In [1]:
from __future__ import print_function
%matplotlib inline
import sys
import tensorflow as tf
from tensorflow.python.framework import ops
from tensorflow.contrib.framework.python.ops import variables
from collections import OrderedDict
import numpy as np
import scipy.misc
from input import *
from model import *
from train import *
import matplotlib.pyplot as plt
tf.reset_default_graph()
1.3.0
In [2]:
image_shape = (160,576)
iterator, filename = get_train_inputs(batch_size=100,
repeat=True,
num_classes=2,
image_shape=image_shape)
In [3]:
_show = False
if _show:
with tf.Session() as sess:
sess.run(iterator.initializer, feed_dict={filename: ['data/kitti_segmentation.tfrecord']})
next_element = iterator.get_next()
i = 1
while i < 10:
i += 1
print("*"*10)
image, label = sess.run(next_element)
print(image.shape, label.shape)
plt.imshow(np.uint8(image))
plt.imshow(label[:,:,0], cmap='jet', alpha=0.5)
plt.show()
In [4]:
# record_iterator = tf.python_io.tf_record_iterator(path='data/kitti_segmentation.tfrecord')
# string_record = next(record_iterator)
# example = tf.train.Example()
# example.ParseFromString(string_record)
In [5]:
encoder = SlimModelEncoder(name="vgg_16", num_classes=2, is_training=True)
image, label = iterator.get_next()
restore_fn, end_points = encoder.build(image=image, image_shape=image_shape)
restore following variables: [<tf.Variable 'vgg_16/conv1/conv1_1/weights:0' shape=(3, 3, 3, 64) dtype=float32_ref>, <tf.Variable 'vgg_16/conv1/conv1_1/biases:0' shape=(64,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv1/conv1_2/weights:0' shape=(3, 3, 64, 64) dtype=float32_ref>, <tf.Variable 'vgg_16/conv1/conv1_2/biases:0' shape=(64,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_1/weights:0' shape=(3, 3, 64, 128) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_1/biases:0' shape=(128,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_2/weights:0' shape=(3, 3, 128, 128) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_2/biases:0' shape=(128,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_1/weights:0' shape=(3, 3, 128, 256) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_1/biases:0' shape=(256,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_2/weights:0' shape=(3, 3, 256, 256) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_2/biases:0' shape=(256,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_3/weights:0' shape=(3, 3, 256, 256) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_3/biases:0' shape=(256,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_1/weights:0' shape=(3, 3, 256, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_1/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_2/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_2/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_3/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_3/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_1/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_1/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_2/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_2/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_3/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_3/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/fc6/weights:0' shape=(7, 7, 512, 4096) dtype=float32_ref>, <tf.Variable 'vgg_16/fc6/biases:0' shape=(4096,) dtype=float32_ref>, <tf.Variable 'vgg_16/fc7/weights:0' shape=(1, 1, 4096, 4096) dtype=float32_ref>, <tf.Variable 'vgg_16/fc7/biases:0' shape=(4096,) dtype=float32_ref>]
In [6]:
print(label)
Tensor("IteratorGetNext:1", shape=(160, 576, 2), dtype=int64)
In [7]:
end_points.keys()
Out[7]:
odict_keys(['vgg_16/conv1/conv1_1', 'vgg_16/conv1/conv1_2', 'vgg_16/pool1', 'vgg_16/conv2/conv2_1', 'vgg_16/conv2/conv2_2', 'vgg_16/pool2', 'vgg_16/conv3/conv3_1', 'vgg_16/conv3/conv3_2', 'vgg_16/conv3/conv3_3', 'vgg_16/pool3', 'vgg_16/conv4/conv4_1', 'vgg_16/conv4/conv4_2', 'vgg_16/conv4/conv4_3', 'vgg_16/pool4', 'vgg_16/conv5/conv5_1', 'vgg_16/conv5/conv5_2', 'vgg_16/conv5/conv5_3', 'vgg_16/pool5', 'vgg_16/fc6', 'vgg_16/fc7', 'vgg_16/fc8'])
In [8]:
tf.get_collection(ops.GraphKeys.REGULARIZATION_LOSSES)
Out[8]:
[<tf.Tensor 'vgg_16/conv1/conv1_1/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv1/conv1_2/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv2/conv2_1/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv2/conv2_2/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv3/conv3_1/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv3/conv3_2/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv3/conv3_3/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv4/conv4_1/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv4/conv4_2/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv4/conv4_3/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv5/conv5_1/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv5/conv5_2/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/conv5/conv5_3/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/fc6/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/fc7/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>,
<tf.Tensor 'vgg_16/fc8/kernel/Regularizer/l2_regularizer:0' shape=() dtype=float32>]
In [9]:
print(end_points['vgg_16/pool3'],
end_points['vgg_16/pool4'],
end_points['vgg_16/conv5/conv5_3'],
end_points['vgg_16/fc7'],
end_points['vgg_16/fc8'],sep='\n')
Tensor("vgg_16/pool3/MaxPool:0", shape=(1, 20, 72, 256), dtype=float32)
Tensor("vgg_16/pool4/MaxPool:0", shape=(1, 10, 36, 512), dtype=float32)
Tensor("vgg_16/conv5/conv5_3/Relu:0", shape=(1, 10, 36, 512), dtype=float32)
Tensor("vgg_16/fc7/Relu:0", shape=(1, 5, 18, 4096), dtype=float32)
Tensor("vgg_16/fc8/BiasAdd:0", shape=(1, 5, 18, 2), dtype=float32)
In [10]:
decoder = FCNDecoder(end_points, nb_classes=2, scope='decoder')
In [11]:
tensors_to_connect = OrderedDict()
tensors_to_connect["vgg_16/fc8"] = (2,2)
tensors_to_connect['vgg_16/pool4'] = (2,2)
tensors_to_connect['vgg_16/pool3'] = (8,8)
In [12]:
net = decoder.build(tensors_to_connect)
In [13]:
assert tuple(net.get_shape().as_list()[1:3]) == image_shape
In [14]:
tf.get_collection('trainable_variables')
Out[14]:
[<tf.Variable 'vgg_16/conv1/conv1_1/weights:0' shape=(3, 3, 3, 64) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv1/conv1_1/biases:0' shape=(64,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv1/conv1_2/weights:0' shape=(3, 3, 64, 64) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv1/conv1_2/biases:0' shape=(64,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv2/conv2_1/weights:0' shape=(3, 3, 64, 128) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv2/conv2_1/biases:0' shape=(128,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv2/conv2_2/weights:0' shape=(3, 3, 128, 128) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv2/conv2_2/biases:0' shape=(128,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv3/conv3_1/weights:0' shape=(3, 3, 128, 256) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv3/conv3_1/biases:0' shape=(256,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv3/conv3_2/weights:0' shape=(3, 3, 256, 256) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv3/conv3_2/biases:0' shape=(256,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv3/conv3_3/weights:0' shape=(3, 3, 256, 256) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv3/conv3_3/biases:0' shape=(256,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv4/conv4_1/weights:0' shape=(3, 3, 256, 512) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv4/conv4_1/biases:0' shape=(512,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv4/conv4_2/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv4/conv4_2/biases:0' shape=(512,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv4/conv4_3/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv4/conv4_3/biases:0' shape=(512,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv5/conv5_1/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv5/conv5_1/biases:0' shape=(512,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv5/conv5_2/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv5/conv5_2/biases:0' shape=(512,) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv5/conv5_3/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>,
<tf.Variable 'vgg_16/conv5/conv5_3/biases:0' shape=(512,) dtype=float32_ref>,
<tf.Variable 'vgg_16/fc6/weights:0' shape=(7, 7, 512, 4096) dtype=float32_ref>,
<tf.Variable 'vgg_16/fc6/biases:0' shape=(4096,) dtype=float32_ref>,
<tf.Variable 'vgg_16/fc7/weights:0' shape=(1, 1, 4096, 4096) dtype=float32_ref>,
<tf.Variable 'vgg_16/fc7/biases:0' shape=(4096,) dtype=float32_ref>,
<tf.Variable 'vgg_16/fc8/weights:0' shape=(1, 1, 4096, 2) dtype=float32_ref>,
<tf.Variable 'vgg_16/fc8/biases:0' shape=(2,) dtype=float32_ref>,
<tf.Variable 'decoder/Conv/weights:0' shape=(1, 1, 2, 2) dtype=float32_ref>,
<tf.Variable 'decoder/Conv/biases:0' shape=(2,) dtype=float32_ref>,
<tf.Variable 'decoder/upsample_conv_0/weights:0' shape=(4, 4, 2, 2) dtype=float32_ref>,
<tf.Variable 'decoder/upsample_conv_0/biases:0' shape=(2,) dtype=float32_ref>,
<tf.Variable 'decoder/Conv_1/weights:0' shape=(1, 1, 512, 2) dtype=float32_ref>,
<tf.Variable 'decoder/Conv_1/biases:0' shape=(2,) dtype=float32_ref>,
<tf.Variable 'decoder/upsample_conv_1/weights:0' shape=(4, 4, 2, 2) dtype=float32_ref>,
<tf.Variable 'decoder/upsample_conv_1/biases:0' shape=(2,) dtype=float32_ref>,
<tf.Variable 'decoder/Conv_2/weights:0' shape=(1, 1, 256, 2) dtype=float32_ref>,
<tf.Variable 'decoder/Conv_2/biases:0' shape=(2,) dtype=float32_ref>,
<tf.Variable 'decoder/upsample_conv_2/weights:0' shape=(16, 16, 2, 2) dtype=float32_ref>,
<tf.Variable 'decoder/upsample_conv_2/biases:0' shape=(2,) dtype=float32_ref>]
In [15]:
tf.get_collection('decoder_end_points')
Out[15]:
[<tf.Tensor 'decoder/Conv/BiasAdd:0' shape=(1, 5, 18, 2) dtype=float32>,
<tf.Tensor 'decoder/upsample_conv_0/BiasAdd:0' shape=(1, 10, 36, 2) dtype=float32>,
<tf.Tensor 'decoder/Conv_1/BiasAdd:0' shape=(1, 10, 36, 2) dtype=float32>,
<tf.Tensor 'decoder/upsample_conv_1/BiasAdd:0' shape=(1, 20, 72, 2) dtype=float32>,
<tf.Tensor 'decoder/Conv_2/BiasAdd:0' shape=(1, 20, 72, 2) dtype=float32>,
<tf.Tensor 'decoder/upsample_conv_2/BiasAdd:0' shape=(1, 160, 576, 2) dtype=float32>]
In [16]:
trainer = Trainer(nb_classes=2, optimizer=tf.train.AdamOptimizer, learning_rate=1e-4)
In [17]:
net
Out[17]:
<tf.Tensor 'decoder/upsample_conv_2/BiasAdd:0' shape=(1, 160, 576, 2) dtype=float32>
In [18]:
trainer.build(predictions=net, labels=label)
pred shape (92160, 2), label shape (92160, 2)
In [19]:
trainer.train(iterator,
restore_fn=restore_fn,
number_of_steps=2500,
filename=['data/kitti_segmentation.tfrecord'])
INFO:tensorflow:Restoring parameters from model_checkpoints/vgg_16.ckpt
INFO:tensorflow:Starting Session.
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Starting Queues.
INFO:tensorflow:global_step/sec: 0
INFO:tensorflow:Recording summary at step 0.
INFO:tensorflow:global step 1: loss = 1.9657 (15.927 sec/step)
INFO:tensorflow:global step 2: loss = 1.7266 (8.195 sec/step)
INFO:tensorflow:global step 3: loss = 1.6171 (7.499 sec/step)
INFO:tensorflow:global step 4: loss = 1.5311 (7.877 sec/step)
INFO:tensorflow:global step 5: loss = 1.4173 (7.750 sec/step)
INFO:tensorflow:global step 6: loss = 1.4101 (7.558 sec/step)
INFO:tensorflow:global step 7: loss = 1.3737 (8.766 sec/step)
INFO:tensorflow:global step 8: loss = 1.3341 (7.441 sec/step)
INFO:tensorflow:global step 9: loss = 1.2972 (8.466 sec/step)
INFO:tensorflow:global step 10: loss = 1.2471 (7.676 sec/step)
INFO:tensorflow:global step 11: loss = 1.2205 (10.747 sec/step)
INFO:tensorflow:global step 12: loss = 1.2003 (9.706 sec/step)
INFO:tensorflow:global step 13: loss = 1.1831 (7.918 sec/step)
INFO:tensorflow:global_step/sec: 0.108315
INFO:tensorflow:global step 14: loss = 1.1637 (12.892 sec/step)
INFO:tensorflow:Recording summary at step 14.
INFO:tensorflow:global step 15: loss = 1.1400 (11.802 sec/step)
INFO:tensorflow:global step 16: loss = 1.1254 (8.510 sec/step)
INFO:tensorflow:global step 17: loss = 1.1149 (11.748 sec/step)
INFO:tensorflow:global step 18: loss = 1.0998 (9.922 sec/step)
INFO:tensorflow:global step 19: loss = 1.0838 (10.024 sec/step)
INFO:tensorflow:global step 20: loss = 1.0713 (9.033 sec/step)
INFO:tensorflow:global step 21: loss = 1.0609 (8.803 sec/step)
INFO:tensorflow:global step 22: loss = 1.0473 (8.251 sec/step)
INFO:tensorflow:global step 23: loss = 1.0283 (9.419 sec/step)
INFO:tensorflow:global step 24: loss = 1.0133 (8.646 sec/step)
INFO:tensorflow:global step 25: loss = 1.0077 (10.416 sec/step)
INFO:tensorflow:global_step/sec: 0.100042
INFO:tensorflow:global step 26: loss = 0.9831 (17.065 sec/step)
INFO:tensorflow:Recording summary at step 26.
INFO:tensorflow:global step 27: loss = 0.9671 (15.244 sec/step)
INFO:tensorflow:global step 28: loss = 0.9609 (15.023 sec/step)
INFO:tensorflow:global step 29: loss = 0.9323 (13.363 sec/step)
INFO:tensorflow:global step 30: loss = 0.9041 (18.067 sec/step)
INFO:tensorflow:global step 31: loss = 0.9222 (12.953 sec/step)
INFO:tensorflow:global step 32: loss = 0.8745 (11.504 sec/step)
INFO:tensorflow:global step 33: loss = 0.8389 (12.531 sec/step)
INFO:tensorflow:global_step/sec: 0.0666825
INFO:tensorflow:global step 34: loss = 0.8271 (11.347 sec/step)
INFO:tensorflow:Recording summary at step 34.
INFO:tensorflow:global step 35: loss = 0.8195 (10.140 sec/step)
INFO:tensorflow:global step 36: loss = 0.7990 (8.010 sec/step)
INFO:tensorflow:global step 37: loss = 0.7458 (8.359 sec/step)
INFO:tensorflow:global step 38: loss = 0.7446 (8.028 sec/step)
INFO:tensorflow:global step 39: loss = 0.7286 (7.841 sec/step)
INFO:tensorflow:global step 40: loss = 0.6875 (8.042 sec/step)
INFO:tensorflow:global step 41: loss = 0.7155 (7.950 sec/step)
INFO:tensorflow:global step 42: loss = 0.6523 (8.282 sec/step)
INFO:tensorflow:global step 43: loss = 0.6130 (7.927 sec/step)
INFO:tensorflow:global step 44: loss = 0.6085 (7.823 sec/step)
INFO:tensorflow:global step 45: loss = 0.5916 (7.301 sec/step)
INFO:tensorflow:global step 46: loss = 0.5630 (7.264 sec/step)
INFO:tensorflow:global step 47: loss = 0.5571 (7.270 sec/step)
INFO:tensorflow:global step 48: loss = 0.5411 (7.310 sec/step)
INFO:tensorflow:global_step/sec: 0.124976
INFO:tensorflow:global step 49: loss = 0.5051 (8.944 sec/step)
INFO:tensorflow:Recording summary at step 49.
INFO:tensorflow:global step 50: loss = 0.5860 (9.326 sec/step)
INFO:tensorflow:global step 51: loss = 0.5616 (7.203 sec/step)
INFO:tensorflow:global step 52: loss = 0.5366 (7.312 sec/step)
INFO:tensorflow:global step 53: loss = 0.4941 (7.242 sec/step)
INFO:tensorflow:global step 54: loss = 0.5141 (7.245 sec/step)
INFO:tensorflow:global step 55: loss = 0.5171 (7.264 sec/step)
INFO:tensorflow:global step 56: loss = 0.5122 (7.214 sec/step)
INFO:tensorflow:global step 57: loss = 0.4410 (7.222 sec/step)
INFO:tensorflow:global step 58: loss = 0.4093 (7.227 sec/step)
INFO:tensorflow:global step 59: loss = 0.3881 (7.282 sec/step)
INFO:tensorflow:global step 60: loss = 0.3721 (7.276 sec/step)
INFO:tensorflow:global step 61: loss = 0.3658 (7.336 sec/step)
INFO:tensorflow:global step 62: loss = 0.4388 (8.025 sec/step)
INFO:tensorflow:global step 63: loss = 0.4304 (7.275 sec/step)
INFO:tensorflow:global step 64: loss = 0.4375 (8.166 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global_step/sec: 0.133196
INFO:tensorflow:global step 65: loss = 0.3804 (11.095 sec/step)
INFO:tensorflow:Recording summary at step 65.
INFO:tensorflow:global step 66: loss = 0.4461 (10.142 sec/step)
INFO:tensorflow:global step 67: loss = 0.4621 (7.263 sec/step)
INFO:tensorflow:global step 68: loss = 0.4939 (7.459 sec/step)
INFO:tensorflow:global step 69: loss = 0.4114 (7.261 sec/step)
INFO:tensorflow:global step 70: loss = 0.4094 (7.405 sec/step)
INFO:tensorflow:global step 71: loss = 0.5897 (7.699 sec/step)
INFO:tensorflow:global step 72: loss = 0.3842 (7.367 sec/step)
INFO:tensorflow:global step 73: loss = 0.5405 (7.595 sec/step)
INFO:tensorflow:global step 74: loss = 0.3990 (8.220 sec/step)
INFO:tensorflow:global step 75: loss = 0.3858 (7.865 sec/step)
INFO:tensorflow:global step 76: loss = 0.3926 (8.310 sec/step)
INFO:tensorflow:global step 77: loss = 0.3946 (7.975 sec/step)
INFO:tensorflow:global step 78: loss = 0.3783 (7.751 sec/step)
INFO:tensorflow:global step 79: loss = 0.3509 (7.520 sec/step)
INFO:tensorflow:global_step/sec: 0.124967
INFO:tensorflow:global step 80: loss = 0.4453 (12.319 sec/step)
INFO:tensorflow:Recording summary at step 80.
INFO:tensorflow:global step 81: loss = 0.4474 (7.661 sec/step)
INFO:tensorflow:global step 82: loss = 0.3670 (8.111 sec/step)
INFO:tensorflow:global step 83: loss = 0.4167 (7.685 sec/step)
INFO:tensorflow:global step 84: loss = 0.3483 (8.097 sec/step)
INFO:tensorflow:global step 85: loss = 0.3709 (7.350 sec/step)
INFO:tensorflow:global step 86: loss = 0.3616 (9.017 sec/step)
INFO:tensorflow:global step 87: loss = 0.4210 (10.799 sec/step)
INFO:tensorflow:global step 88: loss = 0.4088 (11.636 sec/step)
INFO:tensorflow:global step 89: loss = 0.3643 (11.009 sec/step)
INFO:tensorflow:global step 90: loss = 0.3406 (9.022 sec/step)
INFO:tensorflow:global step 91: loss = 0.3643 (7.923 sec/step)
INFO:tensorflow:global step 92: loss = 0.5723 (7.491 sec/step)
INFO:tensorflow:global_step/sec: 0.108446
INFO:tensorflow:global step 93: loss = 0.4495 (11.292 sec/step)
INFO:tensorflow:Recording summary at step 93.
INFO:tensorflow:global step 94: loss = 0.4257 (10.978 sec/step)
INFO:tensorflow:global step 95: loss = 0.3545 (8.506 sec/step)
INFO:tensorflow:global step 96: loss = 0.3418 (9.620 sec/step)
INFO:tensorflow:global step 97: loss = 0.5140 (8.831 sec/step)
INFO:tensorflow:global step 98: loss = 0.3241 (9.253 sec/step)
INFO:tensorflow:global step 99: loss = 0.5300 (9.275 sec/step)
INFO:tensorflow:global step 100: loss = 0.5233 (8.183 sec/step)
INFO:tensorflow:global step 101: loss = 0.5357 (7.840 sec/step)
INFO:tensorflow:global step 102: loss = 0.5421 (7.946 sec/step)
INFO:tensorflow:global step 103: loss = 0.6104 (8.290 sec/step)
INFO:tensorflow:global step 104: loss = 0.3509 (7.516 sec/step)
INFO:tensorflow:global step 105: loss = 0.4065 (7.510 sec/step)
INFO:tensorflow:global step 106: loss = 0.4348 (7.521 sec/step)
INFO:tensorflow:global_step/sec: 0.116136
INFO:tensorflow:global step 107: loss = 0.5547 (11.637 sec/step)
INFO:tensorflow:Recording summary at step 107.
INFO:tensorflow:global step 108: loss = 0.5324 (9.145 sec/step)
INFO:tensorflow:global step 109: loss = 0.4566 (9.760 sec/step)
INFO:tensorflow:global step 110: loss = 0.4007 (8.864 sec/step)
INFO:tensorflow:global step 111: loss = 0.4394 (8.183 sec/step)
INFO:tensorflow:global step 112: loss = 0.3851 (7.748 sec/step)
INFO:tensorflow:global step 113: loss = 0.3930 (7.986 sec/step)
INFO:tensorflow:global step 114: loss = 0.4164 (8.088 sec/step)
INFO:tensorflow:global step 115: loss = 0.4320 (7.883 sec/step)
INFO:tensorflow:global step 116: loss = 0.3471 (8.506 sec/step)
INFO:tensorflow:global step 117: loss = 0.4477 (9.043 sec/step)
INFO:tensorflow:global step 118: loss = 0.3371 (9.425 sec/step)
INFO:tensorflow:global step 119: loss = 0.3145 (8.043 sec/step)
INFO:tensorflow:global step 120: loss = 0.3735 (7.756 sec/step)
INFO:tensorflow:global_step/sec: 0.117243
INFO:tensorflow:global step 121: loss = 0.4306 (11.343 sec/step)
INFO:tensorflow:Recording summary at step 121.
INFO:tensorflow:global step 122: loss = 0.5442 (8.641 sec/step)
INFO:tensorflow:global step 123: loss = 0.4024 (8.458 sec/step)
INFO:tensorflow:global step 124: loss = 0.3627 (7.203 sec/step)
INFO:tensorflow:global step 125: loss = 0.3555 (7.208 sec/step)
INFO:tensorflow:global step 126: loss = 0.4495 (7.174 sec/step)
INFO:tensorflow:global step 127: loss = 0.3287 (7.575 sec/step)
INFO:tensorflow:global step 128: loss = 0.2743 (7.186 sec/step)
INFO:tensorflow:global step 129: loss = 0.3495 (7.150 sec/step)
INFO:tensorflow:global step 130: loss = 0.3286 (7.176 sec/step)
INFO:tensorflow:global step 131: loss = 0.3030 (7.132 sec/step)
INFO:tensorflow:global step 132: loss = 0.2897 (7.151 sec/step)
INFO:tensorflow:global step 133: loss = 0.2763 (7.654 sec/step)
INFO:tensorflow:global step 134: loss = 0.2706 (7.174 sec/step)
INFO:tensorflow:global step 135: loss = 0.2469 (8.435 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 136: loss = 0.2635 (12.359 sec/step)
INFO:tensorflow:Recording summary at step 136.
INFO:tensorflow:global step 137: loss = 0.4588 (9.261 sec/step)
INFO:tensorflow:global step 138: loss = 0.3599 (7.170 sec/step)
INFO:tensorflow:global step 139: loss = 0.4902 (7.312 sec/step)
INFO:tensorflow:global step 140: loss = 0.3412 (7.194 sec/step)
INFO:tensorflow:global step 141: loss = 0.3307 (7.157 sec/step)
INFO:tensorflow:global step 142: loss = 0.4004 (7.137 sec/step)
INFO:tensorflow:global step 143: loss = 0.3676 (7.226 sec/step)
INFO:tensorflow:global step 144: loss = 0.4800 (7.190 sec/step)
INFO:tensorflow:global step 145: loss = 0.4986 (7.156 sec/step)
INFO:tensorflow:global step 146: loss = 0.5238 (7.118 sec/step)
INFO:tensorflow:global step 147: loss = 0.3357 (7.194 sec/step)
INFO:tensorflow:global step 148: loss = 0.3414 (7.147 sec/step)
INFO:tensorflow:global step 149: loss = 0.3309 (7.167 sec/step)
INFO:tensorflow:global step 150: loss = 0.4234 (7.275 sec/step)
INFO:tensorflow:global step 151: loss = 0.3701 (7.322 sec/step)
INFO:tensorflow:global step 152: loss = 0.2738 (10.702 sec/step)
INFO:tensorflow:Recording summary at step 152.
