427
INFO:tensorflow:Finished evaluation at 2017-11-25-13:50:27
INFO:tensorflow:Saving dict for global step 5427: average_loss = 94.0572, global_step = 5427, loss = 47028.6
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-5427
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617828'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-5427
INFO:tensorflow:Saving checkpoints for 5428 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 47880.6, step = 5428
INFO:tensorflow:global_step/sec: 94.089
INFO:tensorflow:loss = 51792.2, step = 5528 (1.065 sec)
INFO:tensorflow:global_step/sec: 184.034
INFO:tensorflow:loss = 42491.6, step = 5628 (0.540 sec)
INFO:tensorflow:global_step/sec: 176.747
INFO:tensorflow:loss = 40018.4, step = 5728 (0.565 sec)
INFO:tensorflow:global_step/sec: 167.421
INFO:tensorflow:loss = 47734.9, step = 5828 (0.599 sec)
INFO:tensorflow:global_step/sec: 179.948
INFO:tensorflow:loss = 38679.7, step = 5928 (0.558 sec)
INFO:tensorflow:global_step/sec: 189.015
INFO:tensorflow:loss = 39437.9, step = 6028 (0.526 sec)
INFO:tensorflow:global_step/sec: 203.177
INFO:tensorflow:loss = 42512.3, step = 6128 (0.497 sec)
INFO:tensorflow:global_step/sec: 199.452
INFO:tensorflow:loss = 43787.1, step = 6228 (0.497 sec)
INFO:tensorflow:global_step/sec: 215.91
INFO:tensorflow:loss = 40581.8, step = 6328 (0.465 sec)
INFO:tensorflow:Saving checkpoints for 6375 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 51887.2.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:50:51
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-6375
INFO:tensorflow:Finished evaluation at 2017-11-25-13:50:52
INFO:tensorflow:Saving dict for global step 6375: average_loss = 94.0575, global_step = 6375, loss = 47028.7
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-6375
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617852'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-6375
INFO:tensorflow:Saving checkpoints for 6376 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 47785.1, step = 6376
INFO:tensorflow:global_step/sec: 156.142
INFO:tensorflow:loss = 51610.9, step = 6476 (0.641 sec)
INFO:tensorflow:global_step/sec: 245.906
INFO:tensorflow:loss = 42362.8, step = 6576 (0.407 sec)
INFO:tensorflow:global_step/sec: 242.25
INFO:tensorflow:loss = 39857.3, step = 6676 (0.412 sec)
INFO:tensorflow:global_step/sec: 254.732
INFO:tensorflow:loss = 47615.8, step = 6776 (0.393 sec)
INFO:tensorflow:global_step/sec: 248.463
INFO:tensorflow:loss = 38528.7, step = 6876 (0.402 sec)
INFO:tensorflow:global_step/sec: 236.017
INFO:tensorflow:loss = 39255.3, step = 6976 (0.424 sec)
INFO:tensorflow:global_step/sec: 248.995
INFO:tensorflow:loss = 42299.6, step = 7076 (0.402 sec)
INFO:tensorflow:global_step/sec: 241.76
INFO:tensorflow:loss = 43587.3, step = 7176 (0.414 sec)
INFO:tensorflow:global_step/sec: 248.009
INFO:tensorflow:loss = 40360.6, step = 7276 (0.403 sec)
INFO:tensorflow:global_step/sec: 245.305
INFO:tensorflow:loss = 39294.0, step = 7376 (0.408 sec)
INFO:tensorflow:global_step/sec: 241.605
INFO:tensorflow:loss = 47278.1, step = 7476 (0.415 sec)
INFO:tensorflow:global_step/sec: 235.677
INFO:tensorflow:loss = 42108.9, step = 7576 (0.424 sec)
INFO:tensorflow:global_step/sec: 246.509
INFO:tensorflow:loss = 37058.1, step = 7676 (0.406 sec)
INFO:tensorflow:global_step/sec: 250.619
INFO:tensorflow:loss = 39617.8, step = 7776 (0.399 sec)
INFO:tensorflow:global_step/sec: 251.301
INFO:tensorflow:loss = 40308.3, step = 7876 (0.397 sec)
INFO:tensorflow:global_step/sec: 249.84
INFO:tensorflow:loss = 49720.0, step = 7976 (0.401 sec)
