Train Quartznet#

Paper related https://arxiv.org/pdf/1910.10261.pdf

This tutorial is available as an IPython notebook at malaya-speech/example/train-asr.

This example trained on a very small dataset, do not use it for production.

Model Interface#

To initiate Quartznet,

import malaya_speech.train.model.quartznet as quartznet

x = tf.placeholder(tf.float32, [None, None, num_features])
x_len = tf.placeholder(tf.int32, [None])
quartznet.Model(x, x_len)

Required input lengths, so the model able to calculate output lengths.

[1]:

import os

os.environ['CUDA_VISIBLE_DEVICES'] = '0'

[3]:

import tensorflow as tf
from glob import glob
import malaya_speech.config
import malaya_speech.train.model.quartznet as quartznet
import malaya_speech.train.model.ctc as ctc
import malaya_speech.train as train
import numpy as np

WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/quartznet/layer.py:6: The name tf.layers.Conv1D is deprecated. Please use tf.compat.v1.layers.Conv1D instead.

WARNING:tensorflow:
The TensorFlow contrib module will not be included in TensorFlow 2.0.
For more information, please see:
  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
  * https://github.com/tensorflow/addons
  * https://github.com/tensorflow/io (for I/O related ops)
If you depend on functionality not listed there, please file an issue.

Load Featurizer#

We prefer use malaya_speech.tf_featurization.STTFeaturizer for ASR.

[4]:

config = malaya_speech.config.transducer_featurizer_config
featurizer = malaya_speech.tf_featurization.STTFeaturizer(**config)
n_mels = config['num_feature_bins']
initial_learning_rate = 1e-3
max_gradient_norm = 5.0
train_steps = 1000

Define Data Pipeline#

[5]:

def preprocess_inputs(example):
    s = featurizer.vectorize(example['waveforms'])
    mel_fbanks = tf.reshape(s, (-1, n_mels))
    length = tf.cast(tf.shape(mel_fbanks)[0], tf.int32)
    length = tf.expand_dims(length, 0)
    example['inputs'] = mel_fbanks
    example['inputs_length'] = length

    return example

[6]:

def parse(serialized_example):

    data_fields = {
        'waveforms': tf.VarLenFeature(tf.float32),
        'targets': tf.VarLenFeature(tf.int64),
    }
    features = tf.parse_single_example(
        serialized_example, features = data_fields
    )
    for k in features.keys():
        features[k] = features[k].values

    features = preprocess_inputs(features)

    keys = list(features.keys())
    for k in keys:
        if k not in ['inputs', 'inputs_length', 'targets']:
            features.pop(k, None)

    return features


def get_dataset(path, batch_size = 32, shuffle_size = 32, thread_count = 24):
    def get():
        files = glob(path)
        dataset = tf.data.TFRecordDataset(files)
        dataset = dataset.shuffle(shuffle_size)
        dataset = dataset.map(parse, num_parallel_calls = thread_count)
        dataset = dataset.padded_batch(
            batch_size,
            padded_shapes = {
                'inputs': tf.TensorShape([None, n_mels]),
                'inputs_length': tf.TensorShape([None]),
                'targets': tf.TensorShape([None]),
            },
            padding_values = {
                'inputs': tf.constant(0, dtype = tf.float32),
                'inputs_length': tf.constant(0, dtype = tf.int32),
                'targets': tf.constant(0, dtype = tf.int64),
            },
        )
        dataset = dataset.repeat()
        return dataset

    return get

Define Model definition#

  1. Use malaya_speech CTC loss,

mean_error, sum_error, sum_weight = ctc.loss.ctc_loss(
    logits, targets_int32, seq_lens
)

  1. Use malaya_speech CTC sequence accuracy,

accuracy = ctc.metrics.ctc_sequence_accuracy(
    logits, targets_int32, seq_lens
)

This will automatically recorded in Tensorboard.

  1. Use malaya_speech metrics for Evaluation session,

elif mode == tf.estimator.ModeKeys.EVAL:

    estimator_spec = tf.estimator.EstimatorSpec(
        mode = tf.estimator.ModeKeys.EVAL,
        loss = loss,
        eval_metric_ops = {
            'accuracy': ctc.metrics.ctc_sequence_accuracy_estimator(
                logits, targets_int32, seq_lens
            ),
            'WER': ctc.metrics.word_error_rate_estimator(
                logits, targets_int32
            ),
        },
    )

If we passed directly tensor values to eval_metric_ops, Tensorflow will throw error, required update operations. So just stick with that implementation.

[7]:

def model_fn(features, labels, mode, params):

    model = quartznet.Model(
        features['inputs'], features['inputs_length'][:, 0], mode = 'train'
    )
    logits = tf.layers.dense(
        model.logits['outputs'], malaya_speech.char.VOCAB_SIZE
    )
    seq_lens = model.logits['src_length']

    targets_int32 = tf.cast(features['targets'], tf.int32)

    mean_error, sum_error, sum_weight = ctc.loss.ctc_loss(
        logits, targets_int32, seq_lens
    )

    loss = mean_error
    accuracy = ctc.metrics.ctc_sequence_accuracy(
        logits, targets_int32, seq_lens
    )

    tf.identity(loss, 'train_loss')
    tf.identity(accuracy, name = 'train_accuracy')

    if mode == tf.estimator.ModeKeys.TRAIN:
        global_step = tf.train.get_or_create_global_step()
        learning_rate = tf.train.polynomial_decay(
            initial_learning_rate,
            global_step,
            train_steps,
            end_learning_rate = 1e-4,
            power = 1.0,
            cycle = False,
        )
        optimizer = tf.train.AdamOptimizer(learning_rate = learning_rate)
        train_op = optimizer.minimize(loss, global_step = global_step)
        estimator_spec = tf.estimator.EstimatorSpec(
            mode = mode, loss = loss, train_op = train_op
        )

    elif mode == tf.estimator.ModeKeys.EVAL:

        estimator_spec = tf.estimator.EstimatorSpec(
            mode = tf.estimator.ModeKeys.EVAL,
            loss = loss,
            eval_metric_ops = {
                'accuracy': ctc.metrics.ctc_sequence_accuracy_estimator(
                    logits, targets_int32, seq_lens
                ),
                'WER': ctc.metrics.word_error_rate_estimator(
                    logits, targets_int32
                ),
            },
        )

    return estimator_spec

[8]:

train_hooks = [
    tf.train.LoggingTensorHook(
        ['train_accuracy', 'train_loss'], every_n_iter = 1
    )
]
train_dataset = get_dataset('tolong-sebut/data/tolong-sebut-train*')
dev_dataset = get_dataset('tolong-sebut/data/tolong-sebut-dev*')

[9]:

!rm -rf asr-quartznet

Initate training session#

[10]:

train.run_training(
    train_fn = train_dataset,
    model_fn = model_fn,
    model_dir = 'asr-quartznet',
    num_gpus = 1,
    log_step = 1,
    save_checkpoint_step = 200,
    max_steps = train_steps,
    eval_fn = dev_dataset,
    train_hooks = train_hooks,
)

WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/__init__.py:38: The name tf.logging.set_verbosity is deprecated. Please use tf.compat.v1.logging.set_verbosity instead.

WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/__init__.py:38: The name tf.logging.INFO is deprecated. Please use tf.compat.v1.logging.INFO instead.

INFO:tensorflow:Using config: {'_model_dir': 'asr-quartznet', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': 200, '_save_checkpoints_secs': None, '_session_config': allow_soft_placement: true
graph_options {
  rewrite_options {
    meta_optimizer_iterations: ONE
  }
}
, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 1, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_experimental_max_worker_delay_secs': None, '_session_creation_timeout_secs': 7200, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x7f13f003ef98>, '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}
INFO:tensorflow:Not using Distribute Coordinator.
INFO:tensorflow:Running training and evaluation locally (non-distributed).
INFO:tensorflow:Start train and evaluate loop. The evaluate will happen after every checkpoint. Checkpoint frequency is determined based on RunConfig arguments: save_checkpoints_steps 200 or save_checkpoints_secs None.
WARNING:tensorflow:From /home/husein/.local/lib/python3.6/site-packages/tensorflow_core/python/training/training_util.py:236: Variable.initialized_value (from tensorflow.python.ops.variables) is deprecated and will be removed in a future version.
Instructions for updating:
Use Variable.read_value. Variables in 2.X are initialized automatically both in eager and graph (inside tf.defun) contexts.
WARNING:tensorflow:From /home/husein/.local/lib/python3.6/site-packages/tensorflow_core/python/autograph/converters/directives.py:119: The name tf.VarLenFeature is deprecated. Please use tf.io.VarLenFeature instead.

WARNING:tensorflow:From /home/husein/.local/lib/python3.6/site-packages/tensorflow_core/python/autograph/converters/directives.py:119: The name tf.parse_single_example is deprecated. Please use tf.io.parse_single_example instead.

INFO:tensorflow:Calling model_fn.
WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/quartznet/abstract.py:141: The name tf.variable_scope is deprecated. Please use tf.compat.v1.variable_scope instead.

WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/quartznet/layer.py:327: separable_conv1d (from tensorflow.python.layers.convolutional) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.keras.layers.SeparableConv1D` instead.
WARNING:tensorflow:From /home/husein/.local/lib/python3.6/site-packages/tensorflow_core/python/layers/convolutional.py:971: Layer.apply (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.
Instructions for updating:
Please use `layer.__call__` method instead.
WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/quartznet/layer.py:358: batch_normalization (from tensorflow.python.layers.normalization) is deprecated and will be removed in a future version.
Instructions for updating:
Use keras.layers.BatchNormalization instead.  In particular, `tf.control_dependencies(tf.GraphKeys.UPDATE_OPS)` should not be used (consult the `tf.keras.layers.batch_normalization` documentation).
WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/quartznet/abstract.py:369: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.
Instructions for updating:
Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.
WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/quartznet/layer.py:340: conv1d (from tensorflow.python.layers.convolutional) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.keras.layers.Conv1D` instead.
WARNING:tensorflow:From <ipython-input-7-2c26be4fc9d2>:7: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.
Instructions for updating:
Use keras.layers.Dense instead.
WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/ctc/loss.py:14: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.cast` instead.
WARNING:tensorflow:From /home/husein/.local/lib/python3.6/site-packages/tensorflow_core/python/ops/array_ops.py:1475: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.where in 2.0, which has the same broadcast rule as np.where
WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/ctc/loss.py:20: The name tf.nn.ctc_loss is deprecated. Please use tf.compat.v1.nn.ctc_loss instead.