INFO:tensorflow:global step 153: loss = 0.3464 (7.520 sec/step)
INFO:tensorflow:global step 154: loss = 0.3095 (7.147 sec/step)
INFO:tensorflow:global step 155: loss = 0.4163 (7.241 sec/step)
INFO:tensorflow:global step 156: loss = 0.3376 (7.229 sec/step)
INFO:tensorflow:global step 157: loss = 0.4349 (7.132 sec/step)
INFO:tensorflow:global step 158: loss = 0.2930 (7.145 sec/step)
INFO:tensorflow:global step 159: loss = 0.3730 (7.205 sec/step)
INFO:tensorflow:global step 160: loss = 0.3477 (7.115 sec/step)
INFO:tensorflow:global step 161: loss = 0.3291 (7.230 sec/step)
INFO:tensorflow:global step 162: loss = 0.3200 (7.466 sec/step)
INFO:tensorflow:global step 163: loss = 0.3210 (9.816 sec/step)
INFO:tensorflow:global step 164: loss = 0.2396 (9.328 sec/step)
INFO:tensorflow:global step 165: loss = 0.2782 (9.601 sec/step)
INFO:tensorflow:global step 166: loss = 0.2480 (8.138 sec/step)
INFO:tensorflow:global step 167: loss = 0.2917 (10.794 sec/step)
INFO:tensorflow:Recording summary at step 167.
INFO:tensorflow:global step 168: loss = 0.2196 (7.410 sec/step)
INFO:tensorflow:global step 169: loss = 0.2184 (7.247 sec/step)
INFO:tensorflow:global step 170: loss = 0.2392 (7.191 sec/step)
INFO:tensorflow:global step 171: loss = 0.4818 (7.181 sec/step)
INFO:tensorflow:global step 172: loss = 0.3230 (7.150 sec/step)
INFO:tensorflow:global step 173: loss = 0.3095 (7.132 sec/step)
INFO:tensorflow:global step 174: loss = 0.2963 (7.189 sec/step)
INFO:tensorflow:global step 175: loss = 0.3026 (7.147 sec/step)
INFO:tensorflow:global step 176: loss = 0.2728 (7.251 sec/step)
INFO:tensorflow:global step 177: loss = 0.2944 (7.348 sec/step)
INFO:tensorflow:global step 178: loss = 0.3294 (7.147 sec/step)
INFO:tensorflow:global step 179: loss = 0.5945 (7.111 sec/step)
INFO:tensorflow:global step 180: loss = 0.3251 (7.751 sec/step)
INFO:tensorflow:global step 181: loss = 0.4754 (8.200 sec/step)
INFO:tensorflow:global step 182: loss = 0.3916 (7.210 sec/step)
INFO:tensorflow:global step 183: loss = 0.3662 (10.833 sec/step)
INFO:tensorflow:Recording summary at step 183.
INFO:tensorflow:global step 184: loss = 0.3380 (7.666 sec/step)
INFO:tensorflow:global step 185: loss = 0.3813 (7.522 sec/step)
INFO:tensorflow:global step 186: loss = 0.4261 (7.335 sec/step)
INFO:tensorflow:global step 187: loss = 0.4318 (7.245 sec/step)
INFO:tensorflow:global step 188: loss = 0.8140 (7.054 sec/step)
INFO:tensorflow:global step 189: loss = 0.4220 (7.239 sec/step)
INFO:tensorflow:global step 190: loss = 0.4172 (7.141 sec/step)
INFO:tensorflow:global step 191: loss = 0.3717 (7.155 sec/step)
INFO:tensorflow:global step 192: loss = 0.3539 (7.160 sec/step)
INFO:tensorflow:global step 193: loss = 0.3498 (7.123 sec/step)
INFO:tensorflow:global step 194: loss = 0.3188 (7.236 sec/step)
INFO:tensorflow:global step 195: loss = 0.3111 (7.317 sec/step)
INFO:tensorflow:global step 196: loss = 0.4318 (7.988 sec/step)
INFO:tensorflow:global step 197: loss = 0.4611 (8.670 sec/step)
INFO:tensorflow:global step 198: loss = 0.4450 (9.749 sec/step)
INFO:tensorflow:Recording summary at step 198.
INFO:tensorflow:global step 199: loss = 0.4234 (8.948 sec/step)
INFO:tensorflow:global step 200: loss = 0.4038 (7.079 sec/step)
INFO:tensorflow:global step 201: loss = 0.3416 (7.455 sec/step)
INFO:tensorflow:global step 202: loss = 0.3375 (8.605 sec/step)
INFO:tensorflow:global step 203: loss = 0.2784 (7.930 sec/step)
INFO:tensorflow:global step 204: loss = 0.3683 (8.869 sec/step)
INFO:tensorflow:global step 205: loss = 0.3349 (9.313 sec/step)
INFO:tensorflow:global step 206: loss = 0.3351 (8.410 sec/step)
INFO:tensorflow:global step 207: loss = 0.3540 (8.187 sec/step)
INFO:tensorflow:global step 208: loss = 0.2530 (8.639 sec/step)
INFO:tensorflow:global step 209: loss = 0.3524 (7.493 sec/step)
INFO:tensorflow:global step 210: loss = 0.3231 (8.207 sec/step)
INFO:tensorflow:global step 211: loss = 0.3430 (11.283 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 212: loss = 0.3447 (9.114 sec/step)
INFO:tensorflow:Recording summary at step 212.
INFO:tensorflow:global step 213: loss = 0.3250 (10.914 sec/step)
INFO:tensorflow:global step 214: loss = 0.3090 (8.187 sec/step)
INFO:tensorflow:global step 215: loss = 0.3452 (7.341 sec/step)
INFO:tensorflow:global step 216: loss = 0.2893 (7.231 sec/step)
INFO:tensorflow:global step 217: loss = 0.2760 (11.010 sec/step)
INFO:tensorflow:global step 218: loss = 0.3270 (8.413 sec/step)
INFO:tensorflow:global step 219: loss = 0.5087 (7.853 sec/step)
INFO:tensorflow:global step 220: loss = 0.3119 (8.950 sec/step)
INFO:tensorflow:global step 221: loss = 0.3160 (7.247 sec/step)
INFO:tensorflow:global step 222: loss = 0.3317 (7.175 sec/step)
INFO:tensorflow:global step 223: loss = 0.2653 (7.287 sec/step)
INFO:tensorflow:global step 224: loss = 0.2839 (7.190 sec/step)
INFO:tensorflow:global step 225: loss = 0.2917 (7.202 sec/step)
INFO:tensorflow:global step 226: loss = 0.4320 (7.175 sec/step)
INFO:tensorflow:global step 227: loss = 0.3550 (11.056 sec/step)
INFO:tensorflow:Recording summary at step 227.
INFO:tensorflow:global step 228: loss = 0.3656 (8.740 sec/step)
INFO:tensorflow:global step 229: loss = 0.3506 (8.403 sec/step)
INFO:tensorflow:global step 230: loss = 0.4841 (7.898 sec/step)
INFO:tensorflow:global step 231: loss = 0.3400 (8.756 sec/step)
INFO:tensorflow:global step 232: loss = 0.3781 (7.327 sec/step)
INFO:tensorflow:global step 233: loss = 0.2858 (7.350 sec/step)
INFO:tensorflow:global step 234: loss = 0.3426 (7.278 sec/step)
INFO:tensorflow:global step 235: loss = 0.3332 (7.229 sec/step)
INFO:tensorflow:global step 236: loss = 0.3110 (7.194 sec/step)
INFO:tensorflow:global step 237: loss = 0.2910 (7.233 sec/step)
INFO:tensorflow:global step 238: loss = 0.3136 (7.255 sec/step)
INFO:tensorflow:global step 239: loss = 0.3059 (7.227 sec/step)
INFO:tensorflow:global step 240: loss = 0.3141 (7.219 sec/step)
INFO:tensorflow:global step 241: loss = 0.2644 (7.218 sec/step)
INFO:tensorflow:global step 242: loss = 0.2749 (9.002 sec/step)
INFO:tensorflow:Recording summary at step 242.
INFO:tensorflow:global step 243: loss = 0.3214 (9.240 sec/step)
INFO:tensorflow:global step 244: loss = 0.3260 (7.308 sec/step)
INFO:tensorflow:global step 245: loss = 0.3904 (7.285 sec/step)
INFO:tensorflow:global step 246: loss = 0.2226 (7.283 sec/step)
INFO:tensorflow:global step 247: loss = 0.2694 (7.279 sec/step)
INFO:tensorflow:global step 248: loss = 0.3118 (7.266 sec/step)
INFO:tensorflow:global step 249: loss = 0.4193 (7.335 sec/step)
INFO:tensorflow:global step 250: loss = 0.2553 (7.631 sec/step)
INFO:tensorflow:global step 251: loss = 0.2585 (9.764 sec/step)
INFO:tensorflow:global step 252: loss = 0.2901 (8.327 sec/step)
INFO:tensorflow:global step 253: loss = 0.2723 (9.986 sec/step)
INFO:tensorflow:global step 254: loss = 0.2225 (9.075 sec/step)
INFO:tensorflow:global step 255: loss = 0.2713 (9.154 sec/step)
INFO:tensorflow:global step 256: loss = 0.2676 (7.245 sec/step)
INFO:tensorflow:global step 257: loss = 0.2497 (12.171 sec/step)
INFO:tensorflow:Recording summary at step 257.
INFO:tensorflow:global step 258: loss = 0.2460 (8.187 sec/step)
INFO:tensorflow:global step 259: loss = 0.4030 (7.172 sec/step)
INFO:tensorflow:global step 260: loss = 0.2809 (7.201 sec/step)
INFO:tensorflow:global step 261: loss = 0.2410 (7.939 sec/step)
INFO:tensorflow:global step 262: loss = 0.2801 (7.711 sec/step)
INFO:tensorflow:global step 263: loss = 0.3203 (8.182 sec/step)
INFO:tensorflow:global step 264: loss = 0.2768 (8.274 sec/step)
INFO:tensorflow:global step 265: loss = 0.2236 (8.847 sec/step)
INFO:tensorflow:global step 266: loss = 0.2690 (8.573 sec/step)
INFO:tensorflow:global step 267: loss = 0.3343 (8.181 sec/step)
INFO:tensorflow:global step 268: loss = 0.2360 (7.280 sec/step)
INFO:tensorflow:global step 269: loss = 0.2568 (7.159 sec/step)
INFO:tensorflow:global step 270: loss = 0.2581 (7.835 sec/step)
INFO:tensorflow:global step 271: loss = 0.3435 (7.678 sec/step)
INFO:tensorflow:Recording summary at step 271.
INFO:tensorflow:global step 272: loss = 0.3976 (11.897 sec/step)
INFO:tensorflow:global step 273: loss = 0.3564 (7.675 sec/step)
INFO:tensorflow:global step 274: loss = 0.2522 (7.474 sec/step)
INFO:tensorflow:global step 275: loss = 0.2666 (8.807 sec/step)
INFO:tensorflow:global step 276: loss = 0.4007 (7.861 sec/step)
INFO:tensorflow:global step 277: loss = 0.4768 (8.614 sec/step)
INFO:tensorflow:global step 278: loss = 0.3333 (8.345 sec/step)
INFO:tensorflow:global step 279: loss = 0.2856 (8.618 sec/step)
INFO:tensorflow:global step 280: loss = 0.3913 (8.488 sec/step)
INFO:tensorflow:global step 281: loss = 0.5218 (8.028 sec/step)
INFO:tensorflow:global step 282: loss = 0.3461 (8.333 sec/step)
INFO:tensorflow:global step 283: loss = 0.4629 (8.263 sec/step)
INFO:tensorflow:global step 284: loss = 0.3898 (7.468 sec/step)
INFO:tensorflow:global step 285: loss = 0.3589 (7.271 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 286: loss = 0.3569 (12.609 sec/step)
INFO:tensorflow:Recording summary at step 286.
INFO:tensorflow:global step 287: loss = 0.3536 (10.198 sec/step)
INFO:tensorflow:global step 288: loss = 0.3796 (8.573 sec/step)
INFO:tensorflow:global step 289: loss = 0.3006 (7.344 sec/step)
INFO:tensorflow:global step 290: loss = 0.3363 (7.903 sec/step)
INFO:tensorflow:global step 291: loss = 0.3503 (7.262 sec/step)
INFO:tensorflow:global step 292: loss = 0.3571 (7.227 sec/step)
INFO:tensorflow:global step 293: loss = 0.3123 (7.408 sec/step)
INFO:tensorflow:global step 294: loss = 0.2886 (8.716 sec/step)
INFO:tensorflow:global step 295: loss = 0.3116 (7.572 sec/step)
INFO:tensorflow:global step 296: loss = 0.2724 (7.430 sec/step)
INFO:tensorflow:global step 297: loss = 0.2729 (7.164 sec/step)
INFO:tensorflow:global step 298: loss = 0.3057 (7.095 sec/step)
INFO:tensorflow:global step 299: loss = 0.3603 (7.109 sec/step)
INFO:tensorflow:global step 300: loss = 0.2842 (7.211 sec/step)
INFO:tensorflow:global step 301: loss = 0.2290 (10.510 sec/step)
INFO:tensorflow:Recording summary at step 301.
INFO:tensorflow:global step 302: loss = 0.2759 (7.577 sec/step)
INFO:tensorflow:global step 303: loss = 0.2406 (7.132 sec/step)
INFO:tensorflow:global step 304: loss = 0.2644 (7.179 sec/step)
INFO:tensorflow:global step 305: loss = 0.2588 (7.157 sec/step)
INFO:tensorflow:global step 306: loss = 0.2676 (7.130 sec/step)
INFO:tensorflow:global step 307: loss = 0.2594 (7.138 sec/step)
INFO:tensorflow:global step 308: loss = 0.2996 (7.209 sec/step)
INFO:tensorflow:global step 309: loss = 0.2130 (7.143 sec/step)
INFO:tensorflow:global step 310: loss = 0.2369 (7.124 sec/step)
INFO:tensorflow:global step 311: loss = 0.2154 (7.115 sec/step)
INFO:tensorflow:global step 312: loss = 0.3836 (7.107 sec/step)
INFO:tensorflow:global step 313: loss = 0.2980 (7.226 sec/step)
INFO:tensorflow:global step 314: loss = 0.2773 (7.103 sec/step)
INFO:tensorflow:global step 315: loss = 0.3050 (7.150 sec/step)
INFO:tensorflow:global step 316: loss = 0.2872 (7.158 sec/step)
INFO:tensorflow:global step 317: loss = 0.2556 (10.196 sec/step)
INFO:tensorflow:Recording summary at step 317.
INFO:tensorflow:global step 318: loss = 0.2784 (7.813 sec/step)
INFO:tensorflow:global step 319: loss = 0.2542 (7.143 sec/step)
INFO:tensorflow:global step 320: loss = 0.2600 (7.197 sec/step)
INFO:tensorflow:global step 321: loss = 0.3185 (7.127 sec/step)
INFO:tensorflow:global step 322: loss = 0.3248 (7.170 sec/step)
INFO:tensorflow:global step 323: loss = 0.2679 (7.110 sec/step)
INFO:tensorflow:global step 324: loss = 0.2630 (7.124 sec/step)
INFO:tensorflow:global step 325: loss = 0.3030 (7.165 sec/step)
INFO:tensorflow:global step 326: loss = 0.2972 (7.146 sec/step)
INFO:tensorflow:global step 327: loss = 0.2876 (7.154 sec/step)
INFO:tensorflow:global step 328: loss = 0.1996 (7.168 sec/step)
INFO:tensorflow:global step 329: loss = 0.2129 (7.254 sec/step)
INFO:tensorflow:global step 330: loss = 0.2064 (7.077 sec/step)
INFO:tensorflow:global step 331: loss = 0.2035 (7.124 sec/step)
INFO:tensorflow:global step 332: loss = 0.2007 (7.130 sec/step)
INFO:tensorflow:global step 333: loss = 0.2415 (8.953 sec/step)
INFO:tensorflow:Recording summary at step 333.
INFO:tensorflow:global step 334: loss = 0.2311 (9.802 sec/step)
INFO:tensorflow:global step 335: loss = 0.2169 (7.736 sec/step)
INFO:tensorflow:global step 336: loss = 0.3102 (7.155 sec/step)
INFO:tensorflow:global step 337: loss = 0.2999 (7.190 sec/step)
INFO:tensorflow:global step 338: loss = 0.2785 (7.164 sec/step)
INFO:tensorflow:global step 339: loss = 0.2702 (7.144 sec/step)
INFO:tensorflow:global step 340: loss = 0.2571 (7.136 sec/step)
INFO:tensorflow:global step 341: loss = 0.3595 (7.157 sec/step)
INFO:tensorflow:global step 342: loss = 0.3098 (7.179 sec/step)
INFO:tensorflow:global step 343: loss = 0.2533 (7.133 sec/step)
INFO:tensorflow:global step 344: loss = 0.4202 (7.141 sec/step)
INFO:tensorflow:global step 345: loss = 0.2569 (7.199 sec/step)
INFO:tensorflow:global step 346: loss = 0.2772 (7.152 sec/step)
INFO:tensorflow:global step 347: loss = 0.2504 (7.113 sec/step)
INFO:tensorflow:global step 348: loss = 0.2356 (7.136 sec/step)
INFO:tensorflow:global step 349: loss = 0.2248 (7.878 sec/step)
INFO:tensorflow:Recording summary at step 349.
INFO:tensorflow:global step 350: loss = 0.2833 (9.999 sec/step)
INFO:tensorflow:global step 351: loss = 0.3700 (8.184 sec/step)
INFO:tensorflow:global step 352: loss = 0.4581 (8.515 sec/step)
INFO:tensorflow:global step 353: loss = 0.2388 (9.289 sec/step)
INFO:tensorflow:global step 354: loss = 0.3246 (7.484 sec/step)
INFO:tensorflow:global step 355: loss = 0.2303 (7.080 sec/step)
INFO:tensorflow:global step 356: loss = 0.2941 (7.200 sec/step)
INFO:tensorflow:global step 357: loss = 0.2414 (7.100 sec/step)
INFO:tensorflow:global step 358: loss = 0.3215 (7.154 sec/step)
INFO:tensorflow:global step 359: loss = 0.3067 (7.222 sec/step)
INFO:tensorflow:global step 360: loss = 0.2425 (9.852 sec/step)
INFO:tensorflow:global step 361: loss = 0.2307 (9.381 sec/step)
INFO:tensorflow:global step 362: loss = 0.2530 (7.972 sec/step)
INFO:tensorflow:global step 363: loss = 0.3374 (8.574 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 364: loss = 0.3229 (17.730 sec/step)
INFO:tensorflow:Recording summary at step 364.
INFO:tensorflow:global step 365: loss = 0.3339 (10.403 sec/step)
INFO:tensorflow:global step 366: loss = 0.2632 (8.268 sec/step)
INFO:tensorflow:global step 367: loss = 0.2583 (8.484 sec/step)
INFO:tensorflow:global step 368: loss = 0.3700 (7.384 sec/step)
INFO:tensorflow:global step 369: loss = 0.2624 (7.144 sec/step)
INFO:tensorflow:global step 370: loss = 0.3533 (7.164 sec/step)
INFO:tensorflow:global step 371: loss = 0.4451 (7.151 sec/step)
INFO:tensorflow:global step 372: loss = 0.3526 (7.079 sec/step)
INFO:tensorflow:global step 373: loss = 0.3612 (7.160 sec/step)
INFO:tensorflow:global step 374: loss = 0.5816 (7.185 sec/step)
INFO:tensorflow:global step 375: loss = 0.3655 (7.167 sec/step)
INFO:tensorflow:global step 376: loss = 0.2801 (7.147 sec/step)
INFO:tensorflow:global step 377: loss = 0.2948 (7.141 sec/step)
INFO:tensorflow:global step 378: loss = 0.3068 (7.686 sec/step)
INFO:tensorflow:Recording summary at step 378.
INFO:tensorflow:global step 379: loss = 0.3363 (10.931 sec/step)
INFO:tensorflow:global step 380: loss = 0.3430 (8.043 sec/step)
INFO:tensorflow:global step 381: loss = 0.3680 (7.217 sec/step)
INFO:tensorflow:global step 382: loss = 0.3994 (7.211 sec/step)
INFO:tensorflow:global step 383: loss = 0.3598 (7.197 sec/step)
INFO:tensorflow:global step 384: loss = 0.2591 (7.148 sec/step)
INFO:tensorflow:global step 385: loss = 0.2457 (7.172 sec/step)
INFO:tensorflow:global step 386: loss = 0.2399 (7.175 sec/step)
INFO:tensorflow:global step 387: loss = 0.2343 (7.140 sec/step)
INFO:tensorflow:global step 388: loss = 0.2760 (7.160 sec/step)
INFO:tensorflow:global step 389: loss = 0.2616 (7.145 sec/step)
INFO:tensorflow:global step 390: loss = 0.2654 (7.164 sec/step)
INFO:tensorflow:global step 391: loss = 0.2648 (7.113 sec/step)
INFO:tensorflow:global step 392: loss = 0.2300 (7.300 sec/step)
INFO:tensorflow:global step 393: loss = 0.2327 (8.836 sec/step)
INFO:tensorflow:global step 394: loss = 0.2621 (10.725 sec/step)
INFO:tensorflow:Recording summary at step 394.
INFO:tensorflow:global step 395: loss = 0.2860 (12.059 sec/step)
INFO:tensorflow:global step 396: loss = 0.2622 (8.949 sec/step)
INFO:tensorflow:global step 397: loss = 0.3173 (11.225 sec/step)
INFO:tensorflow:global step 398: loss = 0.2505 (7.473 sec/step)
INFO:tensorflow:global step 399: loss = 0.1759 (7.307 sec/step)
INFO:tensorflow:global step 400: loss = 0.1832 (7.311 sec/step)
INFO:tensorflow:global step 401: loss = 0.1995 (7.200 sec/step)
INFO:tensorflow:global step 402: loss = 0.1984 (7.292 sec/step)
INFO:tensorflow:global step 403: loss = 0.1900 (7.185 sec/step)
INFO:tensorflow:global step 404: loss = 0.1900 (7.222 sec/step)
INFO:tensorflow:global step 405: loss = 0.1832 (7.238 sec/step)
INFO:tensorflow:global step 406: loss = 0.1743 (7.267 sec/step)
INFO:tensorflow:global step 407: loss = 0.1786 (7.212 sec/step)
INFO:tensorflow:global step 408: loss = 0.1916 (7.215 sec/step)
INFO:tensorflow:global step 409: loss = 0.2983 (10.530 sec/step)
INFO:tensorflow:Recording summary at step 409.
INFO:tensorflow:global step 410: loss = 0.5809 (7.389 sec/step)
INFO:tensorflow:global step 411: loss = 0.3174 (7.146 sec/step)
INFO:tensorflow:global step 412: loss = 0.2911 (7.837 sec/step)
INFO:tensorflow:global step 413: loss = 0.3395 (9.254 sec/step)
INFO:tensorflow:global step 414: loss = 0.2762 (8.589 sec/step)
INFO:tensorflow:global step 415: loss = 0.3172 (8.072 sec/step)
INFO:tensorflow:global step 416: loss = 0.2999 (11.081 sec/step)
INFO:tensorflow:global step 417: loss = 0.3316 (10.565 sec/step)
INFO:tensorflow:global step 418: loss = 0.2960 (10.928 sec/step)
INFO:tensorflow:global step 419: loss = 0.2746 (8.156 sec/step)
INFO:tensorflow:global step 420: loss = 0.2709 (7.212 sec/step)
INFO:tensorflow:global step 421: loss = 0.3139 (8.084 sec/step)
INFO:tensorflow:global step 422: loss = 0.2895 (12.240 sec/step)
INFO:tensorflow:Recording summary at step 422.
INFO:tensorflow:global step 423: loss = 0.2691 (9.931 sec/step)
INFO:tensorflow:global step 424: loss = 0.2553 (7.526 sec/step)
INFO:tensorflow:global step 425: loss = 0.2425 (8.373 sec/step)
INFO:tensorflow:global step 426: loss = 0.3796 (7.544 sec/step)
INFO:tensorflow:global step 427: loss = 0.2859 (7.314 sec/step)
INFO:tensorflow:global step 428: loss = 0.3151 (7.337 sec/step)
INFO:tensorflow:global step 429: loss = 0.2673 (9.112 sec/step)
INFO:tensorflow:global step 430: loss = 0.3002 (8.601 sec/step)
INFO:tensorflow:global step 431: loss = 0.2849 (8.607 sec/step)
INFO:tensorflow:global step 432: loss = 0.2720 (7.909 sec/step)
INFO:tensorflow:global step 433: loss = 0.2703 (8.334 sec/step)
INFO:tensorflow:global step 434: loss = 0.2792 (8.487 sec/step)
INFO:tensorflow:global step 435: loss = 0.2098 (8.169 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 436: loss = 0.2532 (10.260 sec/step)
INFO:tensorflow:Recording summary at step 436.
INFO:tensorflow:global step 437: loss = 0.3207 (15.325 sec/step)
INFO:tensorflow:global step 438: loss = 0.1986 (8.840 sec/step)
INFO:tensorflow:global step 439: loss = 0.1823 (8.144 sec/step)
INFO:tensorflow:global step 440: loss = 0.1780 (8.534 sec/step)
INFO:tensorflow:global step 441: loss = 0.1815 (9.074 sec/step)
INFO:tensorflow:global step 442: loss = 0.3124 (8.657 sec/step)
INFO:tensorflow:global step 443: loss = 0.2796 (7.504 sec/step)
INFO:tensorflow:global step 444: loss = 0.2560 (7.224 sec/step)
INFO:tensorflow:global step 445: loss = 0.2285 (7.153 sec/step)
INFO:tensorflow:global step 446: loss = 0.2458 (7.175 sec/step)
INFO:tensorflow:global step 447: loss = 0.2304 (7.113 sec/step)
INFO:tensorflow:global step 448: loss = 0.2386 (7.176 sec/step)
INFO:tensorflow:global step 449: loss = 0.2663 (7.082 sec/step)
INFO:tensorflow:global step 450: loss = 0.6459 (7.131 sec/step)
INFO:tensorflow:Recording summary at step 450.