INFO:tensorflow:global_step/sec: 256.469
INFO:tensorflow:loss = 37273.1, step = 8076 (0.390 sec)
INFO:tensorflow:global_step/sec: 248.136
INFO:tensorflow:loss = 46591.6, step = 8176 (0.403 sec)
INFO:tensorflow:global_step/sec: 247.399
INFO:tensorflow:loss = 37848.4, step = 8276 (0.404 sec)
INFO:tensorflow:global_step/sec: 249.299
INFO:tensorflow:loss = 49566.2, step = 8376 (0.401 sec)
INFO:tensorflow:global_step/sec: 241.049
INFO:tensorflow:loss = 50425.0, step = 8476 (0.415 sec)
INFO:tensorflow:Saving checkpoints for 8525 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 41912.6.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:51:13
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-8525
INFO:tensorflow:Finished evaluation at 2017-11-25-13:51:14
INFO:tensorflow:Saving dict for global step 8525: average_loss = 94.0083, global_step = 8525, loss = 47004.1
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-8525
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617875'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-8525
INFO:tensorflow:Saving checkpoints for 8526 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 47604.9, step = 8526
INFO:tensorflow:global_step/sec: 127.568
INFO:tensorflow:loss = 51467.5, step = 8626 (0.785 sec)
INFO:tensorflow:global_step/sec: 249.957
INFO:tensorflow:loss = 42135.0, step = 8726 (0.399 sec)
INFO:tensorflow:global_step/sec: 234.288
INFO:tensorflow:loss = 39552.5, step = 8826 (0.427 sec)
INFO:tensorflow:global_step/sec: 217.791
INFO:tensorflow:loss = 47384.7, step = 8926 (0.460 sec)
INFO:tensorflow:global_step/sec: 213.817
INFO:tensorflow:loss = 38228.4, step = 9026 (0.467 sec)
INFO:tensorflow:global_step/sec: 263.503
INFO:tensorflow:loss = 38941.3, step = 9126 (0.380 sec)
INFO:tensorflow:global_step/sec: 266.039
INFO:tensorflow:loss = 41861.9, step = 9226 (0.375 sec)
INFO:tensorflow:global_step/sec: 266.104
INFO:tensorflow:loss = 43279.9, step = 9326 (0.378 sec)
INFO:tensorflow:global_step/sec: 268.896
INFO:tensorflow:loss = 39999.9, step = 9426 (0.370 sec)
INFO:tensorflow:global_step/sec: 269.247
INFO:tensorflow:loss = 39155.7, step = 9526 (0.371 sec)
INFO:tensorflow:global_step/sec: 270.424
INFO:tensorflow:loss = 47052.7, step = 9626 (0.370 sec)
INFO:tensorflow:global_step/sec: 267.118
INFO:tensorflow:loss = 42009.6, step = 9726 (0.374 sec)
INFO:tensorflow:global_step/sec: 274.54
INFO:tensorflow:loss = 37124.2, step = 9826 (0.364 sec)
INFO:tensorflow:global_step/sec: 271.244
INFO:tensorflow:loss = 39477.1, step = 9926 (0.368 sec)
INFO:tensorflow:global_step/sec: 268.371
INFO:tensorflow:loss = 40266.2, step = 10026 (0.373 sec)
INFO:tensorflow:global_step/sec: 269.783
INFO:tensorflow:loss = 49461.3, step = 10126 (0.371 sec)
INFO:tensorflow:global_step/sec: 266.796
INFO:tensorflow:loss = 37287.8, step = 10226 (0.375 sec)
INFO:tensorflow:global_step/sec: 272.567
INFO:tensorflow:loss = 46565.5, step = 10326 (0.367 sec)
INFO:tensorflow:global_step/sec: 266.213
INFO:tensorflow:loss = 37719.7, step = 10426 (0.376 sec)
INFO:tensorflow:Saving checkpoints for 10502 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 46747.1.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:51:36
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-10502
INFO:tensorflow:Finished evaluation at 2017-11-25-13:51:37
INFO:tensorflow:Saving dict for global step 10502: average_loss = 93.9545, global_step = 10502, loss = 46977.2
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-10502
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617898'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-10502