WARNING:tensorflow:From /home/husein/.local/lib/python3.6/site-packages/tensorflow_core/python/util/deprecation.py:507: calling count_nonzero (from tensorflow.python.ops.math_ops) with axis is deprecated and will be removed in a future version.
Instructions for updating:
reduction_indices is deprecated, use axis instead
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 0 into asr-quartznet/model.ckpt.
INFO:tensorflow:train_accuracy = 0.0077021825, train_loss = 710.26636
INFO:tensorflow:loss = 710.26636, step = 0
INFO:tensorflow:global_step/sec: 0.157221
INFO:tensorflow:train_accuracy = 0.029299363, train_loss = 529.1721 (6.361 sec)
INFO:tensorflow:loss = 529.1721, step = 1 (6.359 sec)
INFO:tensorflow:global_step/sec: 1.40909
INFO:tensorflow:train_accuracy = 0.014925373, train_loss = 184.64783 (0.709 sec)
INFO:tensorflow:loss = 184.64783, step = 2 (0.709 sec)
INFO:tensorflow:global_step/sec: 1.47474
INFO:tensorflow:train_accuracy = 0.0125470515, train_loss = 136.85947 (0.678 sec)
INFO:tensorflow:loss = 136.85947, step = 3 (0.678 sec)
INFO:tensorflow:global_step/sec: 1.68355
INFO:tensorflow:train_accuracy = 0.022427442, train_loss = 120.88869 (0.594 sec)
INFO:tensorflow:loss = 120.88869, step = 4 (0.594 sec)
INFO:tensorflow:global_step/sec: 1.40731
INFO:tensorflow:train_accuracy = 0.012919896, train_loss = 99.73471 (0.710 sec)
INFO:tensorflow:loss = 99.73471, step = 5 (0.710 sec)
INFO:tensorflow:global_step/sec: 1.36188
INFO:tensorflow:train_accuracy = 0.016774194, train_loss = 100.694885 (0.734 sec)
INFO:tensorflow:loss = 100.694885, step = 6 (0.734 sec)
INFO:tensorflow:global_step/sec: 1.69408
INFO:tensorflow:train_accuracy = 0.015625, train_loss = 86.29912 (0.590 sec)
INFO:tensorflow:loss = 86.29912, step = 7 (0.592 sec)
INFO:tensorflow:global_step/sec: 1.3788
INFO:tensorflow:train_accuracy = 0.018181818, train_loss = 85.87342 (0.725 sec)
INFO:tensorflow:loss = 85.87342, step = 8 (0.724 sec)
INFO:tensorflow:global_step/sec: 1.60367
INFO:tensorflow:train_accuracy = 0.014285714, train_loss = 86.42359 (0.623 sec)
INFO:tensorflow:loss = 86.42359, step = 9 (0.623 sec)
INFO:tensorflow:global_step/sec: 1.64712
INFO:tensorflow:train_accuracy = 0.01810585, train_loss = 70.12548 (0.607 sec)
INFO:tensorflow:loss = 70.12548, step = 10 (0.607 sec)
INFO:tensorflow:global_step/sec: 1.25871
INFO:tensorflow:train_accuracy = 0.012674271, train_loss = 84.80704 (0.795 sec)
INFO:tensorflow:loss = 84.80704, step = 11 (0.795 sec)
INFO:tensorflow:global_step/sec: 1.75393
INFO:tensorflow:train_accuracy = 0.026041666, train_loss = 81.86655 (0.570 sec)
INFO:tensorflow:loss = 81.86655, step = 12 (0.570 sec)
INFO:tensorflow:global_step/sec: 1.59815
INFO:tensorflow:train_accuracy = 0.011795544, train_loss = 69.670364 (0.626 sec)
INFO:tensorflow:loss = 69.670364, step = 13 (0.625 sec)
INFO:tensorflow:global_step/sec: 1.59812
INFO:tensorflow:train_accuracy = 0.016927084, train_loss = 74.92718 (0.626 sec)
INFO:tensorflow:loss = 74.92718, step = 14 (0.626 sec)
INFO:tensorflow:global_step/sec: 1.54822
INFO:tensorflow:train_accuracy = 0.007989348, train_loss = 67.74375 (0.646 sec)
INFO:tensorflow:loss = 67.74375, step = 15 (0.647 sec)
INFO:tensorflow:global_step/sec: 1.57157
INFO:tensorflow:train_accuracy = 0.03192848, train_loss = 77.726746 (0.636 sec)
INFO:tensorflow:loss = 77.726746, step = 16 (0.636 sec)
INFO:tensorflow:global_step/sec: 1.7516
INFO:tensorflow:train_accuracy = 0.031128405, train_loss = 77.6071 (0.571 sec)
INFO:tensorflow:loss = 77.6071, step = 17 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.69397
INFO:tensorflow:train_accuracy = 0.0078023407, train_loss = 68.87024 (0.590 sec)
INFO:tensorflow:loss = 68.87024, step = 18 (0.590 sec)
INFO:tensorflow:global_step/sec: 1.55234
INFO:tensorflow:train_accuracy = 0.011968086, train_loss = 68.68738 (0.644 sec)
INFO:tensorflow:loss = 68.68738, step = 19 (0.644 sec)
INFO:tensorflow:global_step/sec: 1.35571
INFO:tensorflow:train_accuracy = 0.017971758, train_loss = 74.069534 (0.737 sec)
INFO:tensorflow:loss = 74.069534, step = 20 (0.738 sec)
INFO:tensorflow:global_step/sec: 1.55871
INFO:tensorflow:train_accuracy = 0.011306533, train_loss = 69.41161 (0.642 sec)
INFO:tensorflow:loss = 69.41161, step = 21 (0.641 sec)
INFO:tensorflow:global_step/sec: 1.7586
INFO:tensorflow:train_accuracy = 0.023684211, train_loss = 75.44877 (0.569 sec)
INFO:tensorflow:loss = 75.44877, step = 22 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.67861
INFO:tensorflow:train_accuracy = 0.03846154, train_loss = 66.29564 (0.596 sec)
INFO:tensorflow:loss = 66.29564, step = 23 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.57344
INFO:tensorflow:train_accuracy = 0.014285714, train_loss = 65.60063 (0.635 sec)
INFO:tensorflow:loss = 65.60063, step = 24 (0.635 sec)
INFO:tensorflow:global_step/sec: 1.55518
INFO:tensorflow:train_accuracy = 0.020547945, train_loss = 63.272343 (0.643 sec)
INFO:tensorflow:loss = 63.272343, step = 25 (0.643 sec)
INFO:tensorflow:global_step/sec: 1.67928
INFO:tensorflow:train_accuracy = 0.030144168, train_loss = 62.714897 (0.595 sec)
INFO:tensorflow:loss = 62.714897, step = 26 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.31984
INFO:tensorflow:train_accuracy = 0.013613861, train_loss = 74.59552 (0.758 sec)
INFO:tensorflow:loss = 74.59552, step = 27 (0.758 sec)
INFO:tensorflow:global_step/sec: 1.96467
INFO:tensorflow:train_accuracy = 0.031094527, train_loss = 66.440704 (0.509 sec)
INFO:tensorflow:loss = 66.440704, step = 28 (0.508 sec)
INFO:tensorflow:global_step/sec: 1.67486
INFO:tensorflow:train_accuracy = 0.038873993, train_loss = 60.191017 (0.597 sec)
INFO:tensorflow:loss = 60.191017, step = 29 (0.597 sec)
INFO:tensorflow:global_step/sec: 1.3225
INFO:tensorflow:train_accuracy = 0.016209476, train_loss = 78.92613 (0.757 sec)
INFO:tensorflow:loss = 78.92613, step = 30 (0.757 sec)
INFO:tensorflow:global_step/sec: 1.64088
INFO:tensorflow:train_accuracy = 0.04199475, train_loss = 65.53371 (0.609 sec)
INFO:tensorflow:loss = 65.53371, step = 31 (0.609 sec)
INFO:tensorflow:global_step/sec: 1.47649
INFO:tensorflow:train_accuracy = 0.0325, train_loss = 74.510284 (0.677 sec)
INFO:tensorflow:loss = 74.510284, step = 32 (0.677 sec)
INFO:tensorflow:global_step/sec: 1.47434
INFO:tensorflow:train_accuracy = 0.051157124, train_loss = 70.60351 (0.678 sec)
INFO:tensorflow:loss = 70.60351, step = 33 (0.678 sec)
INFO:tensorflow:global_step/sec: 1.89935
INFO:tensorflow:train_accuracy = 0.02617801, train_loss = 67.7594 (0.526 sec)
INFO:tensorflow:loss = 67.7594, step = 34 (0.526 sec)
INFO:tensorflow:global_step/sec: 1.47234
INFO:tensorflow:train_accuracy = 0.025252525, train_loss = 69.94642 (0.679 sec)
INFO:tensorflow:loss = 69.94642, step = 35 (0.679 sec)
INFO:tensorflow:global_step/sec: 1.31145
INFO:tensorflow:train_accuracy = 0.018939395, train_loss = 70.5148 (0.763 sec)
INFO:tensorflow:loss = 70.5148, step = 36 (0.763 sec)
INFO:tensorflow:global_step/sec: 1.4745
INFO:tensorflow:train_accuracy = 0.01754386, train_loss = 68.67237 (0.678 sec)
INFO:tensorflow:loss = 68.67237, step = 37 (0.678 sec)
INFO:tensorflow:global_step/sec: 1.88099
INFO:tensorflow:train_accuracy = 0.028423773, train_loss = 70.48649 (0.531 sec)
INFO:tensorflow:loss = 70.48649, step = 38 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.64177
INFO:tensorflow:train_accuracy = 0.035526317, train_loss = 67.249985 (0.610 sec)
INFO:tensorflow:loss = 67.249985, step = 39 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.71506
INFO:tensorflow:train_accuracy = 0.047425475, train_loss = 57.39673 (0.583 sec)
INFO:tensorflow:loss = 57.39673, step = 40 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.7518
INFO:tensorflow:train_accuracy = 0.03508772, train_loss = 66.17575 (0.571 sec)
INFO:tensorflow:loss = 66.17575, step = 41 (0.571 sec)
INFO:tensorflow:global_step/sec: 1.45753
INFO:tensorflow:train_accuracy = 0.018703243, train_loss = 70.03967 (0.686 sec)
INFO:tensorflow:loss = 70.03967, step = 42 (0.686 sec)
INFO:tensorflow:global_step/sec: 1.62558
INFO:tensorflow:train_accuracy = 0.029062087, train_loss = 65.07764 (0.615 sec)
INFO:tensorflow:loss = 65.07764, step = 43 (0.615 sec)
INFO:tensorflow:global_step/sec: 1.91277
INFO:tensorflow:train_accuracy = 0.03612903, train_loss = 65.82846 (0.523 sec)
INFO:tensorflow:loss = 65.82846, step = 44 (0.523 sec)
INFO:tensorflow:global_step/sec: 4.34446
INFO:tensorflow:train_accuracy = 0.055, train_loss = 56.317627 (0.230 sec)
INFO:tensorflow:loss = 56.317627, step = 45 (0.230 sec)
INFO:tensorflow:global_step/sec: 1.68901
INFO:tensorflow:train_accuracy = 0.032258064, train_loss = 62.233498 (0.592 sec)
INFO:tensorflow:loss = 62.233498, step = 46 (0.593 sec)
INFO:tensorflow:global_step/sec: 1.63454
INFO:tensorflow:train_accuracy = 0.041939713, train_loss = 65.322586 (0.612 sec)
INFO:tensorflow:loss = 65.322586, step = 47 (0.611 sec)
INFO:tensorflow:global_step/sec: 1.42025
INFO:tensorflow:train_accuracy = 0.032926828, train_loss = 67.62929 (0.704 sec)
INFO:tensorflow:loss = 67.62929, step = 48 (0.704 sec)
INFO:tensorflow:global_step/sec: 1.59962
INFO:tensorflow:train_accuracy = 0.034653466, train_loss = 66.89864 (0.625 sec)
INFO:tensorflow:loss = 66.89864, step = 49 (0.624 sec)
INFO:tensorflow:global_step/sec: 1.82216
INFO:tensorflow:train_accuracy = 0.035433073, train_loss = 60.75713 (0.549 sec)
INFO:tensorflow:loss = 60.75713, step = 50 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.6328
INFO:tensorflow:train_accuracy = 0.04551201, train_loss = 61.6336 (0.613 sec)
INFO:tensorflow:loss = 61.6336, step = 51 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.69055
INFO:tensorflow:train_accuracy = 0.04172099, train_loss = 61.794777 (0.592 sec)
INFO:tensorflow:loss = 61.794777, step = 52 (0.592 sec)
INFO:tensorflow:global_step/sec: 1.66638
INFO:tensorflow:train_accuracy = 0.036096256, train_loss = 57.94404 (0.600 sec)
INFO:tensorflow:loss = 57.94404, step = 53 (0.600 sec)
INFO:tensorflow:global_step/sec: 1.89491
INFO:tensorflow:train_accuracy = 0.0374677, train_loss = 59.235607 (0.528 sec)
INFO:tensorflow:loss = 59.235607, step = 54 (0.528 sec)
INFO:tensorflow:global_step/sec: 1.45216
INFO:tensorflow:train_accuracy = 0.022280471, train_loss = 61.501915 (0.689 sec)
INFO:tensorflow:loss = 61.501915, step = 55 (0.689 sec)
INFO:tensorflow:global_step/sec: 1.63537
INFO:tensorflow:train_accuracy = 0.042801555, train_loss = 57.738037 (0.611 sec)
INFO:tensorflow:loss = 57.738037, step = 56 (0.611 sec)
INFO:tensorflow:global_step/sec: 1.92095
INFO:tensorflow:train_accuracy = 0.02875817, train_loss = 57.213104 (0.521 sec)
INFO:tensorflow:loss = 57.213104, step = 57 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.6438
INFO:tensorflow:train_accuracy = 0.051587302, train_loss = 54.536713 (0.608 sec)
INFO:tensorflow:loss = 54.536713, step = 58 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.41297
INFO:tensorflow:train_accuracy = 0.049868766, train_loss = 55.203407 (0.708 sec)
INFO:tensorflow:loss = 55.203407, step = 59 (0.707 sec)
INFO:tensorflow:global_step/sec: 2.01815
INFO:tensorflow:train_accuracy = 0.051630434, train_loss = 54.689804 (0.496 sec)
INFO:tensorflow:loss = 54.689804, step = 60 (0.496 sec)
INFO:tensorflow:global_step/sec: 1.822
INFO:tensorflow:train_accuracy = 0.05324675, train_loss = 56.476532 (0.549 sec)
INFO:tensorflow:loss = 56.476532, step = 61 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.93062
INFO:tensorflow:train_accuracy = 0.037958115, train_loss = 59.659557 (0.518 sec)
INFO:tensorflow:loss = 59.659557, step = 62 (0.518 sec)
INFO:tensorflow:global_step/sec: 1.87153
INFO:tensorflow:train_accuracy = 0.04654088, train_loss = 59.812447 (0.534 sec)
INFO:tensorflow:loss = 59.812447, step = 63 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.89226
INFO:tensorflow:train_accuracy = 0.032258064, train_loss = 51.74657 (0.529 sec)
INFO:tensorflow:loss = 51.74657, step = 64 (0.529 sec)
INFO:tensorflow:global_step/sec: 1.81604
INFO:tensorflow:train_accuracy = 0.041612484, train_loss = 59.7442 (0.551 sec)
INFO:tensorflow:loss = 59.7442, step = 65 (0.551 sec)
INFO:tensorflow:global_step/sec: 1.62705
INFO:tensorflow:train_accuracy = 0.020151133, train_loss = 61.53784 (0.614 sec)
INFO:tensorflow:loss = 61.53784, step = 66 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.6381
INFO:tensorflow:train_accuracy = 0.040843215, train_loss = 57.524162 (0.610 sec)
INFO:tensorflow:loss = 57.524162, step = 67 (0.611 sec)
INFO:tensorflow:global_step/sec: 1.77066
INFO:tensorflow:train_accuracy = 0.045751635, train_loss = 55.68164 (0.566 sec)
INFO:tensorflow:loss = 55.68164, step = 68 (0.565 sec)
INFO:tensorflow:global_step/sec: 1.79374
INFO:tensorflow:train_accuracy = 0.055330634, train_loss = 49.815926 (0.557 sec)
INFO:tensorflow:loss = 49.815926, step = 69 (0.557 sec)
INFO:tensorflow:global_step/sec: 1.87635
INFO:tensorflow:train_accuracy = 0.07151819, train_loss = 57.123684 (0.532 sec)
INFO:tensorflow:loss = 57.123684, step = 70 (0.532 sec)
INFO:tensorflow:global_step/sec: 1.83293
INFO:tensorflow:train_accuracy = 0.04761905, train_loss = 55.84402 (0.546 sec)
INFO:tensorflow:loss = 55.84402, step = 71 (0.546 sec)
INFO:tensorflow:global_step/sec: 1.45229
INFO:tensorflow:train_accuracy = 0.045691907, train_loss = 57.590637 (0.688 sec)
INFO:tensorflow:loss = 57.590637, step = 72 (0.688 sec)
INFO:tensorflow:global_step/sec: 1.38967
INFO:tensorflow:train_accuracy = 0.04805195, train_loss = 57.315422 (0.720 sec)
INFO:tensorflow:loss = 57.315422, step = 73 (0.720 sec)
INFO:tensorflow:global_step/sec: 1.778
INFO:tensorflow:train_accuracy = 0.04665826, train_loss = 56.277447 (0.562 sec)
INFO:tensorflow:loss = 56.277447, step = 74 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.55487
INFO:tensorflow:train_accuracy = 0.047919292, train_loss = 63.59537 (0.643 sec)
INFO:tensorflow:loss = 63.59537, step = 75 (0.644 sec)
INFO:tensorflow:global_step/sec: 1.91505
INFO:tensorflow:train_accuracy = 0.041198503, train_loss = 58.507576 (0.522 sec)
INFO:tensorflow:loss = 58.507576, step = 76 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.51039
INFO:tensorflow:train_accuracy = 0.043092523, train_loss = 54.04271 (0.662 sec)
INFO:tensorflow:loss = 54.04271, step = 77 (0.661 sec)
INFO:tensorflow:global_step/sec: 1.83353
INFO:tensorflow:train_accuracy = 0.044854883, train_loss = 55.491005 (0.546 sec)
INFO:tensorflow:loss = 55.491005, step = 78 (0.546 sec)
INFO:tensorflow:global_step/sec: 1.74554
INFO:tensorflow:train_accuracy = 0.04045512, train_loss = 53.026646 (0.573 sec)
INFO:tensorflow:loss = 53.026646, step = 79 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.75313
INFO:tensorflow:train_accuracy = 0.03606965, train_loss = 58.148933 (0.571 sec)
INFO:tensorflow:loss = 58.148933, step = 80 (0.571 sec)
INFO:tensorflow:global_step/sec: 1.58324
INFO:tensorflow:train_accuracy = 0.043422733, train_loss = 57.046684 (0.631 sec)
INFO:tensorflow:loss = 57.046684, step = 81 (0.631 sec)
INFO:tensorflow:global_step/sec: 1.9075
INFO:tensorflow:train_accuracy = 0.08070618, train_loss = 56.546654 (0.525 sec)
INFO:tensorflow:loss = 56.546654, step = 82 (0.525 sec)
INFO:tensorflow:global_step/sec: 1.73199
INFO:tensorflow:train_accuracy = 0.076030925, train_loss = 58.30722 (0.577 sec)
INFO:tensorflow:loss = 58.30722, step = 83 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.73954
INFO:tensorflow:train_accuracy = 0.057544757, train_loss = 53.906185 (0.575 sec)
INFO:tensorflow:loss = 53.906185, step = 84 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.69014
INFO:tensorflow:train_accuracy = 0.04767726, train_loss = 57.648247 (0.592 sec)
INFO:tensorflow:loss = 57.648247, step = 85 (0.591 sec)
INFO:tensorflow:global_step/sec: 1.75705
INFO:tensorflow:train_accuracy = 0.060489062, train_loss = 51.53795 (0.569 sec)
INFO:tensorflow:loss = 51.53795, step = 86 (0.570 sec)
INFO:tensorflow:global_step/sec: 1.86749
INFO:tensorflow:train_accuracy = 0.08476821, train_loss = 47.573967 (0.535 sec)
INFO:tensorflow:loss = 47.573967, step = 87 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.96024
INFO:tensorflow:train_accuracy = 0.073264785, train_loss = 45.025467 (0.510 sec)
INFO:tensorflow:loss = 45.025467, step = 88 (0.510 sec)
INFO:tensorflow:global_step/sec: 1.97588
INFO:tensorflow:train_accuracy = 0.15753424, train_loss = 41.763363 (0.506 sec)
INFO:tensorflow:loss = 41.763363, step = 89 (0.506 sec)
INFO:tensorflow:global_step/sec: 1.91981
INFO:tensorflow:train_accuracy = 0.1891892, train_loss = 47.59393 (0.521 sec)
INFO:tensorflow:loss = 47.59393, step = 90 (0.521 sec)
INFO:tensorflow:global_step/sec: 3.89724
INFO:tensorflow:train_accuracy = 0.086538464, train_loss = 44.609444 (0.256 sec)
INFO:tensorflow:loss = 44.609444, step = 91 (0.256 sec)
INFO:tensorflow:global_step/sec: 1.5191
INFO:tensorflow:train_accuracy = 0.12823834, train_loss = 44.68122 (0.658 sec)
INFO:tensorflow:loss = 44.68122, step = 92 (0.659 sec)
INFO:tensorflow:global_step/sec: 1.66392
INFO:tensorflow:train_accuracy = 0.08635794, train_loss = 47.669533 (0.601 sec)
INFO:tensorflow:loss = 47.669533, step = 93 (0.601 sec)
INFO:tensorflow:global_step/sec: 1.56371
INFO:tensorflow:train_accuracy = 0.102998696, train_loss = 43.111664 (0.639 sec)
INFO:tensorflow:loss = 43.111664, step = 94 (0.639 sec)
INFO:tensorflow:global_step/sec: 1.42167
INFO:tensorflow:train_accuracy = 0.13284133, train_loss = 53.00408 (0.703 sec)
INFO:tensorflow:loss = 53.00408, step = 95 (0.703 sec)
INFO:tensorflow:global_step/sec: 1.61946
INFO:tensorflow:train_accuracy = 0.18467337, train_loss = 48.228943 (0.618 sec)
INFO:tensorflow:loss = 48.228943, step = 96 (0.618 sec)
INFO:tensorflow:global_step/sec: 1.47609
INFO:tensorflow:train_accuracy = 0.14824447, train_loss = 45.144753 (0.677 sec)
INFO:tensorflow:loss = 45.144753, step = 97 (0.677 sec)
INFO:tensorflow:global_step/sec: 1.72856
INFO:tensorflow:train_accuracy = 0.1730013, train_loss = 42.326298 (0.579 sec)
INFO:tensorflow:loss = 42.326298, step = 98 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.69093
INFO:tensorflow:train_accuracy = 0.1994852, train_loss = 42.84948 (0.591 sec)
INFO:tensorflow:loss = 42.84948, step = 99 (0.591 sec)
INFO:tensorflow:global_step/sec: 1.63143
INFO:tensorflow:train_accuracy = 0.10394737, train_loss = 51.87351 (0.614 sec)
INFO:tensorflow:loss = 51.87351, step = 100 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.46548
INFO:tensorflow:train_accuracy = 0.09625668, train_loss = 52.595783 (0.682 sec)
INFO:tensorflow:loss = 52.595783, step = 101 (0.682 sec)
INFO:tensorflow:global_step/sec: 1.91091
INFO:tensorflow:train_accuracy = 0.13636364, train_loss = 58.338585 (0.523 sec)
INFO:tensorflow:loss = 58.338585, step = 102 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.98432
INFO:tensorflow:train_accuracy = 0.17379679, train_loss = 45.606537 (0.504 sec)
INFO:tensorflow:loss = 45.606537, step = 103 (0.504 sec)
INFO:tensorflow:global_step/sec: 1.96924
INFO:tensorflow:train_accuracy = 0.19121447, train_loss = 51.812874 (0.508 sec)
INFO:tensorflow:loss = 51.812874, step = 104 (0.507 sec)
INFO:tensorflow:global_step/sec: 1.64311
INFO:tensorflow:train_accuracy = 0.17513369, train_loss = 49.92538 (0.608 sec)
INFO:tensorflow:loss = 49.92538, step = 105 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.92304
INFO:tensorflow:train_accuracy = 0.043984476, train_loss = 48.259773 (0.520 sec)
INFO:tensorflow:loss = 48.259773, step = 106 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.83366
INFO:tensorflow:train_accuracy = 0.12840466, train_loss = 49.470116 (0.545 sec)
INFO:tensorflow:loss = 49.470116, step = 107 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.91397
INFO:tensorflow:train_accuracy = 0.16821192, train_loss = 44.4474 (0.523 sec)
INFO:tensorflow:loss = 44.4474, step = 108 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.88424
INFO:tensorflow:train_accuracy = 0.12549537, train_loss = 41.46634 (0.531 sec)
INFO:tensorflow:loss = 41.46634, step = 109 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.82204
INFO:tensorflow:train_accuracy = 0.14138818, train_loss = 49.29923 (0.549 sec)
INFO:tensorflow:loss = 49.29923, step = 110 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.8114
INFO:tensorflow:train_accuracy = 0.12827225, train_loss = 45.673637 (0.552 sec)
INFO:tensorflow:loss = 45.673637, step = 111 (0.552 sec)
INFO:tensorflow:global_step/sec: 1.83569
INFO:tensorflow:train_accuracy = 0.10981912, train_loss = 44.434998 (0.545 sec)
INFO:tensorflow:loss = 44.434998, step = 112 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.63053
INFO:tensorflow:train_accuracy = 0.06786171, train_loss = 44.19197 (0.613 sec)
INFO:tensorflow:loss = 44.19197, step = 113 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.7586
INFO:tensorflow:train_accuracy = 0.08025478, train_loss = 55.78295 (0.568 sec)
INFO:tensorflow:loss = 55.78295, step = 114 (0.568 sec)
INFO:tensorflow:global_step/sec: 1.88541
INFO:tensorflow:train_accuracy = 0.1618799, train_loss = 41.771008 (0.531 sec)
INFO:tensorflow:loss = 41.771008, step = 115 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.66683
INFO:tensorflow:train_accuracy = 0.10909091, train_loss = 41.753586 (0.600 sec)
INFO:tensorflow:loss = 41.753586, step = 116 (0.599 sec)
INFO:tensorflow:global_step/sec: 1.92286
INFO:tensorflow:train_accuracy = 0.118983954, train_loss = 39.700058 (0.520 sec)
INFO:tensorflow:loss = 39.700058, step = 117 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.68828
INFO:tensorflow:train_accuracy = 0.1334214, train_loss = 39.467422 (0.593 sec)
INFO:tensorflow:loss = 39.467422, step = 118 (0.593 sec)
INFO:tensorflow:global_step/sec: 1.50782
INFO:tensorflow:train_accuracy = 0.1425031, train_loss = 56.011097 (0.663 sec)
INFO:tensorflow:loss = 56.011097, step = 119 (0.663 sec)
INFO:tensorflow:global_step/sec: 1.63566
INFO:tensorflow:train_accuracy = 0.19502617, train_loss = 43.18344 (0.611 sec)
INFO:tensorflow:loss = 43.18344, step = 120 (0.612 sec)
INFO:tensorflow:global_step/sec: 1.85435
INFO:tensorflow:train_accuracy = 0.24402516, train_loss = 47.57972 (0.540 sec)
INFO:tensorflow:loss = 47.57972, step = 121 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.49704
INFO:tensorflow:train_accuracy = 0.16814159, train_loss = 51.164787 (0.668 sec)
INFO:tensorflow:loss = 51.164787, step = 122 (0.667 sec)
INFO:tensorflow:global_step/sec: 1.77849
INFO:tensorflow:train_accuracy = 0.2496749, train_loss = 39.28454 (0.562 sec)
INFO:tensorflow:loss = 39.28454, step = 123 (0.563 sec)
INFO:tensorflow:global_step/sec: 1.49858
INFO:tensorflow:train_accuracy = 0.14791404, train_loss = 44.27699 (0.667 sec)
INFO:tensorflow:loss = 44.27699, step = 124 (0.667 sec)
INFO:tensorflow:global_step/sec: 1.62974
INFO:tensorflow:train_accuracy = 0.19375, train_loss = 42.398117 (0.614 sec)
INFO:tensorflow:loss = 42.398117, step = 125 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.73934
INFO:tensorflow:train_accuracy = 0.23390275, train_loss = 39.59218 (0.575 sec)
INFO:tensorflow:loss = 39.59218, step = 126 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.88901
INFO:tensorflow:train_accuracy = 0.24320827, train_loss = 37.307465 (0.529 sec)
INFO:tensorflow:loss = 37.307465, step = 127 (0.529 sec)
INFO:tensorflow:global_step/sec: 1.57988
INFO:tensorflow:train_accuracy = 0.22250316, train_loss = 40.344303 (0.633 sec)
INFO:tensorflow:loss = 40.344303, step = 128 (0.633 sec)
INFO:tensorflow:global_step/sec: 1.58625
INFO:tensorflow:train_accuracy = 0.21744472, train_loss = 42.249992 (0.630 sec)
INFO:tensorflow:loss = 42.249992, step = 129 (0.630 sec)
INFO:tensorflow:global_step/sec: 1.74825
INFO:tensorflow:train_accuracy = 0.26206, train_loss = 40.40354 (0.572 sec)
INFO:tensorflow:loss = 40.40354, step = 130 (0.573 sec)
INFO:tensorflow:global_step/sec: 2.00801
INFO:tensorflow:train_accuracy = 0.24590164, train_loss = 39.785133 (0.498 sec)
INFO:tensorflow:loss = 39.785133, step = 131 (0.498 sec)
INFO:tensorflow:global_step/sec: 1.72104
INFO:tensorflow:train_accuracy = 0.23341836, train_loss = 40.44952 (0.581 sec)
INFO:tensorflow:loss = 40.44952, step = 132 (0.581 sec)
INFO:tensorflow:global_step/sec: 1.93401
INFO:tensorflow:train_accuracy = 0.23521683, train_loss = 36.154213 (0.516 sec)
INFO:tensorflow:loss = 36.154213, step = 133 (0.516 sec)
INFO:tensorflow:global_step/sec: 1.75269
INFO:tensorflow:train_accuracy = 0.24784216, train_loss = 40.154743 (0.571 sec)
INFO:tensorflow:loss = 40.154743, step = 134 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.94338
INFO:tensorflow:train_accuracy = 0.23834887, train_loss = 34.376724 (0.514 sec)
INFO:tensorflow:loss = 34.376724, step = 135 (0.514 sec)
INFO:tensorflow:global_step/sec: 1.85933
INFO:tensorflow:train_accuracy = 0.2868526, train_loss = 32.17231 (0.538 sec)
INFO:tensorflow:loss = 32.17231, step = 136 (0.538 sec)
INFO:tensorflow:global_step/sec: 4.4516
INFO:tensorflow:train_accuracy = 0.15656565, train_loss = 52.824837 (0.224 sec)
INFO:tensorflow:loss = 52.824837, step = 137 (0.224 sec)
INFO:tensorflow:global_step/sec: 1.66861
INFO:tensorflow:train_accuracy = 0.26444158, train_loss = 35.6593 (0.599 sec)
INFO:tensorflow:loss = 35.6593, step = 138 (0.599 sec)
INFO:tensorflow:global_step/sec: 1.65073
INFO:tensorflow:train_accuracy = 0.21509434, train_loss = 39.754944 (0.606 sec)
INFO:tensorflow:loss = 39.754944, step = 139 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.4316
INFO:tensorflow:train_accuracy = 0.22331288, train_loss = 47.32818 (0.699 sec)
INFO:tensorflow:loss = 47.32818, step = 140 (0.699 sec)
INFO:tensorflow:global_step/sec: 1.82721
INFO:tensorflow:train_accuracy = 0.21693122, train_loss = 34.57155 (0.547 sec)
INFO:tensorflow:loss = 34.57155, step = 141 (0.547 sec)
INFO:tensorflow:global_step/sec: 1.85692
INFO:tensorflow:train_accuracy = 0.20330368, train_loss = 39.584354 (0.538 sec)
INFO:tensorflow:loss = 39.584354, step = 142 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.63098
INFO:tensorflow:train_accuracy = 0.2535211, train_loss = 35.705524 (0.614 sec)
INFO:tensorflow:loss = 35.705524, step = 143 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.58955
INFO:tensorflow:train_accuracy = 0.28627452, train_loss = 32.651062 (0.629 sec)
INFO:tensorflow:loss = 32.651062, step = 144 (0.629 sec)
INFO:tensorflow:global_step/sec: 1.65532
INFO:tensorflow:train_accuracy = 0.30839896, train_loss = 31.46363 (0.604 sec)
INFO:tensorflow:loss = 31.46363, step = 145 (0.604 sec)
INFO:tensorflow:global_step/sec: 1.62624
INFO:tensorflow:train_accuracy = 0.27673796, train_loss = 30.687359 (0.615 sec)
INFO:tensorflow:loss = 30.687359, step = 146 (0.615 sec)
INFO:tensorflow:global_step/sec: 1.45792
INFO:tensorflow:train_accuracy = 0.2916129, train_loss = 35.135002 (0.686 sec)
INFO:tensorflow:loss = 35.135002, step = 147 (0.686 sec)
INFO:tensorflow:global_step/sec: 1.71751
INFO:tensorflow:train_accuracy = 0.3188406, train_loss = 31.725975 (0.582 sec)
INFO:tensorflow:loss = 31.725975, step = 148 (0.582 sec)
INFO:tensorflow:global_step/sec: 1.724
INFO:tensorflow:train_accuracy = 0.31233245, train_loss = 31.470583 (0.580 sec)
INFO:tensorflow:loss = 31.470583, step = 149 (0.580 sec)
INFO:tensorflow:global_step/sec: 1.63232
INFO:tensorflow:train_accuracy = 0.2364096, train_loss = 38.853527 (0.612 sec)
INFO:tensorflow:loss = 38.853527, step = 150 (0.612 sec)
INFO:tensorflow:global_step/sec: 1.88349
INFO:tensorflow:train_accuracy = 0.30789474, train_loss = 32.435463 (0.531 sec)
INFO:tensorflow:loss = 32.435463, step = 151 (0.532 sec)
INFO:tensorflow:global_step/sec: 1.92772
INFO:tensorflow:train_accuracy = 0.31903484, train_loss = 33.201637 (0.518 sec)
INFO:tensorflow:loss = 33.201637, step = 152 (0.518 sec)
INFO:tensorflow:global_step/sec: 1.99014
INFO:tensorflow:train_accuracy = 0.28917196, train_loss = 33.46064 (0.503 sec)
INFO:tensorflow:loss = 33.46064, step = 153 (0.503 sec)
INFO:tensorflow:global_step/sec: 1.98867
INFO:tensorflow:train_accuracy = 0.31530344, train_loss = 31.209377 (0.503 sec)
INFO:tensorflow:loss = 31.209377, step = 154 (0.503 sec)
INFO:tensorflow:global_step/sec: 1.728
INFO:tensorflow:train_accuracy = 0.26441103, train_loss = 36.82923 (0.579 sec)
INFO:tensorflow:loss = 36.82923, step = 155 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.82308
INFO:tensorflow:train_accuracy = 0.314888, train_loss = 30.534271 (0.548 sec)
INFO:tensorflow:loss = 30.534271, step = 156 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.83945
INFO:tensorflow:train_accuracy = 0.38, train_loss = 29.77198 (0.544 sec)
INFO:tensorflow:loss = 29.77198, step = 157 (0.544 sec)
INFO:tensorflow:global_step/sec: 1.63486
INFO:tensorflow:train_accuracy = 0.33375958, train_loss = 34.230366 (0.612 sec)
INFO:tensorflow:loss = 34.230366, step = 158 (0.611 sec)
INFO:tensorflow:global_step/sec: 1.88538
INFO:tensorflow:train_accuracy = 0.3276316, train_loss = 32.790657 (0.531 sec)
INFO:tensorflow:loss = 32.790657, step = 159 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.73614
INFO:tensorflow:train_accuracy = 0.3159948, train_loss = 30.283646 (0.575 sec)
INFO:tensorflow:loss = 30.283646, step = 160 (0.575 sec)
INFO:tensorflow:global_step/sec: 2.04173
INFO:tensorflow:train_accuracy = 0.32207793, train_loss = 29.865269 (0.490 sec)
INFO:tensorflow:loss = 29.865269, step = 161 (0.491 sec)
INFO:tensorflow:global_step/sec: 1.87317
INFO:tensorflow:train_accuracy = 0.33643618, train_loss = 27.693954 (0.534 sec)
INFO:tensorflow:loss = 27.693954, step = 162 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.95108
INFO:tensorflow:train_accuracy = 0.31893265, train_loss = 34.291832 (0.513 sec)
INFO:tensorflow:loss = 34.291832, step = 163 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.80029
INFO:tensorflow:train_accuracy = 0.30331126, train_loss = 29.584002 (0.555 sec)
INFO:tensorflow:loss = 29.584002, step = 164 (0.555 sec)
INFO:tensorflow:global_step/sec: 1.52845
INFO:tensorflow:train_accuracy = 0.31698114, train_loss = 33.162903 (0.654 sec)
INFO:tensorflow:loss = 33.162903, step = 165 (0.654 sec)
INFO:tensorflow:global_step/sec: 1.93201
INFO:tensorflow:train_accuracy = 0.35923567, train_loss = 30.956665 (0.518 sec)
INFO:tensorflow:loss = 30.956665, step = 166 (0.518 sec)
INFO:tensorflow:global_step/sec: 2.12795
INFO:tensorflow:train_accuracy = 0.25, train_loss = 35.47502 (0.470 sec)
INFO:tensorflow:loss = 35.47502, step = 167 (0.470 sec)
INFO:tensorflow:global_step/sec: 1.52354
INFO:tensorflow:train_accuracy = 0.34987894, train_loss = 42.086166 (0.656 sec)
INFO:tensorflow:loss = 42.086166, step = 168 (0.657 sec)
INFO:tensorflow:global_step/sec: 1.57279
INFO:tensorflow:train_accuracy = 0.3483444, train_loss = 28.382399 (0.636 sec)
INFO:tensorflow:loss = 28.382399, step = 169 (0.636 sec)
INFO:tensorflow:global_step/sec: 1.63977
INFO:tensorflow:train_accuracy = 0.36713734, train_loss = 37.42907 (0.610 sec)
INFO:tensorflow:loss = 37.42907, step = 170 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.74009
INFO:tensorflow:train_accuracy = 0.26986128, train_loss = 32.643154 (0.575 sec)
INFO:tensorflow:loss = 32.643154, step = 171 (0.576 sec)
INFO:tensorflow:global_step/sec: 1.80354
INFO:tensorflow:train_accuracy = 0.28188777, train_loss = 31.717594 (0.554 sec)
INFO:tensorflow:loss = 31.717594, step = 172 (0.554 sec)
INFO:tensorflow:global_step/sec: 1.61291
INFO:tensorflow:train_accuracy = 0.26641884, train_loss = 37.64123 (0.620 sec)
INFO:tensorflow:loss = 37.64123, step = 173 (0.620 sec)
INFO:tensorflow:global_step/sec: 1.546
INFO:tensorflow:train_accuracy = 0.317662, train_loss = 35.836884 (0.647 sec)
INFO:tensorflow:loss = 35.836884, step = 174 (0.646 sec)
INFO:tensorflow:global_step/sec: 1.73688
INFO:tensorflow:train_accuracy = 0.30264816, train_loss = 32.92005 (0.576 sec)
INFO:tensorflow:loss = 32.92005, step = 175 (0.576 sec)
INFO:tensorflow:global_step/sec: 1.92199
INFO:tensorflow:train_accuracy = 0.34986946, train_loss = 29.878262 (0.520 sec)
INFO:tensorflow:loss = 29.878262, step = 176 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.70435
INFO:tensorflow:train_accuracy = 0.34362933, train_loss = 33.081245 (0.586 sec)
INFO:tensorflow:loss = 33.081245, step = 177 (0.586 sec)
INFO:tensorflow:global_step/sec: 1.87234
INFO:tensorflow:train_accuracy = 0.2918848, train_loss = 30.92514 (0.534 sec)
INFO:tensorflow:loss = 30.92514, step = 178 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.86119
INFO:tensorflow:train_accuracy = 0.2534854, train_loss = 37.991367 (0.538 sec)
INFO:tensorflow:loss = 37.991367, step = 179 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.80532
INFO:tensorflow:train_accuracy = 0.35353535, train_loss = 35.757095 (0.554 sec)
INFO:tensorflow:loss = 35.757095, step = 180 (0.554 sec)
INFO:tensorflow:global_step/sec: 1.80514
INFO:tensorflow:train_accuracy = 0.27919462, train_loss = 39.81878 (0.554 sec)
INFO:tensorflow:loss = 39.81878, step = 181 (0.554 sec)
INFO:tensorflow:global_step/sec: 1.92906
INFO:tensorflow:train_accuracy = 0.35914552, train_loss = 26.343407 (0.518 sec)
INFO:tensorflow:loss = 26.343407, step = 182 (0.518 sec)
INFO:tensorflow:global_step/sec: 4.02599
INFO:tensorflow:train_accuracy = 0.29577464, train_loss = 39.315094 (0.248 sec)
INFO:tensorflow:loss = 39.315094, step = 183 (0.248 sec)
INFO:tensorflow:global_step/sec: 1.62647
INFO:tensorflow:train_accuracy = 0.31675392, train_loss = 30.443237 (0.615 sec)
INFO:tensorflow:loss = 30.443237, step = 184 (0.615 sec)
INFO:tensorflow:global_step/sec: 1.87773
INFO:tensorflow:train_accuracy = 0.29861984, train_loss = 34.694077 (0.533 sec)
INFO:tensorflow:loss = 34.694077, step = 185 (0.533 sec)
INFO:tensorflow:global_step/sec: 1.43724
INFO:tensorflow:train_accuracy = 0.25653797, train_loss = 44.484352 (0.696 sec)
INFO:tensorflow:loss = 44.484352, step = 186 (0.695 sec)
INFO:tensorflow:global_step/sec: 1.63972
INFO:tensorflow:train_accuracy = 0.23, train_loss = 47.01816 (0.610 sec)
INFO:tensorflow:loss = 47.01816, step = 187 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.61856
INFO:tensorflow:train_accuracy = 0.29808918, train_loss = 34.06806 (0.618 sec)
INFO:tensorflow:loss = 34.06806, step = 188 (0.618 sec)
INFO:tensorflow:global_step/sec: 1.78551
INFO:tensorflow:train_accuracy = 0.31428573, train_loss = 32.31922 (0.560 sec)
INFO:tensorflow:loss = 32.31922, step = 189 (0.560 sec)
INFO:tensorflow:global_step/sec: 1.69741
INFO:tensorflow:train_accuracy = 0.27906978, train_loss = 32.944515 (0.589 sec)
INFO:tensorflow:loss = 32.944515, step = 190 (0.589 sec)
INFO:tensorflow:global_step/sec: 1.73534
INFO:tensorflow:train_accuracy = 0.31697613, train_loss = 33.505646 (0.576 sec)
INFO:tensorflow:loss = 33.505646, step = 191 (0.576 sec)
INFO:tensorflow:global_step/sec: 1.63272
INFO:tensorflow:train_accuracy = 0.35402906, train_loss = 29.834244 (0.613 sec)
INFO:tensorflow:loss = 29.834244, step = 192 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.44219
INFO:tensorflow:train_accuracy = 0.2745358, train_loss = 33.38021 (0.693 sec)
INFO:tensorflow:loss = 33.38021, step = 193 (0.693 sec)
INFO:tensorflow:global_step/sec: 1.65161
INFO:tensorflow:train_accuracy = 0.24146982, train_loss = 46.30552 (0.605 sec)
INFO:tensorflow:loss = 46.30552, step = 194 (0.605 sec)
INFO:tensorflow:global_step/sec: 1.94391
INFO:tensorflow:train_accuracy = 0.28515112, train_loss = 46.706978 (0.514 sec)
INFO:tensorflow:loss = 46.706978, step = 195 (0.514 sec)
INFO:tensorflow:global_step/sec: 1.90761
INFO:tensorflow:train_accuracy = 0.28480205, train_loss = 44.374542 (0.525 sec)
INFO:tensorflow:loss = 44.374542, step = 196 (0.525 sec)
INFO:tensorflow:global_step/sec: 1.61826
INFO:tensorflow:train_accuracy = 0.29903978, train_loss = 38.49812 (0.618 sec)
INFO:tensorflow:loss = 38.49812, step = 197 (0.618 sec)
INFO:tensorflow:global_step/sec: 2.12319
INFO:tensorflow:train_accuracy = 0.26877472, train_loss = 43.2146 (0.471 sec)
INFO:tensorflow:loss = 43.2146, step = 198 (0.471 sec)
INFO:tensorflow:Saving checkpoints for 200 into asr-quartznet/model.ckpt.
INFO:tensorflow:Calling model_fn.
WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/ctc/metrics.py:58: The name tf.metrics.mean is deprecated. Please use tf.compat.v1.metrics.mean instead.

WARNING:tensorflow:From /home/husein/malaya-speech/malaya_speech/train/model/ctc/metrics.py:106: The name tf.regex_replace is deprecated. Please use tf.strings.regex_replace instead.

INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2020-10-25T18:56:33Z
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from asr-quartznet/model.ckpt-200
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Evaluation [1/10]
INFO:tensorflow:Evaluation [2/10]
INFO:tensorflow:Evaluation [3/10]
INFO:tensorflow:Evaluation [4/10]
INFO:tensorflow:Evaluation [5/10]
INFO:tensorflow:Evaluation [6/10]
INFO:tensorflow:Evaluation [7/10]
INFO:tensorflow:Evaluation [8/10]
INFO:tensorflow:Evaluation [9/10]
INFO:tensorflow:Evaluation [10/10]
INFO:tensorflow:Finished evaluation at 2020-10-25-18:56:42
INFO:tensorflow:Saving dict for global step 200: WER = 1.0, accuracy = 0.21779141, global_step = 200, loss = 40.178703
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 200: asr-quartznet/model.ckpt-200
INFO:tensorflow:global_step/sec: 0.0526832
INFO:tensorflow:train_accuracy = 0.26996198, train_loss = 41.80652 (18.981 sec)
INFO:tensorflow:loss = 41.80652, step = 199 (18.980 sec)
INFO:tensorflow:global_step/sec: 1.8924
INFO:tensorflow:train_accuracy = 0.22721438, train_loss = 42.77658 (0.530 sec)
INFO:tensorflow:loss = 42.77658, step = 200 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.8917
INFO:tensorflow:train_accuracy = 0.19897304, train_loss = 40.37663 (0.528 sec)
INFO:tensorflow:loss = 40.37663, step = 201 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.85587
INFO:tensorflow:train_accuracy = 0.24601063, train_loss = 41.40363 (0.539 sec)
INFO:tensorflow:loss = 41.40363, step = 202 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.76385
INFO:tensorflow:train_accuracy = 0.18607764, train_loss = 42.333603 (0.567 sec)
INFO:tensorflow:loss = 42.333603, step = 203 (0.567 sec)
INFO:tensorflow:global_step/sec: 1.62013
INFO:tensorflow:train_accuracy = 0.23433584, train_loss = 48.916977 (0.617 sec)
INFO:tensorflow:loss = 48.916977, step = 204 (0.617 sec)
INFO:tensorflow:global_step/sec: 1.82314
INFO:tensorflow:train_accuracy = 0.19458763, train_loss = 43.97137 (0.549 sec)
INFO:tensorflow:loss = 43.97137, step = 205 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.77671
INFO:tensorflow:train_accuracy = 0.27931488, train_loss = 37.46124 (0.563 sec)
INFO:tensorflow:loss = 37.46124, step = 206 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.88019
INFO:tensorflow:train_accuracy = 0.2782956, train_loss = 35.177227 (0.532 sec)
INFO:tensorflow:loss = 35.177227, step = 207 (0.532 sec)
INFO:tensorflow:global_step/sec: 2.02307
INFO:tensorflow:train_accuracy = 0.28460544, train_loss = 39.268867 (0.494 sec)
INFO:tensorflow:loss = 39.268867, step = 208 (0.494 sec)
INFO:tensorflow:global_step/sec: 1.943
INFO:tensorflow:train_accuracy = 0.21279374, train_loss = 42.26107 (0.514 sec)
INFO:tensorflow:loss = 42.26107, step = 209 (0.514 sec)
INFO:tensorflow:global_step/sec: 1.7171
INFO:tensorflow:train_accuracy = 0.3138021, train_loss = 36.207676 (0.583 sec)
INFO:tensorflow:loss = 36.207676, step = 210 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.54134
INFO:tensorflow:train_accuracy = 0.30994898, train_loss = 49.0229 (0.649 sec)
INFO:tensorflow:loss = 49.0229, step = 211 (0.649 sec)
INFO:tensorflow:global_step/sec: 2.00029
INFO:tensorflow:train_accuracy = 0.3197452, train_loss = 39.306816 (0.500 sec)
INFO:tensorflow:loss = 39.306816, step = 212 (0.501 sec)
INFO:tensorflow:global_step/sec: 2.0439
INFO:tensorflow:train_accuracy = 0.23803526, train_loss = 43.07305 (0.489 sec)
INFO:tensorflow:loss = 43.07305, step = 213 (0.489 sec)
INFO:tensorflow:global_step/sec: 1.95673
INFO:tensorflow:train_accuracy = 0.26501307, train_loss = 44.222145 (0.511 sec)
INFO:tensorflow:loss = 44.222145, step = 214 (0.511 sec)
INFO:tensorflow:global_step/sec: 1.51334
INFO:tensorflow:train_accuracy = 0.26136363, train_loss = 49.082176 (0.661 sec)
INFO:tensorflow:loss = 49.082176, step = 215 (0.661 sec)
INFO:tensorflow:global_step/sec: 1.65012
INFO:tensorflow:train_accuracy = 0.28214732, train_loss = 42.06714 (0.606 sec)
INFO:tensorflow:loss = 42.06714, step = 216 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.74942
INFO:tensorflow:train_accuracy = 0.31882203, train_loss = 38.444412 (0.571 sec)
INFO:tensorflow:loss = 38.444412, step = 217 (0.571 sec)
INFO:tensorflow:global_step/sec: 1.86991
INFO:tensorflow:train_accuracy = 0.022164276, train_loss = 39.24765 (0.535 sec)
INFO:tensorflow:loss = 39.24765, step = 218 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.73249
INFO:tensorflow:train_accuracy = 0.03018868, train_loss = 45.537304 (0.577 sec)
INFO:tensorflow:loss = 45.537304, step = 219 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.5576
INFO:tensorflow:train_accuracy = 0.060225848, train_loss = 51.820942 (0.642 sec)
INFO:tensorflow:loss = 51.820942, step = 220 (0.642 sec)
INFO:tensorflow:global_step/sec: 1.85552
INFO:tensorflow:train_accuracy = 0.20099255, train_loss = 44.096226 (0.539 sec)
INFO:tensorflow:loss = 44.096226, step = 221 (0.539 sec)
INFO:tensorflow:global_step/sec: 1.85614
INFO:tensorflow:train_accuracy = 0.12273902, train_loss = 39.22112 (0.538 sec)
INFO:tensorflow:loss = 39.22112, step = 222 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.71961
INFO:tensorflow:train_accuracy = 0.26383525, train_loss = 39.19892 (0.582 sec)
INFO:tensorflow:loss = 39.19892, step = 223 (0.582 sec)
INFO:tensorflow:global_step/sec: 1.96429
INFO:tensorflow:train_accuracy = 0.29435483, train_loss = 36.749752 (0.509 sec)
INFO:tensorflow:loss = 36.749752, step = 224 (0.509 sec)
INFO:tensorflow:global_step/sec: 1.73755
INFO:tensorflow:train_accuracy = 0.258512, train_loss = 41.567444 (0.575 sec)
INFO:tensorflow:loss = 41.567444, step = 225 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.94663
INFO:tensorflow:train_accuracy = 0.28981724, train_loss = 35.720646 (0.513 sec)
INFO:tensorflow:loss = 35.720646, step = 226 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.87749
INFO:tensorflow:train_accuracy = 0.31989598, train_loss = 40.33634 (0.533 sec)
INFO:tensorflow:loss = 40.33634, step = 227 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.87814
INFO:tensorflow:train_accuracy = 0.2887417, train_loss = 34.973457 (0.532 sec)
INFO:tensorflow:loss = 34.973457, step = 228 (0.532 sec)
INFO:tensorflow:global_step/sec: 4.01903
INFO:tensorflow:train_accuracy = 0.2027027, train_loss = 45.372826 (0.249 sec)
INFO:tensorflow:loss = 45.372826, step = 229 (0.249 sec)
INFO:tensorflow:global_step/sec: 1.72971
INFO:tensorflow:train_accuracy = 0.27882037, train_loss = 33.800964 (0.578 sec)
INFO:tensorflow:loss = 33.800964, step = 230 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.77013
INFO:tensorflow:train_accuracy = 0.3465982, train_loss = 34.558075 (0.565 sec)
INFO:tensorflow:loss = 34.558075, step = 231 (0.565 sec)
INFO:tensorflow:global_step/sec: 1.40963
INFO:tensorflow:train_accuracy = 0.2514758, train_loss = 52.41411 (0.709 sec)
INFO:tensorflow:loss = 52.41411, step = 232 (0.709 sec)
INFO:tensorflow:global_step/sec: 1.59594
INFO:tensorflow:train_accuracy = 0.31113955, train_loss = 34.937798 (0.627 sec)
INFO:tensorflow:loss = 34.937798, step = 233 (0.627 sec)
INFO:tensorflow:global_step/sec: 1.65103
INFO:tensorflow:train_accuracy = 0.22179487, train_loss = 34.390617 (0.606 sec)
INFO:tensorflow:loss = 34.390617, step = 234 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.82771
INFO:tensorflow:train_accuracy = 0.21495327, train_loss = 31.22717 (0.547 sec)
INFO:tensorflow:loss = 31.22717, step = 235 (0.547 sec)
INFO:tensorflow:global_step/sec: 1.68596
INFO:tensorflow:train_accuracy = 0.18057285, train_loss = 37.016476 (0.593 sec)
INFO:tensorflow:loss = 37.016476, step = 236 (0.593 sec)
INFO:tensorflow:global_step/sec: 1.67921
INFO:tensorflow:train_accuracy = 0.22685789, train_loss = 34.21765 (0.595 sec)
INFO:tensorflow:loss = 34.21765, step = 237 (0.595 sec)
INFO:tensorflow:global_step/sec: 1.97538
INFO:tensorflow:train_accuracy = 0.37516513, train_loss = 28.716593 (0.506 sec)
INFO:tensorflow:loss = 28.716593, step = 238 (0.506 sec)
INFO:tensorflow:global_step/sec: 1.46538
INFO:tensorflow:train_accuracy = 0.31117022, train_loss = 31.59543 (0.683 sec)
INFO:tensorflow:loss = 31.59543, step = 239 (0.683 sec)
INFO:tensorflow:global_step/sec: 1.63624
INFO:tensorflow:train_accuracy = 0.29761904, train_loss = 29.687534 (0.611 sec)
INFO:tensorflow:loss = 29.687534, step = 240 (0.611 sec)
INFO:tensorflow:global_step/sec: 1.8397
INFO:tensorflow:train_accuracy = 0.32594523, train_loss = 30.166416 (0.544 sec)
INFO:tensorflow:loss = 30.166416, step = 241 (0.544 sec)
INFO:tensorflow:global_step/sec: 1.90852
INFO:tensorflow:train_accuracy = 0.3671875, train_loss = 28.721672 (0.524 sec)
INFO:tensorflow:loss = 28.721672, step = 242 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.93524
INFO:tensorflow:train_accuracy = 0.27875507, train_loss = 28.656216 (0.517 sec)
INFO:tensorflow:loss = 28.656216, step = 243 (0.517 sec)
INFO:tensorflow:global_step/sec: 1.88867
INFO:tensorflow:train_accuracy = 0.37876803, train_loss = 31.06945 (0.529 sec)
INFO:tensorflow:loss = 31.06945, step = 244 (0.529 sec)
INFO:tensorflow:global_step/sec: 1.85691
INFO:tensorflow:train_accuracy = 0.35240573, train_loss = 29.514236 (0.539 sec)
INFO:tensorflow:loss = 29.514236, step = 245 (0.539 sec)
INFO:tensorflow:global_step/sec: 1.85378
INFO:tensorflow:train_accuracy = 0.3746803, train_loss = 29.492529 (0.539 sec)
INFO:tensorflow:loss = 29.492529, step = 246 (0.539 sec)
INFO:tensorflow:global_step/sec: 1.84276
INFO:tensorflow:train_accuracy = 0.33748442, train_loss = 34.97162 (0.543 sec)
INFO:tensorflow:loss = 34.97162, step = 247 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.8266
INFO:tensorflow:train_accuracy = 0.40583554, train_loss = 25.206081 (0.548 sec)
INFO:tensorflow:loss = 25.206081, step = 248 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.79071
INFO:tensorflow:train_accuracy = 0.34304637, train_loss = 31.013603 (0.559 sec)
INFO:tensorflow:loss = 31.013603, step = 249 (0.559 sec)
INFO:tensorflow:global_step/sec: 1.61468
INFO:tensorflow:train_accuracy = 0.33503836, train_loss = 33.5477 (0.619 sec)
INFO:tensorflow:loss = 33.5477, step = 250 (0.619 sec)
INFO:tensorflow:global_step/sec: 1.96333
INFO:tensorflow:train_accuracy = 0.40653595, train_loss = 25.481493 (0.509 sec)
INFO:tensorflow:loss = 25.481493, step = 251 (0.509 sec)
INFO:tensorflow:global_step/sec: 1.80131
INFO:tensorflow:train_accuracy = 0.3625498, train_loss = 25.428741 (0.555 sec)
INFO:tensorflow:loss = 25.428741, step = 252 (0.556 sec)
INFO:tensorflow:global_step/sec: 2.0117
INFO:tensorflow:train_accuracy = 0.2965879, train_loss = 28.844797 (0.497 sec)
INFO:tensorflow:loss = 28.844797, step = 253 (0.497 sec)
INFO:tensorflow:global_step/sec: 1.87988
INFO:tensorflow:train_accuracy = 0.41145834, train_loss = 26.052343 (0.532 sec)
INFO:tensorflow:loss = 26.052343, step = 254 (0.533 sec)
INFO:tensorflow:global_step/sec: 2.03466
INFO:tensorflow:train_accuracy = 0.32980132, train_loss = 27.425585 (0.491 sec)
INFO:tensorflow:loss = 27.425585, step = 255 (0.491 sec)
INFO:tensorflow:global_step/sec: 1.65396
INFO:tensorflow:train_accuracy = 0.35516372, train_loss = 31.487682 (0.604 sec)
INFO:tensorflow:loss = 31.487682, step = 256 (0.604 sec)
INFO:tensorflow:global_step/sec: 1.53778
INFO:tensorflow:train_accuracy = 0.3604061, train_loss = 34.712807 (0.650 sec)
INFO:tensorflow:loss = 34.712807, step = 257 (0.651 sec)
INFO:tensorflow:global_step/sec: 1.64734
INFO:tensorflow:train_accuracy = 0.35135135, train_loss = 30.506767 (0.607 sec)
INFO:tensorflow:loss = 30.506767, step = 258 (0.607 sec)
INFO:tensorflow:global_step/sec: 1.88136
INFO:tensorflow:train_accuracy = 0.39030612, train_loss = 28.8061 (0.531 sec)
INFO:tensorflow:loss = 28.8061, step = 259 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.52631
INFO:tensorflow:train_accuracy = 0.3320659, train_loss = 35.30445 (0.655 sec)
INFO:tensorflow:loss = 35.30445, step = 260 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.9953
INFO:tensorflow:train_accuracy = 0.36129034, train_loss = 27.489025 (0.501 sec)
INFO:tensorflow:loss = 27.489025, step = 261 (0.501 sec)
INFO:tensorflow:global_step/sec: 1.74591
INFO:tensorflow:train_accuracy = 0.36479592, train_loss = 27.586046 (0.572 sec)
INFO:tensorflow:loss = 27.586046, step = 262 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.65629
INFO:tensorflow:train_accuracy = 0.44542032, train_loss = 32.163177 (0.604 sec)
INFO:tensorflow:loss = 32.163177, step = 263 (0.604 sec)
INFO:tensorflow:global_step/sec: 1.86774
INFO:tensorflow:train_accuracy = 0.40632913, train_loss = 35.837086 (0.536 sec)
INFO:tensorflow:loss = 35.837086, step = 264 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.73753
INFO:tensorflow:train_accuracy = 0.4108911, train_loss = 30.432001 (0.576 sec)
INFO:tensorflow:loss = 30.432001, step = 265 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.54804
INFO:tensorflow:train_accuracy = 0.28192163, train_loss = 37.065895 (0.646 sec)
INFO:tensorflow:loss = 37.065895, step = 266 (0.646 sec)
INFO:tensorflow:global_step/sec: 1.69338
INFO:tensorflow:train_accuracy = 0.3587385, train_loss = 25.964443 (0.590 sec)
INFO:tensorflow:loss = 25.964443, step = 267 (0.590 sec)
INFO:tensorflow:global_step/sec: 1.89636
INFO:tensorflow:train_accuracy = 0.34709677, train_loss = 32.253067 (0.527 sec)
INFO:tensorflow:loss = 32.253067, step = 268 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.72029
INFO:tensorflow:train_accuracy = 0.33333334, train_loss = 28.457481 (0.582 sec)
INFO:tensorflow:loss = 28.457481, step = 269 (0.582 sec)
INFO:tensorflow:global_step/sec: 1.66782
INFO:tensorflow:train_accuracy = 0.35751295, train_loss = 31.574627 (0.600 sec)
INFO:tensorflow:loss = 31.574627, step = 270 (0.599 sec)
INFO:tensorflow:global_step/sec: 1.61031
INFO:tensorflow:train_accuracy = 0.45420793, train_loss = 32.956604 (0.621 sec)
INFO:tensorflow:loss = 32.956604, step = 271 (0.621 sec)
INFO:tensorflow:global_step/sec: 1.82406
INFO:tensorflow:train_accuracy = 0.39572865, train_loss = 32.288895 (0.549 sec)
INFO:tensorflow:loss = 32.288895, step = 272 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.69031
INFO:tensorflow:train_accuracy = 0.46857923, train_loss = 24.622152 (0.591 sec)
INFO:tensorflow:loss = 24.622152, step = 273 (0.591 sec)
INFO:tensorflow:global_step/sec: 1.89458
INFO:tensorflow:train_accuracy = 0.35479632, train_loss = 26.510595 (0.528 sec)
INFO:tensorflow:loss = 26.510595, step = 274 (0.528 sec)
INFO:tensorflow:global_step/sec: 4.16001
INFO:tensorflow:train_accuracy = 0.36138615, train_loss = 23.861013 (0.240 sec)
INFO:tensorflow:loss = 23.861013, step = 275 (0.240 sec)
INFO:tensorflow:global_step/sec: 1.52784
INFO:tensorflow:train_accuracy = 0.36950904, train_loss = 28.181776 (0.655 sec)
INFO:tensorflow:loss = 28.181776, step = 276 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.42884
INFO:tensorflow:train_accuracy = 0.36239102, train_loss = 36.481026 (0.700 sec)
INFO:tensorflow:loss = 36.481026, step = 277 (0.700 sec)
INFO:tensorflow:global_step/sec: 1.66312
INFO:tensorflow:train_accuracy = 0.28337532, train_loss = 35.560234 (0.601 sec)
INFO:tensorflow:loss = 35.560234, step = 278 (0.602 sec)
INFO:tensorflow:global_step/sec: 1.79778
INFO:tensorflow:train_accuracy = 0.387985, train_loss = 29.7589 (0.556 sec)
INFO:tensorflow:loss = 29.7589, step = 279 (0.556 sec)
INFO:tensorflow:global_step/sec: 1.88358
INFO:tensorflow:train_accuracy = 0.46084723, train_loss = 28.123295 (0.531 sec)
INFO:tensorflow:loss = 28.123295, step = 280 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.64112
INFO:tensorflow:train_accuracy = 0.46692607, train_loss = 31.535358 (0.609 sec)
INFO:tensorflow:loss = 31.535358, step = 281 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.68917
INFO:tensorflow:train_accuracy = 0.49608356, train_loss = 26.253849 (0.592 sec)
INFO:tensorflow:loss = 26.253849, step = 282 (0.592 sec)
INFO:tensorflow:global_step/sec: 2.09021
INFO:tensorflow:train_accuracy = 0.39021164, train_loss = 25.513786 (0.479 sec)
INFO:tensorflow:loss = 25.513786, step = 283 (0.479 sec)
INFO:tensorflow:global_step/sec: 1.62835
INFO:tensorflow:train_accuracy = 0.36178344, train_loss = 28.07068 (0.614 sec)
INFO:tensorflow:loss = 28.07068, step = 284 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.44622
INFO:tensorflow:train_accuracy = 0.39328858, train_loss = 28.481018 (0.691 sec)
INFO:tensorflow:loss = 28.481018, step = 285 (0.691 sec)
INFO:tensorflow:global_step/sec: 1.93583
INFO:tensorflow:train_accuracy = 0.37715805, train_loss = 24.430786 (0.517 sec)
INFO:tensorflow:loss = 24.430786, step = 286 (0.517 sec)
INFO:tensorflow:global_step/sec: 1.64758
INFO:tensorflow:train_accuracy = 0.39333335, train_loss = 24.877079 (0.607 sec)
INFO:tensorflow:loss = 24.877079, step = 287 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.81981
INFO:tensorflow:train_accuracy = 0.40279543, train_loss = 27.373955 (0.550 sec)
INFO:tensorflow:loss = 27.373955, step = 288 (0.550 sec)
INFO:tensorflow:global_step/sec: 1.90762
INFO:tensorflow:train_accuracy = 0.364, train_loss = 26.825285 (0.524 sec)
INFO:tensorflow:loss = 26.825285, step = 289 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.88558
INFO:tensorflow:train_accuracy = 0.3615894, train_loss = 25.449526 (0.530 sec)
INFO:tensorflow:loss = 25.449526, step = 290 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.88657
INFO:tensorflow:train_accuracy = 0.37579617, train_loss = 27.94577 (0.530 sec)
INFO:tensorflow:loss = 27.94577, step = 291 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.79311
INFO:tensorflow:train_accuracy = 0.29123712, train_loss = 30.154083 (0.557 sec)
INFO:tensorflow:loss = 30.154083, step = 292 (0.557 sec)
INFO:tensorflow:global_step/sec: 2.04027
INFO:tensorflow:train_accuracy = 0.42801556, train_loss = 28.020037 (0.490 sec)
INFO:tensorflow:loss = 28.020037, step = 293 (0.491 sec)
INFO:tensorflow:global_step/sec: 1.80691
INFO:tensorflow:train_accuracy = 0.35564303, train_loss = 26.548489 (0.553 sec)
INFO:tensorflow:loss = 26.548489, step = 294 (0.553 sec)
INFO:tensorflow:global_step/sec: 1.8423
INFO:tensorflow:train_accuracy = 0.5013477, train_loss = 24.833122 (0.543 sec)
INFO:tensorflow:loss = 24.833122, step = 295 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.61861
INFO:tensorflow:train_accuracy = 0.45, train_loss = 35.588493 (0.618 sec)
INFO:tensorflow:loss = 35.588493, step = 296 (0.618 sec)
INFO:tensorflow:global_step/sec: 1.86872
INFO:tensorflow:train_accuracy = 0.5099867, train_loss = 25.103636 (0.535 sec)
INFO:tensorflow:loss = 25.103636, step = 297 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.84721
INFO:tensorflow:train_accuracy = 0.47388536, train_loss = 29.936462 (0.541 sec)
INFO:tensorflow:loss = 29.936462, step = 298 (0.542 sec)
INFO:tensorflow:global_step/sec: 2.00271
INFO:tensorflow:train_accuracy = 0.47251308, train_loss = 25.765974 (0.500 sec)
INFO:tensorflow:loss = 25.765974, step = 299 (0.500 sec)
INFO:tensorflow:global_step/sec: 1.76846
INFO:tensorflow:train_accuracy = 0.4898236, train_loss = 26.566757 (0.566 sec)
INFO:tensorflow:loss = 26.566757, step = 300 (0.566 sec)
INFO:tensorflow:global_step/sec: 1.77972
INFO:tensorflow:train_accuracy = 0.49425286, train_loss = 27.697672 (0.561 sec)
INFO:tensorflow:loss = 27.697672, step = 301 (0.561 sec)
INFO:tensorflow:global_step/sec: 1.94777
INFO:tensorflow:train_accuracy = 0.4616402, train_loss = 25.210155 (0.513 sec)
INFO:tensorflow:loss = 25.210155, step = 302 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.5484
INFO:tensorflow:train_accuracy = 0.4435995, train_loss = 37.044415 (0.646 sec)
INFO:tensorflow:loss = 37.044415, step = 303 (0.646 sec)
INFO:tensorflow:global_step/sec: 1.96475
INFO:tensorflow:train_accuracy = 0.45801526, train_loss = 28.910404 (0.509 sec)
INFO:tensorflow:loss = 28.910404, step = 304 (0.509 sec)
INFO:tensorflow:global_step/sec: 2.04004
INFO:tensorflow:train_accuracy = 0.44416243, train_loss = 29.92569 (0.490 sec)
INFO:tensorflow:loss = 29.92569, step = 305 (0.490 sec)
INFO:tensorflow:global_step/sec: 1.52896
INFO:tensorflow:train_accuracy = 0.44233206, train_loss = 32.637974 (0.655 sec)
INFO:tensorflow:loss = 32.637974, step = 306 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.96769
INFO:tensorflow:train_accuracy = 0.46460748, train_loss = 26.920086 (0.508 sec)
INFO:tensorflow:loss = 26.920086, step = 307 (0.507 sec)
INFO:tensorflow:global_step/sec: 2.06877
INFO:tensorflow:train_accuracy = 0.46989527, train_loss = 26.642605 (0.483 sec)
INFO:tensorflow:loss = 26.642605, step = 308 (0.484 sec)
INFO:tensorflow:global_step/sec: 1.6303
INFO:tensorflow:train_accuracy = 0.41430333, train_loss = 29.293068 (0.614 sec)
INFO:tensorflow:loss = 29.293068, step = 309 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.65586
INFO:tensorflow:train_accuracy = 0.48358586, train_loss = 29.308533 (0.604 sec)
INFO:tensorflow:loss = 29.308533, step = 310 (0.604 sec)
INFO:tensorflow:global_step/sec: 1.54163
INFO:tensorflow:train_accuracy = 0.4224138, train_loss = 32.32497 (0.648 sec)
INFO:tensorflow:loss = 32.32497, step = 311 (0.648 sec)
INFO:tensorflow:global_step/sec: 1.98295
INFO:tensorflow:train_accuracy = 0.44025975, train_loss = 26.00887 (0.504 sec)
INFO:tensorflow:loss = 26.00887, step = 312 (0.504 sec)
INFO:tensorflow:global_step/sec: 1.86642
INFO:tensorflow:train_accuracy = 0.45032257, train_loss = 27.37177 (0.536 sec)
INFO:tensorflow:loss = 27.37177, step = 313 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.72383
INFO:tensorflow:train_accuracy = 0.46944082, train_loss = 25.500511 (0.580 sec)
INFO:tensorflow:loss = 25.500511, step = 314 (0.580 sec)
INFO:tensorflow:global_step/sec: 1.99755
INFO:tensorflow:train_accuracy = 0.3455696, train_loss = 29.397465 (0.501 sec)
INFO:tensorflow:loss = 29.397465, step = 315 (0.501 sec)
INFO:tensorflow:global_step/sec: 1.70932
INFO:tensorflow:train_accuracy = 0.4552333, train_loss = 30.281363 (0.585 sec)
INFO:tensorflow:loss = 30.281363, step = 316 (0.585 sec)
INFO:tensorflow:global_step/sec: 1.7393
INFO:tensorflow:train_accuracy = 0.5046113, train_loss = 26.507818 (0.575 sec)
INFO:tensorflow:loss = 26.507818, step = 317 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.88963
INFO:tensorflow:train_accuracy = 0.48236775, train_loss = 28.591263 (0.529 sec)
INFO:tensorflow:loss = 28.591263, step = 318 (0.529 sec)
INFO:tensorflow:global_step/sec: 1.95754
INFO:tensorflow:train_accuracy = 0.49290323, train_loss = 26.254997 (0.511 sec)
INFO:tensorflow:loss = 26.254997, step = 319 (0.511 sec)
INFO:tensorflow:global_step/sec: 1.91259
INFO:tensorflow:train_accuracy = 0.5020243, train_loss = 22.545403 (0.523 sec)
INFO:tensorflow:loss = 22.545403, step = 320 (0.523 sec)
INFO:tensorflow:global_step/sec: 5.69239
INFO:tensorflow:train_accuracy = 0.51960784, train_loss = 21.384544 (0.175 sec)
INFO:tensorflow:loss = 21.384544, step = 321 (0.175 sec)
INFO:tensorflow:global_step/sec: 1.70913
INFO:tensorflow:train_accuracy = 0.47035572, train_loss = 32.11174 (0.585 sec)
INFO:tensorflow:loss = 32.11174, step = 322 (0.585 sec)
INFO:tensorflow:global_step/sec: 1.42643
INFO:tensorflow:train_accuracy = 0.44625, train_loss = 37.92308 (0.701 sec)
INFO:tensorflow:loss = 37.92308, step = 323 (0.701 sec)
INFO:tensorflow:global_step/sec: 1.83751
INFO:tensorflow:train_accuracy = 0.4757764, train_loss = 28.940554 (0.545 sec)
INFO:tensorflow:loss = 28.940554, step = 324 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.80044
INFO:tensorflow:train_accuracy = 0.4534005, train_loss = 28.306011 (0.555 sec)
INFO:tensorflow:loss = 28.306011, step = 325 (0.555 sec)
INFO:tensorflow:global_step/sec: 1.63036
INFO:tensorflow:train_accuracy = 0.4786546, train_loss = 26.277744 (0.613 sec)
INFO:tensorflow:loss = 26.277744, step = 326 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.69798
INFO:tensorflow:train_accuracy = 0.47381866, train_loss = 26.768934 (0.589 sec)
INFO:tensorflow:loss = 26.768934, step = 327 (0.589 sec)
INFO:tensorflow:global_step/sec: 1.73245
INFO:tensorflow:train_accuracy = 0.50797874, train_loss = 28.927519 (0.577 sec)