INFO:tensorflow:global step 451: loss = 0.2875 (10.535 sec/step)
INFO:tensorflow:global step 452: loss = 0.3572 (7.119 sec/step)
INFO:tensorflow:global step 453: loss = 0.3904 (7.102 sec/step)
INFO:tensorflow:global step 454: loss = 0.2794 (7.143 sec/step)
INFO:tensorflow:global step 455: loss = 0.2637 (7.102 sec/step)
INFO:tensorflow:global step 456: loss = 0.3144 (7.145 sec/step)
INFO:tensorflow:global step 457: loss = 0.3119 (7.096 sec/step)
INFO:tensorflow:global step 458: loss = 0.3557 (7.117 sec/step)
INFO:tensorflow:global step 459: loss = 0.8678 (7.104 sec/step)
INFO:tensorflow:global step 460: loss = 0.3711 (7.128 sec/step)
INFO:tensorflow:global step 461: loss = 0.3033 (7.092 sec/step)
INFO:tensorflow:global step 462: loss = 0.2533 (7.145 sec/step)
INFO:tensorflow:global step 463: loss = 0.2555 (7.105 sec/step)
INFO:tensorflow:global step 464: loss = 0.2614 (7.109 sec/step)
INFO:tensorflow:global step 465: loss = 0.2562 (7.075 sec/step)
INFO:tensorflow:global step 466: loss = 0.2534 (7.144 sec/step)
INFO:tensorflow:global step 467: loss = 0.3682 (10.220 sec/step)
INFO:tensorflow:Recording summary at step 467.
INFO:tensorflow:global step 468: loss = 0.3764 (7.548 sec/step)
INFO:tensorflow:global step 469: loss = 0.4429 (8.272 sec/step)
INFO:tensorflow:global step 470: loss = 0.4198 (9.019 sec/step)
INFO:tensorflow:global step 471: loss = 0.3029 (8.235 sec/step)
INFO:tensorflow:global step 472: loss = 0.2849 (7.193 sec/step)
INFO:tensorflow:global step 473: loss = 0.2825 (7.181 sec/step)
INFO:tensorflow:global step 474: loss = 0.2419 (7.160 sec/step)
INFO:tensorflow:global step 475: loss = 0.3019 (7.122 sec/step)
INFO:tensorflow:global step 476: loss = 0.3149 (7.178 sec/step)
INFO:tensorflow:global step 477: loss = 0.2592 (7.144 sec/step)
INFO:tensorflow:global step 478: loss = 0.2726 (7.153 sec/step)
INFO:tensorflow:global step 479: loss = 0.2311 (7.154 sec/step)
INFO:tensorflow:global step 480: loss = 0.3197 (7.151 sec/step)
INFO:tensorflow:global step 481: loss = 0.2575 (7.158 sec/step)
INFO:tensorflow:global step 482: loss = 0.2790 (7.366 sec/step)
INFO:tensorflow:Recording summary at step 482.
INFO:tensorflow:global step 483: loss = 0.2954 (10.530 sec/step)
INFO:tensorflow:global step 484: loss = 0.2987 (7.250 sec/step)
INFO:tensorflow:global step 485: loss = 0.2685 (7.187 sec/step)
INFO:tensorflow:global step 486: loss = 0.2595 (7.163 sec/step)
INFO:tensorflow:global step 487: loss = 0.2443 (7.133 sec/step)
INFO:tensorflow:global step 488: loss = 0.2399 (7.192 sec/step)
INFO:tensorflow:global step 489: loss = 0.2438 (7.117 sec/step)
INFO:tensorflow:global step 490: loss = 0.5135 (7.178 sec/step)
INFO:tensorflow:global step 491: loss = 0.2453 (7.128 sec/step)
INFO:tensorflow:global step 492: loss = 0.2177 (7.138 sec/step)
INFO:tensorflow:global step 493: loss = 0.2587 (7.112 sec/step)
INFO:tensorflow:global step 494: loss = 0.1860 (7.202 sec/step)
INFO:tensorflow:global step 495: loss = 0.2488 (7.156 sec/step)
INFO:tensorflow:global step 496: loss = 0.2472 (7.153 sec/step)
INFO:tensorflow:global step 497: loss = 0.3765 (7.155 sec/step)
INFO:tensorflow:global step 498: loss = 0.2785 (7.190 sec/step)
INFO:tensorflow:Recording summary at step 498.
INFO:tensorflow:global step 499: loss = 0.3055 (10.318 sec/step)
INFO:tensorflow:global step 500: loss = 0.2752 (9.976 sec/step)
INFO:tensorflow:global step 501: loss = 0.3735 (7.344 sec/step)
INFO:tensorflow:global step 502: loss = 0.3096 (7.324 sec/step)
INFO:tensorflow:global step 503: loss = 0.2675 (7.464 sec/step)
INFO:tensorflow:global step 504: loss = 0.2658 (7.819 sec/step)
INFO:tensorflow:global step 505: loss = 0.2816 (7.213 sec/step)
INFO:tensorflow:global step 506: loss = 0.2410 (7.571 sec/step)
INFO:tensorflow:global step 507: loss = 0.2542 (7.190 sec/step)
INFO:tensorflow:global step 508: loss = 0.2480 (7.236 sec/step)
INFO:tensorflow:global step 509: loss = 0.2828 (7.935 sec/step)
INFO:tensorflow:global step 510: loss = 0.2827 (8.227 sec/step)
INFO:tensorflow:global step 511: loss = 0.2659 (7.293 sec/step)
INFO:tensorflow:global step 512: loss = 0.2288 (7.231 sec/step)
INFO:tensorflow:global step 513: loss = 0.2265 (7.186 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 514: loss = 0.2925 (8.818 sec/step)
INFO:tensorflow:Recording summary at step 514.
INFO:tensorflow:global step 515: loss = 0.2225 (10.763 sec/step)
INFO:tensorflow:global step 516: loss = 0.3217 (7.143 sec/step)
INFO:tensorflow:global step 517: loss = 0.1791 (7.293 sec/step)
INFO:tensorflow:global step 518: loss = 0.2727 (7.290 sec/step)
INFO:tensorflow:global step 519: loss = 0.2569 (7.354 sec/step)
INFO:tensorflow:global step 520: loss = 0.3634 (7.200 sec/step)
INFO:tensorflow:global step 521: loss = 0.2073 (7.203 sec/step)
INFO:tensorflow:global step 522: loss = 0.2236 (7.215 sec/step)
INFO:tensorflow:global step 523: loss = 0.2346 (7.262 sec/step)
INFO:tensorflow:global step 524: loss = 0.2210 (7.893 sec/step)
INFO:tensorflow:global step 525: loss = 0.1810 (8.611 sec/step)
INFO:tensorflow:global step 526: loss = 0.2298 (8.312 sec/step)
INFO:tensorflow:global step 527: loss = 0.2003 (7.589 sec/step)
INFO:tensorflow:global step 528: loss = 0.2110 (7.729 sec/step)
INFO:tensorflow:global step 529: loss = 1.1474 (7.705 sec/step)
INFO:tensorflow:Recording summary at step 529.
INFO:tensorflow:global step 530: loss = 0.2001 (11.540 sec/step)
INFO:tensorflow:global step 531: loss = 0.2541 (7.687 sec/step)
INFO:tensorflow:global step 532: loss = 0.3280 (7.683 sec/step)
INFO:tensorflow:global step 533: loss = 0.2691 (8.666 sec/step)
INFO:tensorflow:global step 534: loss = 0.2398 (8.712 sec/step)
INFO:tensorflow:global step 535: loss = 0.2617 (9.924 sec/step)
INFO:tensorflow:global step 536: loss = 0.2153 (9.365 sec/step)
INFO:tensorflow:global step 537: loss = 0.2971 (8.899 sec/step)
INFO:tensorflow:global step 538: loss = 0.2907 (10.866 sec/step)
INFO:tensorflow:global step 539: loss = 0.2832 (9.347 sec/step)
INFO:tensorflow:global step 540: loss = 0.2234 (7.569 sec/step)
INFO:tensorflow:global step 541: loss = 0.3021 (7.946 sec/step)
INFO:tensorflow:global step 542: loss = 0.2708 (7.200 sec/step)
INFO:tensorflow:global step 543: loss = 0.3127 (9.898 sec/step)
INFO:tensorflow:Recording summary at step 543.
INFO:tensorflow:global step 544: loss = 0.2966 (8.419 sec/step)
INFO:tensorflow:global step 545: loss = 0.2144 (9.080 sec/step)
INFO:tensorflow:global step 546: loss = 0.2349 (9.957 sec/step)
INFO:tensorflow:global step 547: loss = 0.3194 (9.586 sec/step)
INFO:tensorflow:global step 548: loss = 0.3217 (11.174 sec/step)
INFO:tensorflow:global step 549: loss = 0.2541 (7.476 sec/step)
INFO:tensorflow:global step 550: loss = 0.2549 (8.948 sec/step)
INFO:tensorflow:global step 551: loss = 0.3694 (9.379 sec/step)
INFO:tensorflow:global step 552: loss = 0.4986 (8.972 sec/step)
INFO:tensorflow:global step 553: loss = 0.3114 (8.939 sec/step)
INFO:tensorflow:global step 554: loss = 0.3934 (8.695 sec/step)
INFO:tensorflow:global step 555: loss = 0.3298 (8.725 sec/step)
INFO:tensorflow:global step 556: loss = 0.3158 (13.058 sec/step)
INFO:tensorflow:Recording summary at step 556.
INFO:tensorflow:global step 557: loss = 0.2998 (8.961 sec/step)
INFO:tensorflow:global step 558: loss = 0.2958 (8.695 sec/step)
INFO:tensorflow:global step 559: loss = 0.3431 (7.887 sec/step)
INFO:tensorflow:global step 560: loss = 0.2566 (8.173 sec/step)
INFO:tensorflow:global step 561: loss = 0.2853 (8.524 sec/step)
INFO:tensorflow:global step 562: loss = 0.3060 (10.018 sec/step)
INFO:tensorflow:global step 563: loss = 0.2942 (8.603 sec/step)
INFO:tensorflow:global step 564: loss = 0.2637 (9.408 sec/step)
INFO:tensorflow:global step 565: loss = 0.2443 (7.725 sec/step)
INFO:tensorflow:global step 566: loss = 0.2688 (7.336 sec/step)
INFO:tensorflow:global step 567: loss = 0.2346 (8.013 sec/step)
INFO:tensorflow:global step 568: loss = 0.2425 (8.660 sec/step)
INFO:tensorflow:global step 569: loss = 0.2666 (8.337 sec/step)
INFO:tensorflow:Recording summary at step 569.
INFO:tensorflow:global step 570: loss = 0.3136 (12.260 sec/step)
INFO:tensorflow:global step 571: loss = 0.2077 (8.438 sec/step)
INFO:tensorflow:global step 572: loss = 0.3323 (7.926 sec/step)
INFO:tensorflow:global step 573: loss = 0.2498 (8.629 sec/step)
INFO:tensorflow:global step 574: loss = 0.2192 (8.335 sec/step)
INFO:tensorflow:global step 575: loss = 0.2335 (8.429 sec/step)
INFO:tensorflow:global step 576: loss = 0.2313 (7.885 sec/step)
INFO:tensorflow:global step 577: loss = 0.2342 (7.759 sec/step)
INFO:tensorflow:global step 578: loss = 0.2333 (7.909 sec/step)
INFO:tensorflow:global step 579: loss = 0.2351 (8.228 sec/step)
INFO:tensorflow:global step 580: loss = 0.1832 (7.936 sec/step)
INFO:tensorflow:global step 581: loss = 0.1984 (8.735 sec/step)
INFO:tensorflow:global step 582: loss = 0.1796 (8.677 sec/step)
INFO:tensorflow:global step 583: loss = 0.3204 (9.151 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 583.
INFO:tensorflow:global step 584: loss = 0.2575 (15.708 sec/step)
INFO:tensorflow:global step 585: loss = 0.2585 (9.191 sec/step)
INFO:tensorflow:global step 586: loss = 0.2507 (8.843 sec/step)
INFO:tensorflow:global step 587: loss = 0.2209 (8.141 sec/step)
INFO:tensorflow:global step 588: loss = 0.2349 (10.808 sec/step)
INFO:tensorflow:global step 589: loss = 0.2435 (7.968 sec/step)
INFO:tensorflow:global step 590: loss = 0.2178 (9.112 sec/step)
INFO:tensorflow:global step 591: loss = 0.2258 (9.557 sec/step)
INFO:tensorflow:global step 592: loss = 0.2389 (9.392 sec/step)
INFO:tensorflow:global step 593: loss = 0.2594 (9.344 sec/step)
INFO:tensorflow:global step 594: loss = 0.2311 (8.304 sec/step)
INFO:tensorflow:global step 595: loss = 0.2276 (9.394 sec/step)
INFO:tensorflow:global step 596: loss = 0.2616 (13.547 sec/step)
INFO:tensorflow:Recording summary at step 596.
INFO:tensorflow:global step 597: loss = 0.2495 (7.295 sec/step)
INFO:tensorflow:global step 598: loss = 0.1784 (7.171 sec/step)
INFO:tensorflow:global step 599: loss = 0.1988 (7.138 sec/step)
INFO:tensorflow:global step 600: loss = 0.1853 (7.149 sec/step)
INFO:tensorflow:global step 601: loss = 0.1809 (7.234 sec/step)
INFO:tensorflow:global step 602: loss = 0.1773 (7.165 sec/step)
INFO:tensorflow:global step 603: loss = 0.2202 (7.164 sec/step)
INFO:tensorflow:global step 604: loss = 0.2449 (7.175 sec/step)
INFO:tensorflow:global step 605: loss = 0.2048 (7.174 sec/step)
INFO:tensorflow:global step 606: loss = 0.1890 (7.122 sec/step)
INFO:tensorflow:global step 607: loss = 0.2761 (7.108 sec/step)
INFO:tensorflow:global step 608: loss = 0.2748 (7.188 sec/step)
INFO:tensorflow:global step 609: loss = 0.2506 (7.182 sec/step)
INFO:tensorflow:global step 610: loss = 0.2215 (7.123 sec/step)
INFO:tensorflow:global step 611: loss = 0.2140 (7.150 sec/step)
INFO:tensorflow:global step 612: loss = 0.3148 (9.821 sec/step)
INFO:tensorflow:Recording summary at step 612.
INFO:tensorflow:global step 613: loss = 0.2230 (7.572 sec/step)
INFO:tensorflow:global step 614: loss = 0.3117 (7.183 sec/step)
INFO:tensorflow:global step 615: loss = 0.2126 (7.155 sec/step)
INFO:tensorflow:global step 616: loss = 0.2309 (7.391 sec/step)
INFO:tensorflow:global step 617: loss = 0.2209 (7.480 sec/step)
INFO:tensorflow:global step 618: loss = 0.2129 (8.033 sec/step)
INFO:tensorflow:global step 619: loss = 0.2041 (8.545 sec/step)
INFO:tensorflow:global step 620: loss = 0.2073 (11.357 sec/step)
INFO:tensorflow:global step 621: loss = 0.2526 (11.056 sec/step)
INFO:tensorflow:global step 622: loss = 0.3341 (10.428 sec/step)
INFO:tensorflow:global step 623: loss = 0.4882 (7.924 sec/step)
INFO:tensorflow:global step 624: loss = 0.2105 (8.163 sec/step)
INFO:tensorflow:global step 625: loss = 0.2731 (9.480 sec/step)
INFO:tensorflow:Recording summary at step 625.
INFO:tensorflow:global step 626: loss = 0.2012 (12.388 sec/step)
INFO:tensorflow:global step 627: loss = 0.2234 (7.926 sec/step)
INFO:tensorflow:global step 628: loss = 0.3236 (9.237 sec/step)
INFO:tensorflow:global step 629: loss = 0.3048 (8.700 sec/step)
INFO:tensorflow:global step 630: loss = 0.1934 (8.384 sec/step)
INFO:tensorflow:global step 631: loss = 0.1905 (7.572 sec/step)
INFO:tensorflow:global step 632: loss = 0.2336 (7.605 sec/step)
INFO:tensorflow:global step 633: loss = 0.3056 (8.589 sec/step)
INFO:tensorflow:global step 634: loss = 0.2893 (9.658 sec/step)
INFO:tensorflow:global step 635: loss = 0.3299 (9.799 sec/step)
INFO:tensorflow:global step 636: loss = 0.2686 (9.621 sec/step)
INFO:tensorflow:global step 637: loss = 0.2139 (9.176 sec/step)
INFO:tensorflow:global step 638: loss = 0.2115 (7.578 sec/step)
INFO:tensorflow:global step 639: loss = 0.3465 (8.037 sec/step)
INFO:tensorflow:Recording summary at step 639.
INFO:tensorflow:global step 640: loss = 0.2762 (9.885 sec/step)
INFO:tensorflow:global step 641: loss = 0.3684 (9.048 sec/step)
INFO:tensorflow:global step 642: loss = 0.2876 (7.625 sec/step)
INFO:tensorflow:global step 643: loss = 0.2838 (7.370 sec/step)
INFO:tensorflow:global step 644: loss = 0.3953 (7.329 sec/step)
INFO:tensorflow:global step 645: loss = 0.3064 (7.660 sec/step)
INFO:tensorflow:global step 646: loss = 0.2552 (8.447 sec/step)
INFO:tensorflow:global step 647: loss = 0.2648 (9.663 sec/step)
INFO:tensorflow:global step 648: loss = 0.2582 (8.745 sec/step)
INFO:tensorflow:global step 649: loss = 0.2779 (13.133 sec/step)
INFO:tensorflow:global step 650: loss = 0.2772 (8.064 sec/step)
INFO:tensorflow:global step 651: loss = 0.2515 (7.327 sec/step)
INFO:tensorflow:global step 652: loss = 0.2862 (7.222 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 653: loss = 0.3125 (7.319 sec/step)
INFO:tensorflow:Recording summary at step 653.
INFO:tensorflow:global step 654: loss = 0.2259 (12.818 sec/step)
INFO:tensorflow:global step 655: loss = 0.2084 (7.434 sec/step)
INFO:tensorflow:global step 656: loss = 0.2050 (7.289 sec/step)
INFO:tensorflow:global step 657: loss = 0.2013 (8.110 sec/step)
INFO:tensorflow:global step 658: loss = 0.2160 (9.090 sec/step)
INFO:tensorflow:global step 659: loss = 0.2291 (8.728 sec/step)
INFO:tensorflow:global step 660: loss = 0.2169 (9.468 sec/step)
INFO:tensorflow:global step 661: loss = 0.2334 (8.202 sec/step)
INFO:tensorflow:global step 662: loss = 0.2086 (7.492 sec/step)
INFO:tensorflow:global step 663: loss = 0.2084 (8.325 sec/step)
INFO:tensorflow:global step 664: loss = 0.2454 (9.135 sec/step)
INFO:tensorflow:global step 665: loss = 0.2427 (10.425 sec/step)
INFO:tensorflow:global step 666: loss = 0.2593 (8.409 sec/step)
INFO:tensorflow:global step 667: loss = 0.2331 (14.892 sec/step)
INFO:tensorflow:Recording summary at step 667.
INFO:tensorflow:global step 668: loss = 0.2026 (8.755 sec/step)
INFO:tensorflow:global step 669: loss = 0.1641 (7.725 sec/step)
INFO:tensorflow:global step 670: loss = 0.1758 (7.128 sec/step)
INFO:tensorflow:global step 671: loss = 0.1988 (7.132 sec/step)
INFO:tensorflow:global step 672: loss = 0.1960 (7.181 sec/step)
INFO:tensorflow:global step 673: loss = 0.1828 (7.097 sec/step)
INFO:tensorflow:global step 674: loss = 0.1891 (7.229 sec/step)
INFO:tensorflow:global step 675: loss = 0.1780 (7.101 sec/step)
INFO:tensorflow:global step 676: loss = 0.1619 (7.160 sec/step)
INFO:tensorflow:global step 677: loss = 0.1675 (7.112 sec/step)
INFO:tensorflow:global step 678: loss = 0.1797 (7.156 sec/step)
INFO:tensorflow:global step 679: loss = 0.2651 (7.166 sec/step)
INFO:tensorflow:global step 680: loss = 0.2327 (7.120 sec/step)
INFO:tensorflow:global step 681: loss = 0.5836 (7.103 sec/step)
INFO:tensorflow:global step 682: loss = 0.2852 (7.120 sec/step)
INFO:tensorflow:Recording summary at step 682.
INFO:tensorflow:global step 683: loss = 0.2626 (10.274 sec/step)
INFO:tensorflow:global step 684: loss = 0.2503 (7.106 sec/step)
INFO:tensorflow:global step 685: loss = 0.3012 (7.128 sec/step)
INFO:tensorflow:global step 686: loss = 0.2465 (7.125 sec/step)
INFO:tensorflow:global step 687: loss = 0.2882 (7.142 sec/step)
INFO:tensorflow:global step 688: loss = 0.2940 (9.395 sec/step)
INFO:tensorflow:global step 689: loss = 0.2380 (9.837 sec/step)
INFO:tensorflow:global step 690: loss = 0.2362 (8.121 sec/step)
INFO:tensorflow:global step 691: loss = 0.3219 (8.977 sec/step)
INFO:tensorflow:global step 692: loss = 0.2892 (8.493 sec/step)
INFO:tensorflow:global step 693: loss = 0.2050 (7.943 sec/step)
INFO:tensorflow:global step 694: loss = 0.2420 (7.181 sec/step)
INFO:tensorflow:global step 695: loss = 0.2296 (7.203 sec/step)
INFO:tensorflow:global step 696: loss = 0.2176 (7.115 sec/step)
INFO:tensorflow:global step 697: loss = 0.3358 (7.229 sec/step)
INFO:tensorflow:Recording summary at step 697.
INFO:tensorflow:global step 698: loss = 0.2459 (10.407 sec/step)
INFO:tensorflow:global step 699: loss = 0.2402 (7.170 sec/step)
INFO:tensorflow:global step 700: loss = 0.2680 (7.153 sec/step)
INFO:tensorflow:global step 701: loss = 0.2492 (7.176 sec/step)
INFO:tensorflow:global step 702: loss = 0.2412 (7.216 sec/step)
INFO:tensorflow:global step 703: loss = 0.2492 (8.069 sec/step)
INFO:tensorflow:global step 704: loss = 0.2561 (7.952 sec/step)
INFO:tensorflow:global step 705: loss = 0.2002 (7.168 sec/step)
INFO:tensorflow:global step 706: loss = 0.2099 (7.106 sec/step)
INFO:tensorflow:global step 707: loss = 0.2240 (7.155 sec/step)
INFO:tensorflow:global step 708: loss = 0.2968 (7.137 sec/step)
INFO:tensorflow:global step 709: loss = 0.1782 (7.105 sec/step)
INFO:tensorflow:global step 710: loss = 0.1660 (7.138 sec/step)
INFO:tensorflow:global step 711: loss = 0.1645 (7.114 sec/step)
INFO:tensorflow:global step 712: loss = 0.1636 (7.092 sec/step)
INFO:tensorflow:global step 713: loss = 0.2974 (7.169 sec/step)
INFO:tensorflow:Recording summary at step 713.
INFO:tensorflow:global step 714: loss = 0.2649 (10.274 sec/step)
INFO:tensorflow:global step 715: loss = 0.2100 (7.122 sec/step)
INFO:tensorflow:global step 716: loss = 0.2281 (7.243 sec/step)
INFO:tensorflow:global step 717: loss = 0.2200 (7.169 sec/step)
INFO:tensorflow:global step 718: loss = 0.2259 (7.156 sec/step)
INFO:tensorflow:global step 719: loss = 0.2475 (7.164 sec/step)
INFO:tensorflow:global step 720: loss = 0.4339 (7.105 sec/step)
INFO:tensorflow:global step 721: loss = 0.2482 (7.173 sec/step)
INFO:tensorflow:global step 722: loss = 0.3336 (7.101 sec/step)
INFO:tensorflow:global step 723: loss = 0.2295 (7.178 sec/step)
INFO:tensorflow:global step 724: loss = 0.2284 (7.231 sec/step)
INFO:tensorflow:global step 725: loss = 0.2348 (7.184 sec/step)
INFO:tensorflow:global step 726: loss = 0.2367 (7.134 sec/step)
INFO:tensorflow:global step 727: loss = 0.2743 (8.196 sec/step)
INFO:tensorflow:global step 728: loss = 0.2515 (9.149 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 729: loss = 0.2564 (10.967 sec/step)
INFO:tensorflow:Recording summary at step 729.
INFO:tensorflow:global step 730: loss = 0.2955 (15.317 sec/step)
INFO:tensorflow:global step 731: loss = 0.2136 (9.414 sec/step)
INFO:tensorflow:global step 732: loss = 0.1869 (10.484 sec/step)
INFO:tensorflow:global step 733: loss = 0.1862 (9.125 sec/step)
INFO:tensorflow:global step 734: loss = 0.1933 (8.481 sec/step)
INFO:tensorflow:global step 735: loss = 0.1874 (8.077 sec/step)
INFO:tensorflow:global step 736: loss = 0.1742 (10.527 sec/step)
INFO:tensorflow:global step 737: loss = 0.3814 (10.394 sec/step)
INFO:tensorflow:global step 738: loss = 0.3100 (8.267 sec/step)
INFO:tensorflow:global step 739: loss = 0.2871 (8.170 sec/step)
INFO:tensorflow:global step 740: loss = 0.2276 (7.525 sec/step)
INFO:tensorflow:global step 741: loss = 0.2939 (7.564 sec/step)
INFO:tensorflow:Recording summary at step 741.