INFO:tensorflow:Saving checkpoints for 10503 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 47342.7, step = 10503
INFO:tensorflow:global_step/sec: 127.549
INFO:tensorflow:loss = 51327.8, step = 10603 (0.785 sec)
INFO:tensorflow:global_step/sec: 159.806
INFO:tensorflow:loss = 42009.0, step = 10703 (0.629 sec)
INFO:tensorflow:global_step/sec: 190.088
INFO:tensorflow:loss = 39328.9, step = 10803 (0.523 sec)
INFO:tensorflow:global_step/sec: 203.162
INFO:tensorflow:loss = 47166.4, step = 10903 (0.495 sec)
INFO:tensorflow:global_step/sec: 159.804
INFO:tensorflow:loss = 37983.7, step = 11003 (0.628 sec)
INFO:tensorflow:global_step/sec: 185.889
INFO:tensorflow:loss = 38733.7, step = 11103 (0.534 sec)
INFO:tensorflow:global_step/sec: 198.454
INFO:tensorflow:loss = 41631.9, step = 11203 (0.505 sec)
INFO:tensorflow:global_step/sec: 174.911
INFO:tensorflow:loss = 43145.7, step = 11303 (0.573 sec)
INFO:tensorflow:global_step/sec: 162.598
INFO:tensorflow:loss = 39779.1, step = 11403 (0.614 sec)
INFO:tensorflow:global_step/sec: 171.732
INFO:tensorflow:loss = 39065.7, step = 11503 (0.580 sec)
INFO:tensorflow:global_step/sec: 224.6
INFO:tensorflow:loss = 46871.2, step = 11603 (0.444 sec)
INFO:tensorflow:global_step/sec: 182.261
INFO:tensorflow:loss = 41940.3, step = 11703 (0.550 sec)
INFO:tensorflow:global_step/sec: 199.088
INFO:tensorflow:loss = 37163.0, step = 11803 (0.503 sec)
INFO:tensorflow:Saving checkpoints for 11836 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 39643.0.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:52:01
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-11836
INFO:tensorflow:Finished evaluation at 2017-11-25-13:52:02
INFO:tensorflow:Saving dict for global step 11836: average_loss = 93.9688, global_step = 11836, loss = 46984.4
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-11836
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617923'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-11836
INFO:tensorflow:Saving checkpoints for 11837 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 47268.9, step = 11837
INFO:tensorflow:global_step/sec: 111.747
INFO:tensorflow:loss = 51264.5, step = 11937 (0.895 sec)
INFO:tensorflow:global_step/sec: 212.818
INFO:tensorflow:loss = 41930.6, step = 12037 (0.471 sec)
INFO:tensorflow:global_step/sec: 174.46
INFO:tensorflow:loss = 39180.2, step = 12137 (0.571 sec)
INFO:tensorflow:global_step/sec: 256.187
INFO:tensorflow:loss = 47038.4, step = 12237 (0.390 sec)
INFO:tensorflow:global_step/sec: 197.238
INFO:tensorflow:loss = 37826.9, step = 12337 (0.507 sec)
INFO:tensorflow:global_step/sec: 245.259
INFO:tensorflow:loss = 38612.9, step = 12437 (0.409 sec)
INFO:tensorflow:global_step/sec: 215.338
INFO:tensorflow:loss = 41539.3, step = 12537 (0.463 sec)
INFO:tensorflow:global_step/sec: 243.713
INFO:tensorflow:loss = 43071.8, step = 12637 (0.411 sec)
INFO:tensorflow:global_step/sec: 208.15
INFO:tensorflow:loss = 39650.1, step = 12737 (0.483 sec)
INFO:tensorflow:global_step/sec: 239.352
INFO:tensorflow:loss = 39017.3, step = 12837 (0.414 sec)
INFO:tensorflow:global_step/sec: 222.681
INFO:tensorflow:loss = 46787.9, step = 12937 (0.451 sec)
INFO:tensorflow:global_step/sec: 251.966
INFO:tensorflow:loss = 41910.2, step = 13037 (0.395 sec)
INFO:tensorflow:global_step/sec: 241.908
INFO:tensorflow:loss = 37183.5, step = 13137 (0.414 sec)
INFO:tensorflow:global_step/sec: 230.151
INFO:tensorflow:loss = 39305.1, step = 13237 (0.434 sec)
INFO:tensorflow:global_step/sec: 204.471