INFO:tensorflow:loss = 28.927519, step = 328 (0.578 sec)
INFO:tensorflow:global_step/sec: 1.69081
INFO:tensorflow:train_accuracy = 0.5097784, train_loss = 26.517214 (0.592 sec)
INFO:tensorflow:loss = 26.517214, step = 329 (0.592 sec)
INFO:tensorflow:global_step/sec: 1.62745
INFO:tensorflow:train_accuracy = 0.47532466, train_loss = 25.827774 (0.614 sec)
INFO:tensorflow:loss = 25.827774, step = 330 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.98732
INFO:tensorflow:train_accuracy = 0.48472777, train_loss = 26.021025 (0.503 sec)
INFO:tensorflow:loss = 26.021025, step = 331 (0.503 sec)
INFO:tensorflow:global_step/sec: 1.45338
INFO:tensorflow:train_accuracy = 0.47619048, train_loss = 28.046333 (0.688 sec)
INFO:tensorflow:loss = 28.046333, step = 332 (0.688 sec)
INFO:tensorflow:global_step/sec: 1.89903
INFO:tensorflow:train_accuracy = 0.47686374, train_loss = 27.294468 (0.526 sec)
INFO:tensorflow:loss = 27.294468, step = 333 (0.526 sec)
INFO:tensorflow:global_step/sec: 1.90765
INFO:tensorflow:train_accuracy = 0.48840207, train_loss = 26.042688 (0.524 sec)
INFO:tensorflow:loss = 26.042688, step = 334 (0.525 sec)
INFO:tensorflow:global_step/sec: 1.97467
INFO:tensorflow:train_accuracy = 0.47011954, train_loss = 25.19096 (0.507 sec)
INFO:tensorflow:loss = 25.19096, step = 335 (0.507 sec)
INFO:tensorflow:global_step/sec: 1.64299
INFO:tensorflow:train_accuracy = 0.48883048, train_loss = 26.67872 (0.608 sec)
INFO:tensorflow:loss = 26.67872, step = 336 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.836
INFO:tensorflow:train_accuracy = 0.45918366, train_loss = 27.486906 (0.545 sec)
INFO:tensorflow:loss = 27.486906, step = 337 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.93956
INFO:tensorflow:train_accuracy = 0.47424042, train_loss = 25.39995 (0.516 sec)
INFO:tensorflow:loss = 25.39995, step = 338 (0.516 sec)
INFO:tensorflow:global_step/sec: 1.87626
INFO:tensorflow:train_accuracy = 0.49559748, train_loss = 29.533787 (0.533 sec)
INFO:tensorflow:loss = 29.533787, step = 339 (0.533 sec)
INFO:tensorflow:global_step/sec: 1.8538
INFO:tensorflow:train_accuracy = 0.50406504, train_loss = 22.796747 (0.539 sec)
INFO:tensorflow:loss = 22.796747, step = 340 (0.539 sec)
INFO:tensorflow:global_step/sec: 1.82943
INFO:tensorflow:train_accuracy = 0.48235294, train_loss = 28.653038 (0.546 sec)
INFO:tensorflow:loss = 28.653038, step = 341 (0.546 sec)
INFO:tensorflow:global_step/sec: 1.58142
INFO:tensorflow:train_accuracy = 0.4602564, train_loss = 30.651745 (0.633 sec)
INFO:tensorflow:loss = 30.651745, step = 342 (0.633 sec)
INFO:tensorflow:global_step/sec: 2.00013
INFO:tensorflow:train_accuracy = 0.5079576, train_loss = 23.703407 (0.500 sec)
INFO:tensorflow:loss = 23.703407, step = 343 (0.500 sec)
INFO:tensorflow:global_step/sec: 1.82419
INFO:tensorflow:train_accuracy = 0.50325096, train_loss = 24.884956 (0.548 sec)
INFO:tensorflow:loss = 24.884956, step = 344 (0.547 sec)
INFO:tensorflow:global_step/sec: 1.86094
INFO:tensorflow:train_accuracy = 0.4654498, train_loss = 25.83979 (0.538 sec)
INFO:tensorflow:loss = 25.83979, step = 345 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.88649
INFO:tensorflow:train_accuracy = 0.5006553, train_loss = 24.278006 (0.530 sec)
INFO:tensorflow:loss = 24.278006, step = 346 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.76439
INFO:tensorflow:train_accuracy = 0.500664, train_loss = 25.942574 (0.567 sec)
INFO:tensorflow:loss = 25.942574, step = 347 (0.567 sec)
INFO:tensorflow:global_step/sec: 1.62249
INFO:tensorflow:train_accuracy = 0.49039692, train_loss = 26.203129 (0.616 sec)
INFO:tensorflow:loss = 26.203129, step = 348 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.74333
INFO:tensorflow:train_accuracy = 0.4474359, train_loss = 30.295635 (0.573 sec)
INFO:tensorflow:loss = 30.295635, step = 349 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.5293
INFO:tensorflow:train_accuracy = 0.45700246, train_loss = 36.840958 (0.654 sec)
INFO:tensorflow:loss = 36.840958, step = 350 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.69309
INFO:tensorflow:train_accuracy = 0.49165598, train_loss = 26.732471 (0.591 sec)
INFO:tensorflow:loss = 26.732471, step = 351 (0.591 sec)
INFO:tensorflow:global_step/sec: 1.49011
INFO:tensorflow:train_accuracy = 0.4744898, train_loss = 31.166584 (0.671 sec)
INFO:tensorflow:loss = 31.166584, step = 352 (0.672 sec)
INFO:tensorflow:global_step/sec: 1.62692
INFO:tensorflow:train_accuracy = 0.4866582, train_loss = 26.602047 (0.614 sec)
INFO:tensorflow:loss = 26.602047, step = 353 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.72826
INFO:tensorflow:train_accuracy = 0.5045161, train_loss = 29.540314 (0.578 sec)
INFO:tensorflow:loss = 29.540314, step = 354 (0.578 sec)
INFO:tensorflow:global_step/sec: 1.75612
INFO:tensorflow:train_accuracy = 0.46163684, train_loss = 28.468475 (0.569 sec)
INFO:tensorflow:loss = 28.468475, step = 355 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.92884
INFO:tensorflow:train_accuracy = 0.50732356, train_loss = 22.810867 (0.519 sec)
INFO:tensorflow:loss = 22.810867, step = 356 (0.519 sec)
INFO:tensorflow:global_step/sec: 1.54877
INFO:tensorflow:train_accuracy = 0.4547619, train_loss = 34.23915 (0.646 sec)
INFO:tensorflow:loss = 34.23915, step = 357 (0.645 sec)
INFO:tensorflow:global_step/sec: 1.84032
INFO:tensorflow:train_accuracy = 0.49738905, train_loss = 37.912354 (0.544 sec)
INFO:tensorflow:loss = 37.912354, step = 358 (0.544 sec)
INFO:tensorflow:global_step/sec: 1.9038
INFO:tensorflow:train_accuracy = 0.49281046, train_loss = 32.12382 (0.525 sec)
INFO:tensorflow:loss = 32.12382, step = 359 (0.525 sec)
INFO:tensorflow:global_step/sec: 1.89727
INFO:tensorflow:train_accuracy = 0.5070243, train_loss = 27.803692 (0.527 sec)
INFO:tensorflow:loss = 27.803692, step = 360 (0.527 sec)
INFO:tensorflow:global_step/sec: 2.05864
INFO:tensorflow:train_accuracy = 0.48992443, train_loss = 35.985584 (0.486 sec)
INFO:tensorflow:loss = 35.985584, step = 361 (0.486 sec)
INFO:tensorflow:global_step/sec: 1.74664
INFO:tensorflow:train_accuracy = 0.47637796, train_loss = 35.16639 (0.573 sec)
INFO:tensorflow:loss = 35.16639, step = 362 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.69213
INFO:tensorflow:train_accuracy = 0.44389027, train_loss = 35.99266 (0.591 sec)
INFO:tensorflow:loss = 35.99266, step = 363 (0.591 sec)
INFO:tensorflow:global_step/sec: 1.94956
INFO:tensorflow:train_accuracy = 0.47900262, train_loss = 32.394775 (0.513 sec)
INFO:tensorflow:loss = 32.394775, step = 364 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.84088
INFO:tensorflow:train_accuracy = 0.4784876, train_loss = 33.95408 (0.544 sec)
INFO:tensorflow:loss = 33.95408, step = 365 (0.544 sec)
INFO:tensorflow:global_step/sec: 1.86874
INFO:tensorflow:train_accuracy = 0.40629095, train_loss = 31.711056 (0.535 sec)
INFO:tensorflow:loss = 31.711056, step = 366 (0.535 sec)
INFO:tensorflow:global_step/sec: 4.09304
INFO:tensorflow:train_accuracy = 0.4232558, train_loss = 36.376175 (0.244 sec)
INFO:tensorflow:loss = 36.376175, step = 367 (0.244 sec)
INFO:tensorflow:global_step/sec: 1.66335
INFO:tensorflow:train_accuracy = 0.41229194, train_loss = 36.46441 (0.601 sec)
INFO:tensorflow:loss = 36.46441, step = 368 (0.601 sec)
INFO:tensorflow:global_step/sec: 1.64908
INFO:tensorflow:train_accuracy = 0.46023467, train_loss = 30.600323 (0.606 sec)
INFO:tensorflow:loss = 30.600323, step = 369 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.41997
INFO:tensorflow:train_accuracy = 0.40197286, train_loss = 42.17343 (0.704 sec)
INFO:tensorflow:loss = 42.17343, step = 370 (0.704 sec)
INFO:tensorflow:global_step/sec: 1.74036
INFO:tensorflow:train_accuracy = 0.40300375, train_loss = 37.715996 (0.575 sec)
INFO:tensorflow:loss = 37.715996, step = 371 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.89623
INFO:tensorflow:train_accuracy = 0.32818532, train_loss = 45.74591 (0.527 sec)
INFO:tensorflow:loss = 45.74591, step = 372 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.70167
INFO:tensorflow:train_accuracy = 0.29551452, train_loss = 33.569115 (0.588 sec)
INFO:tensorflow:loss = 33.569115, step = 373 (0.588 sec)
INFO:tensorflow:global_step/sec: 1.63822
INFO:tensorflow:train_accuracy = 0.31806615, train_loss = 36.659058 (0.611 sec)
INFO:tensorflow:loss = 36.659058, step = 374 (0.611 sec)
INFO:tensorflow:global_step/sec: 2.00118
INFO:tensorflow:train_accuracy = 0.30820104, train_loss = 29.066776 (0.499 sec)
INFO:tensorflow:loss = 29.066776, step = 375 (0.499 sec)
INFO:tensorflow:global_step/sec: 1.63956
INFO:tensorflow:train_accuracy = 0.34895834, train_loss = 30.917545 (0.610 sec)
INFO:tensorflow:loss = 30.917545, step = 376 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.4545
INFO:tensorflow:train_accuracy = 0.39686683, train_loss = 35.733757 (0.687 sec)
INFO:tensorflow:loss = 35.733757, step = 377 (0.687 sec)
INFO:tensorflow:global_step/sec: 2.08324
INFO:tensorflow:train_accuracy = 0.4315515, train_loss = 29.345798 (0.480 sec)
INFO:tensorflow:loss = 29.345798, step = 378 (0.480 sec)
INFO:tensorflow:global_step/sec: 1.62978
INFO:tensorflow:train_accuracy = 0.3617571, train_loss = 32.060646 (0.614 sec)
INFO:tensorflow:loss = 32.060646, step = 379 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.89767
INFO:tensorflow:train_accuracy = 0.38881665, train_loss = 29.178951 (0.527 sec)
INFO:tensorflow:loss = 29.178951, step = 380 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.86942
INFO:tensorflow:train_accuracy = 0.4063745, train_loss = 27.658041 (0.535 sec)
INFO:tensorflow:loss = 27.658041, step = 381 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.98106
INFO:tensorflow:train_accuracy = 0.45794392, train_loss = 27.514187 (0.505 sec)
INFO:tensorflow:loss = 27.514187, step = 382 (0.506 sec)
INFO:tensorflow:global_step/sec: 1.78529
INFO:tensorflow:train_accuracy = 0.4450194, train_loss = 29.60213 (0.560 sec)
INFO:tensorflow:loss = 29.60213, step = 383 (0.559 sec)
INFO:tensorflow:global_step/sec: 1.86033
INFO:tensorflow:train_accuracy = 0.4502551, train_loss = 28.038002 (0.538 sec)
INFO:tensorflow:loss = 28.038002, step = 384 (0.539 sec)
INFO:tensorflow:global_step/sec: 2.01412
INFO:tensorflow:train_accuracy = 0.47643313, train_loss = 29.155914 (0.496 sec)
INFO:tensorflow:loss = 29.155914, step = 385 (0.496 sec)
INFO:tensorflow:global_step/sec: 1.91093
INFO:tensorflow:train_accuracy = 0.5154778, train_loss = 25.080322 (0.523 sec)
INFO:tensorflow:loss = 25.080322, step = 386 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.80567
INFO:tensorflow:train_accuracy = 0.505291, train_loss = 30.942326 (0.554 sec)
INFO:tensorflow:loss = 30.942326, step = 387 (0.554 sec)
INFO:tensorflow:global_step/sec: 1.87053
INFO:tensorflow:train_accuracy = 0.52489907, train_loss = 23.914503 (0.535 sec)
INFO:tensorflow:loss = 23.914503, step = 388 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.60822
INFO:tensorflow:train_accuracy = 0.49622166, train_loss = 29.294128 (0.621 sec)
INFO:tensorflow:loss = 29.294128, step = 389 (0.621 sec)
INFO:tensorflow:global_step/sec: 1.85431
INFO:tensorflow:train_accuracy = 0.46575344, train_loss = 31.312845 (0.540 sec)
INFO:tensorflow:loss = 31.312845, step = 390 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.75239
INFO:tensorflow:train_accuracy = 0.500657, train_loss = 28.611073 (0.571 sec)
INFO:tensorflow:loss = 28.611073, step = 391 (0.570 sec)
INFO:tensorflow:global_step/sec: 1.89632
INFO:tensorflow:train_accuracy = 0.5472973, train_loss = 22.707668 (0.528 sec)
INFO:tensorflow:loss = 22.707668, step = 392 (0.528 sec)
INFO:tensorflow:global_step/sec: 1.83605
INFO:tensorflow:train_accuracy = 0.48425198, train_loss = 25.295143 (0.544 sec)
INFO:tensorflow:loss = 25.295143, step = 393 (0.544 sec)
INFO:tensorflow:global_step/sec: 1.73506
INFO:tensorflow:train_accuracy = 0.4934037, train_loss = 25.991133 (0.576 sec)
INFO:tensorflow:loss = 25.991133, step = 394 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.52749
INFO:tensorflow:train_accuracy = 0.48692402, train_loss = 38.746124 (0.655 sec)
INFO:tensorflow:loss = 38.746124, step = 395 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.79087
INFO:tensorflow:train_accuracy = 0.4897436, train_loss = 28.773373 (0.558 sec)
INFO:tensorflow:loss = 28.773373, step = 396 (0.558 sec)
INFO:tensorflow:global_step/sec: 1.98969
INFO:tensorflow:train_accuracy = 0.5192563, train_loss = 26.096806 (0.503 sec)
INFO:tensorflow:loss = 26.096806, step = 397 (0.502 sec)
INFO:tensorflow:global_step/sec: 1.94987
INFO:tensorflow:train_accuracy = 0.51007557, train_loss = 27.813423 (0.513 sec)
INFO:tensorflow:loss = 27.813423, step = 398 (0.513 sec)
INFO:tensorflow:Saving checkpoints for 400 into asr-quartznet/model.ckpt.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2020-10-25T18:58:43Z
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from asr-quartznet/model.ckpt-400
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Evaluation [1/10]
INFO:tensorflow:Evaluation [2/10]
INFO:tensorflow:Evaluation [3/10]
INFO:tensorflow:Evaluation [4/10]
INFO:tensorflow:Evaluation [5/10]
INFO:tensorflow:Evaluation [6/10]
INFO:tensorflow:Evaluation [7/10]
INFO:tensorflow:Evaluation [8/10]
INFO:tensorflow:Evaluation [9/10]
INFO:tensorflow:Evaluation [10/10]
INFO:tensorflow:Finished evaluation at 2020-10-25-18:58:52
INFO:tensorflow:Saving dict for global step 400: WER = 1.0, accuracy = 0.4815951, global_step = 400, loss = 25.727505
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 400: asr-quartznet/model.ckpt-400
INFO:tensorflow:global_step/sec: 0.0577697
INFO:tensorflow:train_accuracy = 0.53149605, train_loss = 25.116385 (17.310 sec)
INFO:tensorflow:loss = 25.116385, step = 399 (17.310 sec)
INFO:tensorflow:global_step/sec: 1.4284
INFO:tensorflow:train_accuracy = 0.48399016, train_loss = 32.16086 (0.701 sec)
INFO:tensorflow:loss = 32.16086, step = 400 (0.701 sec)
INFO:tensorflow:global_step/sec: 1.85709
INFO:tensorflow:train_accuracy = 0.475032, train_loss = 29.04078 (0.538 sec)
INFO:tensorflow:loss = 29.04078, step = 401 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.72061
INFO:tensorflow:train_accuracy = 0.47013977, train_loss = 29.42472 (0.581 sec)
INFO:tensorflow:loss = 29.42472, step = 402 (0.581 sec)
INFO:tensorflow:global_step/sec: 1.69614
INFO:tensorflow:train_accuracy = 0.47459728, train_loss = 30.10174 (0.589 sec)
INFO:tensorflow:loss = 30.10174, step = 403 (0.589 sec)
INFO:tensorflow:global_step/sec: 1.67361
INFO:tensorflow:train_accuracy = 0.50383633, train_loss = 25.784248 (0.598 sec)
INFO:tensorflow:loss = 25.784248, step = 404 (0.598 sec)
INFO:tensorflow:global_step/sec: 1.56002
INFO:tensorflow:train_accuracy = 0.49551857, train_loss = 29.665733 (0.641 sec)
INFO:tensorflow:loss = 29.665733, step = 405 (0.641 sec)
INFO:tensorflow:global_step/sec: 1.89875
INFO:tensorflow:train_accuracy = 0.4974293, train_loss = 26.556713 (0.526 sec)
INFO:tensorflow:loss = 26.556713, step = 406 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.98731
INFO:tensorflow:train_accuracy = 0.5006468, train_loss = 28.414324 (0.503 sec)
INFO:tensorflow:loss = 28.414324, step = 407 (0.503 sec)
INFO:tensorflow:global_step/sec: 1.72623
INFO:tensorflow:train_accuracy = 0.4925, train_loss = 29.401793 (0.579 sec)
INFO:tensorflow:loss = 29.401793, step = 408 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.78302
INFO:tensorflow:train_accuracy = 0.5232558, train_loss = 25.468164 (0.561 sec)
INFO:tensorflow:loss = 25.468164, step = 409 (0.561 sec)
INFO:tensorflow:global_step/sec: 1.74695
INFO:tensorflow:train_accuracy = 0.51861364, train_loss = 27.467693 (0.573 sec)
INFO:tensorflow:loss = 27.467693, step = 410 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.82632
INFO:tensorflow:train_accuracy = 0.5123537, train_loss = 25.783855 (0.548 sec)
INFO:tensorflow:loss = 25.783855, step = 411 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.93926
INFO:tensorflow:train_accuracy = 0.54508746, train_loss = 22.686821 (0.516 sec)
INFO:tensorflow:loss = 22.686821, step = 412 (0.515 sec)
INFO:tensorflow:global_step/sec: 5.60299
INFO:tensorflow:train_accuracy = 0.43055555, train_loss = 26.183275 (0.179 sec)
INFO:tensorflow:loss = 26.183275, step = 413 (0.179 sec)
INFO:tensorflow:global_step/sec: 1.64514
INFO:tensorflow:train_accuracy = 0.5135484, train_loss = 26.06844 (0.608 sec)
INFO:tensorflow:loss = 26.06844, step = 414 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.44528
INFO:tensorflow:train_accuracy = 0.5068836, train_loss = 28.857237 (0.692 sec)
INFO:tensorflow:loss = 28.857237, step = 415 (0.692 sec)
INFO:tensorflow:global_step/sec: 1.64673
INFO:tensorflow:train_accuracy = 0.4778761, train_loss = 29.197338 (0.607 sec)
INFO:tensorflow:loss = 29.197338, step = 416 (0.607 sec)
INFO:tensorflow:global_step/sec: 1.7929
INFO:tensorflow:train_accuracy = 0.49127182, train_loss = 29.227911 (0.557 sec)
INFO:tensorflow:loss = 29.227911, step = 417 (0.557 sec)
INFO:tensorflow:global_step/sec: 1.61995
INFO:tensorflow:train_accuracy = 0.50319284, train_loss = 29.551336 (0.618 sec)
INFO:tensorflow:loss = 29.551336, step = 418 (0.619 sec)
INFO:tensorflow:global_step/sec: 1.70913
INFO:tensorflow:train_accuracy = 0.49675745, train_loss = 25.094551 (0.585 sec)
INFO:tensorflow:loss = 25.094551, step = 419 (0.585 sec)
INFO:tensorflow:global_step/sec: 1.64533
INFO:tensorflow:train_accuracy = 0.53642386, train_loss = 24.225819 (0.608 sec)
INFO:tensorflow:loss = 24.225819, step = 420 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.71297
INFO:tensorflow:train_accuracy = 0.5192308, train_loss = 25.992552 (0.584 sec)
INFO:tensorflow:loss = 25.992552, step = 421 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.43691
INFO:tensorflow:train_accuracy = 0.50527704, train_loss = 25.722729 (0.696 sec)
INFO:tensorflow:loss = 25.722729, step = 422 (0.696 sec)
INFO:tensorflow:global_step/sec: 1.95404
INFO:tensorflow:train_accuracy = 0.5218543, train_loss = 24.503208 (0.512 sec)
INFO:tensorflow:loss = 24.503208, step = 423 (0.512 sec)
INFO:tensorflow:global_step/sec: 1.65337
INFO:tensorflow:train_accuracy = 0.46031746, train_loss = 26.715132 (0.605 sec)
INFO:tensorflow:loss = 26.715132, step = 424 (0.605 sec)
INFO:tensorflow:global_step/sec: 1.88886
INFO:tensorflow:train_accuracy = 0.5294118, train_loss = 24.458755 (0.529 sec)
INFO:tensorflow:loss = 24.458755, step = 425 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.77048
INFO:tensorflow:train_accuracy = 0.48181817, train_loss = 25.381657 (0.565 sec)
INFO:tensorflow:loss = 25.381657, step = 426 (0.565 sec)
INFO:tensorflow:global_step/sec: 1.86251
INFO:tensorflow:train_accuracy = 0.5079576, train_loss = 24.94793 (0.537 sec)
INFO:tensorflow:loss = 24.94793, step = 427 (0.536 sec)
INFO:tensorflow:global_step/sec: 2.00393
INFO:tensorflow:train_accuracy = 0.5252918, train_loss = 25.30194 (0.499 sec)
INFO:tensorflow:loss = 25.30194, step = 428 (0.500 sec)
INFO:tensorflow:global_step/sec: 1.81349
INFO:tensorflow:train_accuracy = 0.5070785, train_loss = 25.651138 (0.551 sec)
INFO:tensorflow:loss = 25.651138, step = 429 (0.551 sec)
INFO:tensorflow:global_step/sec: 1.902
INFO:tensorflow:train_accuracy = 0.5164257, train_loss = 26.511347 (0.526 sec)
INFO:tensorflow:loss = 26.511347, step = 430 (0.526 sec)
INFO:tensorflow:global_step/sec: 2.04951
INFO:tensorflow:train_accuracy = 0.53856385, train_loss = 23.040365 (0.488 sec)
INFO:tensorflow:loss = 23.040365, step = 431 (0.488 sec)
INFO:tensorflow:global_step/sec: 2.03295
INFO:tensorflow:train_accuracy = 0.4993481, train_loss = 24.042202 (0.492 sec)
INFO:tensorflow:loss = 24.042202, step = 432 (0.492 sec)
INFO:tensorflow:global_step/sec: 1.62904
INFO:tensorflow:train_accuracy = 0.49100256, train_loss = 28.942434 (0.614 sec)
INFO:tensorflow:loss = 28.942434, step = 433 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.73361
INFO:tensorflow:train_accuracy = 0.4897436, train_loss = 31.858027 (0.577 sec)
INFO:tensorflow:loss = 31.858027, step = 434 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.78131
INFO:tensorflow:train_accuracy = 0.5097276, train_loss = 26.339859 (0.561 sec)
INFO:tensorflow:loss = 26.339859, step = 435 (0.561 sec)
INFO:tensorflow:global_step/sec: 1.61718
INFO:tensorflow:train_accuracy = 0.5280313, train_loss = 27.339874 (0.619 sec)
INFO:tensorflow:loss = 27.339874, step = 436 (0.619 sec)
INFO:tensorflow:global_step/sec: 1.76798
INFO:tensorflow:train_accuracy = 0.5116883, train_loss = 24.34439 (0.566 sec)
INFO:tensorflow:loss = 24.34439, step = 437 (0.566 sec)
INFO:tensorflow:global_step/sec: 1.76721
INFO:tensorflow:train_accuracy = 0.5057915, train_loss = 28.266068 (0.566 sec)
INFO:tensorflow:loss = 28.266068, step = 438 (0.566 sec)
INFO:tensorflow:global_step/sec: 1.86598
INFO:tensorflow:train_accuracy = 0.5378486, train_loss = 25.09143 (0.536 sec)
INFO:tensorflow:loss = 25.09143, step = 439 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.73336
INFO:tensorflow:train_accuracy = 0.4959893, train_loss = 26.120592 (0.577 sec)
INFO:tensorflow:loss = 26.120592, step = 440 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.52587
INFO:tensorflow:train_accuracy = 0.48819876, train_loss = 32.755604 (0.655 sec)
INFO:tensorflow:loss = 32.755604, step = 441 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.64835
INFO:tensorflow:train_accuracy = 0.50448143, train_loss = 28.48369 (0.607 sec)
INFO:tensorflow:loss = 28.48369, step = 442 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.85738
INFO:tensorflow:train_accuracy = 0.47565544, train_loss = 33.393703 (0.539 sec)
INFO:tensorflow:loss = 33.393703, step = 443 (0.539 sec)
INFO:tensorflow:global_step/sec: 1.55609
INFO:tensorflow:train_accuracy = 0.50127226, train_loss = 29.266891 (0.643 sec)
INFO:tensorflow:loss = 29.266891, step = 444 (0.643 sec)
INFO:tensorflow:global_step/sec: 1.78122
INFO:tensorflow:train_accuracy = 0.5246338, train_loss = 22.249039 (0.561 sec)
INFO:tensorflow:loss = 22.249039, step = 445 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.77053
INFO:tensorflow:train_accuracy = 0.5246753, train_loss = 26.466055 (0.564 sec)
INFO:tensorflow:loss = 26.466055, step = 446 (0.563 sec)
INFO:tensorflow:global_step/sec: 1.62519
INFO:tensorflow:train_accuracy = 0.48816937, train_loss = 28.376272 (0.616 sec)
INFO:tensorflow:loss = 28.376272, step = 447 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.86937
INFO:tensorflow:train_accuracy = 0.49234694, train_loss = 26.616055 (0.535 sec)
INFO:tensorflow:loss = 26.616055, step = 448 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.70609
INFO:tensorflow:train_accuracy = 0.50879395, train_loss = 27.057213 (0.586 sec)
INFO:tensorflow:loss = 27.057213, step = 449 (0.585 sec)
INFO:tensorflow:global_step/sec: 1.5644
INFO:tensorflow:train_accuracy = 0.49815497, train_loss = 30.50175 (0.640 sec)
INFO:tensorflow:loss = 30.50175, step = 450 (0.640 sec)
INFO:tensorflow:global_step/sec: 2.01327
INFO:tensorflow:train_accuracy = 0.50448143, train_loss = 25.819311 (0.497 sec)
INFO:tensorflow:loss = 25.819311, step = 451 (0.497 sec)
INFO:tensorflow:global_step/sec: 1.75621
INFO:tensorflow:train_accuracy = 0.5335968, train_loss = 24.041039 (0.569 sec)
INFO:tensorflow:loss = 24.041039, step = 452 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.83828
INFO:tensorflow:train_accuracy = 0.50127226, train_loss = 27.252985 (0.544 sec)
INFO:tensorflow:loss = 27.252985, step = 453 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.71937
INFO:tensorflow:train_accuracy = 0.5101781, train_loss = 26.466608 (0.582 sec)
INFO:tensorflow:loss = 26.466608, step = 454 (0.582 sec)
INFO:tensorflow:global_step/sec: 1.78658
INFO:tensorflow:train_accuracy = 0.50448143, train_loss = 28.030807 (0.559 sec)
INFO:tensorflow:loss = 28.030807, step = 455 (0.559 sec)
INFO:tensorflow:global_step/sec: 1.88043
INFO:tensorflow:train_accuracy = 0.5, train_loss = 26.692144 (0.532 sec)
INFO:tensorflow:loss = 26.692144, step = 456 (0.533 sec)
INFO:tensorflow:global_step/sec: 1.98523
INFO:tensorflow:train_accuracy = 0.5288591, train_loss = 23.427582 (0.504 sec)