INFO:tensorflow:global step 742: loss = 0.2452 (10.539 sec/step)
INFO:tensorflow:global step 743: loss = 0.3530 (7.275 sec/step)
INFO:tensorflow:global step 744: loss = 0.2137 (7.156 sec/step)
INFO:tensorflow:global step 745: loss = 0.2531 (7.970 sec/step)
INFO:tensorflow:global step 746: loss = 0.2986 (7.592 sec/step)
INFO:tensorflow:global step 747: loss = 0.2238 (7.155 sec/step)
INFO:tensorflow:global step 748: loss = 0.2288 (7.066 sec/step)
INFO:tensorflow:global step 749: loss = 0.2134 (7.130 sec/step)
INFO:tensorflow:global step 750: loss = 0.2659 (7.078 sec/step)
INFO:tensorflow:global step 751: loss = 0.2566 (7.145 sec/step)
INFO:tensorflow:global step 752: loss = 0.2611 (7.094 sec/step)
INFO:tensorflow:global step 753: loss = 0.2853 (7.076 sec/step)
INFO:tensorflow:global step 754: loss = 0.2550 (7.131 sec/step)
INFO:tensorflow:global step 755: loss = 0.2720 (7.118 sec/step)
INFO:tensorflow:global step 756: loss = 0.2313 (7.085 sec/step)
INFO:tensorflow:global step 757: loss = 0.2699 (7.985 sec/step)
INFO:tensorflow:Recording summary at step 757.
INFO:tensorflow:global step 758: loss = 0.2317 (10.476 sec/step)
INFO:tensorflow:global step 759: loss = 0.2971 (7.286 sec/step)
INFO:tensorflow:global step 760: loss = 0.3672 (7.259 sec/step)
INFO:tensorflow:global step 761: loss = 0.2091 (7.663 sec/step)
INFO:tensorflow:global step 762: loss = 0.2004 (7.531 sec/step)
INFO:tensorflow:global step 763: loss = 0.2256 (7.154 sec/step)
INFO:tensorflow:global step 764: loss = 0.2255 (7.124 sec/step)
INFO:tensorflow:global step 765: loss = 0.1959 (7.215 sec/step)
INFO:tensorflow:global step 766: loss = 0.2159 (7.123 sec/step)
INFO:tensorflow:global step 767: loss = 0.4014 (7.187 sec/step)
INFO:tensorflow:global step 768: loss = 0.2750 (7.150 sec/step)
INFO:tensorflow:global step 769: loss = 0.2723 (7.088 sec/step)
INFO:tensorflow:global step 770: loss = 0.3011 (7.182 sec/step)
INFO:tensorflow:global step 771: loss = 0.2345 (7.157 sec/step)
INFO:tensorflow:global step 772: loss = 0.4022 (7.133 sec/step)
INFO:tensorflow:global step 773: loss = 0.2623 (7.164 sec/step)
INFO:tensorflow:Recording summary at step 773.
INFO:tensorflow:global step 774: loss = 0.2415 (12.290 sec/step)
INFO:tensorflow:global step 775: loss = 0.2426 (8.151 sec/step)
INFO:tensorflow:global step 776: loss = 0.2407 (7.339 sec/step)
INFO:tensorflow:global step 777: loss = 0.2380 (7.223 sec/step)
INFO:tensorflow:global step 778: loss = 0.1974 (7.235 sec/step)
INFO:tensorflow:global step 779: loss = 0.2468 (7.265 sec/step)
INFO:tensorflow:global step 780: loss = 0.2489 (7.543 sec/step)
INFO:tensorflow:global step 781: loss = 0.2930 (7.225 sec/step)
INFO:tensorflow:global step 782: loss = 0.1850 (7.231 sec/step)
INFO:tensorflow:global step 783: loss = 0.2058 (7.268 sec/step)
INFO:tensorflow:global step 784: loss = 0.2320 (7.221 sec/step)
INFO:tensorflow:global step 785: loss = 0.2287 (7.264 sec/step)
INFO:tensorflow:global step 786: loss = 0.2012 (7.237 sec/step)
INFO:tensorflow:global step 787: loss = 0.2977 (7.275 sec/step)
INFO:tensorflow:global step 788: loss = 0.1610 (7.236 sec/step)
INFO:tensorflow:global step 789: loss = 0.2222 (7.267 sec/step)
INFO:tensorflow:Recording summary at step 789.
INFO:tensorflow:global step 790: loss = 0.2360 (10.903 sec/step)
INFO:tensorflow:global step 791: loss = 0.2025 (8.093 sec/step)
INFO:tensorflow:global step 792: loss = 0.2146 (11.173 sec/step)
INFO:tensorflow:global step 793: loss = 0.1901 (8.658 sec/step)
INFO:tensorflow:global step 794: loss = 0.1998 (8.030 sec/step)
INFO:tensorflow:global step 795: loss = 0.1770 (8.958 sec/step)
INFO:tensorflow:global step 796: loss = 0.1956 (9.579 sec/step)
INFO:tensorflow:global step 797: loss = 0.1701 (8.761 sec/step)
INFO:tensorflow:global step 798: loss = 0.1804 (8.189 sec/step)
INFO:tensorflow:global step 799: loss = 0.9001 (8.550 sec/step)
INFO:tensorflow:global step 800: loss = 0.1662 (8.985 sec/step)
INFO:tensorflow:global step 801: loss = 0.3506 (8.252 sec/step)
INFO:tensorflow:global step 802: loss = 0.2174 (8.114 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 803: loss = 0.2089 (12.401 sec/step)
INFO:tensorflow:Recording summary at step 803.
INFO:tensorflow:global step 804: loss = 0.2248 (11.456 sec/step)
INFO:tensorflow:global step 805: loss = 0.1999 (8.911 sec/step)
INFO:tensorflow:global step 806: loss = 0.2059 (7.602 sec/step)
INFO:tensorflow:global step 807: loss = 0.2578 (7.182 sec/step)
INFO:tensorflow:global step 808: loss = 0.2448 (7.130 sec/step)
INFO:tensorflow:global step 809: loss = 0.1797 (7.124 sec/step)
INFO:tensorflow:global step 810: loss = 0.1950 (7.197 sec/step)
INFO:tensorflow:global step 811: loss = 0.2073 (7.154 sec/step)
INFO:tensorflow:global step 812: loss = 0.3224 (7.143 sec/step)
INFO:tensorflow:global step 813: loss = 0.3017 (7.119 sec/step)
INFO:tensorflow:global step 814: loss = 0.2842 (7.164 sec/step)
INFO:tensorflow:global step 815: loss = 0.2294 (7.111 sec/step)
INFO:tensorflow:global step 816: loss = 0.2065 (7.182 sec/step)
INFO:tensorflow:global step 817: loss = 0.2327 (7.121 sec/step)
INFO:tensorflow:global step 818: loss = 0.3451 (8.740 sec/step)
INFO:tensorflow:Recording summary at step 818.
INFO:tensorflow:global step 819: loss = 0.2787 (8.636 sec/step)
INFO:tensorflow:global step 820: loss = 0.2497 (7.122 sec/step)
INFO:tensorflow:global step 821: loss = 0.3254 (7.147 sec/step)
INFO:tensorflow:global step 822: loss = 0.3818 (7.161 sec/step)
INFO:tensorflow:global step 823: loss = 0.2865 (7.184 sec/step)
INFO:tensorflow:global step 824: loss = 0.3384 (7.123 sec/step)
INFO:tensorflow:global step 825: loss = 0.3013 (7.136 sec/step)
INFO:tensorflow:global step 826: loss = 0.2873 (7.186 sec/step)
INFO:tensorflow:global step 827: loss = 0.2771 (7.094 sec/step)
INFO:tensorflow:global step 828: loss = 0.2517 (7.135 sec/step)
INFO:tensorflow:global step 829: loss = 0.2472 (7.094 sec/step)
INFO:tensorflow:global step 830: loss = 0.2911 (7.153 sec/step)
INFO:tensorflow:global step 831: loss = 0.2170 (7.126 sec/step)
INFO:tensorflow:global step 832: loss = 0.2394 (7.160 sec/step)
INFO:tensorflow:global step 833: loss = 0.2586 (7.135 sec/step)
INFO:tensorflow:global step 834: loss = 0.2413 (7.171 sec/step)
INFO:tensorflow:Recording summary at step 834.
INFO:tensorflow:global step 835: loss = 0.2421 (10.144 sec/step)
INFO:tensorflow:global step 836: loss = 0.2438 (7.182 sec/step)
INFO:tensorflow:global step 837: loss = 0.2088 (7.135 sec/step)
INFO:tensorflow:global step 838: loss = 0.2201 (7.192 sec/step)
INFO:tensorflow:global step 839: loss = 0.2466 (7.170 sec/step)
INFO:tensorflow:global step 840: loss = 0.2788 (7.879 sec/step)
INFO:tensorflow:global step 841: loss = 0.2431 (8.359 sec/step)
INFO:tensorflow:global step 842: loss = 0.1918 (8.595 sec/step)
INFO:tensorflow:global step 843: loss = 0.3197 (8.240 sec/step)
INFO:tensorflow:global step 844: loss = 0.2256 (7.394 sec/step)
INFO:tensorflow:global step 845: loss = 0.2054 (7.593 sec/step)
INFO:tensorflow:global step 846: loss = 0.2082 (7.556 sec/step)
INFO:tensorflow:global step 847: loss = 0.2043 (7.473 sec/step)
INFO:tensorflow:global step 848: loss = 0.2119 (7.573 sec/step)
INFO:tensorflow:global step 849: loss = 0.2083 (7.826 sec/step)
INFO:tensorflow:Recording summary at step 849.
INFO:tensorflow:global step 850: loss = 0.2407 (12.280 sec/step)
INFO:tensorflow:global step 851: loss = 0.1831 (9.596 sec/step)
INFO:tensorflow:global step 852: loss = 0.1738 (8.134 sec/step)
INFO:tensorflow:global step 853: loss = 0.3081 (8.179 sec/step)
INFO:tensorflow:global step 854: loss = 0.2246 (8.204 sec/step)
INFO:tensorflow:global step 855: loss = 0.2064 (7.997 sec/step)
INFO:tensorflow:global step 856: loss = 0.2295 (8.299 sec/step)
INFO:tensorflow:global step 857: loss = 0.2178 (8.131 sec/step)
INFO:tensorflow:global step 858: loss = 0.1982 (7.289 sec/step)
INFO:tensorflow:global step 859: loss = 0.2036 (7.189 sec/step)
INFO:tensorflow:global step 860: loss = 0.2134 (7.221 sec/step)
INFO:tensorflow:global step 861: loss = 0.2009 (7.202 sec/step)
INFO:tensorflow:global step 862: loss = 0.2079 (7.196 sec/step)
INFO:tensorflow:global step 863: loss = 0.2192 (7.229 sec/step)
INFO:tensorflow:global step 864: loss = 0.2348 (7.159 sec/step)
INFO:tensorflow:Recording summary at step 864.
INFO:tensorflow:global step 865: loss = 0.2111 (10.259 sec/step)
INFO:tensorflow:global step 866: loss = 0.2359 (7.230 sec/step)
INFO:tensorflow:global step 867: loss = 0.2252 (7.180 sec/step)
INFO:tensorflow:global step 868: loss = 0.2231 (7.509 sec/step)
INFO:tensorflow:global step 869: loss = 0.1621 (7.270 sec/step)
INFO:tensorflow:global step 870: loss = 0.1826 (7.290 sec/step)
INFO:tensorflow:global step 871: loss = 0.1690 (7.592 sec/step)
INFO:tensorflow:global step 872: loss = 0.1665 (8.832 sec/step)
INFO:tensorflow:global step 873: loss = 0.1655 (8.737 sec/step)
INFO:tensorflow:global step 874: loss = 0.2252 (10.034 sec/step)
INFO:tensorflow:global step 875: loss = 0.2371 (7.719 sec/step)
INFO:tensorflow:global step 876: loss = 0.1910 (7.410 sec/step)
INFO:tensorflow:global step 877: loss = 0.1764 (7.224 sec/step)
INFO:tensorflow:global step 878: loss = 0.2552 (7.274 sec/step)
INFO:tensorflow:global step 879: loss = 0.2322 (7.246 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 880: loss = 0.2172 (11.731 sec/step)
INFO:tensorflow:Recording summary at step 880.
INFO:tensorflow:global step 881: loss = 0.1976 (10.373 sec/step)
INFO:tensorflow:global step 882: loss = 0.3079 (7.405 sec/step)
INFO:tensorflow:global step 883: loss = 0.2598 (7.425 sec/step)
INFO:tensorflow:global step 884: loss = 0.2102 (7.251 sec/step)
INFO:tensorflow:global step 885: loss = 0.2522 (7.250 sec/step)
INFO:tensorflow:global step 886: loss = 0.2072 (7.256 sec/step)
INFO:tensorflow:global step 887: loss = 0.2462 (7.268 sec/step)
INFO:tensorflow:global step 888: loss = 0.2446 (7.289 sec/step)
INFO:tensorflow:global step 889: loss = 0.2162 (7.233 sec/step)
INFO:tensorflow:global step 890: loss = 0.2078 (7.282 sec/step)
INFO:tensorflow:global step 891: loss = 0.1847 (7.307 sec/step)
INFO:tensorflow:global step 892: loss = 0.2195 (7.289 sec/step)
INFO:tensorflow:global step 893: loss = 0.3240 (7.270 sec/step)
INFO:tensorflow:global step 894: loss = 0.3428 (7.278 sec/step)
INFO:tensorflow:global step 895: loss = 0.2010 (7.630 sec/step)
INFO:tensorflow:Recording summary at step 895.
INFO:tensorflow:global step 896: loss = 0.1905 (9.965 sec/step)
INFO:tensorflow:global step 897: loss = 0.2378 (7.273 sec/step)
INFO:tensorflow:global step 898: loss = 0.1980 (7.235 sec/step)
INFO:tensorflow:global step 899: loss = 0.3353 (7.298 sec/step)
INFO:tensorflow:global step 900: loss = 0.3197 (7.235 sec/step)
INFO:tensorflow:global step 901: loss = 0.1927 (7.246 sec/step)
INFO:tensorflow:global step 902: loss = 0.1836 (7.237 sec/step)
INFO:tensorflow:global step 903: loss = 0.2187 (7.252 sec/step)
INFO:tensorflow:global step 904: loss = 0.2969 (7.274 sec/step)
INFO:tensorflow:global step 905: loss = 0.2689 (7.237 sec/step)
INFO:tensorflow:global step 906: loss = 0.2893 (7.235 sec/step)
INFO:tensorflow:global step 907: loss = 0.2577 (7.256 sec/step)
INFO:tensorflow:global step 908: loss = 0.2189 (7.279 sec/step)
INFO:tensorflow:global step 909: loss = 0.2129 (7.236 sec/step)
INFO:tensorflow:global step 910: loss = 0.2931 (7.279 sec/step)
INFO:tensorflow:global step 911: loss = 0.2238 (7.259 sec/step)
INFO:tensorflow:Recording summary at step 911.
INFO:tensorflow:global step 912: loss = 0.2999 (10.440 sec/step)
INFO:tensorflow:global step 913: loss = 0.2496 (7.240 sec/step)
INFO:tensorflow:global step 914: loss = 0.2218 (7.250 sec/step)
INFO:tensorflow:global step 915: loss = 0.3335 (7.280 sec/step)
INFO:tensorflow:global step 916: loss = 0.2618 (7.286 sec/step)
INFO:tensorflow:global step 917: loss = 0.2496 (7.233 sec/step)
INFO:tensorflow:global step 918: loss = 0.2474 (7.436 sec/step)
INFO:tensorflow:global step 919: loss = 0.2364 (7.290 sec/step)
INFO:tensorflow:global step 920: loss = 0.2602 (7.239 sec/step)
INFO:tensorflow:global step 921: loss = 0.2489 (7.221 sec/step)
INFO:tensorflow:global step 922: loss = 0.2072 (7.445 sec/step)
INFO:tensorflow:global step 923: loss = 0.2294 (7.272 sec/step)
INFO:tensorflow:global step 924: loss = 0.2841 (7.284 sec/step)
INFO:tensorflow:global step 925: loss = 0.2431 (7.249 sec/step)
INFO:tensorflow:global step 926: loss = 0.2037 (7.270 sec/step)
INFO:tensorflow:global step 927: loss = 0.1899 (7.270 sec/step)
INFO:tensorflow:Recording summary at step 927.
INFO:tensorflow:global step 928: loss = 0.1863 (10.438 sec/step)
INFO:tensorflow:global step 929: loss = 0.2175 (7.229 sec/step)
INFO:tensorflow:global step 930: loss = 0.2277 (7.252 sec/step)
INFO:tensorflow:global step 931: loss = 0.2122 (7.282 sec/step)
INFO:tensorflow:global step 932: loss = 0.2317 (7.228 sec/step)
INFO:tensorflow:global step 933: loss = 0.2012 (7.207 sec/step)
INFO:tensorflow:global step 934: loss = 0.2078 (7.236 sec/step)
INFO:tensorflow:global step 935: loss = 0.2494 (7.289 sec/step)
INFO:tensorflow:global step 936: loss = 0.2473 (7.219 sec/step)
INFO:tensorflow:global step 937: loss = 0.2698 (7.206 sec/step)
INFO:tensorflow:global step 938: loss = 0.2245 (7.220 sec/step)
INFO:tensorflow:global step 939: loss = 0.2506 (7.309 sec/step)
INFO:tensorflow:global step 940: loss = 0.1893 (7.690 sec/step)
INFO:tensorflow:global step 941: loss = 0.1523 (7.293 sec/step)
INFO:tensorflow:global step 942: loss = 0.1600 (7.297 sec/step)
INFO:tensorflow:global step 943: loss = 0.1789 (7.335 sec/step)
INFO:tensorflow:Recording summary at step 943.
INFO:tensorflow:global step 944: loss = 0.1784 (10.692 sec/step)
INFO:tensorflow:global step 945: loss = 0.1758 (7.527 sec/step)
INFO:tensorflow:global step 946: loss = 0.1708 (7.539 sec/step)
INFO:tensorflow:global step 947: loss = 0.1570 (7.496 sec/step)
INFO:tensorflow:global step 948: loss = 0.1623 (7.976 sec/step)
INFO:tensorflow:global step 949: loss = 0.1863 (8.110 sec/step)
INFO:tensorflow:global step 950: loss = 0.2544 (7.593 sec/step)
INFO:tensorflow:global step 951: loss = 0.2134 (7.583 sec/step)
INFO:tensorflow:global step 952: loss = 0.4721 (7.548 sec/step)
INFO:tensorflow:global step 953: loss = 0.2630 (7.780 sec/step)
INFO:tensorflow:global step 954: loss = 0.2366 (8.402 sec/step)
INFO:tensorflow:global step 955: loss = 0.2740 (8.432 sec/step)
INFO:tensorflow:global step 956: loss = 0.2285 (8.627 sec/step)
INFO:tensorflow:global step 957: loss = 0.2805 (8.903 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 958: loss = 0.2343 (10.653 sec/step)
INFO:tensorflow:Recording summary at step 958.
INFO:tensorflow:global step 959: loss = 0.2699 (11.017 sec/step)
INFO:tensorflow:global step 960: loss = 0.2310 (8.886 sec/step)
INFO:tensorflow:global step 961: loss = 0.2190 (8.315 sec/step)
INFO:tensorflow:global step 962: loss = 0.2942 (7.394 sec/step)
INFO:tensorflow:global step 963: loss = 0.2642 (7.555 sec/step)
INFO:tensorflow:global step 964: loss = 0.1958 (7.303 sec/step)
INFO:tensorflow:global step 965: loss = 0.2255 (7.310 sec/step)
INFO:tensorflow:global step 966: loss = 0.2044 (7.309 sec/step)
INFO:tensorflow:global step 967: loss = 0.1927 (7.305 sec/step)
INFO:tensorflow:global step 968: loss = 0.2905 (7.340 sec/step)
INFO:tensorflow:global step 969: loss = 0.2125 (7.916 sec/step)
INFO:tensorflow:global step 970: loss = 0.2645 (7.752 sec/step)
INFO:tensorflow:global step 971: loss = 0.2040 (7.738 sec/step)
INFO:tensorflow:global step 972: loss = 0.2516 (7.780 sec/step)
INFO:tensorflow:global step 973: loss = 0.2207 (10.280 sec/step)
INFO:tensorflow:Recording summary at step 973.
INFO:tensorflow:global step 974: loss = 0.2384 (8.942 sec/step)
INFO:tensorflow:global step 975: loss = 0.2497 (8.159 sec/step)
INFO:tensorflow:global step 976: loss = 0.1984 (7.893 sec/step)
INFO:tensorflow:global step 977: loss = 0.1894 (7.642 sec/step)
INFO:tensorflow:global step 978: loss = 0.1835 (7.833 sec/step)
INFO:tensorflow:global step 979: loss = 0.2572 (7.624 sec/step)
INFO:tensorflow:global step 980: loss = 0.1704 (7.573 sec/step)
INFO:tensorflow:global step 981: loss = 0.1574 (7.587 sec/step)
INFO:tensorflow:global step 982: loss = 0.1572 (7.729 sec/step)
INFO:tensorflow:global step 983: loss = 0.1551 (7.750 sec/step)
INFO:tensorflow:global step 984: loss = 0.2460 (7.793 sec/step)
INFO:tensorflow:global step 985: loss = 0.2304 (7.804 sec/step)
INFO:tensorflow:global step 986: loss = 0.2233 (7.519 sec/step)
INFO:tensorflow:global step 987: loss = 0.1964 (7.994 sec/step)
INFO:tensorflow:global step 988: loss = 0.2122 (11.241 sec/step)
INFO:tensorflow:Recording summary at step 988.
INFO:tensorflow:global step 989: loss = 0.2139 (7.693 sec/step)
INFO:tensorflow:global step 990: loss = 0.2347 (7.506 sec/step)
INFO:tensorflow:global step 991: loss = 0.3667 (8.029 sec/step)
INFO:tensorflow:global step 992: loss = 0.2302 (8.515 sec/step)
INFO:tensorflow:global step 993: loss = 0.2603 (8.082 sec/step)
INFO:tensorflow:global step 994: loss = 0.1839 (7.480 sec/step)
INFO:tensorflow:global step 995: loss = 0.1853 (8.731 sec/step)
INFO:tensorflow:global step 996: loss = 0.1787 (7.956 sec/step)
INFO:tensorflow:global step 997: loss = 0.2210 (9.105 sec/step)
INFO:tensorflow:global step 998: loss = 0.2557 (8.139 sec/step)
INFO:tensorflow:global step 999: loss = 0.2125 (8.145 sec/step)
INFO:tensorflow:global step 1000: loss = 0.2205 (8.115 sec/step)
INFO:tensorflow:global step 1001: loss = 0.9483 (8.261 sec/step)
INFO:tensorflow:global step 1002: loss = 0.2135 (8.881 sec/step)
INFO:tensorflow:Recording summary at step 1002.
INFO:tensorflow:global step 1003: loss = 0.1611 (10.729 sec/step)
INFO:tensorflow:global step 1004: loss = 0.1622 (8.296 sec/step)
INFO:tensorflow:global step 1005: loss = 0.1736 (7.868 sec/step)
INFO:tensorflow:global step 1006: loss = 0.1928 (7.745 sec/step)
INFO:tensorflow:global step 1007: loss = 0.1943 (7.677 sec/step)
INFO:tensorflow:global step 1008: loss = 0.4066 (7.728 sec/step)
INFO:tensorflow:global step 1009: loss = 0.4561 (7.785 sec/step)
INFO:tensorflow:global step 1010: loss = 0.3283 (7.893 sec/step)
INFO:tensorflow:global step 1011: loss = 0.3004 (7.460 sec/step)
INFO:tensorflow:global step 1012: loss = 0.2955 (8.020 sec/step)
INFO:tensorflow:global step 1013: loss = 0.2640 (8.320 sec/step)
INFO:tensorflow:global step 1014: loss = 0.3257 (9.731 sec/step)
INFO:tensorflow:global step 1015: loss = 0.3565 (8.129 sec/step)
INFO:tensorflow:global step 1016: loss = 0.2743 (7.996 sec/step)
INFO:tensorflow:Recording summary at step 1016.
INFO:tensorflow:global step 1017: loss = 0.2762 (11.311 sec/step)
INFO:tensorflow:global step 1018: loss = 0.2584 (7.912 sec/step)
INFO:tensorflow:global step 1019: loss = 0.2962 (7.921 sec/step)
INFO:tensorflow:global step 1020: loss = 0.2873 (7.915 sec/step)
INFO:tensorflow:global step 1021: loss = 0.2902 (7.929 sec/step)
INFO:tensorflow:global step 1022: loss = 0.3074 (8.447 sec/step)
INFO:tensorflow:global step 1023: loss = 0.3005 (7.263 sec/step)
INFO:tensorflow:global step 1024: loss = 0.2714 (7.189 sec/step)
INFO:tensorflow:global step 1025: loss = 0.2605 (7.358 sec/step)
INFO:tensorflow:global step 1026: loss = 0.2431 (7.188 sec/step)
INFO:tensorflow:global step 1027: loss = 0.2405 (7.176 sec/step)
INFO:tensorflow:global step 1028: loss = 0.2681 (7.124 sec/step)
INFO:tensorflow:global step 1029: loss = 0.2097 (7.128 sec/step)
INFO:tensorflow:global step 1030: loss = 0.2155 (7.115 sec/step)
INFO:tensorflow:global step 1031: loss = 0.2502 (7.097 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 1032: loss = 0.4026 (7.262 sec/step)
INFO:tensorflow:Recording summary at step 1032.