INFO:tensorflow:loss = 40122.2, step = 13337 (0.491 sec)
INFO:tensorflow:Saving checkpoints for 13373 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 42051.4.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:52:25
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-13373
INFO:tensorflow:Finished evaluation at 2017-11-25-13:52:26
INFO:tensorflow:Saving dict for global step 13373: average_loss = 93.9417, global_step = 13373, loss = 46970.9
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-13373
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617947'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-13373
INFO:tensorflow:Saving checkpoints for 13374 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 47237.1, step = 13374
INFO:tensorflow:global_step/sec: 151.1
INFO:tensorflow:loss = 51208.4, step = 13474 (0.662 sec)
INFO:tensorflow:global_step/sec: 237.923
INFO:tensorflow:loss = 41852.4, step = 13574 (0.421 sec)
INFO:tensorflow:global_step/sec: 238.956
INFO:tensorflow:loss = 39035.0, step = 13674 (0.419 sec)
INFO:tensorflow:global_step/sec: 233.847
INFO:tensorflow:loss = 46916.6, step = 13774 (0.427 sec)
INFO:tensorflow:global_step/sec: 200.548
INFO:tensorflow:loss = 37676.0, step = 13874 (0.500 sec)
INFO:tensorflow:global_step/sec: 201.453
INFO:tensorflow:loss = 38498.4, step = 13974 (0.496 sec)
INFO:tensorflow:global_step/sec: 225.055
INFO:tensorflow:loss = 41472.4, step = 14074 (0.444 sec)
INFO:tensorflow:global_step/sec: 243.673
INFO:tensorflow:loss = 42983.0, step = 14174 (0.410 sec)
INFO:tensorflow:global_step/sec: 226.952
INFO:tensorflow:loss = 39537.6, step = 14274 (0.442 sec)
INFO:tensorflow:global_step/sec: 210.133
INFO:tensorflow:loss = 38981.2, step = 14374 (0.475 sec)
INFO:tensorflow:global_step/sec: 231.87
INFO:tensorflow:loss = 46710.5, step = 14474 (0.432 sec)
INFO:tensorflow:global_step/sec: 239.002
INFO:tensorflow:loss = 41902.4, step = 14574 (0.418 sec)
INFO:tensorflow:global_step/sec: 235.502
INFO:tensorflow:loss = 37200.5, step = 14674 (0.425 sec)
INFO:tensorflow:global_step/sec: 230.526
INFO:tensorflow:loss = 39260.6, step = 14774 (0.433 sec)
INFO:tensorflow:global_step/sec: 202.362
INFO:tensorflow:loss = 40037.1, step = 14874 (0.496 sec)
INFO:tensorflow:global_step/sec: 220.092
INFO:tensorflow:loss = 49181.4, step = 14974 (0.452 sec)
INFO:tensorflow:global_step/sec: 239.461
INFO:tensorflow:loss = 37152.5, step = 15074 (0.418 sec)
INFO:tensorflow:Saving checkpoints for 15133 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 42636.0.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:52:48
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-15133
INFO:tensorflow:Finished evaluation at 2017-11-25-13:52:49
INFO:tensorflow:Saving dict for global step 15133: average_loss = 93.8878, global_step = 15133, loss = 46943.9
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-15133
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617971'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-15133
INFO:tensorflow:Saving checkpoints for 15134 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 47031.7, step = 15134
INFO:tensorflow:global_step/sec: 125.867
INFO:tensorflow:loss = 51192.6, step = 15234 (0.797 sec)
INFO:tensorflow:global_step/sec: 213.494
INFO:tensorflow:loss = 41739.0, step = 15334 (0.467 sec)
INFO:tensorflow:global_step/sec: 233.127
INFO:tensorflow:loss = 38875.4, step = 15434 (0.429 sec)
INFO:tensorflow:global_step/sec: 204.753
INFO:tensorflow:loss = 46876.4, step = 15534 (0.489 sec)
INFO:tensorflow:global_step/sec: 195.941