INFO:tensorflow:loss = 23.427582, step = 457 (0.503 sec)
INFO:tensorflow:global_step/sec: 1.88121
INFO:tensorflow:train_accuracy = 0.5302826, train_loss = 22.664307 (0.532 sec)
INFO:tensorflow:loss = 22.664307, step = 458 (0.532 sec)
INFO:tensorflow:global_step/sec: 5.36958
INFO:tensorflow:train_accuracy = 0.43457943, train_loss = 37.13166 (0.186 sec)
INFO:tensorflow:loss = 37.13166, step = 459 (0.186 sec)
INFO:tensorflow:global_step/sec: 1.6219
INFO:tensorflow:train_accuracy = 0.5032595, train_loss = 25.447773 (0.617 sec)
INFO:tensorflow:loss = 25.447773, step = 460 (0.617 sec)
INFO:tensorflow:global_step/sec: 1.77737
INFO:tensorflow:train_accuracy = 0.49483204, train_loss = 26.06861 (0.563 sec)
INFO:tensorflow:loss = 26.06861, step = 461 (0.563 sec)
INFO:tensorflow:global_step/sec: 1.41735
INFO:tensorflow:train_accuracy = 0.43757576, train_loss = 36.671192 (0.706 sec)
INFO:tensorflow:loss = 36.671192, step = 462 (0.706 sec)
INFO:tensorflow:global_step/sec: 1.71635
INFO:tensorflow:train_accuracy = 0.48451054, train_loss = 28.190994 (0.582 sec)
INFO:tensorflow:loss = 28.190994, step = 463 (0.582 sec)
INFO:tensorflow:global_step/sec: 1.63651
INFO:tensorflow:train_accuracy = 0.4496124, train_loss = 31.61982 (0.611 sec)
INFO:tensorflow:loss = 31.61982, step = 464 (0.612 sec)
INFO:tensorflow:global_step/sec: 1.81482
INFO:tensorflow:train_accuracy = 0.515748, train_loss = 24.17671 (0.551 sec)
INFO:tensorflow:loss = 24.17671, step = 465 (0.551 sec)
INFO:tensorflow:global_step/sec: 1.68313
INFO:tensorflow:train_accuracy = 0.49673203, train_loss = 26.49918 (0.594 sec)
INFO:tensorflow:loss = 26.49918, step = 466 (0.595 sec)
INFO:tensorflow:global_step/sec: 1.68475
INFO:tensorflow:train_accuracy = 0.5246114, train_loss = 24.682957 (0.593 sec)
INFO:tensorflow:loss = 24.682957, step = 467 (0.593 sec)
INFO:tensorflow:global_step/sec: 1.6388
INFO:tensorflow:train_accuracy = 0.5232558, train_loss = 25.282639 (0.610 sec)
INFO:tensorflow:loss = 25.282639, step = 468 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.45759
INFO:tensorflow:train_accuracy = 0.5060241, train_loss = 29.142511 (0.686 sec)
INFO:tensorflow:loss = 29.142511, step = 469 (0.685 sec)
INFO:tensorflow:global_step/sec: 1.89418
INFO:tensorflow:train_accuracy = 0.486166, train_loss = 28.658607 (0.528 sec)
INFO:tensorflow:loss = 28.658607, step = 470 (0.528 sec)
INFO:tensorflow:global_step/sec: 1.66238
INFO:tensorflow:train_accuracy = 0.5, train_loss = 26.426046 (0.602 sec)
INFO:tensorflow:loss = 26.426046, step = 471 (0.601 sec)
INFO:tensorflow:global_step/sec: 1.91186
INFO:tensorflow:train_accuracy = 0.5164257, train_loss = 24.805635 (0.523 sec)
INFO:tensorflow:loss = 24.805635, step = 472 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.9073
INFO:tensorflow:train_accuracy = 0.54289544, train_loss = 23.236656 (0.524 sec)
INFO:tensorflow:loss = 23.236656, step = 473 (0.524 sec)
INFO:tensorflow:global_step/sec: 2.02254
INFO:tensorflow:train_accuracy = 0.48157895, train_loss = 30.020536 (0.494 sec)
INFO:tensorflow:loss = 30.020536, step = 474 (0.495 sec)
INFO:tensorflow:global_step/sec: 1.80004
INFO:tensorflow:train_accuracy = 0.5019157, train_loss = 26.153278 (0.556 sec)
INFO:tensorflow:loss = 26.153278, step = 475 (0.556 sec)
INFO:tensorflow:global_step/sec: 1.87896
INFO:tensorflow:train_accuracy = 0.47809762, train_loss = 27.536472 (0.532 sec)
INFO:tensorflow:loss = 27.536472, step = 476 (0.532 sec)
INFO:tensorflow:global_step/sec: 1.7274
INFO:tensorflow:train_accuracy = 0.48552632, train_loss = 25.81482 (0.579 sec)
INFO:tensorflow:loss = 25.81482, step = 477 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.86807
INFO:tensorflow:train_accuracy = 0.5123859, train_loss = 26.277826 (0.535 sec)
INFO:tensorflow:loss = 26.277826, step = 478 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.72712
INFO:tensorflow:train_accuracy = 0.5414438, train_loss = 24.282944 (0.579 sec)
INFO:tensorflow:loss = 24.282944, step = 479 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.82345
INFO:tensorflow:train_accuracy = 0.4915694, train_loss = 29.869205 (0.548 sec)
INFO:tensorflow:loss = 29.869205, step = 480 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.72938
INFO:tensorflow:train_accuracy = 0.5219072, train_loss = 27.084335 (0.578 sec)
INFO:tensorflow:loss = 27.084335, step = 481 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.7836
INFO:tensorflow:train_accuracy = 0.5280313, train_loss = 24.388676 (0.561 sec)
INFO:tensorflow:loss = 24.388676, step = 482 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.62193
INFO:tensorflow:train_accuracy = 0.51842105, train_loss = 24.62692 (0.617 sec)
INFO:tensorflow:loss = 24.62692, step = 483 (0.617 sec)
INFO:tensorflow:global_step/sec: 2.02479
INFO:tensorflow:train_accuracy = 0.52393275, train_loss = 24.137348 (0.494 sec)
INFO:tensorflow:loss = 24.137348, step = 484 (0.493 sec)
INFO:tensorflow:global_step/sec: 1.81073
INFO:tensorflow:train_accuracy = 0.5205298, train_loss = 27.138054 (0.552 sec)
INFO:tensorflow:loss = 27.138054, step = 485 (0.553 sec)
INFO:tensorflow:global_step/sec: 1.72397
INFO:tensorflow:train_accuracy = 0.49870467, train_loss = 30.553219 (0.580 sec)
INFO:tensorflow:loss = 30.553219, step = 486 (0.580 sec)
INFO:tensorflow:global_step/sec: 1.52842
INFO:tensorflow:train_accuracy = 0.5081556, train_loss = 32.648346 (0.654 sec)
INFO:tensorflow:loss = 32.648346, step = 487 (0.654 sec)
INFO:tensorflow:global_step/sec: 1.64161
INFO:tensorflow:train_accuracy = 0.5025575, train_loss = 25.073616 (0.609 sec)
INFO:tensorflow:loss = 25.073616, step = 488 (0.609 sec)
INFO:tensorflow:global_step/sec: 1.95849
INFO:tensorflow:train_accuracy = 0.50879395, train_loss = 27.462948 (0.511 sec)
INFO:tensorflow:loss = 27.462948, step = 489 (0.511 sec)
INFO:tensorflow:global_step/sec: 1.90125
INFO:tensorflow:train_accuracy = 0.50463575, train_loss = 24.223598 (0.526 sec)
INFO:tensorflow:loss = 24.223598, step = 490 (0.526 sec)
INFO:tensorflow:global_step/sec: 1.51998
INFO:tensorflow:train_accuracy = 0.47875, train_loss = 32.90599 (0.658 sec)
INFO:tensorflow:loss = 32.90599, step = 491 (0.658 sec)
INFO:tensorflow:global_step/sec: 1.7575
INFO:tensorflow:train_accuracy = 0.5150327, train_loss = 25.342407 (0.569 sec)
INFO:tensorflow:loss = 25.342407, step = 492 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.78389
INFO:tensorflow:train_accuracy = 0.49620253, train_loss = 26.868744 (0.561 sec)
INFO:tensorflow:loss = 26.868744, step = 493 (0.561 sec)
INFO:tensorflow:global_step/sec: 1.89596
INFO:tensorflow:train_accuracy = 0.5225806, train_loss = 25.593315 (0.527 sec)
INFO:tensorflow:loss = 25.593315, step = 494 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.57419
INFO:tensorflow:train_accuracy = 0.4832714, train_loss = 28.135357 (0.635 sec)
INFO:tensorflow:loss = 28.135357, step = 495 (0.636 sec)
INFO:tensorflow:global_step/sec: 1.60226
INFO:tensorflow:train_accuracy = 0.49872774, train_loss = 27.105755 (0.624 sec)
INFO:tensorflow:loss = 27.105755, step = 496 (0.624 sec)
INFO:tensorflow:global_step/sec: 1.859
INFO:tensorflow:train_accuracy = 0.5019157, train_loss = 26.411703 (0.538 sec)
INFO:tensorflow:loss = 26.411703, step = 497 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.87277
INFO:tensorflow:train_accuracy = 0.49302915, train_loss = 27.21221 (0.534 sec)
INFO:tensorflow:loss = 27.21221, step = 498 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.70316
INFO:tensorflow:train_accuracy = 0.50498754, train_loss = 28.730745 (0.587 sec)
INFO:tensorflow:loss = 28.730745, step = 499 (0.587 sec)
INFO:tensorflow:global_step/sec: 1.80251
INFO:tensorflow:train_accuracy = 0.50199735, train_loss = 25.14109 (0.556 sec)
INFO:tensorflow:loss = 25.14109, step = 500 (0.556 sec)
INFO:tensorflow:global_step/sec: 1.947
INFO:tensorflow:train_accuracy = 0.5335968, train_loss = 23.915894 (0.513 sec)
INFO:tensorflow:loss = 23.915894, step = 501 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.70287
INFO:tensorflow:train_accuracy = 0.47863248, train_loss = 30.427176 (0.587 sec)
INFO:tensorflow:loss = 30.427176, step = 502 (0.587 sec)
INFO:tensorflow:global_step/sec: 1.83956
INFO:tensorflow:train_accuracy = 0.5, train_loss = 24.280727 (0.543 sec)
INFO:tensorflow:loss = 24.280727, step = 503 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.95268
INFO:tensorflow:train_accuracy = 0.54362416, train_loss = 20.97274 (0.513 sec)
INFO:tensorflow:loss = 20.97274, step = 504 (0.513 sec)
INFO:tensorflow:global_step/sec: 5.74167
INFO:tensorflow:train_accuracy = 0.5, train_loss = 24.207724 (0.174 sec)
INFO:tensorflow:loss = 24.207724, step = 505 (0.174 sec)
INFO:tensorflow:global_step/sec: 1.63198
INFO:tensorflow:train_accuracy = 0.5246114, train_loss = 24.452055 (0.613 sec)
INFO:tensorflow:loss = 24.452055, step = 506 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.68305
INFO:tensorflow:train_accuracy = 0.51007557, train_loss = 26.360039 (0.594 sec)
INFO:tensorflow:loss = 26.360039, step = 507 (0.594 sec)
INFO:tensorflow:global_step/sec: 1.40841
INFO:tensorflow:train_accuracy = 0.50498754, train_loss = 28.338783 (0.710 sec)
INFO:tensorflow:loss = 28.338783, step = 508 (0.710 sec)
INFO:tensorflow:global_step/sec: 1.69005
INFO:tensorflow:train_accuracy = 0.48759305, train_loss = 30.701708 (0.591 sec)
INFO:tensorflow:loss = 30.701708, step = 509 (0.591 sec)
INFO:tensorflow:global_step/sec: 1.90612
INFO:tensorflow:train_accuracy = 0.5378486, train_loss = 22.173151 (0.525 sec)
INFO:tensorflow:loss = 22.173151, step = 510 (0.526 sec)
INFO:tensorflow:global_step/sec: 1.6367
INFO:tensorflow:train_accuracy = 0.52056557, train_loss = 26.06724 (0.610 sec)
INFO:tensorflow:loss = 26.06724, step = 511 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.74741
INFO:tensorflow:train_accuracy = 0.52597404, train_loss = 24.108685 (0.573 sec)
INFO:tensorflow:loss = 24.108685, step = 512 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.66434
INFO:tensorflow:train_accuracy = 0.5130208, train_loss = 23.10094 (0.601 sec)
INFO:tensorflow:loss = 23.10094, step = 513 (0.600 sec)
INFO:tensorflow:global_step/sec: 1.67069
INFO:tensorflow:train_accuracy = 0.53149605, train_loss = 24.700932 (0.599 sec)
INFO:tensorflow:loss = 24.700932, step = 514 (0.599 sec)
INFO:tensorflow:global_step/sec: 1.86435
INFO:tensorflow:train_accuracy = 0.5205298, train_loss = 24.507511 (0.536 sec)
INFO:tensorflow:loss = 24.507511, step = 515 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.45555
INFO:tensorflow:train_accuracy = 0.515748, train_loss = 27.576134 (0.688 sec)
INFO:tensorflow:loss = 27.576134, step = 516 (0.688 sec)
INFO:tensorflow:global_step/sec: 1.7268
INFO:tensorflow:train_accuracy = 0.53856385, train_loss = 23.956718 (0.579 sec)
INFO:tensorflow:loss = 23.956718, step = 517 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.91028
INFO:tensorflow:train_accuracy = 0.4948052, train_loss = 23.739185 (0.524 sec)
INFO:tensorflow:loss = 23.739185, step = 518 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.67683
INFO:tensorflow:train_accuracy = 0.53149605, train_loss = 23.862709 (0.596 sec)
INFO:tensorflow:loss = 23.862709, step = 519 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.7566
INFO:tensorflow:train_accuracy = 0.4903226, train_loss = 26.589184 (0.569 sec)
INFO:tensorflow:loss = 26.589184, step = 520 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.81551
INFO:tensorflow:train_accuracy = 0.49414825, train_loss = 25.38586 (0.551 sec)
INFO:tensorflow:loss = 25.38586, step = 521 (0.551 sec)
INFO:tensorflow:global_step/sec: 1.80563
INFO:tensorflow:train_accuracy = 0.52734375, train_loss = 23.914928 (0.554 sec)
INFO:tensorflow:loss = 23.914928, step = 522 (0.554 sec)
INFO:tensorflow:global_step/sec: 1.88999
INFO:tensorflow:train_accuracy = 0.50645995, train_loss = 24.228565 (0.529 sec)
INFO:tensorflow:loss = 24.228565, step = 523 (0.528 sec)
INFO:tensorflow:global_step/sec: 1.89367
INFO:tensorflow:train_accuracy = 0.52047557, train_loss = 22.953373 (0.529 sec)
INFO:tensorflow:loss = 22.953373, step = 524 (0.529 sec)
INFO:tensorflow:global_step/sec: 1.73704
INFO:tensorflow:train_accuracy = 0.5026455, train_loss = 27.30244 (0.575 sec)
INFO:tensorflow:loss = 27.30244, step = 525 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.61498
INFO:tensorflow:train_accuracy = 0.49125, train_loss = 28.955524 (0.619 sec)
INFO:tensorflow:loss = 28.955524, step = 526 (0.620 sec)
INFO:tensorflow:global_step/sec: 2.02807
INFO:tensorflow:train_accuracy = 0.50526315, train_loss = 25.211668 (0.493 sec)
INFO:tensorflow:loss = 25.211668, step = 527 (0.493 sec)
INFO:tensorflow:global_step/sec: 1.77414
INFO:tensorflow:train_accuracy = 0.5246996, train_loss = 25.14355 (0.564 sec)
INFO:tensorflow:loss = 25.14355, step = 528 (0.564 sec)
INFO:tensorflow:global_step/sec: 1.87007
INFO:tensorflow:train_accuracy = 0.50645995, train_loss = 25.182936 (0.534 sec)
INFO:tensorflow:loss = 25.182936, step = 529 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.85481
INFO:tensorflow:train_accuracy = 0.46946564, train_loss = 25.69622 (0.540 sec)
INFO:tensorflow:loss = 25.69622, step = 530 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.87636
INFO:tensorflow:train_accuracy = 0.5274431, train_loss = 23.32078 (0.532 sec)
INFO:tensorflow:loss = 23.32078, step = 531 (0.532 sec)
INFO:tensorflow:global_step/sec: 1.82797
INFO:tensorflow:train_accuracy = 0.5197889, train_loss = 24.137081 (0.548 sec)
INFO:tensorflow:loss = 24.137081, step = 532 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.50378
INFO:tensorflow:train_accuracy = 0.47571605, train_loss = 33.015366 (0.665 sec)
INFO:tensorflow:loss = 33.015366, step = 533 (0.665 sec)
INFO:tensorflow:global_step/sec: 1.65792
INFO:tensorflow:train_accuracy = 0.5192308, train_loss = 25.271645 (0.603 sec)
INFO:tensorflow:loss = 25.271645, step = 534 (0.603 sec)
INFO:tensorflow:global_step/sec: 1.92668
INFO:tensorflow:train_accuracy = 0.4937186, train_loss = 28.164783 (0.519 sec)
INFO:tensorflow:loss = 28.164783, step = 535 (0.519 sec)
INFO:tensorflow:global_step/sec: 1.87737
INFO:tensorflow:train_accuracy = 0.5157068, train_loss = 24.919569 (0.533 sec)
INFO:tensorflow:loss = 24.919569, step = 536 (0.533 sec)
INFO:tensorflow:global_step/sec: 1.50846
INFO:tensorflow:train_accuracy = 0.50564617, train_loss = 29.76904 (0.663 sec)
INFO:tensorflow:loss = 29.76904, step = 537 (0.662 sec)
INFO:tensorflow:global_step/sec: 1.75762
INFO:tensorflow:train_accuracy = 0.5104167, train_loss = 23.571053 (0.569 sec)
INFO:tensorflow:loss = 23.571053, step = 538 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.71814
INFO:tensorflow:train_accuracy = 0.49557522, train_loss = 27.275177 (0.582 sec)
INFO:tensorflow:loss = 27.275177, step = 539 (0.582 sec)
INFO:tensorflow:global_step/sec: 2.03003
INFO:tensorflow:train_accuracy = 0.49935317, train_loss = 24.97601 (0.493 sec)
INFO:tensorflow:loss = 24.97601, step = 540 (0.493 sec)
INFO:tensorflow:global_step/sec: 1.72403
INFO:tensorflow:train_accuracy = 0.48343557, train_loss = 28.92735 (0.580 sec)
INFO:tensorflow:loss = 28.92735, step = 541 (0.580 sec)
INFO:tensorflow:global_step/sec: 1.54553
INFO:tensorflow:train_accuracy = 0.4810606, train_loss = 28.810387 (0.647 sec)
INFO:tensorflow:loss = 28.810387, step = 542 (0.647 sec)
INFO:tensorflow:global_step/sec: 1.8828
INFO:tensorflow:train_accuracy = 0.50449294, train_loss = 24.8396 (0.531 sec)
INFO:tensorflow:loss = 24.8396, step = 543 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.92353
INFO:tensorflow:train_accuracy = 0.4986945, train_loss = 25.785069 (0.520 sec)
INFO:tensorflow:loss = 25.785069, step = 544 (0.520 sec)
INFO:tensorflow:global_step/sec: 1.89081
INFO:tensorflow:train_accuracy = 0.5110533, train_loss = 24.19566 (0.529 sec)
INFO:tensorflow:loss = 24.19566, step = 545 (0.529 sec)
INFO:tensorflow:global_step/sec: 1.71433
INFO:tensorflow:train_accuracy = 0.4775561, train_loss = 27.766176 (0.583 sec)
INFO:tensorflow:loss = 27.766176, step = 546 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.65055
INFO:tensorflow:train_accuracy = 0.5301047, train_loss = 24.628792 (0.606 sec)
INFO:tensorflow:loss = 24.628792, step = 547 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.87434
INFO:tensorflow:train_accuracy = 0.49753696, train_loss = 28.420532 (0.533 sec)
INFO:tensorflow:loss = 28.420532, step = 548 (0.533 sec)
INFO:tensorflow:global_step/sec: 1.83459
INFO:tensorflow:train_accuracy = 0.54072094, train_loss = 22.902195 (0.545 sec)
INFO:tensorflow:loss = 22.902195, step = 549 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.87714
INFO:tensorflow:train_accuracy = 0.50661373, train_loss = 23.737068 (0.532 sec)
INFO:tensorflow:loss = 23.737068, step = 550 (0.532 sec)
INFO:tensorflow:global_step/sec: 6.38688
INFO:tensorflow:train_accuracy = 0.5247525, train_loss = 19.745733 (0.156 sec)
INFO:tensorflow:loss = 19.745733, step = 551 (0.156 sec)
INFO:tensorflow:global_step/sec: 1.71347
INFO:tensorflow:train_accuracy = 0.5070785, train_loss = 24.703426 (0.584 sec)
INFO:tensorflow:loss = 24.703426, step = 552 (0.585 sec)
INFO:tensorflow:global_step/sec: 1.84823
INFO:tensorflow:train_accuracy = 0.5246114, train_loss = 24.271797 (0.541 sec)
INFO:tensorflow:loss = 24.271797, step = 553 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.41541
INFO:tensorflow:train_accuracy = 0.50980395, train_loss = 31.23441 (0.707 sec)
INFO:tensorflow:loss = 31.23441, step = 554 (0.707 sec)
INFO:tensorflow:global_step/sec: 1.62415
INFO:tensorflow:train_accuracy = 0.481761, train_loss = 28.448448 (0.616 sec)
INFO:tensorflow:loss = 28.448448, step = 555 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.60963
INFO:tensorflow:train_accuracy = 0.5280313, train_loss = 24.592247 (0.622 sec)
INFO:tensorflow:loss = 24.592247, step = 556 (0.622 sec)
INFO:tensorflow:global_step/sec: 1.61495
INFO:tensorflow:train_accuracy = 0.49873418, train_loss = 26.339787 (0.619 sec)
INFO:tensorflow:loss = 26.339787, step = 557 (0.618 sec)
INFO:tensorflow:global_step/sec: 1.67846
INFO:tensorflow:train_accuracy = 0.5105541, train_loss = 22.927666 (0.596 sec)
INFO:tensorflow:loss = 22.927666, step = 558 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.85444
INFO:tensorflow:train_accuracy = 0.53149605, train_loss = 23.999989 (0.539 sec)
INFO:tensorflow:loss = 23.999989, step = 559 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.63792
INFO:tensorflow:train_accuracy = 0.51232165, train_loss = 23.898308 (0.611 sec)
INFO:tensorflow:loss = 23.898308, step = 560 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.96157
INFO:tensorflow:train_accuracy = 0.5378486, train_loss = 21.404076 (0.510 sec)
INFO:tensorflow:loss = 21.404076, step = 561 (0.511 sec)
INFO:tensorflow:global_step/sec: 1.74183
INFO:tensorflow:train_accuracy = 0.48751643, train_loss = 24.79837 (0.574 sec)
INFO:tensorflow:loss = 24.79837, step = 562 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.60863
INFO:tensorflow:train_accuracy = 0.5371353, train_loss = 22.873795 (0.621 sec)
INFO:tensorflow:loss = 22.873795, step = 563 (0.621 sec)
INFO:tensorflow:global_step/sec: 1.65984
INFO:tensorflow:train_accuracy = 0.51910406, train_loss = 24.682892 (0.603 sec)
INFO:tensorflow:loss = 24.682892, step = 564 (0.603 sec)
INFO:tensorflow:global_step/sec: 1.43329
INFO:tensorflow:train_accuracy = 0.4916345, train_loss = 27.669865 (0.698 sec)
INFO:tensorflow:loss = 27.669865, step = 565 (0.698 sec)
INFO:tensorflow:global_step/sec: 1.82441
INFO:tensorflow:train_accuracy = 0.5308804, train_loss = 23.439981 (0.548 sec)
INFO:tensorflow:loss = 23.439981, step = 566 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.82583
INFO:tensorflow:train_accuracy = 0.507732, train_loss = 25.777939 (0.548 sec)
INFO:tensorflow:loss = 25.777939, step = 567 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.884
INFO:tensorflow:train_accuracy = 0.5143603, train_loss = 23.094608 (0.531 sec)
INFO:tensorflow:loss = 23.094608, step = 568 (0.531 sec)
INFO:tensorflow:global_step/sec: 2.01912
INFO:tensorflow:train_accuracy = 0.50970244, train_loss = 25.762264 (0.495 sec)
INFO:tensorflow:loss = 25.762264, step = 569 (0.495 sec)
INFO:tensorflow:global_step/sec: 1.74716
INFO:tensorflow:train_accuracy = 0.5288591, train_loss = 22.200676 (0.572 sec)
INFO:tensorflow:loss = 22.200676, step = 570 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.62048
INFO:tensorflow:train_accuracy = 0.513308, train_loss = 27.233334 (0.617 sec)
INFO:tensorflow:loss = 27.233334, step = 571 (0.617 sec)
INFO:tensorflow:global_step/sec: 1.5939
INFO:tensorflow:train_accuracy = 0.5113636, train_loss = 27.040249 (0.627 sec)
INFO:tensorflow:loss = 27.040249, step = 572 (0.627 sec)
INFO:tensorflow:global_step/sec: 1.81368
INFO:tensorflow:train_accuracy = 0.5246338, train_loss = 21.997625 (0.551 sec)
INFO:tensorflow:loss = 21.997625, step = 573 (0.551 sec)
INFO:tensorflow:global_step/sec: 1.75216
INFO:tensorflow:train_accuracy = 0.49102563, train_loss = 25.710396 (0.571 sec)
INFO:tensorflow:loss = 25.710396, step = 574 (0.570 sec)
INFO:tensorflow:global_step/sec: 1.88343
INFO:tensorflow:train_accuracy = 0.50384617, train_loss = 25.20202 (0.531 sec)
INFO:tensorflow:loss = 25.20202, step = 575 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.85161
INFO:tensorflow:train_accuracy = 0.54, train_loss = 22.055523 (0.540 sec)
INFO:tensorflow:loss = 22.055523, step = 576 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.82037
INFO:tensorflow:train_accuracy = 0.5198973, train_loss = 25.291191 (0.550 sec)
INFO:tensorflow:loss = 25.291191, step = 577 (0.550 sec)
INFO:tensorflow:global_step/sec: 1.72077
INFO:tensorflow:train_accuracy = 0.5343915, train_loss = 22.593357 (0.581 sec)
INFO:tensorflow:loss = 22.593357, step = 578 (0.582 sec)
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2020-10-25T19:00:53Z
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from asr-quartznet/model.ckpt-600
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Evaluation [1/10]
INFO:tensorflow:Evaluation [2/10]
INFO:tensorflow:Evaluation [3/10]
INFO:tensorflow:Evaluation [4/10]
INFO:tensorflow:Evaluation [5/10]
INFO:tensorflow:Evaluation [6/10]
INFO:tensorflow:Evaluation [7/10]
INFO:tensorflow:Evaluation [8/10]
INFO:tensorflow:Evaluation [9/10]
INFO:tensorflow:Evaluation [10/10]
INFO:tensorflow:Finished evaluation at 2020-10-25-19:01:01
INFO:tensorflow:Saving dict for global step 600: WER = 1.0, accuracy = 0.5245399, global_step = 600, loss = 23.889023
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 600: asr-quartznet/model.ckpt-600
INFO:tensorflow:global_step/sec: 0.0567543
INFO:tensorflow:train_accuracy = 0.5, train_loss = 24.538128 (17.620 sec)
INFO:tensorflow:loss = 24.538128, step = 599 (17.619 sec)
INFO:tensorflow:global_step/sec: 1.39304
INFO:tensorflow:train_accuracy = 0.4894932, train_loss = 28.25082 (0.719 sec)
INFO:tensorflow:loss = 28.25082, step = 600 (0.720 sec)
INFO:tensorflow:global_step/sec: 1.62705
INFO:tensorflow:train_accuracy = 0.46039605, train_loss = 33.89925 (0.614 sec)
INFO:tensorflow:loss = 33.89925, step = 601 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.91566
INFO:tensorflow:train_accuracy = 0.547651, train_loss = 20.188618 (0.522 sec)
INFO:tensorflow:loss = 20.188618, step = 602 (0.522 sec)
INFO:tensorflow:global_step/sec: 1.64426
INFO:tensorflow:train_accuracy = 0.5019108, train_loss = 25.039825 (0.608 sec)
INFO:tensorflow:loss = 25.039825, step = 603 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.70667
INFO:tensorflow:train_accuracy = 0.492126, train_loss = 24.490868 (0.586 sec)
INFO:tensorflow:loss = 24.490868, step = 604 (0.586 sec)
INFO:tensorflow:global_step/sec: 1.6959
INFO:tensorflow:train_accuracy = 0.5136541, train_loss = 23.922571 (0.590 sec)
INFO:tensorflow:loss = 23.922571, step = 605 (0.589 sec)
INFO:tensorflow:global_step/sec: 1.67246
INFO:tensorflow:train_accuracy = 0.521181, train_loss = 26.127655 (0.598 sec)
INFO:tensorflow:loss = 26.127655, step = 606 (0.598 sec)
INFO:tensorflow:global_step/sec: 1.45699