INFO:tensorflow:global step 1033: loss = 0.2576 (12.257 sec/step)
INFO:tensorflow:global step 1034: loss = 0.2462 (7.258 sec/step)
INFO:tensorflow:global step 1035: loss = 0.1916 (7.200 sec/step)
INFO:tensorflow:global step 1036: loss = 0.2109 (7.234 sec/step)
INFO:tensorflow:global step 1037: loss = 0.1997 (7.155 sec/step)
INFO:tensorflow:global step 1038: loss = 0.3113 (7.159 sec/step)
INFO:tensorflow:global step 1039: loss = 0.2477 (7.263 sec/step)
INFO:tensorflow:global step 1040: loss = 0.2503 (7.190 sec/step)
INFO:tensorflow:global step 1041: loss = 0.2761 (7.114 sec/step)
INFO:tensorflow:global step 1042: loss = 0.2338 (7.110 sec/step)
INFO:tensorflow:global step 1043: loss = 0.3162 (7.179 sec/step)
INFO:tensorflow:global step 1044: loss = 0.2348 (7.142 sec/step)
INFO:tensorflow:global step 1045: loss = 0.2178 (7.174 sec/step)
INFO:tensorflow:global step 1046: loss = 0.1981 (7.073 sec/step)
INFO:tensorflow:global step 1047: loss = 0.1875 (7.126 sec/step)
INFO:tensorflow:global step 1048: loss = 0.2106 (7.198 sec/step)
INFO:tensorflow:Recording summary at step 1048.
INFO:tensorflow:global step 1049: loss = 0.1931 (10.172 sec/step)
INFO:tensorflow:global step 1050: loss = 0.2406 (7.135 sec/step)
INFO:tensorflow:global step 1051: loss = 0.2440 (7.175 sec/step)
INFO:tensorflow:global step 1052: loss = 0.4021 (7.259 sec/step)
INFO:tensorflow:global step 1053: loss = 0.1883 (7.145 sec/step)
INFO:tensorflow:global step 1054: loss = 0.1843 (7.082 sec/step)
INFO:tensorflow:global step 1055: loss = 0.2134 (7.184 sec/step)
INFO:tensorflow:global step 1056: loss = 0.2157 (7.192 sec/step)
INFO:tensorflow:global step 1057: loss = 0.1781 (7.126 sec/step)
INFO:tensorflow:global step 1058: loss = 0.2545 (7.143 sec/step)
INFO:tensorflow:global step 1059: loss = 0.1558 (7.142 sec/step)
INFO:tensorflow:global step 1060: loss = 0.2784 (7.260 sec/step)
INFO:tensorflow:global step 1061: loss = 0.2222 (7.143 sec/step)
INFO:tensorflow:global step 1062: loss = 0.3207 (7.098 sec/step)
INFO:tensorflow:global step 1063: loss = 0.2031 (7.165 sec/step)
INFO:tensorflow:global step 1064: loss = 0.2071 (7.171 sec/step)
INFO:tensorflow:Recording summary at step 1064.
INFO:tensorflow:global step 1065: loss = 0.1814 (10.194 sec/step)
INFO:tensorflow:global step 1066: loss = 0.1664 (7.167 sec/step)
INFO:tensorflow:global step 1067: loss = 0.2059 (7.212 sec/step)
INFO:tensorflow:global step 1068: loss = 0.1586 (7.182 sec/step)
INFO:tensorflow:global step 1069: loss = 0.1618 (7.120 sec/step)
INFO:tensorflow:global step 1070: loss = 0.5919 (7.130 sec/step)
INFO:tensorflow:global step 1071: loss = 0.1622 (8.573 sec/step)
INFO:tensorflow:global step 1072: loss = 0.2968 (9.198 sec/step)
INFO:tensorflow:global step 1073: loss = 0.2018 (8.640 sec/step)
INFO:tensorflow:global step 1074: loss = 0.2652 (8.360 sec/step)
INFO:tensorflow:global step 1075: loss = 0.2380 (7.215 sec/step)
INFO:tensorflow:global step 1076: loss = 0.1969 (7.527 sec/step)
INFO:tensorflow:global step 1077: loss = 0.2066 (7.541 sec/step)
INFO:tensorflow:global step 1078: loss = 0.2037 (7.247 sec/step)
INFO:tensorflow:global step 1079: loss = 0.2411 (7.208 sec/step)
INFO:tensorflow:global step 1080: loss = 0.2458 (9.974 sec/step)
INFO:tensorflow:Recording summary at step 1080.
INFO:tensorflow:global step 1081: loss = 0.1934 (7.334 sec/step)
INFO:tensorflow:global step 1082: loss = 0.1852 (7.096 sec/step)
INFO:tensorflow:global step 1083: loss = 0.2361 (7.157 sec/step)
INFO:tensorflow:global step 1084: loss = 0.2509 (7.115 sec/step)
INFO:tensorflow:global step 1085: loss = 0.2543 (7.093 sec/step)
INFO:tensorflow:global step 1086: loss = 0.2198 (7.084 sec/step)
INFO:tensorflow:global step 1087: loss = 0.1787 (7.924 sec/step)
INFO:tensorflow:global step 1088: loss = 0.2010 (8.797 sec/step)
INFO:tensorflow:global step 1089: loss = 0.2491 (8.277 sec/step)
INFO:tensorflow:global step 1090: loss = 0.2854 (8.221 sec/step)
INFO:tensorflow:global step 1091: loss = 0.1997 (8.221 sec/step)
INFO:tensorflow:global step 1092: loss = 0.2122 (8.647 sec/step)
INFO:tensorflow:global step 1093: loss = 0.2752 (7.759 sec/step)
INFO:tensorflow:global step 1094: loss = 0.3749 (7.595 sec/step)
INFO:tensorflow:global step 1095: loss = 0.2700 (10.791 sec/step)
INFO:tensorflow:Recording summary at step 1095.
INFO:tensorflow:global step 1096: loss = 0.2862 (9.155 sec/step)
INFO:tensorflow:global step 1097: loss = 0.2647 (7.875 sec/step)
INFO:tensorflow:global step 1098: loss = 0.2426 (8.058 sec/step)
INFO:tensorflow:global step 1099: loss = 0.2179 (7.653 sec/step)
INFO:tensorflow:global step 1100: loss = 0.2062 (8.024 sec/step)
INFO:tensorflow:global step 1101: loss = 0.2861 (8.751 sec/step)
INFO:tensorflow:global step 1102: loss = 0.1968 (7.743 sec/step)
INFO:tensorflow:global step 1103: loss = 0.2267 (8.230 sec/step)
INFO:tensorflow:global step 1104: loss = 0.2368 (8.068 sec/step)
INFO:tensorflow:global step 1105: loss = 0.2455 (8.111 sec/step)
INFO:tensorflow:global step 1106: loss = 0.2241 (7.799 sec/step)
INFO:tensorflow:global step 1107: loss = 0.2001 (8.211 sec/step)
INFO:tensorflow:global step 1108: loss = 0.2316 (7.975 sec/step)
INFO:tensorflow:global step 1109: loss = 0.1888 (7.837 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 1109.
INFO:tensorflow:global step 1110: loss = 0.2047 (13.215 sec/step)
INFO:tensorflow:global step 1111: loss = 0.2599 (8.517 sec/step)
INFO:tensorflow:global step 1112: loss = 0.2329 (7.518 sec/step)
INFO:tensorflow:global step 1113: loss = 0.1828 (7.265 sec/step)
INFO:tensorflow:global step 1114: loss = 0.2980 (8.083 sec/step)
INFO:tensorflow:global step 1115: loss = 0.2075 (8.625 sec/step)
INFO:tensorflow:global step 1116: loss = 0.1918 (8.169 sec/step)
INFO:tensorflow:global step 1117: loss = 0.1880 (8.605 sec/step)
INFO:tensorflow:global step 1118: loss = 0.1878 (8.334 sec/step)
INFO:tensorflow:global step 1119: loss = 0.1897 (8.808 sec/step)
INFO:tensorflow:global step 1120: loss = 0.1904 (7.426 sec/step)
INFO:tensorflow:global step 1121: loss = 0.2309 (7.737 sec/step)
INFO:tensorflow:global step 1122: loss = 0.1564 (8.689 sec/step)
INFO:tensorflow:global step 1123: loss = 0.1711 (8.279 sec/step)
INFO:tensorflow:Recording summary at step 1123.
INFO:tensorflow:global step 1124: loss = 0.1574 (10.832 sec/step)
INFO:tensorflow:global step 1125: loss = 0.2178 (7.140 sec/step)
INFO:tensorflow:global step 1126: loss = 0.1900 (7.129 sec/step)
INFO:tensorflow:global step 1127: loss = 0.2137 (7.166 sec/step)
INFO:tensorflow:global step 1128: loss = 0.2075 (7.146 sec/step)
INFO:tensorflow:global step 1129: loss = 0.1815 (7.739 sec/step)
INFO:tensorflow:global step 1130: loss = 0.1934 (7.343 sec/step)
INFO:tensorflow:global step 1131: loss = 0.2032 (8.847 sec/step)
INFO:tensorflow:global step 1132: loss = 0.1802 (8.954 sec/step)
INFO:tensorflow:global step 1133: loss = 0.1961 (7.146 sec/step)
INFO:tensorflow:global step 1134: loss = 0.1976 (7.218 sec/step)
INFO:tensorflow:global step 1135: loss = 0.2288 (7.201 sec/step)
INFO:tensorflow:global step 1136: loss = 0.1924 (7.152 sec/step)
INFO:tensorflow:global step 1137: loss = 0.1927 (7.134 sec/step)
INFO:tensorflow:global step 1138: loss = 0.2132 (7.197 sec/step)
INFO:tensorflow:global step 1139: loss = 0.2057 (7.218 sec/step)
INFO:tensorflow:Recording summary at step 1139.
INFO:tensorflow:global step 1140: loss = 0.2116 (10.315 sec/step)
INFO:tensorflow:global step 1141: loss = 0.1706 (7.198 sec/step)
INFO:tensorflow:global step 1142: loss = 0.1595 (7.203 sec/step)
INFO:tensorflow:global step 1143: loss = 0.1581 (7.175 sec/step)
INFO:tensorflow:global step 1144: loss = 0.1597 (7.163 sec/step)
INFO:tensorflow:global step 1145: loss = 0.2175 (7.135 sec/step)
INFO:tensorflow:global step 1146: loss = 0.2103 (7.179 sec/step)
INFO:tensorflow:global step 1147: loss = 0.1783 (7.223 sec/step)
INFO:tensorflow:global step 1148: loss = 0.1655 (7.499 sec/step)
INFO:tensorflow:global step 1149: loss = 0.2252 (7.237 sec/step)
INFO:tensorflow:global step 1150: loss = 0.2032 (7.243 sec/step)
INFO:tensorflow:global step 1151: loss = 0.2001 (8.010 sec/step)
INFO:tensorflow:global step 1152: loss = 0.2022 (7.196 sec/step)
INFO:tensorflow:global step 1153: loss = 0.1824 (7.146 sec/step)
INFO:tensorflow:global step 1154: loss = 0.2674 (7.169 sec/step)
INFO:tensorflow:global step 1155: loss = 0.2597 (7.233 sec/step)
INFO:tensorflow:Recording summary at step 1155.
INFO:tensorflow:global step 1156: loss = 0.1964 (10.246 sec/step)
INFO:tensorflow:global step 1157: loss = 0.2053 (7.731 sec/step)
INFO:tensorflow:global step 1158: loss = 0.2357 (9.287 sec/step)
INFO:tensorflow:global step 1159: loss = 0.2084 (8.385 sec/step)
INFO:tensorflow:global step 1160: loss = 0.1997 (9.082 sec/step)
INFO:tensorflow:global step 1161: loss = 0.1920 (8.568 sec/step)
INFO:tensorflow:global step 1162: loss = 0.1759 (8.005 sec/step)
INFO:tensorflow:global step 1163: loss = 0.1976 (7.854 sec/step)
INFO:tensorflow:global step 1164: loss = 0.2960 (8.023 sec/step)
INFO:tensorflow:global step 1165: loss = 0.3054 (8.198 sec/step)
INFO:tensorflow:global step 1166: loss = 0.1819 (8.459 sec/step)
INFO:tensorflow:global step 1167: loss = 0.2221 (8.514 sec/step)
INFO:tensorflow:global step 1168: loss = 0.1771 (8.672 sec/step)
INFO:tensorflow:global step 1169: loss = 0.2353 (7.782 sec/step)
INFO:tensorflow:Recording summary at step 1169.
INFO:tensorflow:global step 1170: loss = 0.1884 (10.283 sec/step)
INFO:tensorflow:global step 1171: loss = 0.3306 (7.167 sec/step)
INFO:tensorflow:global step 1172: loss = 0.1785 (7.182 sec/step)
INFO:tensorflow:global step 1173: loss = 0.1713 (7.218 sec/step)
INFO:tensorflow:global step 1174: loss = 0.2016 (7.096 sec/step)
INFO:tensorflow:global step 1175: loss = 0.3276 (7.636 sec/step)
INFO:tensorflow:global step 1176: loss = 0.2722 (7.278 sec/step)
INFO:tensorflow:global step 1177: loss = 0.2564 (7.356 sec/step)
INFO:tensorflow:global step 1178: loss = 0.2228 (7.259 sec/step)
INFO:tensorflow:global step 1179: loss = 0.2049 (7.197 sec/step)
INFO:tensorflow:global step 1180: loss = 0.2047 (7.177 sec/step)
INFO:tensorflow:global step 1181: loss = 0.2829 (7.216 sec/step)
INFO:tensorflow:global step 1182: loss = 0.2161 (7.164 sec/step)
INFO:tensorflow:global step 1183: loss = 0.3350 (7.148 sec/step)
INFO:tensorflow:global step 1184: loss = 0.3688 (7.153 sec/step)
INFO:tensorflow:global step 1185: loss = 0.2400 (7.197 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 1185.
INFO:tensorflow:global step 1186: loss = 0.2328 (11.535 sec/step)
INFO:tensorflow:global step 1187: loss = 0.2776 (8.158 sec/step)
INFO:tensorflow:global step 1188: loss = 0.2296 (7.212 sec/step)
INFO:tensorflow:global step 1189: loss = 0.2560 (7.202 sec/step)
INFO:tensorflow:global step 1190: loss = 0.2409 (7.144 sec/step)
INFO:tensorflow:global step 1191: loss = 0.2648 (7.142 sec/step)
INFO:tensorflow:global step 1192: loss = 0.2521 (7.134 sec/step)
INFO:tensorflow:global step 1193: loss = 0.2030 (7.244 sec/step)
INFO:tensorflow:global step 1194: loss = 0.2481 (7.166 sec/step)
INFO:tensorflow:global step 1195: loss = 0.2960 (7.145 sec/step)
INFO:tensorflow:global step 1196: loss = 0.2546 (7.167 sec/step)
INFO:tensorflow:global step 1197: loss = 0.1925 (7.214 sec/step)
INFO:tensorflow:global step 1198: loss = 0.1823 (7.189 sec/step)
INFO:tensorflow:global step 1199: loss = 0.1774 (7.174 sec/step)
INFO:tensorflow:global step 1200: loss = 0.1720 (7.155 sec/step)
INFO:tensorflow:global step 1201: loss = 0.1792 (7.159 sec/step)
INFO:tensorflow:Recording summary at step 1201.
INFO:tensorflow:global step 1202: loss = 0.1996 (10.167 sec/step)
INFO:tensorflow:global step 1203: loss = 0.2240 (7.162 sec/step)
INFO:tensorflow:global step 1204: loss = 0.2011 (7.167 sec/step)
INFO:tensorflow:global step 1205: loss = 0.2177 (7.234 sec/step)
INFO:tensorflow:global step 1206: loss = 0.2488 (7.180 sec/step)
INFO:tensorflow:global step 1207: loss = 0.2463 (7.167 sec/step)
INFO:tensorflow:global step 1208: loss = 0.2615 (7.167 sec/step)
INFO:tensorflow:global step 1209: loss = 0.2213 (7.158 sec/step)
INFO:tensorflow:global step 1210: loss = 0.2415 (7.170 sec/step)
INFO:tensorflow:global step 1211: loss = 0.1925 (7.157 sec/step)
INFO:tensorflow:global step 1212: loss = 0.1456 (7.145 sec/step)
INFO:tensorflow:global step 1213: loss = 0.1531 (7.171 sec/step)
INFO:tensorflow:global step 1214: loss = 0.1718 (7.136 sec/step)
INFO:tensorflow:global step 1215: loss = 0.1716 (7.149 sec/step)
INFO:tensorflow:global step 1216: loss = 0.1622 (7.135 sec/step)
INFO:tensorflow:global step 1217: loss = 0.1656 (7.212 sec/step)
INFO:tensorflow:global step 1218: loss = 0.1605 (9.501 sec/step)
INFO:tensorflow:Recording summary at step 1218.
INFO:tensorflow:global step 1219: loss = 0.1554 (7.922 sec/step)
INFO:tensorflow:global step 1220: loss = 0.1778 (7.128 sec/step)
INFO:tensorflow:global step 1221: loss = 0.2468 (7.167 sec/step)
INFO:tensorflow:global step 1222: loss = 0.2029 (7.201 sec/step)
INFO:tensorflow:global step 1223: loss = 0.3998 (7.143 sec/step)
INFO:tensorflow:global step 1224: loss = 0.2397 (7.155 sec/step)
INFO:tensorflow:global step 1225: loss = 0.2199 (7.160 sec/step)
INFO:tensorflow:global step 1226: loss = 0.2526 (7.166 sec/step)
INFO:tensorflow:global step 1227: loss = 0.2156 (7.182 sec/step)
INFO:tensorflow:global step 1228: loss = 0.2620 (7.126 sec/step)
INFO:tensorflow:global step 1229: loss = 0.2208 (7.159 sec/step)
INFO:tensorflow:global step 1230: loss = 0.2726 (7.157 sec/step)
INFO:tensorflow:global step 1231: loss = 0.2574 (7.156 sec/step)
INFO:tensorflow:global step 1232: loss = 0.2078 (7.116 sec/step)
INFO:tensorflow:global step 1233: loss = 0.2001 (7.136 sec/step)
INFO:tensorflow:global step 1234: loss = 0.2838 (7.217 sec/step)
INFO:tensorflow:Recording summary at step 1234.
INFO:tensorflow:global step 1235: loss = 0.2583 (10.260 sec/step)
INFO:tensorflow:global step 1236: loss = 0.2054 (7.209 sec/step)
INFO:tensorflow:global step 1237: loss = 0.1861 (7.190 sec/step)
INFO:tensorflow:global step 1238: loss = 0.1821 (7.178 sec/step)
INFO:tensorflow:global step 1239: loss = 0.2721 (7.133 sec/step)
INFO:tensorflow:global step 1240: loss = 0.1936 (7.126 sec/step)
INFO:tensorflow:global step 1241: loss = 0.2505 (7.200 sec/step)
INFO:tensorflow:global step 1242: loss = 0.1941 (7.139 sec/step)
INFO:tensorflow:global step 1243: loss = 0.2344 (8.366 sec/step)
INFO:tensorflow:global step 1244: loss = 0.2090 (8.429 sec/step)
INFO:tensorflow:global step 1245: loss = 0.2037 (8.672 sec/step)
INFO:tensorflow:global step 1246: loss = 0.2317 (7.294 sec/step)
INFO:tensorflow:global step 1247: loss = 0.2401 (7.642 sec/step)
INFO:tensorflow:global step 1248: loss = 0.1880 (7.289 sec/step)
INFO:tensorflow:global step 1249: loss = 0.1756 (7.251 sec/step)
INFO:tensorflow:global step 1250: loss = 0.1720 (9.530 sec/step)
INFO:tensorflow:Recording summary at step 1250.
INFO:tensorflow:global step 1251: loss = 0.1612 (7.750 sec/step)
INFO:tensorflow:global step 1252: loss = 0.1521 (7.060 sec/step)
INFO:tensorflow:global step 1253: loss = 0.1495 (7.158 sec/step)
INFO:tensorflow:global step 1254: loss = 0.1510 (7.118 sec/step)
INFO:tensorflow:global step 1255: loss = 0.2135 (7.125 sec/step)
INFO:tensorflow:global step 1256: loss = 0.2566 (7.092 sec/step)
INFO:tensorflow:global step 1257: loss = 0.2308 (7.166 sec/step)
INFO:tensorflow:global step 1258: loss = 0.1879 (7.091 sec/step)
INFO:tensorflow:global step 1259: loss = 0.2077 (7.086 sec/step)
INFO:tensorflow:global step 1260: loss = 0.2033 (7.114 sec/step)
INFO:tensorflow:global step 1261: loss = 0.1990 (7.131 sec/step)
INFO:tensorflow:global step 1262: loss = 0.2190 (7.174 sec/step)
INFO:tensorflow:global step 1263: loss = 0.3510 (7.101 sec/step)
INFO:tensorflow:global step 1264: loss = 0.2295 (7.093 sec/step)
INFO:tensorflow:global step 1265: loss = 0.2244 (7.121 sec/step)
INFO:tensorflow:global step 1266: loss = 0.1861 (7.208 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 1266.
INFO:tensorflow:global step 1267: loss = 0.1953 (12.466 sec/step)
INFO:tensorflow:global step 1268: loss = 0.1813 (8.084 sec/step)
INFO:tensorflow:global step 1269: loss = 0.2157 (7.268 sec/step)
INFO:tensorflow:global step 1270: loss = 0.1773 (7.297 sec/step)
INFO:tensorflow:global step 1271: loss = 0.1811 (7.238 sec/step)
INFO:tensorflow:global step 1272: loss = 0.6678 (7.137 sec/step)
INFO:tensorflow:global step 1273: loss = 0.2100 (7.177 sec/step)
INFO:tensorflow:global step 1274: loss = 0.1600 (7.241 sec/step)
INFO:tensorflow:global step 1275: loss = 0.1526 (7.213 sec/step)
INFO:tensorflow:global step 1276: loss = 0.1538 (7.238 sec/step)
INFO:tensorflow:global step 1277: loss = 0.1815 (7.198 sec/step)
INFO:tensorflow:global step 1278: loss = 0.1757 (7.224 sec/step)
INFO:tensorflow:global step 1279: loss = 0.1638 (7.192 sec/step)
INFO:tensorflow:global step 1280: loss = 0.2698 (7.254 sec/step)
INFO:tensorflow:global step 1281: loss = 0.2406 (7.168 sec/step)
INFO:tensorflow:global step 1282: loss = 0.2943 (7.902 sec/step)
INFO:tensorflow:Recording summary at step 1282.
INFO:tensorflow:global step 1283: loss = 0.2579 (9.380 sec/step)
INFO:tensorflow:global step 1284: loss = 0.1806 (7.137 sec/step)
INFO:tensorflow:global step 1285: loss = 0.2300 (7.176 sec/step)
INFO:tensorflow:global step 1286: loss = 0.2207 (7.182 sec/step)
INFO:tensorflow:global step 1287: loss = 0.1712 (7.171 sec/step)
INFO:tensorflow:global step 1288: loss = 0.1889 (7.138 sec/step)
INFO:tensorflow:global step 1289: loss = 0.2690 (7.173 sec/step)
INFO:tensorflow:global step 1290: loss = 0.1829 (7.170 sec/step)
INFO:tensorflow:global step 1291: loss = 0.1810 (7.166 sec/step)
INFO:tensorflow:global step 1292: loss = 0.1882 (8.497 sec/step)
INFO:tensorflow:global step 1293: loss = 0.2111 (10.531 sec/step)
INFO:tensorflow:global step 1294: loss = 0.2132 (10.497 sec/step)
INFO:tensorflow:global step 1295: loss = 0.2065 (8.405 sec/step)
INFO:tensorflow:global step 1296: loss = 0.2446 (8.158 sec/step)
INFO:tensorflow:global step 1297: loss = 0.2346 (9.780 sec/step)
INFO:tensorflow:Recording summary at step 1297.
INFO:tensorflow:global step 1298: loss = 0.2053 (8.087 sec/step)
INFO:tensorflow:global step 1299: loss = 0.2069 (8.933 sec/step)
INFO:tensorflow:global step 1300: loss = 0.1809 (9.826 sec/step)
INFO:tensorflow:global step 1301: loss = 0.1929 (8.578 sec/step)
INFO:tensorflow:global step 1302: loss = 0.1860 (7.779 sec/step)
INFO:tensorflow:global step 1303: loss = 0.2995 (7.414 sec/step)
INFO:tensorflow:global step 1304: loss = 0.1979 (7.196 sec/step)
INFO:tensorflow:global step 1305: loss = 0.1865 (7.180 sec/step)
INFO:tensorflow:global step 1306: loss = 0.1521 (7.171 sec/step)
INFO:tensorflow:global step 1307: loss = 0.1448 (7.207 sec/step)
INFO:tensorflow:global step 1308: loss = 0.1674 (7.229 sec/step)
INFO:tensorflow:global step 1309: loss = 0.1676 (7.161 sec/step)
INFO:tensorflow:global step 1310: loss = 0.3158 (7.148 sec/step)
INFO:tensorflow:global step 1311: loss = 0.2372 (7.143 sec/step)
INFO:tensorflow:global step 1312: loss = 0.2427 (7.252 sec/step)
INFO:tensorflow:Recording summary at step 1312.