INFO:tensorflow:loss = 37494.9, step = 15634 (0.511 sec)
INFO:tensorflow:global_step/sec: 227.864
INFO:tensorflow:loss = 38406.6, step = 15734 (0.438 sec)
INFO:tensorflow:global_step/sec: 220.162
INFO:tensorflow:loss = 41447.8, step = 15834 (0.457 sec)
INFO:tensorflow:global_step/sec: 206.822
INFO:tensorflow:loss = 42867.9, step = 15934 (0.483 sec)
INFO:tensorflow:global_step/sec: 206.549
INFO:tensorflow:loss = 39422.4, step = 16034 (0.483 sec)
INFO:tensorflow:global_step/sec: 180.991
INFO:tensorflow:loss = 38959.7, step = 16134 (0.557 sec)
INFO:tensorflow:global_step/sec: 201.021
INFO:tensorflow:loss = 46665.4, step = 16234 (0.493 sec)
INFO:tensorflow:global_step/sec: 230.008
INFO:tensorflow:loss = 41902.4, step = 16334 (0.435 sec)
INFO:tensorflow:global_step/sec: 213.353
INFO:tensorflow:loss = 37164.9, step = 16434 (0.469 sec)
INFO:tensorflow:global_step/sec: 217.875
INFO:tensorflow:loss = 39228.1, step = 16534 (0.458 sec)
INFO:tensorflow:global_step/sec: 198.838
INFO:tensorflow:loss = 39895.4, step = 16634 (0.503 sec)
INFO:tensorflow:Saving checkpoints for 16669 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 48297.2.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:53:11
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-16669
INFO:tensorflow:Finished evaluation at 2017-11-25-13:53:12
INFO:tensorflow:Saving dict for global step 16669: average_loss = 93.9069, global_step = 16669, loss = 46953.4
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-16669
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511617993'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-16669
INFO:tensorflow:Saving checkpoints for 16670 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 46963.4, step = 16670
INFO:tensorflow:global_step/sec: 133.523
INFO:tensorflow:loss = 51230.0, step = 16770 (0.751 sec)
INFO:tensorflow:global_step/sec: 218.464
INFO:tensorflow:loss = 41598.7, step = 16870 (0.460 sec)
INFO:tensorflow:global_step/sec: 194.937
INFO:tensorflow:loss = 38746.8, step = 16970 (0.521 sec)
INFO:tensorflow:global_step/sec: 183.881
INFO:tensorflow:loss = 46878.9, step = 17070 (0.534 sec)
INFO:tensorflow:global_step/sec: 198.01
INFO:tensorflow:loss = 37308.6, step = 17170 (0.505 sec)
INFO:tensorflow:global_step/sec: 215.998
INFO:tensorflow:loss = 38352.3, step = 17270 (0.463 sec)
INFO:tensorflow:global_step/sec: 211.169
INFO:tensorflow:loss = 41431.7, step = 17370 (0.473 sec)
INFO:tensorflow:global_step/sec: 189.167
INFO:tensorflow:loss = 42698.5, step = 17470 (0.533 sec)
INFO:tensorflow:global_step/sec: 193.745
INFO:tensorflow:loss = 39298.2, step = 17570 (0.513 sec)
INFO:tensorflow:global_step/sec: 194.341
INFO:tensorflow:loss = 38930.8, step = 17670 (0.515 sec)
INFO:tensorflow:global_step/sec: 200.482
INFO:tensorflow:loss = 46636.0, step = 17770 (0.499 sec)
INFO:tensorflow:global_step/sec: 199.258
INFO:tensorflow:loss = 41947.4, step = 17870 (0.502 sec)
INFO:tensorflow:global_step/sec: 205.231
INFO:tensorflow:loss = 37117.2, step = 17970 (0.487 sec)
INFO:tensorflow:global_step/sec: 215.419
INFO:tensorflow:loss = 39161.3, step = 18070 (0.465 sec)
INFO:tensorflow:Saving checkpoints for 18150 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 41399.9.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:53:34
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-18150
INFO:tensorflow:Finished evaluation at 2017-11-25-13:53:35
INFO:tensorflow:Saving dict for global step 18150: average_loss = 94.1038, global_step = 18150, loss = 47051.9
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-18150