INFO:tensorflow:train_accuracy = 0.5274431, train_loss = 24.359705 (0.687 sec)
INFO:tensorflow:loss = 24.359705, step = 607 (0.687 sec)
INFO:tensorflow:global_step/sec: 1.62679
INFO:tensorflow:train_accuracy = 0.5026316, train_loss = 24.894665 (0.614 sec)
INFO:tensorflow:loss = 24.894665, step = 608 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.82932
INFO:tensorflow:train_accuracy = 0.50970244, train_loss = 25.259876 (0.547 sec)
INFO:tensorflow:loss = 25.259876, step = 609 (0.547 sec)
INFO:tensorflow:global_step/sec: 1.92196
INFO:tensorflow:train_accuracy = 0.5157068, train_loss = 23.484772 (0.520 sec)
INFO:tensorflow:loss = 23.484772, step = 610 (0.520 sec)
INFO:tensorflow:global_step/sec: 1.90942
INFO:tensorflow:train_accuracy = 0.48748353, train_loss = 24.932247 (0.524 sec)
INFO:tensorflow:loss = 24.932247, step = 611 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.7946
INFO:tensorflow:train_accuracy = 0.5495251, train_loss = 21.390022 (0.557 sec)
INFO:tensorflow:loss = 21.390022, step = 612 (0.558 sec)
INFO:tensorflow:global_step/sec: 1.7353
INFO:tensorflow:train_accuracy = 0.4648241, train_loss = 29.24266 (0.576 sec)
INFO:tensorflow:loss = 29.24266, step = 613 (0.576 sec)
INFO:tensorflow:global_step/sec: 1.75537
INFO:tensorflow:train_accuracy = 0.52, train_loss = 27.269152 (0.570 sec)
INFO:tensorflow:loss = 27.269152, step = 614 (0.570 sec)
INFO:tensorflow:global_step/sec: 1.96544
INFO:tensorflow:train_accuracy = 0.5280313, train_loss = 24.843098 (0.509 sec)
INFO:tensorflow:loss = 24.843098, step = 615 (0.510 sec)
INFO:tensorflow:global_step/sec: 1.90738
INFO:tensorflow:train_accuracy = 0.54508746, train_loss = 21.04274 (0.523 sec)
INFO:tensorflow:loss = 21.04274, step = 616 (0.522 sec)
INFO:tensorflow:global_step/sec: 1.86582
INFO:tensorflow:train_accuracy = 0.52122015, train_loss = 25.544395 (0.536 sec)
INFO:tensorflow:loss = 25.544395, step = 617 (0.537 sec)
INFO:tensorflow:global_step/sec: 1.78237
INFO:tensorflow:train_accuracy = 0.4925, train_loss = 27.814363 (0.561 sec)
INFO:tensorflow:loss = 27.814363, step = 618 (0.561 sec)
INFO:tensorflow:global_step/sec: 1.63412
INFO:tensorflow:train_accuracy = 0.5126263, train_loss = 28.299248 (0.612 sec)
INFO:tensorflow:loss = 28.299248, step = 619 (0.612 sec)
INFO:tensorflow:global_step/sec: 1.80255
INFO:tensorflow:train_accuracy = 0.5197889, train_loss = 23.886095 (0.555 sec)
INFO:tensorflow:loss = 23.886095, step = 620 (0.555 sec)
INFO:tensorflow:global_step/sec: 1.85341
INFO:tensorflow:train_accuracy = 0.5554072, train_loss = 21.749067 (0.540 sec)
INFO:tensorflow:loss = 21.749067, step = 621 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.83613
INFO:tensorflow:train_accuracy = 0.5444887, train_loss = 22.256107 (0.544 sec)
INFO:tensorflow:loss = 22.256107, step = 622 (0.544 sec)
INFO:tensorflow:global_step/sec: 1.91986
INFO:tensorflow:train_accuracy = 0.5079576, train_loss = 23.821255 (0.521 sec)
INFO:tensorflow:loss = 23.821255, step = 623 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.93007
INFO:tensorflow:train_accuracy = 0.5070785, train_loss = 25.013388 (0.518 sec)
INFO:tensorflow:loss = 25.013388, step = 624 (0.518 sec)
INFO:tensorflow:global_step/sec: 1.53666
INFO:tensorflow:train_accuracy = 0.53061223, train_loss = 31.095322 (0.651 sec)
INFO:tensorflow:loss = 31.095322, step = 625 (0.651 sec)
INFO:tensorflow:global_step/sec: 2.03578
INFO:tensorflow:train_accuracy = 0.5107459, train_loss = 28.170044 (0.491 sec)
INFO:tensorflow:loss = 28.170044, step = 626 (0.491 sec)
INFO:tensorflow:global_step/sec: 1.98788
INFO:tensorflow:train_accuracy = 0.47493735, train_loss = 27.222883 (0.503 sec)
INFO:tensorflow:loss = 27.222883, step = 627 (0.503 sec)
INFO:tensorflow:global_step/sec: 1.79061
INFO:tensorflow:train_accuracy = 0.54953766, train_loss = 23.379387 (0.558 sec)
INFO:tensorflow:loss = 23.379387, step = 628 (0.559 sec)
INFO:tensorflow:global_step/sec: 1.65194
INFO:tensorflow:train_accuracy = 0.530719, train_loss = 24.50647 (0.605 sec)
INFO:tensorflow:loss = 24.50647, step = 629 (0.605 sec)
INFO:tensorflow:global_step/sec: 1.52374
INFO:tensorflow:train_accuracy = 0.5252525, train_loss = 26.697264 (0.656 sec)
INFO:tensorflow:loss = 26.697264, step = 630 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.74267
INFO:tensorflow:train_accuracy = 0.48816937, train_loss = 29.457796 (0.574 sec)
INFO:tensorflow:loss = 29.457796, step = 631 (0.574 sec)
INFO:tensorflow:global_step/sec: 1.85345
INFO:tensorflow:train_accuracy = 0.50970244, train_loss = 23.6003 (0.540 sec)
INFO:tensorflow:loss = 23.6003, step = 632 (0.540 sec)
INFO:tensorflow:global_step/sec: 1.63123
INFO:tensorflow:train_accuracy = 0.47985348, train_loss = 28.795628 (0.613 sec)
INFO:tensorflow:loss = 28.795628, step = 633 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.76331
INFO:tensorflow:train_accuracy = 0.53128994, train_loss = 25.964132 (0.567 sec)
INFO:tensorflow:loss = 25.964132, step = 634 (0.568 sec)
INFO:tensorflow:global_step/sec: 1.57069
INFO:tensorflow:train_accuracy = 0.51005024, train_loss = 27.751024 (0.636 sec)
INFO:tensorflow:loss = 27.751024, step = 635 (0.636 sec)
INFO:tensorflow:global_step/sec: 1.89621
INFO:tensorflow:train_accuracy = 0.54664916, train_loss = 22.855854 (0.528 sec)
INFO:tensorflow:loss = 22.855854, step = 636 (0.528 sec)
INFO:tensorflow:global_step/sec: 1.92604
INFO:tensorflow:train_accuracy = 0.53061223, train_loss = 24.026863 (0.519 sec)
INFO:tensorflow:loss = 24.026863, step = 637 (0.519 sec)
INFO:tensorflow:global_step/sec: 1.72621
INFO:tensorflow:train_accuracy = 0.5212903, train_loss = 25.273582 (0.579 sec)
INFO:tensorflow:loss = 25.273582, step = 638 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.75864
INFO:tensorflow:train_accuracy = 0.5301047, train_loss = 24.42805 (0.568 sec)
INFO:tensorflow:loss = 24.42805, step = 639 (0.568 sec)
INFO:tensorflow:global_step/sec: 1.89616
INFO:tensorflow:train_accuracy = 0.539559, train_loss = 21.777016 (0.527 sec)
INFO:tensorflow:loss = 21.777016, step = 640 (0.528 sec)
INFO:tensorflow:global_step/sec: 1.75115
INFO:tensorflow:train_accuracy = 0.51461244, train_loss = 25.848991 (0.571 sec)
INFO:tensorflow:loss = 25.848991, step = 641 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.82213
INFO:tensorflow:train_accuracy = 0.5511596, train_loss = 21.990532 (0.549 sec)
INFO:tensorflow:loss = 21.990532, step = 642 (0.549 sec)
INFO:tensorflow:global_step/sec: 5.57553
INFO:tensorflow:train_accuracy = 0.46696034, train_loss = 27.079132 (0.179 sec)
INFO:tensorflow:loss = 27.079132, step = 643 (0.179 sec)
INFO:tensorflow:global_step/sec: 1.70353
INFO:tensorflow:train_accuracy = 0.55026454, train_loss = 21.587477 (0.587 sec)
INFO:tensorflow:loss = 21.587477, step = 644 (0.587 sec)
INFO:tensorflow:global_step/sec: 1.41817
INFO:tensorflow:train_accuracy = 0.5, train_loss = 29.037014 (0.705 sec)
INFO:tensorflow:loss = 29.037014, step = 645 (0.705 sec)
INFO:tensorflow:global_step/sec: 1.79234
INFO:tensorflow:train_accuracy = 0.51265824, train_loss = 26.57571 (0.559 sec)
INFO:tensorflow:loss = 26.57571, step = 646 (0.559 sec)
INFO:tensorflow:global_step/sec: 1.80266
INFO:tensorflow:train_accuracy = 0.5285896, train_loss = 24.154705 (0.554 sec)
INFO:tensorflow:loss = 24.154705, step = 647 (0.554 sec)
INFO:tensorflow:global_step/sec: 1.80088
INFO:tensorflow:train_accuracy = 0.5031447, train_loss = 27.356415 (0.555 sec)
INFO:tensorflow:loss = 27.356415, step = 648 (0.556 sec)
INFO:tensorflow:global_step/sec: 1.74417
INFO:tensorflow:train_accuracy = 0.5363276, train_loss = 23.34724 (0.573 sec)
INFO:tensorflow:loss = 23.34724, step = 649 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.61007
INFO:tensorflow:train_accuracy = 0.50813514, train_loss = 26.448627 (0.621 sec)
INFO:tensorflow:loss = 26.448627, step = 650 (0.622 sec)
INFO:tensorflow:global_step/sec: 1.97115
INFO:tensorflow:train_accuracy = 0.5474934, train_loss = 24.601788 (0.507 sec)
INFO:tensorflow:loss = 24.601788, step = 651 (0.507 sec)
INFO:tensorflow:global_step/sec: 1.64506
INFO:tensorflow:train_accuracy = 0.54350734, train_loss = 21.94363 (0.608 sec)
INFO:tensorflow:loss = 21.94363, step = 652 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.82319
INFO:tensorflow:train_accuracy = 0.502551, train_loss = 25.669079 (0.549 sec)
INFO:tensorflow:loss = 25.669079, step = 653 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.8748
INFO:tensorflow:train_accuracy = 0.52533334, train_loss = 21.238956 (0.533 sec)
INFO:tensorflow:loss = 21.238956, step = 654 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.47395
INFO:tensorflow:train_accuracy = 0.5124836, train_loss = 22.669601 (0.678 sec)
INFO:tensorflow:loss = 22.669601, step = 655 (0.678 sec)
INFO:tensorflow:global_step/sec: 1.7457
INFO:tensorflow:train_accuracy = 0.481715, train_loss = 29.335497 (0.573 sec)
INFO:tensorflow:loss = 29.335497, step = 656 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.90221
INFO:tensorflow:train_accuracy = 0.5197279, train_loss = 23.239876 (0.525 sec)
INFO:tensorflow:loss = 23.239876, step = 657 (0.525 sec)
INFO:tensorflow:global_step/sec: 1.86511
INFO:tensorflow:train_accuracy = 0.5287206, train_loss = 23.994373 (0.536 sec)
INFO:tensorflow:loss = 23.994373, step = 658 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.65064
INFO:tensorflow:train_accuracy = 0.513308, train_loss = 25.994253 (0.606 sec)
INFO:tensorflow:loss = 25.994253, step = 659 (0.607 sec)
INFO:tensorflow:global_step/sec: 2.01108
INFO:tensorflow:train_accuracy = 0.51706034, train_loss = 25.102896 (0.497 sec)
INFO:tensorflow:loss = 25.102896, step = 660 (0.497 sec)
INFO:tensorflow:global_step/sec: 1.86923
INFO:tensorflow:train_accuracy = 0.51778656, train_loss = 24.953617 (0.535 sec)
INFO:tensorflow:loss = 24.953617, step = 661 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.80051
INFO:tensorflow:train_accuracy = 0.53532606, train_loss = 21.749018 (0.556 sec)
INFO:tensorflow:loss = 21.749018, step = 662 (0.556 sec)
INFO:tensorflow:global_step/sec: 1.71517
INFO:tensorflow:train_accuracy = 0.4816223, train_loss = 28.358248 (0.583 sec)
INFO:tensorflow:loss = 28.358248, step = 663 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.62204
INFO:tensorflow:train_accuracy = 0.49810845, train_loss = 32.553257 (0.616 sec)
INFO:tensorflow:loss = 32.553257, step = 664 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.95081
INFO:tensorflow:train_accuracy = 0.5103627, train_loss = 22.817604 (0.513 sec)
INFO:tensorflow:loss = 22.817604, step = 665 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.801
INFO:tensorflow:train_accuracy = 0.5137255, train_loss = 23.669085 (0.555 sec)
INFO:tensorflow:loss = 23.669085, step = 666 (0.555 sec)
INFO:tensorflow:global_step/sec: 1.86579
INFO:tensorflow:train_accuracy = 0.53642386, train_loss = 22.65345 (0.536 sec)
INFO:tensorflow:loss = 22.65345, step = 667 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.99141
INFO:tensorflow:train_accuracy = 0.54508746, train_loss = 21.66401 (0.502 sec)
INFO:tensorflow:loss = 21.66401, step = 668 (0.502 sec)
INFO:tensorflow:global_step/sec: 1.78025
INFO:tensorflow:train_accuracy = 0.4937656, train_loss = 28.83725 (0.562 sec)
INFO:tensorflow:loss = 28.83725, step = 669 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.71666
INFO:tensorflow:train_accuracy = 0.5419532, train_loss = 20.867577 (0.583 sec)
INFO:tensorflow:loss = 20.867577, step = 670 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.70929
INFO:tensorflow:train_accuracy = 0.5139594, train_loss = 25.517475 (0.585 sec)
INFO:tensorflow:loss = 25.517475, step = 671 (0.585 sec)
INFO:tensorflow:global_step/sec: 1.64546
INFO:tensorflow:train_accuracy = 0.5138889, train_loss = 25.68267 (0.607 sec)
INFO:tensorflow:loss = 25.68267, step = 672 (0.607 sec)
INFO:tensorflow:global_step/sec: 1.54513
INFO:tensorflow:train_accuracy = 0.52791876, train_loss = 29.278015 (0.647 sec)
INFO:tensorflow:loss = 29.278015, step = 673 (0.647 sec)
INFO:tensorflow:global_step/sec: 1.86906
INFO:tensorflow:train_accuracy = 0.5025575, train_loss = 26.226906 (0.535 sec)
INFO:tensorflow:loss = 26.226906, step = 674 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.50255
INFO:tensorflow:train_accuracy = 0.52911395, train_loss = 28.265034 (0.666 sec)
INFO:tensorflow:loss = 28.265034, step = 675 (0.666 sec)
INFO:tensorflow:global_step/sec: 1.75103
INFO:tensorflow:train_accuracy = 0.53289473, train_loss = 24.23627 (0.571 sec)
INFO:tensorflow:loss = 24.23627, step = 676 (0.571 sec)
INFO:tensorflow:global_step/sec: 1.75721
INFO:tensorflow:train_accuracy = 0.49127182, train_loss = 26.573174 (0.570 sec)
INFO:tensorflow:loss = 26.573174, step = 677 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.76053
INFO:tensorflow:train_accuracy = 0.5239948, train_loss = 24.539417 (0.567 sec)
INFO:tensorflow:loss = 24.539417, step = 678 (0.567 sec)
INFO:tensorflow:global_step/sec: 1.56345
INFO:tensorflow:train_accuracy = 0.50625, train_loss = 27.704393 (0.640 sec)
INFO:tensorflow:loss = 27.704393, step = 679 (0.639 sec)
INFO:tensorflow:global_step/sec: 1.77406
INFO:tensorflow:train_accuracy = 0.49061325, train_loss = 28.207188 (0.564 sec)
INFO:tensorflow:loss = 28.207188, step = 680 (0.564 sec)
INFO:tensorflow:global_step/sec: 1.73982
INFO:tensorflow:train_accuracy = 0.49129352, train_loss = 28.763418 (0.575 sec)
INFO:tensorflow:loss = 28.763418, step = 681 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.93609
INFO:tensorflow:train_accuracy = 0.5084306, train_loss = 22.608562 (0.516 sec)
INFO:tensorflow:loss = 22.608562, step = 682 (0.517 sec)
INFO:tensorflow:global_step/sec: 1.62242
INFO:tensorflow:train_accuracy = 0.5252918, train_loss = 25.896124 (0.617 sec)
INFO:tensorflow:loss = 25.896124, step = 683 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.72795
INFO:tensorflow:train_accuracy = 0.52948886, train_loss = 25.096586 (0.578 sec)
INFO:tensorflow:loss = 25.096586, step = 684 (0.578 sec)
INFO:tensorflow:global_step/sec: 1.79879
INFO:tensorflow:train_accuracy = 0.50709677, train_loss = 26.87746 (0.556 sec)
INFO:tensorflow:loss = 26.87746, step = 685 (0.556 sec)
INFO:tensorflow:global_step/sec: 1.82224
INFO:tensorflow:train_accuracy = 0.49815497, train_loss = 28.314005 (0.548 sec)
INFO:tensorflow:loss = 28.314005, step = 686 (0.548 sec)
INFO:tensorflow:global_step/sec: 2.05406
INFO:tensorflow:train_accuracy = 0.5586207, train_loss = 19.044138 (0.487 sec)
INFO:tensorflow:loss = 19.044138, step = 687 (0.488 sec)
INFO:tensorflow:global_step/sec: 1.87858
INFO:tensorflow:train_accuracy = 0.5294118, train_loss = 24.86093 (0.533 sec)
INFO:tensorflow:loss = 24.86093, step = 688 (0.533 sec)
INFO:tensorflow:global_step/sec: 4.60575
INFO:tensorflow:train_accuracy = 0.35779816, train_loss = 33.159588 (0.216 sec)
INFO:tensorflow:loss = 33.159588, step = 689 (0.216 sec)
INFO:tensorflow:global_step/sec: 1.66738
INFO:tensorflow:train_accuracy = 0.5088161, train_loss = 27.773605 (0.600 sec)
INFO:tensorflow:loss = 27.773605, step = 690 (0.600 sec)
INFO:tensorflow:global_step/sec: 1.64441
INFO:tensorflow:train_accuracy = 0.5110821, train_loss = 22.494053 (0.608 sec)
INFO:tensorflow:loss = 22.494053, step = 691 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.66072
INFO:tensorflow:train_accuracy = 0.49, train_loss = 28.171738 (0.602 sec)
INFO:tensorflow:loss = 28.171738, step = 692 (0.602 sec)
INFO:tensorflow:global_step/sec: 1.40997
INFO:tensorflow:train_accuracy = 0.47619048, train_loss = 31.452408 (0.709 sec)
INFO:tensorflow:loss = 31.452408, step = 693 (0.709 sec)
INFO:tensorflow:global_step/sec: 1.90556
INFO:tensorflow:train_accuracy = 0.5465587, train_loss = 22.813534 (0.524 sec)
INFO:tensorflow:loss = 22.813534, step = 694 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.62909
INFO:tensorflow:train_accuracy = 0.49746835, train_loss = 25.357101 (0.614 sec)
INFO:tensorflow:loss = 25.357101, step = 695 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.69458
INFO:tensorflow:train_accuracy = 0.5137255, train_loss = 24.349255 (0.590 sec)
INFO:tensorflow:loss = 24.349255, step = 696 (0.590 sec)
INFO:tensorflow:global_step/sec: 1.93714
INFO:tensorflow:train_accuracy = 0.5013089, train_loss = 23.587101 (0.516 sec)
INFO:tensorflow:loss = 23.587101, step = 697 (0.515 sec)
INFO:tensorflow:global_step/sec: 1.63162
INFO:tensorflow:train_accuracy = 0.496134, train_loss = 25.485226 (0.613 sec)
INFO:tensorflow:loss = 25.485226, step = 698 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.90189
INFO:tensorflow:train_accuracy = 0.53642386, train_loss = 24.096952 (0.526 sec)
INFO:tensorflow:loss = 24.096952, step = 699 (0.526 sec)
INFO:tensorflow:global_step/sec: 1.4437
INFO:tensorflow:train_accuracy = 0.5197889, train_loss = 26.283838 (0.694 sec)
INFO:tensorflow:loss = 26.283838, step = 700 (0.694 sec)
INFO:tensorflow:global_step/sec: 1.6725
INFO:tensorflow:train_accuracy = 0.50651044, train_loss = 23.528786 (0.596 sec)
INFO:tensorflow:loss = 23.528786, step = 701 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.87864
INFO:tensorflow:train_accuracy = 0.53289473, train_loss = 23.671024 (0.533 sec)
INFO:tensorflow:loss = 23.671024, step = 702 (0.533 sec)
INFO:tensorflow:global_step/sec: 1.91845
INFO:tensorflow:train_accuracy = 0.51428574, train_loss = 24.293999 (0.521 sec)
INFO:tensorflow:loss = 24.293999, step = 703 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.89061
INFO:tensorflow:train_accuracy = 0.52393275, train_loss = 23.984558 (0.529 sec)
INFO:tensorflow:loss = 23.984558, step = 704 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.77534
INFO:tensorflow:train_accuracy = 0.53289473, train_loss = 23.865236 (0.563 sec)
INFO:tensorflow:loss = 23.865236, step = 705 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.63614
INFO:tensorflow:train_accuracy = 0.5219072, train_loss = 24.729189 (0.612 sec)
INFO:tensorflow:loss = 24.729189, step = 706 (0.612 sec)
INFO:tensorflow:global_step/sec: 2.08827
INFO:tensorflow:train_accuracy = 0.53079945, train_loss = 23.368896 (0.478 sec)
INFO:tensorflow:loss = 23.368896, step = 707 (0.478 sec)
INFO:tensorflow:global_step/sec: 1.80141
INFO:tensorflow:train_accuracy = 0.5124183, train_loss = 23.665169 (0.555 sec)
INFO:tensorflow:loss = 23.665169, step = 708 (0.555 sec)
INFO:tensorflow:global_step/sec: 1.78935
INFO:tensorflow:train_accuracy = 0.49037227, train_loss = 27.187862 (0.559 sec)
INFO:tensorflow:loss = 27.187862, step = 709 (0.558 sec)
INFO:tensorflow:global_step/sec: 1.90663
INFO:tensorflow:train_accuracy = 0.53856385, train_loss = 21.67915 (0.524 sec)
INFO:tensorflow:loss = 21.67915, step = 710 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.8297
INFO:tensorflow:train_accuracy = 0.54072094, train_loss = 21.601942 (0.547 sec)
INFO:tensorflow:loss = 21.601942, step = 711 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.61144
INFO:tensorflow:train_accuracy = 0.50127226, train_loss = 26.373356 (0.620 sec)
INFO:tensorflow:loss = 26.373356, step = 712 (0.620 sec)
INFO:tensorflow:global_step/sec: 1.75847
INFO:tensorflow:train_accuracy = 0.5192308, train_loss = 24.99762 (0.569 sec)
INFO:tensorflow:loss = 24.99762, step = 713 (0.569 sec)
INFO:tensorflow:global_step/sec: 1.87453
INFO:tensorflow:train_accuracy = 0.53856385, train_loss = 21.04975 (0.533 sec)
INFO:tensorflow:loss = 21.04975, step = 714 (0.533 sec)
INFO:tensorflow:global_step/sec: 1.92477
INFO:tensorflow:train_accuracy = 0.49419355, train_loss = 26.727999 (0.520 sec)
INFO:tensorflow:loss = 26.727999, step = 715 (0.520 sec)
INFO:tensorflow:global_step/sec: 1.61868
INFO:tensorflow:train_accuracy = 0.54350734, train_loss = 22.113716 (0.618 sec)
INFO:tensorflow:loss = 22.113716, step = 716 (0.617 sec)
INFO:tensorflow:global_step/sec: 1.52225
INFO:tensorflow:train_accuracy = 0.50449294, train_loss = 31.41482 (0.657 sec)
INFO:tensorflow:loss = 31.41482, step = 717 (0.658 sec)
INFO:tensorflow:global_step/sec: 1.72288
INFO:tensorflow:train_accuracy = 0.49632353, train_loss = 28.431633 (0.580 sec)
INFO:tensorflow:loss = 28.431633, step = 718 (0.580 sec)
INFO:tensorflow:global_step/sec: 1.97344
INFO:tensorflow:train_accuracy = 0.50642675, train_loss = 24.341 (0.507 sec)
INFO:tensorflow:loss = 24.341, step = 719 (0.508 sec)
INFO:tensorflow:global_step/sec: 1.99192
INFO:tensorflow:train_accuracy = 0.51910406, train_loss = 24.349861 (0.502 sec)
INFO:tensorflow:loss = 24.349861, step = 720 (0.501 sec)
INFO:tensorflow:global_step/sec: 1.97095
INFO:tensorflow:train_accuracy = 0.5205128, train_loss = 24.87104 (0.508 sec)
INFO:tensorflow:loss = 24.87104, step = 721 (0.507 sec)
INFO:tensorflow:global_step/sec: 1.52826
INFO:tensorflow:train_accuracy = 0.5044586, train_loss = 31.80988 (0.655 sec)
INFO:tensorflow:loss = 31.80988, step = 722 (0.655 sec)
INFO:tensorflow:global_step/sec: 1.66957
INFO:tensorflow:train_accuracy = 0.5249042, train_loss = 26.769995 (0.599 sec)
INFO:tensorflow:loss = 26.769995, step = 723 (0.598 sec)
INFO:tensorflow:global_step/sec: 1.87404
INFO:tensorflow:train_accuracy = 0.510665, train_loss = 27.34491 (0.534 sec)
INFO:tensorflow:loss = 27.34491, step = 724 (0.534 sec)
INFO:tensorflow:global_step/sec: 1.56829
INFO:tensorflow:train_accuracy = 0.4925187, train_loss = 27.125954 (0.638 sec)
INFO:tensorflow:loss = 27.125954, step = 725 (0.638 sec)
INFO:tensorflow:global_step/sec: 1.75126
INFO:tensorflow:train_accuracy = 0.52387094, train_loss = 24.700418 (0.571 sec)
INFO:tensorflow:loss = 24.700418, step = 726 (0.571 sec)
INFO:tensorflow:global_step/sec: 1.72527
INFO:tensorflow:train_accuracy = 0.47994986, train_loss = 30.153385 (0.580 sec)
INFO:tensorflow:loss = 30.153385, step = 727 (0.580 sec)
INFO:tensorflow:global_step/sec: 1.89566
INFO:tensorflow:train_accuracy = 0.52590674, train_loss = 22.201553 (0.527 sec)
INFO:tensorflow:loss = 22.201553, step = 728 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.80263
INFO:tensorflow:train_accuracy = 0.5185185, train_loss = 26.272478 (0.555 sec)
INFO:tensorflow:loss = 26.272478, step = 729 (0.555 sec)
INFO:tensorflow:global_step/sec: 1.71024
INFO:tensorflow:train_accuracy = 0.509434, train_loss = 27.21032 (0.584 sec)
INFO:tensorflow:loss = 27.21032, step = 730 (0.584 sec)
INFO:tensorflow:global_step/sec: 1.75704
INFO:tensorflow:train_accuracy = 0.50771207, train_loss = 27.490623 (0.569 sec)
INFO:tensorflow:loss = 27.490623, step = 731 (0.570 sec)
INFO:tensorflow:global_step/sec: 1.91326
INFO:tensorflow:train_accuracy = 0.50127226, train_loss = 24.056564 (0.523 sec)
INFO:tensorflow:loss = 24.056564, step = 732 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.9119
INFO:tensorflow:train_accuracy = 0.5421687, train_loss = 22.604435 (0.523 sec)
INFO:tensorflow:loss = 22.604435, step = 733 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.93655
INFO:tensorflow:train_accuracy = 0.54362416, train_loss = 20.732424 (0.516 sec)
INFO:tensorflow:loss = 20.732424, step = 734 (0.516 sec)
INFO:tensorflow:global_step/sec: 5.81574
INFO:tensorflow:train_accuracy = 0.49302325, train_loss = 27.793705 (0.172 sec)
INFO:tensorflow:loss = 27.793705, step = 735 (0.172 sec)
INFO:tensorflow:global_step/sec: 1.71835
INFO:tensorflow:train_accuracy = 0.5162162, train_loss = 20.561872 (0.582 sec)
INFO:tensorflow:loss = 20.561872, step = 736 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.62406
INFO:tensorflow:train_accuracy = 0.49571604, train_loss = 29.777832 (0.615 sec)
INFO:tensorflow:loss = 29.777832, step = 737 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.78218
INFO:tensorflow:train_accuracy = 0.49873418, train_loss = 25.782772 (0.561 sec)
INFO:tensorflow:loss = 25.782772, step = 738 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.42448
INFO:tensorflow:train_accuracy = 0.4437577, train_loss = 34.78264 (0.702 sec)
INFO:tensorflow:loss = 34.78264, step = 739 (0.703 sec)
INFO:tensorflow:global_step/sec: 1.6209
INFO:tensorflow:train_accuracy = 0.51658165, train_loss = 25.395088 (0.617 sec)
INFO:tensorflow:loss = 25.395088, step = 740 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.65859
INFO:tensorflow:train_accuracy = 0.5096774, train_loss = 24.051954 (0.603 sec)