INFO:tensorflow:global step 1313: loss = 0.3029 (10.241 sec/step)
INFO:tensorflow:global step 1314: loss = 0.2697 (7.195 sec/step)
INFO:tensorflow:global step 1315: loss = 0.2207 (7.201 sec/step)
INFO:tensorflow:global step 1316: loss = 0.1934 (7.172 sec/step)
INFO:tensorflow:global step 1317: loss = 0.1865 (7.149 sec/step)
INFO:tensorflow:global step 1318: loss = 0.1688 (7.161 sec/step)
INFO:tensorflow:global step 1319: loss = 0.2470 (7.180 sec/step)
INFO:tensorflow:global step 1320: loss = 0.1900 (7.241 sec/step)
INFO:tensorflow:global step 1321: loss = 0.1614 (7.183 sec/step)
INFO:tensorflow:global step 1322: loss = 0.2131 (7.156 sec/step)
INFO:tensorflow:global step 1323: loss = 0.1920 (7.150 sec/step)
INFO:tensorflow:global step 1324: loss = 0.2206 (8.031 sec/step)
INFO:tensorflow:global step 1325: loss = 0.2380 (7.548 sec/step)
INFO:tensorflow:global step 1326: loss = 0.1756 (7.164 sec/step)
INFO:tensorflow:global step 1327: loss = 0.3709 (7.178 sec/step)
INFO:tensorflow:global step 1328: loss = 0.1672 (7.245 sec/step)
INFO:tensorflow:Recording summary at step 1328.
INFO:tensorflow:global step 1329: loss = 0.1652 (10.189 sec/step)
INFO:tensorflow:global step 1330: loss = 0.1517 (7.148 sec/step)
INFO:tensorflow:global step 1331: loss = 0.3628 (7.185 sec/step)
INFO:tensorflow:global step 1332: loss = 0.2516 (7.283 sec/step)
INFO:tensorflow:global step 1333: loss = 0.3313 (7.152 sec/step)
INFO:tensorflow:global step 1334: loss = 0.1931 (7.206 sec/step)
INFO:tensorflow:global step 1335: loss = 0.2289 (7.162 sec/step)
INFO:tensorflow:global step 1336: loss = 0.2232 (7.224 sec/step)
INFO:tensorflow:global step 1337: loss = 0.2018 (8.547 sec/step)
INFO:tensorflow:global step 1338: loss = 0.1705 (9.165 sec/step)
INFO:tensorflow:global step 1339: loss = 0.1932 (8.376 sec/step)
INFO:tensorflow:global step 1340: loss = 0.1546 (8.649 sec/step)
INFO:tensorflow:global step 1341: loss = 0.1803 (7.998 sec/step)
INFO:tensorflow:global step 1342: loss = 0.3736 (8.456 sec/step)
INFO:tensorflow:global step 1343: loss = 0.1633 (8.887 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 1343.
INFO:tensorflow:global step 1344: loss = 0.2030 (12.959 sec/step)
INFO:tensorflow:global step 1345: loss = 0.2166 (7.474 sec/step)
INFO:tensorflow:global step 1346: loss = 0.2003 (7.280 sec/step)
INFO:tensorflow:global step 1347: loss = 0.2033 (7.281 sec/step)
INFO:tensorflow:global step 1348: loss = 0.2002 (7.213 sec/step)
INFO:tensorflow:global step 1349: loss = 0.1790 (7.176 sec/step)
INFO:tensorflow:global step 1350: loss = 0.2025 (7.236 sec/step)
INFO:tensorflow:global step 1351: loss = 0.1992 (7.224 sec/step)
INFO:tensorflow:global step 1352: loss = 0.1829 (7.162 sec/step)
INFO:tensorflow:global step 1353: loss = 0.1820 (7.205 sec/step)
INFO:tensorflow:global step 1354: loss = 0.1857 (7.274 sec/step)
INFO:tensorflow:global step 1355: loss = 0.2159 (7.218 sec/step)
INFO:tensorflow:global step 1356: loss = 0.2388 (7.172 sec/step)
INFO:tensorflow:global step 1357: loss = 0.2383 (7.172 sec/step)
INFO:tensorflow:global step 1358: loss = 0.1951 (8.239 sec/step)
INFO:tensorflow:global step 1359: loss = 0.1579 (10.010 sec/step)
INFO:tensorflow:Recording summary at step 1359.
INFO:tensorflow:global step 1360: loss = 0.2381 (7.759 sec/step)
INFO:tensorflow:global step 1361: loss = 0.2873 (7.168 sec/step)
INFO:tensorflow:global step 1362: loss = 0.2001 (7.205 sec/step)
INFO:tensorflow:global step 1363: loss = 0.1935 (7.232 sec/step)
INFO:tensorflow:global step 1364: loss = 0.2985 (7.166 sec/step)
INFO:tensorflow:global step 1365: loss = 0.4038 (7.166 sec/step)
INFO:tensorflow:global step 1366: loss = 0.2493 (7.202 sec/step)
INFO:tensorflow:global step 1367: loss = 0.3125 (7.175 sec/step)
INFO:tensorflow:global step 1368: loss = 0.2767 (7.192 sec/step)
INFO:tensorflow:global step 1369: loss = 0.2603 (7.170 sec/step)
INFO:tensorflow:global step 1370: loss = 0.2370 (7.250 sec/step)
INFO:tensorflow:global step 1371: loss = 0.2075 (7.228 sec/step)
INFO:tensorflow:global step 1372: loss = 0.2015 (7.214 sec/step)
INFO:tensorflow:global step 1373: loss = 0.2530 (7.180 sec/step)
INFO:tensorflow:global step 1374: loss = 0.1876 (7.896 sec/step)
INFO:tensorflow:global step 1375: loss = 0.2160 (14.146 sec/step)
INFO:tensorflow:Recording summary at step 1375.
INFO:tensorflow:global step 1376: loss = 0.2277 (9.484 sec/step)
INFO:tensorflow:global step 1377: loss = 0.2092 (9.898 sec/step)
INFO:tensorflow:global step 1378: loss = 0.1847 (10.455 sec/step)
INFO:tensorflow:global step 1379: loss = 0.2158 (8.350 sec/step)
INFO:tensorflow:global step 1380: loss = 0.1767 (8.102 sec/step)
INFO:tensorflow:global step 1381: loss = 0.1901 (7.729 sec/step)
INFO:tensorflow:global step 1382: loss = 0.2116 (7.924 sec/step)
INFO:tensorflow:global step 1383: loss = 0.2391 (7.978 sec/step)
INFO:tensorflow:global step 1384: loss = 0.2032 (7.985 sec/step)
INFO:tensorflow:global step 1385: loss = 0.1699 (8.475 sec/step)
INFO:tensorflow:global step 1386: loss = 0.2931 (8.528 sec/step)
INFO:tensorflow:global step 1387: loss = 0.2006 (7.645 sec/step)
INFO:tensorflow:global step 1388: loss = 0.1843 (7.306 sec/step)
INFO:tensorflow:Recording summary at step 1388.
INFO:tensorflow:global step 1389: loss = 0.1801 (11.014 sec/step)
INFO:tensorflow:global step 1390: loss = 0.1832 (8.163 sec/step)
INFO:tensorflow:global step 1391: loss = 0.1844 (7.567 sec/step)
INFO:tensorflow:global step 1392: loss = 0.2256 (7.194 sec/step)
INFO:tensorflow:global step 1393: loss = 0.1476 (7.186 sec/step)
INFO:tensorflow:global step 1394: loss = 0.1613 (7.116 sec/step)
INFO:tensorflow:global step 1395: loss = 0.1483 (7.176 sec/step)
INFO:tensorflow:global step 1396: loss = 0.2322 (7.220 sec/step)
INFO:tensorflow:global step 1397: loss = 0.1991 (7.158 sec/step)
INFO:tensorflow:global step 1398: loss = 0.1747 (7.163 sec/step)
INFO:tensorflow:global step 1399: loss = 0.1982 (7.133 sec/step)
INFO:tensorflow:global step 1400: loss = 0.1845 (7.198 sec/step)
INFO:tensorflow:global step 1401: loss = 0.1714 (7.156 sec/step)
INFO:tensorflow:global step 1402: loss = 0.1763 (7.182 sec/step)
INFO:tensorflow:global step 1403: loss = 0.1842 (7.170 sec/step)
INFO:tensorflow:global step 1404: loss = 0.1705 (7.188 sec/step)
INFO:tensorflow:Recording summary at step 1404.
INFO:tensorflow:global step 1405: loss = 0.1856 (10.134 sec/step)
INFO:tensorflow:global step 1406: loss = 0.2102 (7.170 sec/step)
INFO:tensorflow:global step 1407: loss = 0.1864 (7.184 sec/step)
INFO:tensorflow:global step 1408: loss = 0.1810 (7.235 sec/step)
INFO:tensorflow:global step 1409: loss = 0.2032 (7.183 sec/step)
INFO:tensorflow:global step 1410: loss = 0.1917 (7.130 sec/step)
INFO:tensorflow:global step 1411: loss = 0.1965 (7.163 sec/step)
INFO:tensorflow:global step 1412: loss = 0.1474 (7.226 sec/step)
INFO:tensorflow:global step 1413: loss = 0.1613 (7.173 sec/step)
INFO:tensorflow:global step 1414: loss = 0.1503 (7.160 sec/step)
INFO:tensorflow:global step 1415: loss = 0.1501 (7.137 sec/step)
INFO:tensorflow:global step 1416: loss = 0.1554 (7.192 sec/step)
INFO:tensorflow:global step 1417: loss = 0.2113 (7.155 sec/step)
INFO:tensorflow:global step 1418: loss = 0.2210 (7.138 sec/step)
INFO:tensorflow:global step 1419: loss = 0.1721 (7.149 sec/step)
INFO:tensorflow:global step 1420: loss = 0.1580 (7.212 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 1421: loss = 0.2127 (11.244 sec/step)
INFO:tensorflow:Recording summary at step 1421.
INFO:tensorflow:global step 1422: loss = 0.1967 (8.439 sec/step)
INFO:tensorflow:global step 1423: loss = 0.1752 (7.151 sec/step)
INFO:tensorflow:global step 1424: loss = 0.1721 (7.269 sec/step)
INFO:tensorflow:global step 1425: loss = 0.2693 (7.150 sec/step)
INFO:tensorflow:global step 1426: loss = 0.2386 (7.163 sec/step)
INFO:tensorflow:global step 1427: loss = 0.1860 (7.144 sec/step)
INFO:tensorflow:global step 1428: loss = 0.2472 (7.244 sec/step)
INFO:tensorflow:global step 1429: loss = 0.1705 (7.136 sec/step)
INFO:tensorflow:global step 1430: loss = 0.1806 (7.159 sec/step)
INFO:tensorflow:global step 1431: loss = 0.1801 (7.172 sec/step)
INFO:tensorflow:global step 1432: loss = 0.1776 (7.164 sec/step)
INFO:tensorflow:global step 1433: loss = 0.1804 (7.194 sec/step)
INFO:tensorflow:global step 1434: loss = 0.1658 (7.167 sec/step)
INFO:tensorflow:global step 1435: loss = 0.1804 (7.153 sec/step)
INFO:tensorflow:global step 1436: loss = 0.2792 (7.165 sec/step)
INFO:tensorflow:global step 1437: loss = 0.1858 (10.150 sec/step)
INFO:tensorflow:Recording summary at step 1437.
INFO:tensorflow:global step 1438: loss = 0.2046 (7.290 sec/step)
INFO:tensorflow:global step 1439: loss = 0.1661 (7.241 sec/step)
INFO:tensorflow:global step 1440: loss = 0.2212 (7.269 sec/step)
INFO:tensorflow:global step 1441: loss = 0.1724 (7.243 sec/step)
INFO:tensorflow:global step 1442: loss = 0.3684 (7.147 sec/step)
INFO:tensorflow:global step 1443: loss = 0.3602 (7.144 sec/step)
INFO:tensorflow:global step 1444: loss = 0.1763 (7.183 sec/step)
INFO:tensorflow:global step 1445: loss = 0.1686 (7.206 sec/step)
INFO:tensorflow:global step 1446: loss = 0.2033 (7.156 sec/step)
INFO:tensorflow:global step 1447: loss = 0.3224 (7.146 sec/step)
INFO:tensorflow:global step 1448: loss = 0.2557 (7.204 sec/step)
INFO:tensorflow:global step 1449: loss = 0.2368 (7.171 sec/step)
INFO:tensorflow:global step 1450: loss = 0.2081 (7.204 sec/step)
INFO:tensorflow:global step 1451: loss = 0.1968 (7.166 sec/step)
INFO:tensorflow:global step 1452: loss = 0.1992 (7.182 sec/step)
INFO:tensorflow:global step 1453: loss = 0.2570 (8.722 sec/step)
INFO:tensorflow:Recording summary at step 1453.
INFO:tensorflow:global step 1454: loss = 0.2960 (8.578 sec/step)
INFO:tensorflow:global step 1455: loss = 0.3175 (7.172 sec/step)
INFO:tensorflow:global step 1456: loss = 0.2274 (7.146 sec/step)
INFO:tensorflow:global step 1457: loss = 0.1946 (7.194 sec/step)
INFO:tensorflow:global step 1458: loss = 0.2523 (7.167 sec/step)
INFO:tensorflow:global step 1459: loss = 0.2158 (7.143 sec/step)
INFO:tensorflow:global step 1460: loss = 0.2203 (7.134 sec/step)
INFO:tensorflow:global step 1461: loss = 0.2313 (7.271 sec/step)
INFO:tensorflow:global step 1462: loss = 0.2171 (7.167 sec/step)
INFO:tensorflow:global step 1463: loss = 0.2456 (7.188 sec/step)
INFO:tensorflow:global step 1464: loss = 0.2297 (7.174 sec/step)
INFO:tensorflow:global step 1465: loss = 0.1866 (7.245 sec/step)
INFO:tensorflow:global step 1466: loss = 0.2220 (7.273 sec/step)
INFO:tensorflow:global step 1467: loss = 0.2786 (7.159 sec/step)
INFO:tensorflow:global step 1468: loss = 0.2328 (7.174 sec/step)
INFO:tensorflow:global step 1469: loss = 0.1732 (7.229 sec/step)
INFO:tensorflow:Recording summary at step 1469.
INFO:tensorflow:global step 1470: loss = 0.1725 (10.272 sec/step)
INFO:tensorflow:global step 1471: loss = 0.1658 (7.192 sec/step)
INFO:tensorflow:global step 1472: loss = 0.1892 (7.141 sec/step)
INFO:tensorflow:global step 1473: loss = 0.1912 (7.259 sec/step)
INFO:tensorflow:global step 1474: loss = 0.1829 (7.312 sec/step)
INFO:tensorflow:global step 1475: loss = 0.2058 (7.183 sec/step)
INFO:tensorflow:global step 1476: loss = 0.1821 (7.167 sec/step)
INFO:tensorflow:global step 1477: loss = 0.1918 (7.219 sec/step)
INFO:tensorflow:global step 1478: loss = 0.2287 (7.174 sec/step)
INFO:tensorflow:global step 1479: loss = 0.2355 (7.150 sec/step)
INFO:tensorflow:global step 1480: loss = 0.2482 (7.164 sec/step)
INFO:tensorflow:global step 1481: loss = 0.2107 (7.253 sec/step)
INFO:tensorflow:global step 1482: loss = 0.2259 (7.169 sec/step)
INFO:tensorflow:global step 1483: loss = 0.2156 (7.166 sec/step)
INFO:tensorflow:global step 1484: loss = 0.1431 (7.198 sec/step)
INFO:tensorflow:global step 1485: loss = 0.1408 (11.166 sec/step)
INFO:tensorflow:Recording summary at step 1485.
INFO:tensorflow:global step 1486: loss = 0.1568 (12.501 sec/step)
INFO:tensorflow:global step 1487: loss = 0.1523 (8.468 sec/step)
INFO:tensorflow:global step 1488: loss = 0.1564 (8.371 sec/step)
INFO:tensorflow:global step 1489: loss = 0.1531 (8.088 sec/step)
INFO:tensorflow:global step 1490: loss = 0.1447 (7.401 sec/step)
INFO:tensorflow:global step 1491: loss = 0.1469 (7.291 sec/step)
INFO:tensorflow:global step 1492: loss = 0.1650 (7.409 sec/step)
INFO:tensorflow:global step 1493: loss = 0.2332 (7.293 sec/step)
INFO:tensorflow:global step 1494: loss = 0.2001 (7.259 sec/step)
INFO:tensorflow:global step 1495: loss = 0.4144 (7.243 sec/step)
INFO:tensorflow:global step 1496: loss = 0.2585 (7.295 sec/step)
INFO:tensorflow:global step 1497: loss = 0.2227 (7.281 sec/step)
INFO:tensorflow:global step 1498: loss = 0.2412 (7.275 sec/step)
INFO:tensorflow:global step 1499: loss = 0.2013 (7.301 sec/step)
INFO:tensorflow:global step 1500: loss = 0.2425 (7.326 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 1500.
INFO:tensorflow:global step 1501: loss = 0.2037 (12.270 sec/step)
INFO:tensorflow:global step 1502: loss = 0.2510 (7.615 sec/step)
INFO:tensorflow:global step 1503: loss = 0.2056 (7.403 sec/step)
INFO:tensorflow:global step 1504: loss = 0.1986 (7.387 sec/step)
INFO:tensorflow:global step 1505: loss = 0.2809 (8.030 sec/step)
INFO:tensorflow:global step 1506: loss = 0.2403 (7.555 sec/step)
INFO:tensorflow:global step 1507: loss = 0.1791 (7.276 sec/step)
INFO:tensorflow:global step 1508: loss = 0.1985 (7.241 sec/step)
INFO:tensorflow:global step 1509: loss = 0.1765 (7.241 sec/step)
INFO:tensorflow:global step 1510: loss = 0.1777 (7.232 sec/step)
INFO:tensorflow:global step 1511: loss = 0.2697 (7.257 sec/step)
INFO:tensorflow:global step 1512: loss = 0.1841 (7.281 sec/step)
INFO:tensorflow:global step 1513: loss = 0.2110 (7.227 sec/step)
INFO:tensorflow:global step 1514: loss = 0.1866 (7.255 sec/step)
INFO:tensorflow:global step 1515: loss = 0.2242 (7.239 sec/step)
INFO:tensorflow:Recording summary at step 1515.
INFO:tensorflow:global step 1516: loss = 0.1968 (12.948 sec/step)
INFO:tensorflow:global step 1517: loss = 0.2241 (8.405 sec/step)
INFO:tensorflow:global step 1518: loss = 0.2358 (8.321 sec/step)
INFO:tensorflow:global step 1519: loss = 0.1755 (7.568 sec/step)
INFO:tensorflow:global step 1520: loss = 0.1778 (7.118 sec/step)
INFO:tensorflow:global step 1521: loss = 0.1695 (7.128 sec/step)
INFO:tensorflow:global step 1522: loss = 0.2163 (7.085 sec/step)
INFO:tensorflow:global step 1523: loss = 0.1553 (7.198 sec/step)
INFO:tensorflow:global step 1524: loss = 0.1442 (7.141 sec/step)
INFO:tensorflow:global step 1525: loss = 0.1436 (7.115 sec/step)
INFO:tensorflow:global step 1526: loss = 0.1425 (7.146 sec/step)
INFO:tensorflow:global step 1527: loss = 0.2030 (7.171 sec/step)
INFO:tensorflow:global step 1528: loss = 0.2023 (7.131 sec/step)
INFO:tensorflow:global step 1529: loss = 0.2098 (7.131 sec/step)
INFO:tensorflow:global step 1530: loss = 0.1817 (7.174 sec/step)
INFO:tensorflow:global step 1531: loss = 0.1980 (7.135 sec/step)
INFO:tensorflow:Recording summary at step 1531.
INFO:tensorflow:global step 1532: loss = 0.1933 (10.210 sec/step)
INFO:tensorflow:global step 1533: loss = 0.2095 (7.180 sec/step)
INFO:tensorflow:global step 1534: loss = 0.3126 (7.139 sec/step)
INFO:tensorflow:global step 1535: loss = 0.2136 (7.229 sec/step)
INFO:tensorflow:global step 1536: loss = 0.1858 (7.579 sec/step)
INFO:tensorflow:global step 1537: loss = 0.1728 (7.709 sec/step)
INFO:tensorflow:global step 1538: loss = 0.1718 (7.235 sec/step)
INFO:tensorflow:global step 1539: loss = 0.1767 (8.874 sec/step)
INFO:tensorflow:global step 1540: loss = 0.1734 (8.229 sec/step)
INFO:tensorflow:global step 1541: loss = 0.2179 (7.281 sec/step)
INFO:tensorflow:global step 1542: loss = 0.1706 (7.234 sec/step)
INFO:tensorflow:global step 1543: loss = 0.1755 (7.312 sec/step)
INFO:tensorflow:global step 1544: loss = 0.5654 (7.263 sec/step)
INFO:tensorflow:global step 1545: loss = 0.1782 (7.252 sec/step)
INFO:tensorflow:global step 1546: loss = 0.1506 (7.248 sec/step)
INFO:tensorflow:global step 1547: loss = 0.1481 (7.337 sec/step)
INFO:tensorflow:Recording summary at step 1547.
INFO:tensorflow:global step 1548: loss = 0.1431 (10.392 sec/step)
INFO:tensorflow:global step 1549: loss = 0.1659 (7.253 sec/step)
INFO:tensorflow:global step 1550: loss = 0.1560 (8.104 sec/step)
INFO:tensorflow:global step 1551: loss = 0.1740 (7.283 sec/step)
INFO:tensorflow:global step 1552: loss = 0.1833 (7.233 sec/step)
INFO:tensorflow:global step 1553: loss = 0.2069 (7.254 sec/step)
INFO:tensorflow:global step 1554: loss = 0.2315 (7.304 sec/step)
INFO:tensorflow:global step 1555: loss = 0.2472 (7.258 sec/step)
INFO:tensorflow:global step 1556: loss = 0.1663 (7.312 sec/step)
INFO:tensorflow:global step 1557: loss = 0.2121 (7.253 sec/step)
INFO:tensorflow:global step 1558: loss = 0.1887 (7.249 sec/step)
INFO:tensorflow:global step 1559: loss = 0.1629 (7.314 sec/step)
INFO:tensorflow:global step 1560: loss = 0.1776 (7.259 sec/step)
INFO:tensorflow:global step 1561: loss = 0.2350 (7.266 sec/step)
INFO:tensorflow:global step 1562: loss = 0.1882 (7.263 sec/step)
INFO:tensorflow:global step 1563: loss = 0.1731 (7.879 sec/step)
INFO:tensorflow:Recording summary at step 1563.
INFO:tensorflow:global step 1564: loss = 0.1837 (10.935 sec/step)
INFO:tensorflow:global step 1565: loss = 0.2692 (8.907 sec/step)
INFO:tensorflow:global step 1566: loss = 0.2072 (7.916 sec/step)
INFO:tensorflow:global step 1567: loss = 0.2167 (8.122 sec/step)
INFO:tensorflow:global step 1568: loss = 0.2049 (8.928 sec/step)
INFO:tensorflow:global step 1569: loss = 0.2603 (7.690 sec/step)
INFO:tensorflow:global step 1570: loss = 0.2468 (7.984 sec/step)
INFO:tensorflow:global step 1571: loss = 0.1926 (7.526 sec/step)
INFO:tensorflow:global step 1572: loss = 0.1469 (8.372 sec/step)
INFO:tensorflow:global step 1573: loss = 0.1564 (8.063 sec/step)
INFO:tensorflow:global step 1574: loss = 0.1405 (7.290 sec/step)
INFO:tensorflow:global step 1575: loss = 0.2427 (7.160 sec/step)
INFO:tensorflow:global step 1576: loss = 0.1705 (7.166 sec/step)
INFO:tensorflow:global step 1577: loss = 0.1662 (7.162 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 1578: loss = 0.1523 (9.192 sec/step)
INFO:tensorflow:Recording summary at step 1578.
INFO:tensorflow:global step 1579: loss = 0.1753 (10.149 sec/step)
INFO:tensorflow:global step 1580: loss = 0.1741 (7.240 sec/step)
INFO:tensorflow:global step 1581: loss = 0.2423 (7.363 sec/step)
INFO:tensorflow:global step 1582: loss = 0.2052 (7.283 sec/step)
INFO:tensorflow:global step 1583: loss = 0.2011 (7.138 sec/step)
INFO:tensorflow:global step 1584: loss = 0.2371 (7.351 sec/step)
INFO:tensorflow:global step 1585: loss = 0.1883 (7.733 sec/step)
INFO:tensorflow:global step 1586: loss = 0.2689 (7.565 sec/step)
INFO:tensorflow:global step 1587: loss = 0.1923 (7.713 sec/step)
INFO:tensorflow:global step 1588: loss = 0.1666 (7.129 sec/step)
INFO:tensorflow:global step 1589: loss = 0.1658 (7.187 sec/step)
INFO:tensorflow:global step 1590: loss = 0.1757 (7.184 sec/step)
INFO:tensorflow:global step 1591: loss = 0.1863 (7.122 sec/step)
INFO:tensorflow:global step 1592: loss = 0.2417 (7.176 sec/step)
INFO:tensorflow:global step 1593: loss = 0.1747 (7.177 sec/step)
INFO:tensorflow:Recording summary at step 1593.