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511618016'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-18150
INFO:tensorflow:Saving checkpoints for 18151 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 46892.8, step = 18151
INFO:tensorflow:global_step/sec: 126.368
INFO:tensorflow:loss = 51278.9, step = 18251 (0.794 sec)
INFO:tensorflow:global_step/sec: 186.305
INFO:tensorflow:loss = 41444.1, step = 18351 (0.536 sec)
INFO:tensorflow:global_step/sec: 188.188
INFO:tensorflow:loss = 38644.7, step = 18451 (0.532 sec)
INFO:tensorflow:global_step/sec: 192.483
INFO:tensorflow:loss = 46854.7, step = 18551 (0.519 sec)
INFO:tensorflow:global_step/sec: 175.224
INFO:tensorflow:loss = 37133.9, step = 18651 (0.573 sec)
INFO:tensorflow:global_step/sec: 170.764
INFO:tensorflow:loss = 38311.2, step = 18751 (0.584 sec)
INFO:tensorflow:global_step/sec: 183.077
INFO:tensorflow:loss = 41407.2, step = 18851 (0.545 sec)
INFO:tensorflow:global_step/sec: 191.721
INFO:tensorflow:loss = 42541.1, step = 18951 (0.521 sec)
INFO:tensorflow:global_step/sec: 186.553
INFO:tensorflow:loss = 39187.5, step = 19051 (0.537 sec)
INFO:tensorflow:global_step/sec: 177.255
INFO:tensorflow:loss = 38855.3, step = 19151 (0.562 sec)
INFO:tensorflow:global_step/sec: 192.083
INFO:tensorflow:loss = 46611.3, step = 19251 (0.520 sec)
INFO:tensorflow:global_step/sec: 193.399
INFO:tensorflow:loss = 41989.2, step = 19351 (0.519 sec)
INFO:tensorflow:Saving checkpoints for 19421 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 40301.8.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:53:58
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-19421
INFO:tensorflow:Finished evaluation at 2017-11-25-13:54:00
INFO:tensorflow:Saving dict for global step 19421: average_loss = 93.9054, global_step = 19421, loss = 46952.7
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-19421
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511618043'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-19421
INFO:tensorflow:Saving checkpoints for 19422 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 46691.9, step = 19422
INFO:tensorflow:global_step/sec: 136.728
INFO:tensorflow:loss = 51302.3, step = 19522 (0.730 sec)
INFO:tensorflow:global_step/sec: 175.428
INFO:tensorflow:loss = 41326.7, step = 19622 (0.575 sec)
INFO:tensorflow:global_step/sec: 213.344
INFO:tensorflow:loss = 38565.2, step = 19722 (0.463 sec)
INFO:tensorflow:global_step/sec: 238.834
INFO:tensorflow:loss = 46835.8, step = 19822 (0.419 sec)
INFO:tensorflow:global_step/sec: 221.126
INFO:tensorflow:loss = 37008.6, step = 19922 (0.452 sec)
INFO:tensorflow:global_step/sec: 204.924
INFO:tensorflow:loss = 38286.5, step = 20022 (0.488 sec)
INFO:tensorflow:global_step/sec: 176.808
INFO:tensorflow:loss = 41387.7, step = 20122 (0.567 sec)
INFO:tensorflow:global_step/sec: 182.058
INFO:tensorflow:loss = 42452.8, step = 20222 (0.549 sec)
INFO:tensorflow:global_step/sec: 202.122
INFO:tensorflow:loss = 39100.6, step = 20322 (0.496 sec)
INFO:tensorflow:global_step/sec: 194.388
INFO:tensorflow:loss = 38789.9, step = 20422 (0.513 sec)
INFO:tensorflow:global_step/sec: 207.114
INFO:tensorflow:loss = 46597.5, step = 20522 (0.484 sec)
INFO:tensorflow:global_step/sec: 207.081
INFO:tensorflow:loss = 42005.0, step = 20622 (0.481 sec)
INFO:tensorflow:global_step/sec: 220.951
INFO:tensorflow:loss = 37058.2, step = 20722 (0.453 sec)
INFO:tensorflow:global_step/sec: 207.426
INFO:tensorflow:loss = 39019.1, step = 20822 (0.485 sec)
INFO:tensorflow:global_step/sec: 183.387
INFO:tensorflow:loss = 39813.3, step = 20922 (0.543 sec)