INFO:tensorflow:loss = 24.051954, step = 741 (0.603 sec)
INFO:tensorflow:global_step/sec: 1.863
INFO:tensorflow:train_accuracy = 0.5143979, train_loss = 25.175915 (0.537 sec)
INFO:tensorflow:loss = 25.175915, step = 742 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.95828
INFO:tensorflow:train_accuracy = 0.5458221, train_loss = 21.386982 (0.511 sec)
INFO:tensorflow:loss = 21.386982, step = 743 (0.511 sec)
INFO:tensorflow:global_step/sec: 1.63891
INFO:tensorflow:train_accuracy = 0.49357328, train_loss = 24.95757 (0.609 sec)
INFO:tensorflow:loss = 24.95757, step = 744 (0.609 sec)
INFO:tensorflow:global_step/sec: 1.46324
INFO:tensorflow:train_accuracy = 0.4922879, train_loss = 25.872192 (0.683 sec)
INFO:tensorflow:loss = 25.872192, step = 745 (0.683 sec)
INFO:tensorflow:global_step/sec: 1.982
INFO:tensorflow:train_accuracy = 0.52956986, train_loss = 22.34168 (0.505 sec)
INFO:tensorflow:loss = 22.34168, step = 746 (0.505 sec)
INFO:tensorflow:global_step/sec: 1.97187
INFO:tensorflow:train_accuracy = 0.5197889, train_loss = 23.73894 (0.507 sec)
INFO:tensorflow:loss = 23.73894, step = 747 (0.507 sec)
INFO:tensorflow:global_step/sec: 1.66135
INFO:tensorflow:train_accuracy = 0.5136541, train_loss = 26.24224 (0.602 sec)
INFO:tensorflow:loss = 26.24224, step = 748 (0.602 sec)
INFO:tensorflow:global_step/sec: 1.84107
INFO:tensorflow:train_accuracy = 0.5335968, train_loss = 22.55331 (0.543 sec)
INFO:tensorflow:loss = 22.55331, step = 749 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.90586
INFO:tensorflow:train_accuracy = 0.5163827, train_loss = 23.033218 (0.525 sec)
INFO:tensorflow:loss = 23.033218, step = 750 (0.525 sec)
INFO:tensorflow:global_step/sec: 2.1041
INFO:tensorflow:train_accuracy = 0.51861364, train_loss = 24.349098 (0.475 sec)
INFO:tensorflow:loss = 24.349098, step = 751 (0.474 sec)
INFO:tensorflow:global_step/sec: 1.86916
INFO:tensorflow:train_accuracy = 0.5218509, train_loss = 25.71922 (0.536 sec)
INFO:tensorflow:loss = 25.71922, step = 752 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.85606
INFO:tensorflow:train_accuracy = 0.50879395, train_loss = 26.216736 (0.539 sec)
INFO:tensorflow:loss = 26.216736, step = 753 (0.538 sec)
INFO:tensorflow:global_step/sec: 2.02108
INFO:tensorflow:train_accuracy = 0.54435486, train_loss = 22.181927 (0.495 sec)
INFO:tensorflow:loss = 22.181927, step = 754 (0.495 sec)
INFO:tensorflow:global_step/sec: 1.8067
INFO:tensorflow:train_accuracy = 0.5317139, train_loss = 23.759045 (0.553 sec)
INFO:tensorflow:loss = 23.759045, step = 755 (0.553 sec)
INFO:tensorflow:global_step/sec: 1.62694
INFO:tensorflow:train_accuracy = 0.5128866, train_loss = 25.01212 (0.615 sec)
INFO:tensorflow:loss = 25.01212, step = 756 (0.615 sec)
INFO:tensorflow:global_step/sec: 1.79364
INFO:tensorflow:train_accuracy = 0.5081556, train_loss = 26.937231 (0.557 sec)
INFO:tensorflow:loss = 26.937231, step = 757 (0.557 sec)
INFO:tensorflow:global_step/sec: 1.7635
INFO:tensorflow:train_accuracy = 0.5032938, train_loss = 23.799713 (0.567 sec)
INFO:tensorflow:loss = 23.799713, step = 758 (0.567 sec)
INFO:tensorflow:global_step/sec: 1.8879
INFO:tensorflow:train_accuracy = 0.5252918, train_loss = 23.613052 (0.530 sec)
INFO:tensorflow:loss = 23.613052, step = 759 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.98968
INFO:tensorflow:train_accuracy = 0.5065274, train_loss = 25.306925 (0.503 sec)
INFO:tensorflow:loss = 25.306925, step = 760 (0.502 sec)
INFO:tensorflow:global_step/sec: 1.79461
INFO:tensorflow:train_accuracy = 0.53642386, train_loss = 24.907063 (0.557 sec)
INFO:tensorflow:loss = 24.907063, step = 761 (0.558 sec)
INFO:tensorflow:global_step/sec: 1.73151
INFO:tensorflow:train_accuracy = 0.5369393, train_loss = 22.249722 (0.577 sec)
INFO:tensorflow:loss = 22.249722, step = 762 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.55127
INFO:tensorflow:train_accuracy = 0.5, train_loss = 29.601543 (0.644 sec)
INFO:tensorflow:loss = 29.601543, step = 763 (0.644 sec)
INFO:tensorflow:global_step/sec: 1.9681
INFO:tensorflow:train_accuracy = 0.5246114, train_loss = 22.571758 (0.508 sec)
INFO:tensorflow:loss = 22.571758, step = 764 (0.508 sec)
INFO:tensorflow:global_step/sec: 1.91813
INFO:tensorflow:train_accuracy = 0.50061655, train_loss = 29.55262 (0.521 sec)
INFO:tensorflow:loss = 29.55262, step = 765 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.74364
INFO:tensorflow:train_accuracy = 0.5104167, train_loss = 24.878258 (0.573 sec)
INFO:tensorflow:loss = 24.878258, step = 766 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.53375
INFO:tensorflow:train_accuracy = 0.53238344, train_loss = 32.50962 (0.652 sec)
INFO:tensorflow:loss = 32.50962, step = 767 (0.652 sec)
INFO:tensorflow:global_step/sec: 1.61969
INFO:tensorflow:train_accuracy = 0.51772153, train_loss = 25.498552 (0.618 sec)
INFO:tensorflow:loss = 25.498552, step = 768 (0.618 sec)
INFO:tensorflow:global_step/sec: 1.7343
INFO:tensorflow:train_accuracy = 0.525, train_loss = 26.295805 (0.576 sec)
INFO:tensorflow:loss = 26.295805, step = 769 (0.576 sec)
INFO:tensorflow:global_step/sec: 1.87135
INFO:tensorflow:train_accuracy = 0.54509807, train_loss = 22.882149 (0.535 sec)
INFO:tensorflow:loss = 22.882149, step = 770 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.5433
INFO:tensorflow:train_accuracy = 0.51753324, train_loss = 29.840134 (0.648 sec)
INFO:tensorflow:loss = 29.840134, step = 771 (0.648 sec)
INFO:tensorflow:global_step/sec: 1.97443
INFO:tensorflow:train_accuracy = 0.52570695, train_loss = 23.693638 (0.507 sec)
INFO:tensorflow:loss = 23.693638, step = 772 (0.507 sec)
INFO:tensorflow:global_step/sec: 1.88503
INFO:tensorflow:train_accuracy = 0.51005024, train_loss = 27.173664 (0.530 sec)
INFO:tensorflow:loss = 27.173664, step = 773 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.9211
INFO:tensorflow:train_accuracy = 0.521164, train_loss = 23.286837 (0.521 sec)
INFO:tensorflow:loss = 23.286837, step = 774 (0.520 sec)
INFO:tensorflow:global_step/sec: 1.84103
INFO:tensorflow:train_accuracy = 0.505618, train_loss = 26.08062 (0.543 sec)
INFO:tensorflow:loss = 26.08062, step = 775 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.71688
INFO:tensorflow:train_accuracy = 0.5198973, train_loss = 26.363838 (0.583 sec)
INFO:tensorflow:loss = 26.363838, step = 776 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.96512
INFO:tensorflow:train_accuracy = 0.54508746, train_loss = 19.960114 (0.509 sec)
INFO:tensorflow:loss = 19.960114, step = 777 (0.508 sec)
INFO:tensorflow:global_step/sec: 1.76364
INFO:tensorflow:train_accuracy = 0.5192308, train_loss = 25.267483 (0.567 sec)
INFO:tensorflow:loss = 25.267483, step = 778 (0.567 sec)
INFO:tensorflow:global_step/sec: 1.89967
INFO:tensorflow:train_accuracy = 0.54435486, train_loss = 21.680595 (0.526 sec)
INFO:tensorflow:loss = 21.680595, step = 779 (0.526 sec)
INFO:tensorflow:global_step/sec: 1.91394
INFO:tensorflow:train_accuracy = 0.5064433, train_loss = 25.967276 (0.522 sec)
INFO:tensorflow:loss = 25.967276, step = 780 (0.522 sec)
INFO:tensorflow:global_step/sec: 4.01994
INFO:tensorflow:train_accuracy = 0.47488585, train_loss = 41.411377 (0.249 sec)
INFO:tensorflow:loss = 41.411377, step = 781 (0.249 sec)
INFO:tensorflow:global_step/sec: 1.82776
INFO:tensorflow:train_accuracy = 0.5343008, train_loss = 21.871437 (0.547 sec)
INFO:tensorflow:loss = 21.871437, step = 782 (0.547 sec)
INFO:tensorflow:global_step/sec: 1.61946
INFO:tensorflow:train_accuracy = 0.50813514, train_loss = 26.583672 (0.618 sec)
INFO:tensorflow:loss = 26.583672, step = 783 (0.618 sec)
INFO:tensorflow:global_step/sec: 1.42851
INFO:tensorflow:train_accuracy = 0.499388, train_loss = 29.173939 (0.700 sec)
INFO:tensorflow:loss = 29.173939, step = 784 (0.700 sec)
INFO:tensorflow:global_step/sec: 1.70759
INFO:tensorflow:train_accuracy = 0.49753696, train_loss = 29.549881 (0.585 sec)
INFO:tensorflow:loss = 29.549881, step = 785 (0.585 sec)
INFO:tensorflow:global_step/sec: 1.91402
INFO:tensorflow:train_accuracy = 0.5260347, train_loss = 22.056356 (0.522 sec)
INFO:tensorflow:loss = 22.056356, step = 786 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.73169
INFO:tensorflow:train_accuracy = 0.52393615, train_loss = 21.680115 (0.577 sec)
INFO:tensorflow:loss = 21.680115, step = 787 (0.577 sec)
INFO:tensorflow:global_step/sec: 1.64945
INFO:tensorflow:train_accuracy = 0.5, train_loss = 27.962715 (0.607 sec)
INFO:tensorflow:loss = 27.962715, step = 788 (0.607 sec)
INFO:tensorflow:global_step/sec: 1.70589
INFO:tensorflow:train_accuracy = 0.5329815, train_loss = 22.635538 (0.586 sec)
INFO:tensorflow:loss = 22.635538, step = 789 (0.586 sec)
INFO:tensorflow:global_step/sec: 2.04777
INFO:tensorflow:train_accuracy = 0.5239948, train_loss = 23.73035 (0.488 sec)
INFO:tensorflow:loss = 23.73035, step = 790 (0.488 sec)
INFO:tensorflow:global_step/sec: 1.65284
INFO:tensorflow:train_accuracy = 0.52680963, train_loss = 21.923597 (0.605 sec)
INFO:tensorflow:loss = 21.923597, step = 791 (0.605 sec)
INFO:tensorflow:global_step/sec: 1.63914
INFO:tensorflow:train_accuracy = 0.53079945, train_loss = 24.881643 (0.610 sec)
INFO:tensorflow:loss = 24.881643, step = 792 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.47109
INFO:tensorflow:train_accuracy = 0.5301205, train_loss = 22.928864 (0.680 sec)
INFO:tensorflow:loss = 22.928864, step = 793 (0.680 sec)
INFO:tensorflow:global_step/sec: 1.85488
INFO:tensorflow:train_accuracy = 0.5133418, train_loss = 25.216295 (0.539 sec)
INFO:tensorflow:loss = 25.216295, step = 794 (0.539 sec)
INFO:tensorflow:global_step/sec: 1.88344
INFO:tensorflow:train_accuracy = 0.49803922, train_loss = 22.482801 (0.531 sec)
INFO:tensorflow:loss = 22.482801, step = 795 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.89889
INFO:tensorflow:train_accuracy = 0.5350993, train_loss = 24.07623 (0.527 sec)
INFO:tensorflow:loss = 24.07623, step = 796 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.80269
INFO:tensorflow:train_accuracy = 0.53018373, train_loss = 21.98014 (0.554 sec)
INFO:tensorflow:loss = 21.98014, step = 797 (0.554 sec)
INFO:tensorflow:global_step/sec: 1.71847
INFO:tensorflow:train_accuracy = 0.52791876, train_loss = 28.297762 (0.582 sec)
INFO:tensorflow:loss = 28.297762, step = 798 (0.582 sec)
INFO:tensorflow:Saving checkpoints for 800 into asr-quartznet/model.ckpt.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2020-10-25T19:03:01Z
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from asr-quartznet/model.ckpt-800
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Evaluation [1/10]
INFO:tensorflow:Evaluation [2/10]
INFO:tensorflow:Evaluation [3/10]
INFO:tensorflow:Evaluation [4/10]
INFO:tensorflow:Evaluation [5/10]
INFO:tensorflow:Evaluation [6/10]
INFO:tensorflow:Evaluation [7/10]
INFO:tensorflow:Evaluation [8/10]
INFO:tensorflow:Evaluation [9/10]
INFO:tensorflow:Evaluation [10/10]
INFO:tensorflow:Finished evaluation at 2020-10-25-19:03:10
INFO:tensorflow:Saving dict for global step 800: WER = 1.0, accuracy = 0.4877301, global_step = 800, loss = 23.982439
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 800: asr-quartznet/model.ckpt-800
INFO:tensorflow:global_step/sec: 0.058921
INFO:tensorflow:train_accuracy = 0.5273698, train_loss = 21.14624 (16.971 sec)
INFO:tensorflow:loss = 21.14624, step = 799 (16.971 sec)
INFO:tensorflow:global_step/sec: 1.62908
INFO:tensorflow:train_accuracy = 0.51856595, train_loss = 25.450104 (0.616 sec)
INFO:tensorflow:loss = 25.450104, step = 800 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.82734
INFO:tensorflow:train_accuracy = 0.5013089, train_loss = 25.118227 (0.546 sec)
INFO:tensorflow:loss = 25.118227, step = 801 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.82003
INFO:tensorflow:train_accuracy = 0.5246114, train_loss = 22.718306 (0.549 sec)
INFO:tensorflow:loss = 22.718306, step = 802 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.61895
INFO:tensorflow:train_accuracy = 0.4866242, train_loss = 26.246677 (0.618 sec)
INFO:tensorflow:loss = 26.246677, step = 803 (0.618 sec)
INFO:tensorflow:global_step/sec: 1.75165
INFO:tensorflow:train_accuracy = 0.5294118, train_loss = 23.632244 (0.571 sec)
INFO:tensorflow:loss = 23.632244, step = 804 (0.571 sec)
INFO:tensorflow:global_step/sec: 1.86634
INFO:tensorflow:train_accuracy = 0.51915455, train_loss = 25.2184 (0.535 sec)
INFO:tensorflow:loss = 25.2184, step = 805 (0.535 sec)
INFO:tensorflow:global_step/sec: 1.95629
INFO:tensorflow:train_accuracy = 0.51856595, train_loss = 23.94997 (0.511 sec)
INFO:tensorflow:loss = 23.94997, step = 806 (0.511 sec)
INFO:tensorflow:global_step/sec: 1.91555
INFO:tensorflow:train_accuracy = 0.5350066, train_loss = 22.399673 (0.522 sec)
INFO:tensorflow:loss = 22.399673, step = 807 (0.522 sec)
INFO:tensorflow:global_step/sec: 1.71415
INFO:tensorflow:train_accuracy = 0.52393275, train_loss = 23.781761 (0.583 sec)
INFO:tensorflow:loss = 23.781761, step = 808 (0.583 sec)
INFO:tensorflow:global_step/sec: 1.6268
INFO:tensorflow:train_accuracy = 0.507732, train_loss = 26.207417 (0.615 sec)
INFO:tensorflow:loss = 26.207417, step = 809 (0.614 sec)
INFO:tensorflow:global_step/sec: 1.96122
INFO:tensorflow:train_accuracy = 0.5103627, train_loss = 23.867794 (0.510 sec)
INFO:tensorflow:loss = 23.867794, step = 810 (0.510 sec)
INFO:tensorflow:global_step/sec: 1.53907
INFO:tensorflow:train_accuracy = 0.49936947, train_loss = 28.069084 (0.650 sec)
INFO:tensorflow:loss = 28.069084, step = 811 (0.650 sec)
INFO:tensorflow:global_step/sec: 1.8367
INFO:tensorflow:train_accuracy = 0.52056557, train_loss = 25.280977 (0.545 sec)
INFO:tensorflow:loss = 25.280977, step = 812 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.53521
INFO:tensorflow:train_accuracy = 0.50062895, train_loss = 27.328949 (0.651 sec)
INFO:tensorflow:loss = 27.328949, step = 813 (0.651 sec)
INFO:tensorflow:global_step/sec: 1.6573
INFO:tensorflow:train_accuracy = 0.5360419, train_loss = 22.734606 (0.603 sec)
INFO:tensorflow:loss = 22.734606, step = 814 (0.603 sec)
INFO:tensorflow:global_step/sec: 1.7459
INFO:tensorflow:train_accuracy = 0.4975669, train_loss = 27.790012 (0.573 sec)
INFO:tensorflow:loss = 27.790012, step = 815 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.5966
INFO:tensorflow:train_accuracy = 0.53040105, train_loss = 24.832186 (0.626 sec)
INFO:tensorflow:loss = 24.832186, step = 816 (0.626 sec)
INFO:tensorflow:global_step/sec: 1.71405
INFO:tensorflow:train_accuracy = 0.51772153, train_loss = 24.533976 (0.584 sec)
INFO:tensorflow:loss = 24.533976, step = 817 (0.584 sec)
INFO:tensorflow:global_step/sec: 1.81796
INFO:tensorflow:train_accuracy = 0.49936306, train_loss = 25.702198 (0.550 sec)
INFO:tensorflow:loss = 25.702198, step = 818 (0.550 sec)
INFO:tensorflow:global_step/sec: 1.54164
INFO:tensorflow:train_accuracy = 0.53359175, train_loss = 25.729666 (0.649 sec)
INFO:tensorflow:loss = 25.729666, step = 819 (0.649 sec)
INFO:tensorflow:global_step/sec: 1.69908
INFO:tensorflow:train_accuracy = 0.52618134, train_loss = 25.70068 (0.588 sec)
INFO:tensorflow:loss = 25.70068, step = 820 (0.588 sec)
INFO:tensorflow:global_step/sec: 1.86754
INFO:tensorflow:train_accuracy = 0.51856595, train_loss = 24.065329 (0.536 sec)
INFO:tensorflow:loss = 24.065329, step = 821 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.71321
INFO:tensorflow:train_accuracy = 0.47994986, train_loss = 26.935024 (0.583 sec)
INFO:tensorflow:loss = 26.935024, step = 822 (0.584 sec)
INFO:tensorflow:global_step/sec: 1.75993
INFO:tensorflow:train_accuracy = 0.52248675, train_loss = 23.211458 (0.568 sec)
INFO:tensorflow:loss = 23.211458, step = 823 (0.568 sec)
INFO:tensorflow:global_step/sec: 1.81021
INFO:tensorflow:train_accuracy = 0.49747476, train_loss = 26.24081 (0.552 sec)
INFO:tensorflow:loss = 26.24081, step = 824 (0.552 sec)
INFO:tensorflow:global_step/sec: 1.91678
INFO:tensorflow:train_accuracy = 0.5272727, train_loss = 23.338968 (0.522 sec)
INFO:tensorflow:loss = 23.338968, step = 825 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.9605
INFO:tensorflow:train_accuracy = 0.5487805, train_loss = 20.555069 (0.510 sec)
INFO:tensorflow:loss = 20.555069, step = 826 (0.510 sec)
INFO:tensorflow:global_step/sec: 5.75507
INFO:tensorflow:train_accuracy = 0.49302325, train_loss = 24.794947 (0.174 sec)
INFO:tensorflow:loss = 24.794947, step = 827 (0.174 sec)
INFO:tensorflow:global_step/sec: 1.69513
INFO:tensorflow:train_accuracy = 0.52597404, train_loss = 24.243855 (0.590 sec)
INFO:tensorflow:loss = 24.243855, step = 828 (0.589 sec)
INFO:tensorflow:global_step/sec: 1.58764
INFO:tensorflow:train_accuracy = 0.5006353, train_loss = 24.575933 (0.630 sec)
INFO:tensorflow:loss = 24.575933, step = 829 (0.630 sec)
INFO:tensorflow:global_step/sec: 1.66412
INFO:tensorflow:train_accuracy = 0.5192308, train_loss = 24.14315 (0.601 sec)
INFO:tensorflow:loss = 24.14315, step = 830 (0.601 sec)
INFO:tensorflow:global_step/sec: 1.74861
INFO:tensorflow:train_accuracy = 0.46764347, train_loss = 29.602222 (0.572 sec)
INFO:tensorflow:loss = 29.602222, step = 831 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.44295
INFO:tensorflow:train_accuracy = 0.5081556, train_loss = 31.028538 (0.693 sec)
INFO:tensorflow:loss = 31.028538, step = 832 (0.693 sec)
INFO:tensorflow:global_step/sec: 2.0295
INFO:tensorflow:train_accuracy = 0.5420561, train_loss = 22.346298 (0.493 sec)
INFO:tensorflow:loss = 22.346298, step = 833 (0.493 sec)
INFO:tensorflow:global_step/sec: 1.72141
INFO:tensorflow:train_accuracy = 0.532, train_loss = 22.729603 (0.581 sec)
INFO:tensorflow:loss = 22.729603, step = 834 (0.581 sec)
INFO:tensorflow:global_step/sec: 1.72341
INFO:tensorflow:train_accuracy = 0.51856595, train_loss = 23.210796 (0.580 sec)
INFO:tensorflow:loss = 23.210796, step = 835 (0.580 sec)
INFO:tensorflow:global_step/sec: 1.62817
INFO:tensorflow:train_accuracy = 0.51450187, train_loss = 24.98116 (0.623 sec)
INFO:tensorflow:loss = 24.98116, step = 836 (0.622 sec)
INFO:tensorflow:global_step/sec: 1.42283
INFO:tensorflow:train_accuracy = 0.5310436, train_loss = 22.760098 (0.694 sec)
INFO:tensorflow:loss = 22.760098, step = 837 (0.694 sec)
INFO:tensorflow:global_step/sec: 1.85797
INFO:tensorflow:train_accuracy = 0.54435486, train_loss = 20.98231 (0.538 sec)
INFO:tensorflow:loss = 20.98231, step = 838 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.67675
INFO:tensorflow:train_accuracy = 0.5343008, train_loss = 23.53356 (0.596 sec)
INFO:tensorflow:loss = 23.53356, step = 839 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.80051
INFO:tensorflow:train_accuracy = 0.5335968, train_loss = 23.0472 (0.556 sec)
INFO:tensorflow:loss = 23.0472, step = 840 (0.556 sec)
INFO:tensorflow:global_step/sec: 1.65122
INFO:tensorflow:train_accuracy = 0.51005024, train_loss = 26.182693 (0.606 sec)
INFO:tensorflow:loss = 26.182693, step = 841 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.89536
INFO:tensorflow:train_accuracy = 0.5413333, train_loss = 22.153236 (0.527 sec)
INFO:tensorflow:loss = 22.153236, step = 842 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.82537
INFO:tensorflow:train_accuracy = 0.53079945, train_loss = 22.814346 (0.548 sec)
INFO:tensorflow:loss = 22.814346, step = 843 (0.548 sec)
INFO:tensorflow:global_step/sec: 1.95759
INFO:tensorflow:train_accuracy = 0.5252918, train_loss = 24.09735 (0.511 sec)
INFO:tensorflow:loss = 24.09735, step = 844 (0.510 sec)
INFO:tensorflow:global_step/sec: 1.86884
INFO:tensorflow:train_accuracy = 0.5413333, train_loss = 22.079529 (0.535 sec)
INFO:tensorflow:loss = 22.079529, step = 845 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.84322
INFO:tensorflow:train_accuracy = 0.52393275, train_loss = 23.448343 (0.542 sec)
INFO:tensorflow:loss = 23.448343, step = 846 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.88149
INFO:tensorflow:train_accuracy = 0.5349144, train_loss = 22.740362 (0.531 sec)
INFO:tensorflow:loss = 22.740362, step = 847 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.61571
INFO:tensorflow:train_accuracy = 0.50318474, train_loss = 26.456608 (0.619 sec)
INFO:tensorflow:loss = 26.456608, step = 848 (0.619 sec)
INFO:tensorflow:global_step/sec: 1.84199
INFO:tensorflow:train_accuracy = 0.5191816, train_loss = 24.333862 (0.543 sec)
INFO:tensorflow:loss = 24.333862, step = 849 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.77186
INFO:tensorflow:train_accuracy = 0.5089744, train_loss = 23.870316 (0.564 sec)
INFO:tensorflow:loss = 23.870316, step = 850 (0.564 sec)
INFO:tensorflow:global_step/sec: 2.01192
INFO:tensorflow:train_accuracy = 0.5418327, train_loss = 24.544678 (0.497 sec)
INFO:tensorflow:loss = 24.544678, step = 851 (0.497 sec)
INFO:tensorflow:global_step/sec: 1.8588
INFO:tensorflow:train_accuracy = 0.51846963, train_loss = 24.528423 (0.538 sec)
INFO:tensorflow:loss = 24.528423, step = 852 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.95511
INFO:tensorflow:train_accuracy = 0.50319284, train_loss = 23.478653 (0.511 sec)
INFO:tensorflow:loss = 23.478653, step = 853 (0.511 sec)
INFO:tensorflow:global_step/sec: 1.68706
INFO:tensorflow:train_accuracy = 0.52893674, train_loss = 22.103542 (0.593 sec)
INFO:tensorflow:loss = 22.103542, step = 854 (0.593 sec)
INFO:tensorflow:global_step/sec: 1.92492
INFO:tensorflow:train_accuracy = 0.54072094, train_loss = 22.865028 (0.520 sec)
INFO:tensorflow:loss = 22.865028, step = 855 (0.520 sec)
INFO:tensorflow:global_step/sec: 1.53862
INFO:tensorflow:train_accuracy = 0.4856115, train_loss = 31.275969 (0.650 sec)
INFO:tensorflow:loss = 31.275969, step = 856 (0.649 sec)
INFO:tensorflow:global_step/sec: 1.64082
INFO:tensorflow:train_accuracy = 0.53737116, train_loss = 23.949528 (0.609 sec)
INFO:tensorflow:loss = 23.949528, step = 857 (0.609 sec)
INFO:tensorflow:global_step/sec: 1.56093
INFO:tensorflow:train_accuracy = 0.49625936, train_loss = 32.62814 (0.641 sec)
INFO:tensorflow:loss = 32.62814, step = 858 (0.641 sec)
INFO:tensorflow:global_step/sec: 1.88905
INFO:tensorflow:train_accuracy = 0.51846963, train_loss = 23.519531 (0.530 sec)
INFO:tensorflow:loss = 23.519531, step = 859 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.64827
INFO:tensorflow:train_accuracy = 0.52734375, train_loss = 22.838219 (0.606 sec)
INFO:tensorflow:loss = 22.838219, step = 860 (0.606 sec)
INFO:tensorflow:global_step/sec: 1.72578
INFO:tensorflow:train_accuracy = 0.500615, train_loss = 27.567211 (0.579 sec)
INFO:tensorflow:loss = 27.567211, step = 861 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.75984
INFO:tensorflow:train_accuracy = 0.53157896, train_loss = 28.914532 (0.568 sec)
INFO:tensorflow:loss = 28.914532, step = 862 (0.568 sec)
INFO:tensorflow:global_step/sec: 1.68237
INFO:tensorflow:train_accuracy = 0.4885404, train_loss = 28.839916 (0.595 sec)
INFO:tensorflow:loss = 28.839916, step = 863 (0.595 sec)
INFO:tensorflow:global_step/sec: 1.74001
INFO:tensorflow:train_accuracy = 0.513308, train_loss = 26.64303 (0.575 sec)
INFO:tensorflow:loss = 26.64303, step = 864 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.9186
INFO:tensorflow:train_accuracy = 0.51432294, train_loss = 28.674835 (0.521 sec)
INFO:tensorflow:loss = 28.674835, step = 865 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.54814
INFO:tensorflow:train_accuracy = 0.47715735, train_loss = 28.696083 (0.646 sec)
INFO:tensorflow:loss = 28.696083, step = 866 (0.646 sec)
INFO:tensorflow:global_step/sec: 1.88998
INFO:tensorflow:train_accuracy = 0.5103896, train_loss = 31.769606 (0.529 sec)
INFO:tensorflow:loss = 31.769606, step = 867 (0.529 sec)
INFO:tensorflow:global_step/sec: 1.88463
INFO:tensorflow:train_accuracy = 0.53149605, train_loss = 23.699232 (0.531 sec)
INFO:tensorflow:loss = 23.699232, step = 868 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.77183
INFO:tensorflow:train_accuracy = 0.49557522, train_loss = 31.683483 (0.564 sec)
INFO:tensorflow:loss = 31.683483, step = 869 (0.563 sec)
INFO:tensorflow:global_step/sec: 1.83292
INFO:tensorflow:train_accuracy = 0.5232558, train_loss = 25.781986 (0.546 sec)
INFO:tensorflow:loss = 25.781986, step = 870 (0.547 sec)
INFO:tensorflow:global_step/sec: 1.6926