INFO:tensorflow:global step 1594: loss = 0.1862 (10.113 sec/step)
INFO:tensorflow:global step 1595: loss = 0.2023 (7.134 sec/step)
INFO:tensorflow:global step 1596: loss = 0.1824 (7.120 sec/step)
INFO:tensorflow:global step 1597: loss = 0.1565 (7.161 sec/step)
INFO:tensorflow:global step 1598: loss = 0.2499 (7.201 sec/step)
INFO:tensorflow:global step 1599: loss = 0.1826 (7.128 sec/step)
INFO:tensorflow:global step 1600: loss = 0.1503 (7.133 sec/step)
INFO:tensorflow:global step 1601: loss = 0.2233 (7.165 sec/step)
INFO:tensorflow:global step 1602: loss = 0.1377 (7.157 sec/step)
INFO:tensorflow:global step 1603: loss = 0.1947 (7.235 sec/step)
INFO:tensorflow:global step 1604: loss = 0.1935 (7.525 sec/step)
INFO:tensorflow:global step 1605: loss = 0.2666 (7.880 sec/step)
INFO:tensorflow:global step 1606: loss = 0.1866 (7.606 sec/step)
INFO:tensorflow:global step 1607: loss = 0.2415 (7.364 sec/step)
INFO:tensorflow:global step 1608: loss = 0.2145 (7.278 sec/step)
INFO:tensorflow:global step 1609: loss = 0.1724 (7.289 sec/step)
INFO:tensorflow:Recording summary at step 1609.
INFO:tensorflow:global step 1610: loss = 0.1466 (10.277 sec/step)
INFO:tensorflow:global step 1611: loss = 0.1428 (7.351 sec/step)
INFO:tensorflow:global step 1612: loss = 0.1417 (7.280 sec/step)
INFO:tensorflow:global step 1613: loss = 0.3146 (7.182 sec/step)
INFO:tensorflow:global step 1614: loss = 0.1466 (7.191 sec/step)
INFO:tensorflow:global step 1615: loss = 0.1806 (7.208 sec/step)
INFO:tensorflow:global step 1616: loss = 0.1833 (7.193 sec/step)
INFO:tensorflow:global step 1617: loss = 0.2187 (7.226 sec/step)
INFO:tensorflow:global step 1618: loss = 0.2097 (7.208 sec/step)
INFO:tensorflow:global step 1619: loss = 0.1626 (7.164 sec/step)
INFO:tensorflow:global step 1620: loss = 0.1708 (7.171 sec/step)
INFO:tensorflow:global step 1621: loss = 0.1665 (7.168 sec/step)
INFO:tensorflow:global step 1622: loss = 0.1992 (7.207 sec/step)
INFO:tensorflow:global step 1623: loss = 0.2165 (7.206 sec/step)
INFO:tensorflow:global step 1624: loss = 0.1621 (7.223 sec/step)
INFO:tensorflow:global step 1625: loss = 0.1800 (8.395 sec/step)
INFO:tensorflow:Recording summary at step 1625.
INFO:tensorflow:global step 1626: loss = 0.1752 (12.012 sec/step)
INFO:tensorflow:global step 1627: loss = 0.1931 (7.398 sec/step)
INFO:tensorflow:global step 1628: loss = 0.1921 (7.362 sec/step)
INFO:tensorflow:global step 1629: loss = 0.1760 (7.339 sec/step)
INFO:tensorflow:global step 1630: loss = 0.1522 (7.173 sec/step)
INFO:tensorflow:global step 1631: loss = 0.1726 (7.804 sec/step)
INFO:tensorflow:global step 1632: loss = 0.2097 (9.082 sec/step)
INFO:tensorflow:global step 1633: loss = 0.2285 (8.592 sec/step)
INFO:tensorflow:global step 1634: loss = 0.1788 (7.999 sec/step)
INFO:tensorflow:global step 1635: loss = 0.1841 (7.368 sec/step)
INFO:tensorflow:global step 1636: loss = 0.2571 (7.208 sec/step)
INFO:tensorflow:global step 1637: loss = 0.3236 (7.236 sec/step)
INFO:tensorflow:global step 1638: loss = 0.2351 (7.607 sec/step)
INFO:tensorflow:global step 1639: loss = 0.2508 (8.897 sec/step)
INFO:tensorflow:global step 1640: loss = 0.2415 (7.549 sec/step)
INFO:tensorflow:Recording summary at step 1640.
INFO:tensorflow:global step 1641: loss = 0.2051 (10.602 sec/step)
INFO:tensorflow:global step 1642: loss = 0.1909 (7.949 sec/step)
INFO:tensorflow:global step 1643: loss = 0.1837 (7.261 sec/step)
INFO:tensorflow:global step 1644: loss = 0.2548 (7.277 sec/step)
INFO:tensorflow:global step 1645: loss = 0.1783 (7.192 sec/step)
INFO:tensorflow:global step 1646: loss = 0.1933 (7.251 sec/step)
INFO:tensorflow:global step 1647: loss = 0.2016 (7.289 sec/step)
INFO:tensorflow:global step 1648: loss = 0.2020 (7.224 sec/step)
INFO:tensorflow:global step 1649: loss = 0.1827 (7.180 sec/step)
INFO:tensorflow:global step 1650: loss = 0.1671 (7.164 sec/step)
INFO:tensorflow:global step 1651: loss = 0.1915 (7.248 sec/step)
INFO:tensorflow:global step 1652: loss = 0.1646 (7.179 sec/step)
INFO:tensorflow:global step 1653: loss = 0.1755 (7.196 sec/step)
INFO:tensorflow:global step 1654: loss = 0.1923 (7.210 sec/step)
INFO:tensorflow:global step 1655: loss = 0.2317 (7.186 sec/step)
INFO:tensorflow:global step 1656: loss = 0.1918 (7.172 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 1657: loss = 0.1675 (10.659 sec/step)
INFO:tensorflow:Recording summary at step 1657.
INFO:tensorflow:global step 1658: loss = 0.1798 (9.222 sec/step)
INFO:tensorflow:global step 1659: loss = 0.1717 (7.166 sec/step)
INFO:tensorflow:global step 1660: loss = 0.1655 (7.201 sec/step)
INFO:tensorflow:global step 1661: loss = 0.1623 (7.200 sec/step)
INFO:tensorflow:global step 1662: loss = 0.1674 (7.265 sec/step)
INFO:tensorflow:global step 1663: loss = 0.1695 (7.175 sec/step)
INFO:tensorflow:global step 1664: loss = 0.1989 (7.200 sec/step)
INFO:tensorflow:global step 1665: loss = 0.1397 (7.148 sec/step)
INFO:tensorflow:global step 1666: loss = 0.1531 (7.254 sec/step)
INFO:tensorflow:global step 1667: loss = 0.1423 (7.238 sec/step)
INFO:tensorflow:global step 1668: loss = 0.2573 (7.318 sec/step)
INFO:tensorflow:global step 1669: loss = 0.1776 (8.411 sec/step)
INFO:tensorflow:global step 1670: loss = 0.1555 (9.097 sec/step)
INFO:tensorflow:global step 1671: loss = 0.1752 (7.821 sec/step)
INFO:tensorflow:global step 1672: loss = 0.1668 (9.073 sec/step)
INFO:tensorflow:Recording summary at step 1672.
INFO:tensorflow:global step 1673: loss = 0.1629 (10.392 sec/step)
INFO:tensorflow:global step 1674: loss = 0.1689 (9.201 sec/step)
INFO:tensorflow:global step 1675: loss = 0.1567 (8.490 sec/step)
INFO:tensorflow:global step 1676: loss = 0.1805 (8.108 sec/step)
INFO:tensorflow:global step 1677: loss = 0.1707 (8.584 sec/step)
INFO:tensorflow:global step 1678: loss = 0.1896 (8.435 sec/step)
INFO:tensorflow:global step 1679: loss = 0.1745 (7.733 sec/step)
INFO:tensorflow:global step 1680: loss = 0.1699 (8.281 sec/step)
INFO:tensorflow:global step 1681: loss = 0.1890 (8.318 sec/step)
INFO:tensorflow:global step 1682: loss = 0.1786 (8.883 sec/step)
INFO:tensorflow:global step 1683: loss = 0.1841 (8.523 sec/step)
INFO:tensorflow:global step 1684: loss = 0.1372 (8.062 sec/step)
INFO:tensorflow:global step 1685: loss = 0.1586 (8.444 sec/step)
INFO:tensorflow:global step 1686: loss = 0.1391 (10.868 sec/step)
INFO:tensorflow:Recording summary at step 1686.
INFO:tensorflow:global step 1687: loss = 0.1419 (9.120 sec/step)
INFO:tensorflow:global step 1688: loss = 0.1990 (7.441 sec/step)
INFO:tensorflow:global step 1689: loss = 0.2120 (7.199 sec/step)
INFO:tensorflow:global step 1690: loss = 0.1678 (7.436 sec/step)
INFO:tensorflow:global step 1691: loss = 0.1498 (8.212 sec/step)
INFO:tensorflow:global step 1692: loss = 0.2125 (7.760 sec/step)
INFO:tensorflow:global step 1693: loss = 0.1756 (7.521 sec/step)
INFO:tensorflow:global step 1694: loss = 0.1857 (7.844 sec/step)
INFO:tensorflow:global step 1695: loss = 0.1556 (7.471 sec/step)
INFO:tensorflow:global step 1696: loss = 0.1632 (7.969 sec/step)
INFO:tensorflow:global step 1697: loss = 0.2371 (7.441 sec/step)
INFO:tensorflow:global step 1698: loss = 0.2118 (7.275 sec/step)
INFO:tensorflow:global step 1699: loss = 0.1697 (7.239 sec/step)
INFO:tensorflow:global step 1700: loss = 0.1896 (8.100 sec/step)
INFO:tensorflow:global step 1701: loss = 0.1594 (7.411 sec/step)
INFO:tensorflow:Recording summary at step 1701.
INFO:tensorflow:global step 1702: loss = 0.1663 (10.407 sec/step)
INFO:tensorflow:global step 1703: loss = 0.1664 (7.332 sec/step)
INFO:tensorflow:global step 1704: loss = 0.1733 (7.217 sec/step)
INFO:tensorflow:global step 1705: loss = 0.1501 (7.368 sec/step)
INFO:tensorflow:global step 1706: loss = 0.1677 (7.306 sec/step)
INFO:tensorflow:global step 1707: loss = 0.2812 (8.518 sec/step)
INFO:tensorflow:global step 1708: loss = 0.1869 (7.278 sec/step)
INFO:tensorflow:global step 1709: loss = 0.1549 (7.527 sec/step)
INFO:tensorflow:global step 1710: loss = 0.2035 (7.345 sec/step)
INFO:tensorflow:global step 1711: loss = 0.1549 (7.140 sec/step)
INFO:tensorflow:global step 1712: loss = 0.2032 (7.159 sec/step)
INFO:tensorflow:global step 1713: loss = 0.1586 (7.161 sec/step)
INFO:tensorflow:global step 1714: loss = 0.3315 (7.271 sec/step)
INFO:tensorflow:global step 1715: loss = 0.3229 (7.123 sec/step)
INFO:tensorflow:global step 1716: loss = 0.1696 (7.129 sec/step)
INFO:tensorflow:global step 1717: loss = 0.1608 (7.851 sec/step)
INFO:tensorflow:Recording summary at step 1717.
INFO:tensorflow:global step 1718: loss = 0.2921 (9.393 sec/step)
INFO:tensorflow:global step 1719: loss = 0.2370 (7.210 sec/step)
INFO:tensorflow:global step 1720: loss = 0.2363 (7.098 sec/step)
INFO:tensorflow:global step 1721: loss = 0.1971 (7.209 sec/step)
INFO:tensorflow:global step 1722: loss = 0.1816 (7.192 sec/step)
INFO:tensorflow:global step 1723: loss = 0.1864 (7.142 sec/step)
INFO:tensorflow:global step 1724: loss = 0.2444 (7.162 sec/step)
INFO:tensorflow:global step 1725: loss = 0.2020 (7.172 sec/step)
INFO:tensorflow:global step 1726: loss = 0.2765 (7.162 sec/step)
INFO:tensorflow:global step 1727: loss = 0.3293 (7.155 sec/step)
INFO:tensorflow:global step 1728: loss = 0.2201 (7.119 sec/step)
INFO:tensorflow:global step 1729: loss = 0.1897 (7.181 sec/step)
INFO:tensorflow:global step 1730: loss = 0.2357 (7.161 sec/step)
INFO:tensorflow:global step 1731: loss = 0.2022 (7.327 sec/step)
INFO:tensorflow:global step 1732: loss = 0.2040 (8.794 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 1733: loss = 0.2187 (9.727 sec/step)
INFO:tensorflow:Recording summary at step 1733.
INFO:tensorflow:global step 1734: loss = 0.2389 (12.476 sec/step)
INFO:tensorflow:global step 1735: loss = 0.2242 (8.134 sec/step)
INFO:tensorflow:global step 1736: loss = 0.1855 (8.736 sec/step)
INFO:tensorflow:global step 1737: loss = 0.2200 (8.514 sec/step)
INFO:tensorflow:global step 1738: loss = 0.2808 (8.041 sec/step)
INFO:tensorflow:global step 1739: loss = 0.2387 (8.099 sec/step)
INFO:tensorflow:global step 1740: loss = 0.1685 (8.704 sec/step)
INFO:tensorflow:global step 1741: loss = 0.1662 (7.478 sec/step)
INFO:tensorflow:global step 1742: loss = 0.1564 (7.223 sec/step)
INFO:tensorflow:global step 1743: loss = 0.1534 (7.403 sec/step)
INFO:tensorflow:global step 1744: loss = 0.1649 (8.339 sec/step)
INFO:tensorflow:global step 1745: loss = 0.1744 (8.616 sec/step)
INFO:tensorflow:global step 1746: loss = 0.1736 (8.449 sec/step)
INFO:tensorflow:global step 1747: loss = 0.1973 (9.241 sec/step)
INFO:tensorflow:Recording summary at step 1747.
INFO:tensorflow:global step 1748: loss = 0.1737 (9.106 sec/step)
INFO:tensorflow:global step 1749: loss = 0.2091 (7.169 sec/step)
INFO:tensorflow:global step 1750: loss = 0.2146 (7.181 sec/step)
INFO:tensorflow:global step 1751: loss = 0.2290 (7.195 sec/step)
INFO:tensorflow:global step 1752: loss = 0.1936 (7.249 sec/step)
INFO:tensorflow:global step 1753: loss = 0.2197 (7.157 sec/step)
INFO:tensorflow:global step 1754: loss = 0.2062 (7.189 sec/step)
INFO:tensorflow:global step 1755: loss = 0.1377 (7.232 sec/step)
INFO:tensorflow:global step 1756: loss = 0.1348 (7.235 sec/step)
INFO:tensorflow:global step 1757: loss = 0.1524 (7.198 sec/step)
INFO:tensorflow:global step 1758: loss = 0.1513 (7.202 sec/step)
INFO:tensorflow:global step 1759: loss = 0.1463 (7.213 sec/step)
INFO:tensorflow:global step 1760: loss = 0.1508 (7.231 sec/step)
INFO:tensorflow:global step 1761: loss = 0.1448 (7.210 sec/step)
INFO:tensorflow:global step 1762: loss = 0.1405 (7.200 sec/step)
INFO:tensorflow:global step 1763: loss = 0.1395 (7.202 sec/step)
INFO:tensorflow:Recording summary at step 1763.
INFO:tensorflow:global step 1764: loss = 0.1585 (11.397 sec/step)
INFO:tensorflow:global step 1765: loss = 0.1938 (7.406 sec/step)
INFO:tensorflow:global step 1766: loss = 0.3990 (8.112 sec/step)
INFO:tensorflow:global step 1767: loss = 0.2443 (7.412 sec/step)
INFO:tensorflow:global step 1768: loss = 0.2055 (8.126 sec/step)
INFO:tensorflow:global step 1769: loss = 0.2391 (7.845 sec/step)
INFO:tensorflow:global step 1770: loss = 0.1922 (7.381 sec/step)
INFO:tensorflow:global step 1771: loss = 0.2229 (7.387 sec/step)
INFO:tensorflow:global step 1772: loss = 0.1908 (7.280 sec/step)
INFO:tensorflow:global step 1773: loss = 0.2389 (8.035 sec/step)
INFO:tensorflow:global step 1774: loss = 0.2371 (9.457 sec/step)
INFO:tensorflow:global step 1775: loss = 0.1914 (8.105 sec/step)
INFO:tensorflow:global step 1776: loss = 0.1859 (7.336 sec/step)
INFO:tensorflow:global step 1777: loss = 0.2877 (7.193 sec/step)
INFO:tensorflow:global step 1778: loss = 0.2313 (7.195 sec/step)
INFO:tensorflow:Recording summary at step 1778.
INFO:tensorflow:global step 1779: loss = 0.1698 (10.320 sec/step)
INFO:tensorflow:global step 1780: loss = 0.1678 (7.181 sec/step)
INFO:tensorflow:global step 1781: loss = 0.1749 (7.149 sec/step)
INFO:tensorflow:global step 1782: loss = 0.2214 (7.201 sec/step)
INFO:tensorflow:global step 1783: loss = 0.1695 (7.220 sec/step)
INFO:tensorflow:global step 1784: loss = 0.2012 (7.158 sec/step)
INFO:tensorflow:global step 1785: loss = 0.1777 (7.180 sec/step)
INFO:tensorflow:global step 1786: loss = 0.2103 (7.156 sec/step)
INFO:tensorflow:global step 1787: loss = 0.1883 (7.207 sec/step)
INFO:tensorflow:global step 1788: loss = 0.1877 (7.174 sec/step)
INFO:tensorflow:global step 1789: loss = 0.2138 (7.176 sec/step)
INFO:tensorflow:global step 1790: loss = 0.2190 (7.215 sec/step)
INFO:tensorflow:global step 1791: loss = 0.1669 (7.225 sec/step)
INFO:tensorflow:global step 1792: loss = 0.1649 (7.236 sec/step)
INFO:tensorflow:global step 1793: loss = 0.1567 (7.200 sec/step)
INFO:tensorflow:global step 1794: loss = 0.1980 (7.168 sec/step)
INFO:tensorflow:Recording summary at step 1794.
INFO:tensorflow:global step 1795: loss = 0.1498 (10.267 sec/step)
INFO:tensorflow:global step 1796: loss = 0.1394 (7.258 sec/step)
INFO:tensorflow:global step 1797: loss = 0.1412 (7.178 sec/step)
INFO:tensorflow:global step 1798: loss = 0.1888 (7.206 sec/step)
INFO:tensorflow:global step 1799: loss = 0.1955 (7.194 sec/step)
INFO:tensorflow:global step 1800: loss = 0.1993 (7.177 sec/step)
INFO:tensorflow:global step 1801: loss = 0.1710 (7.202 sec/step)
INFO:tensorflow:global step 1802: loss = 0.1846 (7.152 sec/step)
INFO:tensorflow:global step 1803: loss = 0.1814 (7.187 sec/step)
INFO:tensorflow:global step 1804: loss = 0.1808 (7.257 sec/step)
INFO:tensorflow:global step 1805: loss = 0.1983 (7.217 sec/step)
INFO:tensorflow:global step 1806: loss = 0.2851 (7.133 sec/step)
INFO:tensorflow:global step 1807: loss = 0.2024 (7.245 sec/step)
INFO:tensorflow:global step 1808: loss = 0.1617 (7.201 sec/step)
INFO:tensorflow:global step 1809: loss = 0.1557 (7.207 sec/step)
INFO:tensorflow:global step 1810: loss = 0.1524 (7.159 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 1811: loss = 0.1620 (10.590 sec/step)
INFO:tensorflow:Recording summary at step 1811.
INFO:tensorflow:global step 1812: loss = 0.2114 (9.626 sec/step)
INFO:tensorflow:global step 1813: loss = 0.1622 (7.859 sec/step)
INFO:tensorflow:global step 1814: loss = 0.1640 (7.258 sec/step)
INFO:tensorflow:global step 1815: loss = 0.4705 (7.234 sec/step)
INFO:tensorflow:global step 1816: loss = 0.1662 (7.241 sec/step)
INFO:tensorflow:global step 1817: loss = 0.1457 (7.228 sec/step)
INFO:tensorflow:global step 1818: loss = 0.1431 (7.198 sec/step)
INFO:tensorflow:global step 1819: loss = 0.1372 (7.258 sec/step)
INFO:tensorflow:global step 1820: loss = 0.1474 (7.198 sec/step)
INFO:tensorflow:global step 1821: loss = 0.1581 (7.181 sec/step)
INFO:tensorflow:global step 1822: loss = 0.1532 (7.209 sec/step)
INFO:tensorflow:global step 1823: loss = 0.1621 (7.189 sec/step)
INFO:tensorflow:global step 1824: loss = 0.1743 (7.183 sec/step)
INFO:tensorflow:global step 1825: loss = 0.1877 (7.259 sec/step)
INFO:tensorflow:global step 1826: loss = 0.2080 (7.346 sec/step)
INFO:tensorflow:Recording summary at step 1826.
INFO:tensorflow:global step 1827: loss = 0.2277 (10.086 sec/step)
INFO:tensorflow:global step 1828: loss = 0.1804 (7.196 sec/step)
INFO:tensorflow:global step 1829: loss = 0.1670 (7.204 sec/step)
INFO:tensorflow:global step 1830: loss = 0.1548 (7.217 sec/step)
INFO:tensorflow:global step 1831: loss = 0.1614 (7.204 sec/step)
INFO:tensorflow:global step 1832: loss = 0.2160 (7.204 sec/step)
INFO:tensorflow:global step 1833: loss = 0.1752 (7.150 sec/step)
INFO:tensorflow:global step 1834: loss = 0.1575 (7.229 sec/step)
INFO:tensorflow:global step 1835: loss = 0.1655 (7.178 sec/step)
INFO:tensorflow:global step 1836: loss = 0.1678 (7.171 sec/step)
INFO:tensorflow:global step 1837: loss = 0.1798 (7.210 sec/step)
INFO:tensorflow:global step 1838: loss = 0.1759 (7.184 sec/step)
INFO:tensorflow:global step 1839: loss = 0.1944 (7.201 sec/step)
INFO:tensorflow:global step 1840: loss = 0.1666 (7.310 sec/step)
INFO:tensorflow:global step 1841: loss = 0.2009 (7.252 sec/step)
INFO:tensorflow:global step 1842: loss = 0.1663 (7.229 sec/step)
INFO:tensorflow:Recording summary at step 1842.
INFO:tensorflow:global step 1843: loss = 0.2010 (10.459 sec/step)
INFO:tensorflow:global step 1844: loss = 0.1497 (7.360 sec/step)
INFO:tensorflow:global step 1845: loss = 0.1381 (7.882 sec/step)
INFO:tensorflow:global step 1846: loss = 0.2987 (8.940 sec/step)
INFO:tensorflow:global step 1847: loss = 0.1611 (7.818 sec/step)
INFO:tensorflow:global step 1848: loss = 0.1523 (8.293 sec/step)
INFO:tensorflow:global step 1849: loss = 0.1452 (8.782 sec/step)
INFO:tensorflow:global step 1850: loss = 0.1349 (7.252 sec/step)
INFO:tensorflow:global step 1851: loss = 0.1606 (7.183 sec/step)
INFO:tensorflow:global step 1852: loss = 0.1618 (7.138 sec/step)
INFO:tensorflow:global step 1853: loss = 0.2538 (7.180 sec/step)
INFO:tensorflow:global step 1854: loss = 0.1876 (7.192 sec/step)
INFO:tensorflow:global step 1855: loss = 0.1907 (7.219 sec/step)
INFO:tensorflow:global step 1856: loss = 0.2245 (7.182 sec/step)
INFO:tensorflow:global step 1857: loss = 0.1802 (7.191 sec/step)
INFO:tensorflow:global step 1858: loss = 0.2046 (7.559 sec/step)
INFO:tensorflow:Recording summary at step 1858.
INFO:tensorflow:global step 1859: loss = 0.1607 (9.745 sec/step)
INFO:tensorflow:global step 1860: loss = 0.1559 (7.167 sec/step)
INFO:tensorflow:global step 1861: loss = 0.1428 (7.173 sec/step)
INFO:tensorflow:global step 1862: loss = 0.1556 (7.159 sec/step)
INFO:tensorflow:global step 1863: loss = 0.1685 (7.169 sec/step)
INFO:tensorflow:global step 1864: loss = 0.1421 (7.202 sec/step)
INFO:tensorflow:global step 1865: loss = 0.1932 (7.202 sec/step)
INFO:tensorflow:global step 1866: loss = 0.1887 (7.188 sec/step)
INFO:tensorflow:global step 1867: loss = 0.1798 (7.148 sec/step)
INFO:tensorflow:global step 1868: loss = 0.1524 (7.165 sec/step)
INFO:tensorflow:global step 1869: loss = 0.1435 (7.121 sec/step)
INFO:tensorflow:global step 1870: loss = 0.2348 (7.187 sec/step)
INFO:tensorflow:global step 1871: loss = 0.1507 (7.173 sec/step)
INFO:tensorflow:global step 1872: loss = 0.1375 (7.157 sec/step)
INFO:tensorflow:global step 1873: loss = 0.1801 (7.172 sec/step)
INFO:tensorflow:global step 1874: loss = 0.1298 (7.192 sec/step)
INFO:tensorflow:Recording summary at step 1874.