INFO:tensorflow:Saving checkpoints for 21004 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 39192.1.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:54:25
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-21004
INFO:tensorflow:Finished evaluation at 2017-11-25-13:54:26
INFO:tensorflow:Saving dict for global step 21004: average_loss = 93.884, global_step = 21004, loss = 46942.0
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-21004
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511618068'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-21004
INFO:tensorflow:Saving checkpoints for 21005 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 46608.7, step = 21005
INFO:tensorflow:global_step/sec: 132.24
INFO:tensorflow:loss = 51307.1, step = 21105 (0.756 sec)
INFO:tensorflow:global_step/sec: 180.324
INFO:tensorflow:loss = 41223.7, step = 21205 (0.555 sec)
INFO:tensorflow:global_step/sec: 164.787
INFO:tensorflow:loss = 38476.7, step = 21305 (0.605 sec)
INFO:tensorflow:global_step/sec: 183.46
INFO:tensorflow:loss = 46836.1, step = 21405 (0.545 sec)
INFO:tensorflow:global_step/sec: 166.413
INFO:tensorflow:loss = 36904.0, step = 21505 (0.601 sec)
INFO:tensorflow:Saving checkpoints for 21595 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 38124.1.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:54:52
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-21595
INFO:tensorflow:Finished evaluation at 2017-11-25-13:54:53
INFO:tensorflow:Saving dict for global step 21595: average_loss = 94.0207, global_step = 21595, loss = 47010.3
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-21595
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511618094'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-21595
INFO:tensorflow:Saving checkpoints for 21596 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 46673.3, step = 21596
INFO:tensorflow:global_step/sec: 130.212
INFO:tensorflow:loss = 51308.6, step = 21696 (0.772 sec)
INFO:tensorflow:global_step/sec: 187.606
INFO:tensorflow:loss = 41191.1, step = 21796 (0.532 sec)
INFO:tensorflow:global_step/sec: 181.059
INFO:tensorflow:loss = 38449.7, step = 21896 (0.553 sec)
INFO:tensorflow:global_step/sec: 186.269
INFO:tensorflow:loss = 46827.7, step = 21996 (0.534 sec)
INFO:tensorflow:global_step/sec: 174.995
INFO:tensorflow:loss = 36874.7, step = 22096 (0.573 sec)
INFO:tensorflow:global_step/sec: 185.85
INFO:tensorflow:loss = 38287.6, step = 22196 (0.538 sec)
INFO:tensorflow:global_step/sec: 177.696
INFO:tensorflow:loss = 41367.1, step = 22296 (0.561 sec)
INFO:tensorflow:global_step/sec: 192.964
INFO:tensorflow:loss = 42352.4, step = 22396 (0.520 sec)
INFO:tensorflow:global_step/sec: 186.506
INFO:tensorflow:loss = 38988.6, step = 22496 (0.536 sec)
INFO:tensorflow:global_step/sec: 132.187
INFO:tensorflow:loss = 38706.8, step = 22596 (0.762 sec)
INFO:tensorflow:global_step/sec: 146.225
INFO:tensorflow:loss = 46588.4, step = 22696 (0.678 sec)
INFO:tensorflow:global_step/sec: 148.428
INFO:tensorflow:loss = 42030.3, step = 22796 (0.677 sec)
INFO:tensorflow:Saving checkpoints for 22804 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 34922.1.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:55:17
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-22804
INFO:tensorflow:Finished evaluation at 2017-11-25-13:55:18
INFO:tensorflow:Saving dict for global step 22804: average_loss = 94.0115, global_step = 22804, loss = 47005.7
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-22804
INFO:tensorflow:Assets added to graph.