INFO:tensorflow:train_accuracy = 0.46599495, train_loss = 35.175503 (0.591 sec)
INFO:tensorflow:loss = 35.175503, step = 871 (0.590 sec)
INFO:tensorflow:global_step/sec: 1.90436
INFO:tensorflow:train_accuracy = 0.5458221, train_loss = 22.491962 (0.525 sec)
INFO:tensorflow:loss = 22.491962, step = 872 (0.526 sec)
INFO:tensorflow:global_step/sec: 5.60812
INFO:tensorflow:train_accuracy = 0.53, train_loss = 23.977997 (0.178 sec)
INFO:tensorflow:loss = 23.977997, step = 873 (0.178 sec)
INFO:tensorflow:global_step/sec: 1.696
INFO:tensorflow:train_accuracy = 0.49674055, train_loss = 23.871347 (0.590 sec)
INFO:tensorflow:loss = 23.871347, step = 874 (0.589 sec)
INFO:tensorflow:global_step/sec: 1.61426
INFO:tensorflow:train_accuracy = 0.5, train_loss = 31.317385 (0.620 sec)
INFO:tensorflow:loss = 31.317385, step = 875 (0.620 sec)
INFO:tensorflow:global_step/sec: 1.41081
INFO:tensorflow:train_accuracy = 0.45387453, train_loss = 35.517204 (0.709 sec)
INFO:tensorflow:loss = 35.517204, step = 876 (0.708 sec)
INFO:tensorflow:global_step/sec: 1.83209
INFO:tensorflow:train_accuracy = 0.48908857, train_loss = 30.526398 (0.546 sec)
INFO:tensorflow:loss = 30.526398, step = 877 (0.546 sec)
INFO:tensorflow:global_step/sec: 1.6371
INFO:tensorflow:train_accuracy = 0.4906367, train_loss = 31.039234 (0.611 sec)
INFO:tensorflow:loss = 31.039234, step = 878 (0.611 sec)
INFO:tensorflow:global_step/sec: 1.91581
INFO:tensorflow:train_accuracy = 0.494133, train_loss = 27.866758 (0.522 sec)
INFO:tensorflow:loss = 27.866758, step = 879 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.69624
INFO:tensorflow:train_accuracy = 0.45945945, train_loss = 34.782524 (0.590 sec)
INFO:tensorflow:loss = 34.782524, step = 880 (0.590 sec)
INFO:tensorflow:global_step/sec: 1.75317
INFO:tensorflow:train_accuracy = 0.47682118, train_loss = 28.840279 (0.570 sec)
INFO:tensorflow:loss = 28.840279, step = 881 (0.570 sec)
INFO:tensorflow:global_step/sec: 1.61861
INFO:tensorflow:train_accuracy = 0.47916666, train_loss = 28.579689 (0.620 sec)
INFO:tensorflow:loss = 28.579689, step = 882 (0.620 sec)
INFO:tensorflow:global_step/sec: 1.43195
INFO:tensorflow:train_accuracy = 0.43121693, train_loss = 29.560726 (0.697 sec)
INFO:tensorflow:loss = 29.560726, step = 883 (0.697 sec)
INFO:tensorflow:global_step/sec: 1.94682
INFO:tensorflow:train_accuracy = 0.5045752, train_loss = 27.993214 (0.514 sec)
INFO:tensorflow:loss = 27.993214, step = 884 (0.514 sec)
INFO:tensorflow:global_step/sec: 1.94521
INFO:tensorflow:train_accuracy = 0.48598132, train_loss = 25.31596 (0.514 sec)
INFO:tensorflow:loss = 25.31596, step = 885 (0.514 sec)
INFO:tensorflow:global_step/sec: 1.98873
INFO:tensorflow:train_accuracy = 0.5051151, train_loss = 25.7466 (0.503 sec)
INFO:tensorflow:loss = 25.7466, step = 886 (0.502 sec)
INFO:tensorflow:global_step/sec: 1.90777
INFO:tensorflow:train_accuracy = 0.49737534, train_loss = 28.146023 (0.524 sec)
INFO:tensorflow:loss = 28.146023, step = 887 (0.524 sec)
INFO:tensorflow:global_step/sec: 1.66928
INFO:tensorflow:train_accuracy = 0.52380955, train_loss = 24.852644 (0.600 sec)
INFO:tensorflow:loss = 24.852644, step = 888 (0.600 sec)
INFO:tensorflow:global_step/sec: 2.01381
INFO:tensorflow:train_accuracy = 0.5176471, train_loss = 24.228374 (0.496 sec)
INFO:tensorflow:loss = 24.228374, step = 889 (0.496 sec)
INFO:tensorflow:global_step/sec: 1.82249
INFO:tensorflow:train_accuracy = 0.4897436, train_loss = 30.799898 (0.549 sec)
INFO:tensorflow:loss = 30.799898, step = 890 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.82461
INFO:tensorflow:train_accuracy = 0.5162549, train_loss = 25.190605 (0.548 sec)
INFO:tensorflow:loss = 25.190605, step = 891 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.94875
INFO:tensorflow:train_accuracy = 0.4867021, train_loss = 28.898216 (0.513 sec)
INFO:tensorflow:loss = 28.898216, step = 892 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.64231
INFO:tensorflow:train_accuracy = 0.4934896, train_loss = 29.726278 (0.608 sec)
INFO:tensorflow:loss = 29.726278, step = 893 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.64013
INFO:tensorflow:train_accuracy = 0.496134, train_loss = 29.29231 (0.610 sec)
INFO:tensorflow:loss = 29.29231, step = 894 (0.610 sec)
INFO:tensorflow:global_step/sec: 1.8499
INFO:tensorflow:train_accuracy = 0.49167734, train_loss = 28.575726 (0.541 sec)
INFO:tensorflow:loss = 28.575726, step = 895 (0.541 sec)
INFO:tensorflow:global_step/sec: 1.77797
INFO:tensorflow:train_accuracy = 0.47493404, train_loss = 28.053143 (0.562 sec)
INFO:tensorflow:loss = 28.053143, step = 896 (0.562 sec)
INFO:tensorflow:global_step/sec: 1.86205
INFO:tensorflow:train_accuracy = 0.48416886, train_loss = 27.203428 (0.537 sec)
INFO:tensorflow:loss = 27.203428, step = 897 (0.538 sec)
INFO:tensorflow:global_step/sec: 1.98181
INFO:tensorflow:train_accuracy = 0.49271524, train_loss = 26.616747 (0.504 sec)
INFO:tensorflow:loss = 26.616747, step = 898 (0.504 sec)
INFO:tensorflow:global_step/sec: 1.81731
INFO:tensorflow:train_accuracy = 0.47058824, train_loss = 32.199 (0.550 sec)
INFO:tensorflow:loss = 32.199, step = 899 (0.550 sec)
INFO:tensorflow:global_step/sec: 1.7335
INFO:tensorflow:train_accuracy = 0.46560848, train_loss = 28.141626 (0.578 sec)
INFO:tensorflow:loss = 28.141626, step = 900 (0.578 sec)
INFO:tensorflow:global_step/sec: 1.54674
INFO:tensorflow:train_accuracy = 0.37752524, train_loss = 34.612434 (0.646 sec)
INFO:tensorflow:loss = 34.612434, step = 901 (0.646 sec)
INFO:tensorflow:global_step/sec: 1.85395
INFO:tensorflow:train_accuracy = 0.45614034, train_loss = 31.57251 (0.539 sec)
INFO:tensorflow:loss = 31.57251, step = 902 (0.539 sec)
INFO:tensorflow:global_step/sec: 2.00452
INFO:tensorflow:train_accuracy = 0.48152867, train_loss = 27.885271 (0.499 sec)
INFO:tensorflow:loss = 27.885271, step = 903 (0.499 sec)
INFO:tensorflow:global_step/sec: 1.88747
INFO:tensorflow:train_accuracy = 0.4901704, train_loss = 27.515907 (0.530 sec)
INFO:tensorflow:loss = 27.515907, step = 904 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.93617
INFO:tensorflow:train_accuracy = 0.43320364, train_loss = 30.552681 (0.516 sec)
INFO:tensorflow:loss = 30.552681, step = 905 (0.516 sec)
INFO:tensorflow:global_step/sec: 1.66202
INFO:tensorflow:train_accuracy = 0.48341838, train_loss = 29.74511 (0.602 sec)
INFO:tensorflow:loss = 29.74511, step = 906 (0.602 sec)
INFO:tensorflow:global_step/sec: 1.76148
INFO:tensorflow:train_accuracy = 0.46375, train_loss = 29.977573 (0.568 sec)
INFO:tensorflow:loss = 29.977573, step = 907 (0.567 sec)
INFO:tensorflow:global_step/sec: 1.54126
INFO:tensorflow:train_accuracy = 0.43467012, train_loss = 30.844913 (0.649 sec)
INFO:tensorflow:loss = 30.844913, step = 908 (0.649 sec)
INFO:tensorflow:global_step/sec: 1.64478
INFO:tensorflow:train_accuracy = 0.4741488, train_loss = 31.178621 (0.608 sec)
INFO:tensorflow:loss = 31.178621, step = 909 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.55353
INFO:tensorflow:train_accuracy = 0.41269842, train_loss = 33.379894 (0.644 sec)
INFO:tensorflow:loss = 33.379894, step = 910 (0.644 sec)
INFO:tensorflow:global_step/sec: 1.99289
INFO:tensorflow:train_accuracy = 0.4465409, train_loss = 31.468464 (0.502 sec)
INFO:tensorflow:loss = 31.468464, step = 911 (0.502 sec)
INFO:tensorflow:global_step/sec: 1.90132
INFO:tensorflow:train_accuracy = 0.40673575, train_loss = 27.39006 (0.525 sec)
INFO:tensorflow:loss = 27.39006, step = 912 (0.525 sec)
INFO:tensorflow:global_step/sec: 1.74134
INFO:tensorflow:train_accuracy = 0.46183205, train_loss = 30.020407 (0.575 sec)
INFO:tensorflow:loss = 30.020407, step = 913 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.8492
INFO:tensorflow:train_accuracy = 0.4744898, train_loss = 28.398506 (0.541 sec)
INFO:tensorflow:loss = 28.398506, step = 914 (0.541 sec)
INFO:tensorflow:global_step/sec: 1.74684
INFO:tensorflow:train_accuracy = 0.43076923, train_loss = 29.346638 (0.572 sec)
INFO:tensorflow:loss = 29.346638, step = 915 (0.572 sec)
INFO:tensorflow:global_step/sec: 1.9137
INFO:tensorflow:train_accuracy = 0.41666666, train_loss = 28.040676 (0.522 sec)
INFO:tensorflow:loss = 28.040676, step = 916 (0.522 sec)
INFO:tensorflow:global_step/sec: 1.89982
INFO:tensorflow:train_accuracy = 0.47003993, train_loss = 27.63496 (0.527 sec)
INFO:tensorflow:loss = 27.63496, step = 917 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.90216
INFO:tensorflow:train_accuracy = 0.46920052, train_loss = 27.308065 (0.526 sec)
INFO:tensorflow:loss = 27.308065, step = 918 (0.526 sec)
INFO:tensorflow:global_step/sec: 6.30036
INFO:tensorflow:train_accuracy = 0.40191388, train_loss = 25.713858 (0.159 sec)
INFO:tensorflow:loss = 25.713858, step = 919 (0.158 sec)
INFO:tensorflow:global_step/sec: 1.71791
INFO:tensorflow:train_accuracy = 0.4443038, train_loss = 29.161219 (0.582 sec)
INFO:tensorflow:loss = 29.161219, step = 920 (0.582 sec)
INFO:tensorflow:global_step/sec: 1.62437
INFO:tensorflow:train_accuracy = 0.4224464, train_loss = 30.629715 (0.615 sec)
INFO:tensorflow:loss = 30.629715, step = 921 (0.615 sec)
INFO:tensorflow:global_step/sec: 1.4476
INFO:tensorflow:train_accuracy = 0.40276036, train_loss = 32.740864 (0.691 sec)
INFO:tensorflow:loss = 32.740864, step = 922 (0.692 sec)
INFO:tensorflow:global_step/sec: 1.84381
INFO:tensorflow:train_accuracy = 0.47493404, train_loss = 31.524172 (0.542 sec)
INFO:tensorflow:loss = 31.524172, step = 923 (0.542 sec)
INFO:tensorflow:global_step/sec: 1.64604
INFO:tensorflow:train_accuracy = 0.47191012, train_loss = 29.738382 (0.608 sec)
INFO:tensorflow:loss = 29.738382, step = 924 (0.608 sec)
INFO:tensorflow:global_step/sec: 1.67625
INFO:tensorflow:train_accuracy = 0.4654498, train_loss = 27.428383 (0.596 sec)
INFO:tensorflow:loss = 27.428383, step = 925 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.88461
INFO:tensorflow:train_accuracy = 0.47129506, train_loss = 29.250671 (0.530 sec)
INFO:tensorflow:loss = 29.250671, step = 926 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.67987
INFO:tensorflow:train_accuracy = 0.42729592, train_loss = 29.471851 (0.596 sec)
INFO:tensorflow:loss = 29.471851, step = 927 (0.596 sec)
INFO:tensorflow:global_step/sec: 1.60898
INFO:tensorflow:train_accuracy = 0.47651008, train_loss = 25.750168 (0.622 sec)
INFO:tensorflow:loss = 25.750168, step = 928 (0.622 sec)
INFO:tensorflow:global_step/sec: 1.91774
INFO:tensorflow:train_accuracy = 0.46184212, train_loss = 29.771572 (0.521 sec)
INFO:tensorflow:loss = 29.771572, step = 929 (0.521 sec)
INFO:tensorflow:global_step/sec: 1.45981
INFO:tensorflow:train_accuracy = 0.4644243, train_loss = 26.730326 (0.685 sec)
INFO:tensorflow:loss = 26.730326, step = 930 (0.685 sec)
INFO:tensorflow:global_step/sec: 1.815
INFO:tensorflow:train_accuracy = 0.48963732, train_loss = 29.314228 (0.551 sec)
INFO:tensorflow:loss = 29.314228, step = 931 (0.551 sec)
INFO:tensorflow:global_step/sec: 1.8851
INFO:tensorflow:train_accuracy = 0.5085414, train_loss = 27.056107 (0.530 sec)
INFO:tensorflow:loss = 27.056107, step = 932 (0.530 sec)
INFO:tensorflow:global_step/sec: 2.01621
INFO:tensorflow:train_accuracy = 0.45714286, train_loss = 28.40454 (0.496 sec)
INFO:tensorflow:loss = 28.40454, step = 933 (0.496 sec)
INFO:tensorflow:global_step/sec: 1.86713
INFO:tensorflow:train_accuracy = 0.5201072, train_loss = 23.763395 (0.536 sec)
INFO:tensorflow:loss = 23.763395, step = 934 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.81193
INFO:tensorflow:train_accuracy = 0.5044586, train_loss = 27.943136 (0.552 sec)
INFO:tensorflow:loss = 27.943136, step = 935 (0.552 sec)
INFO:tensorflow:global_step/sec: 1.88526
INFO:tensorflow:train_accuracy = 0.51295334, train_loss = 27.23473 (0.530 sec)
INFO:tensorflow:loss = 27.23473, step = 936 (0.530 sec)
INFO:tensorflow:global_step/sec: 2.04103
INFO:tensorflow:train_accuracy = 0.5185676, train_loss = 24.011147 (0.490 sec)
INFO:tensorflow:loss = 24.011147, step = 937 (0.489 sec)
INFO:tensorflow:global_step/sec: 2.03189
INFO:tensorflow:train_accuracy = 0.49935484, train_loss = 26.892612 (0.492 sec)
INFO:tensorflow:loss = 26.892612, step = 938 (0.493 sec)
INFO:tensorflow:global_step/sec: 1.83598
INFO:tensorflow:train_accuracy = 0.5181818, train_loss = 27.918762 (0.545 sec)
INFO:tensorflow:loss = 27.918762, step = 939 (0.545 sec)
INFO:tensorflow:global_step/sec: 1.76731
INFO:tensorflow:train_accuracy = 0.49159122, train_loss = 26.735216 (0.566 sec)
INFO:tensorflow:loss = 26.735216, step = 940 (0.565 sec)
INFO:tensorflow:global_step/sec: 1.63913
INFO:tensorflow:train_accuracy = 0.48358586, train_loss = 28.95419 (0.610 sec)
INFO:tensorflow:loss = 28.95419, step = 941 (0.611 sec)
INFO:tensorflow:global_step/sec: 1.79294
INFO:tensorflow:train_accuracy = 0.48677248, train_loss = 25.70279 (0.558 sec)
INFO:tensorflow:loss = 25.70279, step = 942 (0.557 sec)
INFO:tensorflow:global_step/sec: 1.86671
INFO:tensorflow:train_accuracy = 0.5185185, train_loss = 24.408476 (0.536 sec)
INFO:tensorflow:loss = 24.408476, step = 943 (0.536 sec)
INFO:tensorflow:global_step/sec: 1.86003
INFO:tensorflow:train_accuracy = 0.5109114, train_loss = 26.476772 (0.537 sec)
INFO:tensorflow:loss = 26.476772, step = 944 (0.537 sec)
INFO:tensorflow:global_step/sec: 1.73968
INFO:tensorflow:train_accuracy = 0.52476573, train_loss = 25.745953 (0.575 sec)
INFO:tensorflow:loss = 25.745953, step = 945 (0.575 sec)
INFO:tensorflow:global_step/sec: 1.72682
INFO:tensorflow:train_accuracy = 0.49216712, train_loss = 27.185413 (0.579 sec)
INFO:tensorflow:loss = 27.185413, step = 946 (0.578 sec)
INFO:tensorflow:global_step/sec: 1.5398
INFO:tensorflow:train_accuracy = 0.46827412, train_loss = 29.999231 (0.650 sec)
INFO:tensorflow:loss = 29.999231, step = 947 (0.650 sec)
INFO:tensorflow:global_step/sec: 1.92507
INFO:tensorflow:train_accuracy = 0.48284626, train_loss = 29.611286 (0.519 sec)
INFO:tensorflow:loss = 29.611286, step = 948 (0.519 sec)
INFO:tensorflow:global_step/sec: 1.7525
INFO:tensorflow:train_accuracy = 0.49051833, train_loss = 28.212967 (0.571 sec)
INFO:tensorflow:loss = 28.212967, step = 949 (0.571 sec)
INFO:tensorflow:global_step/sec: 1.95376
INFO:tensorflow:train_accuracy = 0.49935484, train_loss = 24.357634 (0.512 sec)
INFO:tensorflow:loss = 24.357634, step = 950 (0.512 sec)
INFO:tensorflow:global_step/sec: 1.52489
INFO:tensorflow:train_accuracy = 0.4853129, train_loss = 27.964537 (0.656 sec)
INFO:tensorflow:loss = 27.964537, step = 951 (0.656 sec)
INFO:tensorflow:global_step/sec: 1.98443
INFO:tensorflow:train_accuracy = 0.5153846, train_loss = 26.167154 (0.504 sec)
INFO:tensorflow:loss = 26.167154, step = 952 (0.504 sec)
INFO:tensorflow:global_step/sec: 1.74661
INFO:tensorflow:train_accuracy = 0.45925927, train_loss = 30.698273 (0.573 sec)
INFO:tensorflow:loss = 30.698273, step = 953 (0.573 sec)
INFO:tensorflow:global_step/sec: 1.88429
INFO:tensorflow:train_accuracy = 0.51462764, train_loss = 23.909204 (0.530 sec)
INFO:tensorflow:loss = 23.909204, step = 954 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.55753
INFO:tensorflow:train_accuracy = 0.4723618, train_loss = 28.367178 (0.642 sec)
INFO:tensorflow:loss = 28.367178, step = 955 (0.643 sec)
INFO:tensorflow:global_step/sec: 1.67044
INFO:tensorflow:train_accuracy = 0.47820672, train_loss = 30.399902 (0.599 sec)
INFO:tensorflow:loss = 30.399902, step = 956 (0.599 sec)
INFO:tensorflow:global_step/sec: 1.68831
INFO:tensorflow:train_accuracy = 0.5119798, train_loss = 26.849676 (0.592 sec)
INFO:tensorflow:loss = 26.849676, step = 957 (0.592 sec)
INFO:tensorflow:global_step/sec: 1.90055
INFO:tensorflow:train_accuracy = 0.52879584, train_loss = 24.290825 (0.526 sec)
INFO:tensorflow:loss = 24.290825, step = 958 (0.526 sec)
INFO:tensorflow:global_step/sec: 1.70791
INFO:tensorflow:train_accuracy = 0.44458437, train_loss = 30.908335 (0.585 sec)
INFO:tensorflow:loss = 30.908335, step = 959 (0.586 sec)
INFO:tensorflow:global_step/sec: 1.77447
INFO:tensorflow:train_accuracy = 0.46683672, train_loss = 31.552433 (0.563 sec)
INFO:tensorflow:loss = 31.552433, step = 960 (0.563 sec)
INFO:tensorflow:global_step/sec: 2.03389
INFO:tensorflow:train_accuracy = 0.4812903, train_loss = 25.807554 (0.492 sec)
INFO:tensorflow:loss = 25.807554, step = 961 (0.492 sec)
INFO:tensorflow:global_step/sec: 1.88177
INFO:tensorflow:train_accuracy = 0.5218509, train_loss = 23.460094 (0.531 sec)
INFO:tensorflow:loss = 23.460094, step = 962 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.99576
INFO:tensorflow:train_accuracy = 0.5354223, train_loss = 24.167751 (0.501 sec)
INFO:tensorflow:loss = 24.167751, step = 963 (0.501 sec)
INFO:tensorflow:global_step/sec: 1.89098
INFO:tensorflow:train_accuracy = 0.5368421, train_loss = 23.083664 (0.529 sec)
INFO:tensorflow:loss = 23.083664, step = 964 (0.529 sec)
INFO:tensorflow:global_step/sec: 5.78483
INFO:tensorflow:train_accuracy = 0.51141554, train_loss = 29.763493 (0.173 sec)
INFO:tensorflow:loss = 29.763493, step = 965 (0.172 sec)
INFO:tensorflow:global_step/sec: 1.68977
INFO:tensorflow:train_accuracy = 0.4812903, train_loss = 27.267563 (0.592 sec)
INFO:tensorflow:loss = 27.267563, step = 966 (0.592 sec)
INFO:tensorflow:global_step/sec: 1.66399
INFO:tensorflow:train_accuracy = 0.5130208, train_loss = 25.057673 (0.601 sec)
INFO:tensorflow:loss = 25.057673, step = 967 (0.601 sec)
INFO:tensorflow:global_step/sec: 1.77202
INFO:tensorflow:train_accuracy = 0.49240506, train_loss = 30.594067 (0.564 sec)
INFO:tensorflow:loss = 30.594067, step = 968 (0.564 sec)
INFO:tensorflow:global_step/sec: 1.41851
INFO:tensorflow:train_accuracy = 0.49939686, train_loss = 30.429632 (0.705 sec)
INFO:tensorflow:loss = 30.429632, step = 969 (0.705 sec)
INFO:tensorflow:global_step/sec: 1.91322
INFO:tensorflow:train_accuracy = 0.49615383, train_loss = 25.959751 (0.523 sec)
INFO:tensorflow:loss = 25.959751, step = 970 (0.523 sec)
INFO:tensorflow:global_step/sec: 1.61966
INFO:tensorflow:train_accuracy = 0.5096277, train_loss = 25.458817 (0.617 sec)
INFO:tensorflow:loss = 25.458817, step = 971 (0.616 sec)
INFO:tensorflow:global_step/sec: 1.71108
INFO:tensorflow:train_accuracy = 0.5208614, train_loss = 22.842987 (0.585 sec)
INFO:tensorflow:loss = 22.842987, step = 972 (0.586 sec)
INFO:tensorflow:global_step/sec: 1.88667
INFO:tensorflow:train_accuracy = 0.51111114, train_loss = 25.011816 (0.530 sec)
INFO:tensorflow:loss = 25.011816, step = 973 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.613
INFO:tensorflow:train_accuracy = 0.51472473, train_loss = 24.89143 (0.620 sec)
INFO:tensorflow:loss = 24.89143, step = 974 (0.620 sec)
INFO:tensorflow:global_step/sec: 1.89672
INFO:tensorflow:train_accuracy = 0.5531629, train_loss = 21.915455 (0.527 sec)
INFO:tensorflow:loss = 21.915455, step = 975 (0.527 sec)
INFO:tensorflow:global_step/sec: 1.45474
INFO:tensorflow:train_accuracy = 0.52213544, train_loss = 25.846222 (0.688 sec)
INFO:tensorflow:loss = 25.846222, step = 976 (0.688 sec)
INFO:tensorflow:global_step/sec: 1.65326
INFO:tensorflow:train_accuracy = 0.5248042, train_loss = 24.240417 (0.605 sec)
INFO:tensorflow:loss = 24.240417, step = 977 (0.605 sec)
INFO:tensorflow:global_step/sec: 1.86049
INFO:tensorflow:train_accuracy = 0.5032595, train_loss = 25.828854 (0.537 sec)
INFO:tensorflow:loss = 25.828854, step = 978 (0.537 sec)
INFO:tensorflow:global_step/sec: 1.8213
INFO:tensorflow:train_accuracy = 0.5124183, train_loss = 26.725288 (0.549 sec)
INFO:tensorflow:loss = 26.725288, step = 979 (0.550 sec)
INFO:tensorflow:global_step/sec: 1.94313
INFO:tensorflow:train_accuracy = 0.530343, train_loss = 23.661865 (0.514 sec)
INFO:tensorflow:loss = 23.661865, step = 980 (0.513 sec)
INFO:tensorflow:global_step/sec: 1.8251
INFO:tensorflow:train_accuracy = 0.502551, train_loss = 25.46909 (0.548 sec)
INFO:tensorflow:loss = 25.46909, step = 981 (0.549 sec)
INFO:tensorflow:global_step/sec: 1.89149
INFO:tensorflow:train_accuracy = 0.52140075, train_loss = 24.38026 (0.529 sec)
INFO:tensorflow:loss = 24.38026, step = 982 (0.529 sec)
INFO:tensorflow:global_step/sec: 2.12975
INFO:tensorflow:train_accuracy = 0.53002614, train_loss = 22.987545 (0.469 sec)
INFO:tensorflow:loss = 22.987545, step = 983 (0.469 sec)
INFO:tensorflow:global_step/sec: 1.84003
INFO:tensorflow:train_accuracy = 0.5489418, train_loss = 22.585402 (0.543 sec)
INFO:tensorflow:loss = 22.585402, step = 984 (0.543 sec)
INFO:tensorflow:global_step/sec: 1.81985
INFO:tensorflow:train_accuracy = 0.5325365, train_loss = 23.645592 (0.550 sec)
INFO:tensorflow:loss = 23.645592, step = 985 (0.550 sec)
INFO:tensorflow:global_step/sec: 1.88226
INFO:tensorflow:train_accuracy = 0.5038071, train_loss = 26.304844 (0.531 sec)
INFO:tensorflow:loss = 26.304844, step = 986 (0.531 sec)
INFO:tensorflow:global_step/sec: 1.6338
INFO:tensorflow:train_accuracy = 0.51225805, train_loss = 25.26618 (0.612 sec)
INFO:tensorflow:loss = 25.26618, step = 987 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.76678
INFO:tensorflow:train_accuracy = 0.5228162, train_loss = 22.909328 (0.566 sec)
INFO:tensorflow:loss = 22.909328, step = 988 (0.566 sec)
INFO:tensorflow:global_step/sec: 1.64154
INFO:tensorflow:train_accuracy = 0.5181818, train_loss = 25.061558 (0.609 sec)
INFO:tensorflow:loss = 25.061558, step = 989 (0.609 sec)
INFO:tensorflow:global_step/sec: 1.6837
INFO:tensorflow:train_accuracy = 0.5411765, train_loss = 25.154573 (0.594 sec)
INFO:tensorflow:loss = 25.154573, step = 990 (0.594 sec)
INFO:tensorflow:global_step/sec: 1.8817
INFO:tensorflow:train_accuracy = 0.5498008, train_loss = 22.334309 (0.532 sec)
INFO:tensorflow:loss = 22.334309, step = 991 (0.532 sec)
INFO:tensorflow:global_step/sec: 1.71527
INFO:tensorflow:train_accuracy = 0.51428574, train_loss = 25.280369 (0.583 sec)
INFO:tensorflow:loss = 25.280369, step = 992 (0.582 sec)
INFO:tensorflow:global_step/sec: 1.53405
INFO:tensorflow:train_accuracy = 0.5096525, train_loss = 29.859425 (0.652 sec)
INFO:tensorflow:loss = 29.859425, step = 993 (0.651 sec)
INFO:tensorflow:global_step/sec: 1.63333
INFO:tensorflow:train_accuracy = 0.52611464, train_loss = 25.629574 (0.613 sec)
INFO:tensorflow:loss = 25.629574, step = 994 (0.613 sec)
INFO:tensorflow:global_step/sec: 1.88513
INFO:tensorflow:train_accuracy = 0.5167095, train_loss = 26.12327 (0.530 sec)
INFO:tensorflow:loss = 26.12327, step = 995 (0.530 sec)
INFO:tensorflow:global_step/sec: 1.72887
INFO:tensorflow:train_accuracy = 0.51969504, train_loss = 26.131132 (0.579 sec)
INFO:tensorflow:loss = 26.131132, step = 996 (0.579 sec)
INFO:tensorflow:global_step/sec: 1.49556
INFO:tensorflow:train_accuracy = 0.5144291, train_loss = 28.200312 (0.668 sec)
INFO:tensorflow:loss = 28.200312, step = 997 (0.668 sec)
INFO:tensorflow:global_step/sec: 1.77259
INFO:tensorflow:train_accuracy = 0.51808786, train_loss = 24.605595 (0.564 sec)
INFO:tensorflow:loss = 24.605595, step = 998 (0.564 sec)
INFO:tensorflow:Saving checkpoints for 1000 into asr-quartznet/model.ckpt.
WARNING:tensorflow:From /home/husein/.local/lib/python3.6/site-packages/tensorflow_core/python/training/saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to delete files with this prefix.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2020-10-25T19:05:11Z
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from asr-quartznet/model.ckpt-1000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Evaluation [1/10]
INFO:tensorflow:Evaluation [2/10]
INFO:tensorflow:Evaluation [3/10]
INFO:tensorflow:Evaluation [4/10]
INFO:tensorflow:Evaluation [5/10]
INFO:tensorflow:Evaluation [6/10]
INFO:tensorflow:Evaluation [7/10]
INFO:tensorflow:Evaluation [8/10]
INFO:tensorflow:Evaluation [9/10]
INFO:tensorflow:Evaluation [10/10]
INFO:tensorflow:Finished evaluation at 2020-10-25-19:05:19
INFO:tensorflow:Saving dict for global step 1000: WER = 1.0, accuracy = 0.5030675, global_step = 1000, loss = 24.014952
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1000: asr-quartznet/model.ckpt-1000
INFO:tensorflow:global_step/sec: 0.0570441
INFO:tensorflow:train_accuracy = 0.516129, train_loss = 26.32674 (17.530 sec)
INFO:tensorflow:loss = 26.32674, step = 999 (17.531 sec)
INFO:tensorflow:Loss for final step: 26.32674.