INFO:tensorflow:No assets to write.
INFO:tensorflow:SavedModel written to: b"trained_models/reg-model-06/export/estimate/temp-b'1511618120'/saved_model.pbtxt"
* data input_fn:
================
Input file(s): data/train-*.tfrecords
Batch size: 500
Epoch Count: 1000
Mode: train
Shuffle: True
================
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-22804
INFO:tensorflow:Saving checkpoints for 22805 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:loss = 46630.1, step = 22805
INFO:tensorflow:global_step/sec: 149.79
INFO:tensorflow:loss = 51299.7, step = 22905 (0.668 sec)
INFO:tensorflow:global_step/sec: 187.497
INFO:tensorflow:loss = 41116.6, step = 23005 (0.534 sec)
INFO:tensorflow:global_step/sec: 185.245
INFO:tensorflow:loss = 38394.8, step = 23105 (0.540 sec)
INFO:tensorflow:global_step/sec: 201.303
INFO:tensorflow:loss = 46826.9, step = 23205 (0.497 sec)
INFO:tensorflow:global_step/sec: 179.158
INFO:tensorflow:loss = 36817.7, step = 23305 (0.559 sec)
INFO:tensorflow:global_step/sec: 163.16
INFO:tensorflow:loss = 38293.8, step = 23405 (0.611 sec)
INFO:tensorflow:global_step/sec: 174.99
INFO:tensorflow:loss = 41362.9, step = 23505 (0.572 sec)
INFO:tensorflow:global_step/sec: 224.302
INFO:tensorflow:loss = 42302.6, step = 23605 (0.445 sec)
INFO:tensorflow:global_step/sec: 198.445
INFO:tensorflow:loss = 38936.8, step = 23705 (0.505 sec)
INFO:tensorflow:global_step/sec: 197.97
INFO:tensorflow:loss = 38662.9, step = 23805 (0.505 sec)
INFO:tensorflow:global_step/sec: 186.648
INFO:tensorflow:loss = 46580.6, step = 23905 (0.536 sec)
INFO:tensorflow:Saving checkpoints for 24000 into trained_models/reg-model-06/model.ckpt.
INFO:tensorflow:Loss for final step: 39168.3.
* data input_fn:
================
Input file(s): data/valid-*.tfrecords
Batch size: 500
Epoch Count: 1
Mode: eval
Shuffle: False
================
INFO:tensorflow:Starting evaluation at 2017-11-25-13:55:40
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/model.ckpt-24000
INFO:tensorflow:Finished evaluation at 2017-11-25-13:55:41
INFO:tensorflow:Saving dict for global step 24000: average_loss = 94.0032, global_step = 24000, loss = 47001.6
INFO:tensorflow:Restoring parameters from trained_models/reg-model-06/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-06/export/estimate/temp-b'1511618142'/saved_model.pbtxt"
.......................................
Experiment finished at 13:55:45
Experiment elapsed time: 417.037179 seconds