INFO:tensorflow:global step 1875: loss = 0.1650 (10.148 sec/step)
INFO:tensorflow:global step 1876: loss = 0.2213 (8.162 sec/step)
INFO:tensorflow:global step 1877: loss = 0.1716 (7.880 sec/step)
INFO:tensorflow:global step 1878: loss = 0.2065 (7.875 sec/step)
INFO:tensorflow:global step 1879: loss = 0.2137 (7.572 sec/step)
INFO:tensorflow:global step 1880: loss = 0.1595 (7.412 sec/step)
INFO:tensorflow:global step 1881: loss = 0.1411 (7.372 sec/step)
INFO:tensorflow:global step 1882: loss = 0.1716 (7.321 sec/step)
INFO:tensorflow:global step 1883: loss = 0.1358 (7.301 sec/step)
INFO:tensorflow:global step 1884: loss = 0.1496 (7.277 sec/step)
INFO:tensorflow:global step 1885: loss = 0.1998 (7.301 sec/step)
INFO:tensorflow:global step 1886: loss = 0.1381 (7.345 sec/step)
INFO:tensorflow:global step 1887: loss = 0.1545 (7.389 sec/step)
INFO:tensorflow:global step 1888: loss = 0.1785 (7.210 sec/step)
INFO:tensorflow:global step 1889: loss = 0.1934 (7.224 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 1890: loss = 0.1974 (7.325 sec/step)
INFO:tensorflow:Recording summary at step 1890.
INFO:tensorflow:global step 1891: loss = 0.1672 (12.318 sec/step)
INFO:tensorflow:global step 1892: loss = 0.1471 (7.326 sec/step)
INFO:tensorflow:global step 1893: loss = 0.1738 (7.278 sec/step)
INFO:tensorflow:global step 1894: loss = 0.1681 (7.207 sec/step)
INFO:tensorflow:global step 1895: loss = 0.1624 (7.238 sec/step)
INFO:tensorflow:global step 1896: loss = 0.1660 (7.218 sec/step)
INFO:tensorflow:global step 1897: loss = 0.1552 (7.202 sec/step)
INFO:tensorflow:global step 1898: loss = 0.1759 (7.267 sec/step)
INFO:tensorflow:global step 1899: loss = 0.1849 (7.216 sec/step)
INFO:tensorflow:global step 1900: loss = 0.1873 (7.309 sec/step)
INFO:tensorflow:global step 1901: loss = 0.1645 (7.200 sec/step)
INFO:tensorflow:global step 1902: loss = 0.1479 (7.209 sec/step)
INFO:tensorflow:global step 1903: loss = 0.1648 (7.221 sec/step)
INFO:tensorflow:global step 1904: loss = 0.2024 (7.202 sec/step)
INFO:tensorflow:global step 1905: loss = 0.2811 (7.226 sec/step)
INFO:tensorflow:global step 1906: loss = 0.1625 (8.842 sec/step)
INFO:tensorflow:Recording summary at step 1906.
INFO:tensorflow:global step 1907: loss = 0.2365 (8.476 sec/step)
INFO:tensorflow:global step 1908: loss = 0.3138 (7.223 sec/step)
INFO:tensorflow:global step 1909: loss = 0.2326 (7.220 sec/step)
INFO:tensorflow:global step 1910: loss = 0.2529 (7.230 sec/step)
INFO:tensorflow:global step 1911: loss = 0.2267 (7.213 sec/step)
INFO:tensorflow:global step 1912: loss = 0.2068 (7.227 sec/step)
INFO:tensorflow:global step 1913: loss = 0.1986 (7.206 sec/step)
INFO:tensorflow:global step 1914: loss = 0.1863 (7.232 sec/step)
INFO:tensorflow:global step 1915: loss = 0.1810 (7.212 sec/step)
INFO:tensorflow:global step 1916: loss = 0.2205 (7.188 sec/step)
INFO:tensorflow:global step 1917: loss = 0.1607 (7.225 sec/step)
INFO:tensorflow:global step 1918: loss = 0.1867 (7.231 sec/step)
INFO:tensorflow:global step 1919: loss = 0.1917 (7.186 sec/step)
INFO:tensorflow:global step 1920: loss = 0.1968 (7.235 sec/step)
INFO:tensorflow:global step 1921: loss = 0.1747 (7.207 sec/step)
INFO:tensorflow:global step 1922: loss = 0.1634 (7.244 sec/step)
INFO:tensorflow:Recording summary at step 1922.
INFO:tensorflow:global step 1923: loss = 0.1806 (10.333 sec/step)
INFO:tensorflow:global step 1924: loss = 0.1723 (7.182 sec/step)
INFO:tensorflow:global step 1925: loss = 0.1949 (7.187 sec/step)
INFO:tensorflow:global step 1926: loss = 0.2076 (7.257 sec/step)
INFO:tensorflow:global step 1927: loss = 0.1908 (7.224 sec/step)
INFO:tensorflow:global step 1928: loss = 0.1608 (7.185 sec/step)
INFO:tensorflow:global step 1929: loss = 0.2821 (7.195 sec/step)
INFO:tensorflow:global step 1930: loss = 0.1746 (7.202 sec/step)
INFO:tensorflow:global step 1931: loss = 0.1646 (7.171 sec/step)
INFO:tensorflow:global step 1932: loss = 0.1636 (7.238 sec/step)
INFO:tensorflow:global step 1933: loss = 0.1587 (7.177 sec/step)
INFO:tensorflow:global step 1934: loss = 0.1616 (7.228 sec/step)
INFO:tensorflow:global step 1935: loss = 0.1614 (7.174 sec/step)
INFO:tensorflow:global step 1936: loss = 0.1657 (7.229 sec/step)
INFO:tensorflow:global step 1937: loss = 0.1348 (7.214 sec/step)
INFO:tensorflow:global step 1938: loss = 0.1474 (7.272 sec/step)
INFO:tensorflow:Recording summary at step 1938.
INFO:tensorflow:global step 1939: loss = 0.1383 (10.190 sec/step)
INFO:tensorflow:global step 1940: loss = 0.1715 (7.288 sec/step)
INFO:tensorflow:global step 1941: loss = 0.1479 (7.956 sec/step)
INFO:tensorflow:global step 1942: loss = 0.1747 (8.111 sec/step)
INFO:tensorflow:global step 1943: loss = 0.1651 (7.905 sec/step)
INFO:tensorflow:global step 1944: loss = 0.1517 (9.243 sec/step)
INFO:tensorflow:global step 1945: loss = 0.1618 (8.445 sec/step)
INFO:tensorflow:global step 1946: loss = 0.1724 (8.108 sec/step)
INFO:tensorflow:global step 1947: loss = 0.1483 (8.040 sec/step)
INFO:tensorflow:global step 1948: loss = 0.1710 (7.428 sec/step)
INFO:tensorflow:global step 1949: loss = 0.1608 (7.383 sec/step)
INFO:tensorflow:global step 1950: loss = 0.1800 (7.335 sec/step)
INFO:tensorflow:global step 1951: loss = 0.1666 (7.298 sec/step)
INFO:tensorflow:global step 1952: loss = 0.1634 (7.332 sec/step)
INFO:tensorflow:global step 1953: loss = 0.1811 (7.292 sec/step)
INFO:tensorflow:Recording summary at step 1953.
INFO:tensorflow:global step 1954: loss = 0.1693 (10.329 sec/step)
INFO:tensorflow:global step 1955: loss = 0.1312 (7.345 sec/step)
INFO:tensorflow:global step 1956: loss = 0.1545 (8.853 sec/step)
INFO:tensorflow:global step 1957: loss = 0.1337 (7.677 sec/step)
INFO:tensorflow:global step 1958: loss = 0.1350 (7.195 sec/step)
INFO:tensorflow:global step 1959: loss = 0.1384 (7.228 sec/step)
INFO:tensorflow:global step 1960: loss = 0.2062 (7.218 sec/step)
INFO:tensorflow:global step 1961: loss = 0.1908 (7.233 sec/step)
INFO:tensorflow:global step 1962: loss = 0.1582 (7.217 sec/step)
INFO:tensorflow:global step 1963: loss = 0.1407 (7.166 sec/step)
INFO:tensorflow:global step 1964: loss = 0.2043 (7.239 sec/step)
INFO:tensorflow:global step 1965: loss = 0.1684 (7.222 sec/step)
INFO:tensorflow:global step 1966: loss = 0.1739 (7.202 sec/step)
INFO:tensorflow:global step 1967: loss = 0.1472 (7.211 sec/step)
INFO:tensorflow:global step 1968: loss = 0.1551 (7.214 sec/step)
INFO:tensorflow:global step 1969: loss = 0.2111 (7.283 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 1969.
INFO:tensorflow:global step 1970: loss = 0.2044 (12.184 sec/step)
INFO:tensorflow:global step 1971: loss = 0.1826 (7.805 sec/step)
INFO:tensorflow:global step 1972: loss = 0.1537 (7.258 sec/step)
INFO:tensorflow:global step 1973: loss = 0.1597 (7.342 sec/step)
INFO:tensorflow:global step 1974: loss = 0.1598 (7.290 sec/step)
INFO:tensorflow:global step 1975: loss = 0.1567 (7.282 sec/step)
INFO:tensorflow:global step 1976: loss = 0.1634 (7.305 sec/step)
INFO:tensorflow:global step 1977: loss = 0.1399 (7.327 sec/step)
INFO:tensorflow:global step 1978: loss = 0.1498 (7.264 sec/step)
INFO:tensorflow:global step 1979: loss = 0.2849 (7.150 sec/step)
INFO:tensorflow:global step 1980: loss = 0.1618 (7.200 sec/step)
INFO:tensorflow:global step 1981: loss = 0.1499 (7.229 sec/step)
INFO:tensorflow:global step 1982: loss = 0.1702 (7.194 sec/step)
INFO:tensorflow:global step 1983: loss = 0.1493 (7.217 sec/step)
INFO:tensorflow:global step 1984: loss = 0.1644 (7.207 sec/step)
INFO:tensorflow:global step 1985: loss = 0.1420 (7.232 sec/step)
INFO:tensorflow:Recording summary at step 1985.
INFO:tensorflow:global step 1986: loss = 0.2970 (10.350 sec/step)
INFO:tensorflow:global step 1987: loss = 0.1513 (7.216 sec/step)
INFO:tensorflow:global step 1988: loss = 0.1508 (7.229 sec/step)
INFO:tensorflow:global step 1989: loss = 0.1780 (7.230 sec/step)
INFO:tensorflow:global step 1990: loss = 0.2467 (7.236 sec/step)
INFO:tensorflow:global step 1991: loss = 0.2174 (7.168 sec/step)
INFO:tensorflow:global step 1992: loss = 0.2300 (7.208 sec/step)
INFO:tensorflow:global step 1993: loss = 0.1991 (7.217 sec/step)
INFO:tensorflow:global step 1994: loss = 0.1842 (7.215 sec/step)
INFO:tensorflow:global step 1995: loss = 0.1793 (7.243 sec/step)
INFO:tensorflow:global step 1996: loss = 0.2401 (7.213 sec/step)
INFO:tensorflow:global step 1997: loss = 0.1898 (7.233 sec/step)
INFO:tensorflow:global step 1998: loss = 0.2454 (7.205 sec/step)
INFO:tensorflow:global step 1999: loss = 0.2792 (7.237 sec/step)
INFO:tensorflow:global step 2000: loss = 0.2059 (7.183 sec/step)
INFO:tensorflow:global step 2001: loss = 0.1792 (7.273 sec/step)
INFO:tensorflow:Recording summary at step 2001.
INFO:tensorflow:global step 2002: loss = 0.2460 (10.312 sec/step)
INFO:tensorflow:global step 2003: loss = 0.1939 (7.282 sec/step)
INFO:tensorflow:global step 2004: loss = 0.1983 (7.272 sec/step)
INFO:tensorflow:global step 2005: loss = 0.1882 (7.261 sec/step)
INFO:tensorflow:global step 2006: loss = 0.2254 (7.294 sec/step)
INFO:tensorflow:global step 2007: loss = 0.2016 (7.277 sec/step)
INFO:tensorflow:global step 2008: loss = 0.1762 (7.221 sec/step)
INFO:tensorflow:global step 2009: loss = 0.1942 (7.269 sec/step)
INFO:tensorflow:global step 2010: loss = 0.2667 (7.280 sec/step)
INFO:tensorflow:global step 2011: loss = 0.2274 (7.310 sec/step)
INFO:tensorflow:global step 2012: loss = 0.1650 (7.284 sec/step)
INFO:tensorflow:global step 2013: loss = 0.1598 (7.271 sec/step)
INFO:tensorflow:global step 2014: loss = 0.1497 (7.213 sec/step)
INFO:tensorflow:global step 2015: loss = 0.1500 (7.206 sec/step)
INFO:tensorflow:global step 2016: loss = 0.1534 (7.214 sec/step)
INFO:tensorflow:global step 2017: loss = 0.1685 (7.232 sec/step)
INFO:tensorflow:Recording summary at step 2017.
INFO:tensorflow:global step 2018: loss = 0.1670 (10.340 sec/step)
INFO:tensorflow:global step 2019: loss = 0.1617 (7.192 sec/step)
INFO:tensorflow:global step 2020: loss = 0.1629 (7.196 sec/step)
INFO:tensorflow:global step 2021: loss = 0.1957 (7.294 sec/step)
INFO:tensorflow:global step 2022: loss = 0.2002 (7.186 sec/step)
INFO:tensorflow:global step 2023: loss = 0.2198 (7.189 sec/step)
INFO:tensorflow:global step 2024: loss = 0.1796 (7.226 sec/step)
INFO:tensorflow:global step 2025: loss = 0.2027 (7.230 sec/step)
INFO:tensorflow:global step 2026: loss = 0.1882 (7.233 sec/step)
INFO:tensorflow:global step 2027: loss = 0.1284 (7.177 sec/step)
INFO:tensorflow:global step 2028: loss = 0.1287 (7.211 sec/step)
INFO:tensorflow:global step 2029: loss = 0.1450 (7.181 sec/step)
INFO:tensorflow:global step 2030: loss = 0.1446 (7.281 sec/step)
INFO:tensorflow:global step 2031: loss = 0.1397 (7.247 sec/step)
INFO:tensorflow:global step 2032: loss = 0.1479 (7.224 sec/step)
INFO:tensorflow:global step 2033: loss = 0.1369 (7.270 sec/step)
INFO:tensorflow:Recording summary at step 2033.
INFO:tensorflow:global step 2034: loss = 0.1318 (10.207 sec/step)
INFO:tensorflow:global step 2035: loss = 0.1625 (7.282 sec/step)
INFO:tensorflow:global step 2036: loss = 0.2235 (7.239 sec/step)
INFO:tensorflow:global step 2037: loss = 0.1845 (7.243 sec/step)
INFO:tensorflow:global step 2038: loss = 0.3629 (7.251 sec/step)
INFO:tensorflow:global step 2039: loss = 0.2119 (7.198 sec/step)
INFO:tensorflow:global step 2040: loss = 0.1943 (7.179 sec/step)
INFO:tensorflow:global step 2041: loss = 0.2316 (7.245 sec/step)
INFO:tensorflow:global step 2042: loss = 0.1833 (7.267 sec/step)
INFO:tensorflow:global step 2043: loss = 0.2036 (7.215 sec/step)
INFO:tensorflow:global step 2044: loss = 0.1777 (7.215 sec/step)
INFO:tensorflow:global step 2045: loss = 0.2128 (7.212 sec/step)
INFO:tensorflow:global step 2046: loss = 0.2219 (7.237 sec/step)
INFO:tensorflow:global step 2047: loss = 0.1749 (7.192 sec/step)
INFO:tensorflow:global step 2048: loss = 0.1770 (7.217 sec/step)
INFO:tensorflow:global step 2049: loss = 0.2898 (7.214 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 2050: loss = 0.2213 (10.690 sec/step)
INFO:tensorflow:Recording summary at step 2050.
INFO:tensorflow:global step 2051: loss = 0.1758 (9.110 sec/step)
INFO:tensorflow:global step 2052: loss = 0.1589 (7.278 sec/step)
INFO:tensorflow:global step 2053: loss = 0.1690 (7.287 sec/step)
INFO:tensorflow:global step 2054: loss = 0.2014 (7.234 sec/step)
INFO:tensorflow:global step 2055: loss = 0.1588 (7.274 sec/step)
INFO:tensorflow:global step 2056: loss = 0.1861 (7.209 sec/step)
INFO:tensorflow:global step 2057: loss = 0.1661 (7.259 sec/step)
INFO:tensorflow:global step 2058: loss = 0.1921 (8.202 sec/step)
INFO:tensorflow:global step 2059: loss = 0.1822 (7.277 sec/step)
INFO:tensorflow:global step 2060: loss = 0.1782 (7.259 sec/step)
INFO:tensorflow:global step 2061: loss = 0.2078 (7.340 sec/step)
INFO:tensorflow:global step 2062: loss = 0.2135 (7.292 sec/step)
INFO:tensorflow:global step 2063: loss = 0.1563 (7.269 sec/step)
INFO:tensorflow:global step 2064: loss = 0.1530 (7.298 sec/step)
INFO:tensorflow:global step 2065: loss = 0.1488 (7.675 sec/step)
INFO:tensorflow:Recording summary at step 2065.
INFO:tensorflow:global step 2066: loss = 0.1820 (12.703 sec/step)
INFO:tensorflow:global step 2067: loss = 0.1395 (9.270 sec/step)
INFO:tensorflow:global step 2068: loss = 0.1368 (9.156 sec/step)
INFO:tensorflow:global step 2069: loss = 0.1354 (8.311 sec/step)
INFO:tensorflow:global step 2070: loss = 0.1782 (7.797 sec/step)
INFO:tensorflow:global step 2071: loss = 0.1879 (8.735 sec/step)
INFO:tensorflow:global step 2072: loss = 0.1921 (7.821 sec/step)
INFO:tensorflow:global step 2073: loss = 0.1649 (8.656 sec/step)
INFO:tensorflow:global step 2074: loss = 0.1773 (8.735 sec/step)
INFO:tensorflow:global step 2075: loss = 0.1727 (9.103 sec/step)
INFO:tensorflow:global step 2076: loss = 0.1746 (7.718 sec/step)
INFO:tensorflow:global step 2077: loss = 0.1874 (8.207 sec/step)
INFO:tensorflow:global step 2078: loss = 0.2574 (8.996 sec/step)
INFO:tensorflow:global step 2079: loss = 0.1819 (10.528 sec/step)
INFO:tensorflow:Recording summary at step 2079.
INFO:tensorflow:global step 2080: loss = 0.1546 (8.890 sec/step)
INFO:tensorflow:global step 2081: loss = 0.1463 (8.290 sec/step)
INFO:tensorflow:global step 2082: loss = 0.1594 (8.158 sec/step)
INFO:tensorflow:global step 2083: loss = 0.1597 (8.635 sec/step)
INFO:tensorflow:global step 2084: loss = 0.2103 (8.100 sec/step)
INFO:tensorflow:global step 2085: loss = 0.1568 (7.556 sec/step)
INFO:tensorflow:global step 2086: loss = 0.1568 (8.507 sec/step)
INFO:tensorflow:global step 2087: loss = 0.4506 (8.164 sec/step)
INFO:tensorflow:global step 2088: loss = 0.1579 (7.231 sec/step)
INFO:tensorflow:global step 2089: loss = 0.1403 (7.238 sec/step)
INFO:tensorflow:global step 2090: loss = 0.1377 (7.253 sec/step)
INFO:tensorflow:global step 2091: loss = 0.1313 (7.197 sec/step)
INFO:tensorflow:global step 2092: loss = 0.1389 (7.175 sec/step)
INFO:tensorflow:global step 2093: loss = 0.1506 (7.235 sec/step)
INFO:tensorflow:global step 2094: loss = 0.1467 (8.266 sec/step)
INFO:tensorflow:Recording summary at step 2094.
INFO:tensorflow:global step 2095: loss = 0.1654 (9.157 sec/step)
INFO:tensorflow:global step 2096: loss = 0.1815 (7.202 sec/step)
INFO:tensorflow:global step 2097: loss = 0.1991 (7.245 sec/step)
INFO:tensorflow:global step 2098: loss = 0.2050 (7.236 sec/step)
INFO:tensorflow:global step 2099: loss = 0.1642 (7.157 sec/step)
INFO:tensorflow:global step 2100: loss = 0.1767 (7.229 sec/step)
INFO:tensorflow:global step 2101: loss = 0.1562 (7.345 sec/step)
INFO:tensorflow:global step 2102: loss = 0.1469 (7.527 sec/step)
INFO:tensorflow:global step 2103: loss = 0.1538 (7.208 sec/step)
INFO:tensorflow:global step 2104: loss = 0.2116 (7.190 sec/step)
INFO:tensorflow:global step 2105: loss = 0.1802 (7.256 sec/step)
INFO:tensorflow:global step 2106: loss = 0.1694 (7.236 sec/step)
INFO:tensorflow:global step 2107: loss = 0.1522 (7.175 sec/step)
INFO:tensorflow:global step 2108: loss = 0.1628 (7.198 sec/step)
INFO:tensorflow:global step 2109: loss = 0.1609 (7.183 sec/step)
INFO:tensorflow:global step 2110: loss = 0.1891 (7.265 sec/step)
INFO:tensorflow:Recording summary at step 2110.
INFO:tensorflow:global step 2111: loss = 0.1832 (10.339 sec/step)
INFO:tensorflow:global step 2112: loss = 0.1929 (7.199 sec/step)
INFO:tensorflow:global step 2113: loss = 0.1409 (7.267 sec/step)
INFO:tensorflow:global step 2114: loss = 0.1642 (7.236 sec/step)
INFO:tensorflow:global step 2115: loss = 0.1338 (7.192 sec/step)
INFO:tensorflow:global step 2116: loss = 0.1388 (7.214 sec/step)
INFO:tensorflow:global step 2117: loss = 0.1318 (7.191 sec/step)
INFO:tensorflow:global step 2118: loss = 0.2253 (7.237 sec/step)
INFO:tensorflow:global step 2119: loss = 0.1521 (8.105 sec/step)
INFO:tensorflow:global step 2120: loss = 0.1379 (7.247 sec/step)
INFO:tensorflow:global step 2121: loss = 0.1384 (7.204 sec/step)
INFO:tensorflow:global step 2122: loss = 0.1298 (7.334 sec/step)
INFO:tensorflow:global step 2123: loss = 0.1399 (7.176 sec/step)
INFO:tensorflow:global step 2124: loss = 0.1491 (7.199 sec/step)
INFO:tensorflow:global step 2125: loss = 0.2512 (7.215 sec/step)
INFO:tensorflow:global step 2126: loss = 0.1810 (7.256 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 2126.
INFO:tensorflow:global step 2127: loss = 0.1725 (12.243 sec/step)
INFO:tensorflow:global step 2128: loss = 0.1773 (7.536 sec/step)
INFO:tensorflow:global step 2129: loss = 0.1761 (7.339 sec/step)
INFO:tensorflow:global step 2130: loss = 0.1597 (7.335 sec/step)
INFO:tensorflow:global step 2131: loss = 0.1512 (7.198 sec/step)
INFO:tensorflow:global step 2132: loss = 0.1508 (7.244 sec/step)
INFO:tensorflow:global step 2133: loss = 0.1386 (7.210 sec/step)
INFO:tensorflow:global step 2134: loss = 0.1901 (7.216 sec/step)
INFO:tensorflow:global step 2135: loss = 0.1729 (7.197 sec/step)
INFO:tensorflow:global step 2136: loss = 0.1429 (7.203 sec/step)
INFO:tensorflow:global step 2137: loss = 0.1618 (7.239 sec/step)
INFO:tensorflow:global step 2138: loss = 0.1506 (7.211 sec/step)
INFO:tensorflow:global step 2139: loss = 0.1865 (7.227 sec/step)
INFO:tensorflow:global step 2140: loss = 0.1508 (7.203 sec/step)
INFO:tensorflow:global step 2141: loss = 0.1368 (7.206 sec/step)
INFO:tensorflow:global step 2142: loss = 0.1779 (7.964 sec/step)
INFO:tensorflow:Recording summary at step 2142.
INFO:tensorflow:global step 2143: loss = 0.1382 (9.345 sec/step)
INFO:tensorflow:global step 2144: loss = 0.1888 (7.190 sec/step)
INFO:tensorflow:global step 2145: loss = 0.1279 (7.703 sec/step)
INFO:tensorflow:global step 2146: loss = 0.1498 (8.696 sec/step)
INFO:tensorflow:global step 2147: loss = 0.1652 (8.770 sec/step)
INFO:tensorflow:global step 2148: loss = 0.1946 (8.364 sec/step)
INFO:tensorflow:global step 2149: loss = 0.1706 (9.045 sec/step)
INFO:tensorflow:global step 2150: loss = 0.2128 (8.820 sec/step)
INFO:tensorflow:global step 2151: loss = 0.2037 (8.205 sec/step)
INFO:tensorflow:global step 2152: loss = 0.1567 (7.982 sec/step)
INFO:tensorflow:global step 2153: loss = 0.1360 (8.530 sec/step)
INFO:tensorflow:global step 2154: loss = 0.1872 (7.914 sec/step)
INFO:tensorflow:global step 2155: loss = 0.1344 (8.418 sec/step)
INFO:tensorflow:global step 2156: loss = 0.1310 (8.313 sec/step)
INFO:tensorflow:Recording summary at step 2156.
INFO:tensorflow:global step 2157: loss = 0.1922 (11.953 sec/step)
INFO:tensorflow:global step 2158: loss = 0.1528 (7.966 sec/step)
INFO:tensorflow:global step 2159: loss = 0.1709 (7.992 sec/step)
INFO:tensorflow:global step 2160: loss = 0.2002 (8.779 sec/step)
INFO:tensorflow:global step 2161: loss = 0.2131 (8.230 sec/step)
INFO:tensorflow:global step 2162: loss = 0.1484 (7.438 sec/step)
INFO:tensorflow:global step 2163: loss = 0.1541 (7.891 sec/step)
INFO:tensorflow:global step 2164: loss = 0.1431 (7.680 sec/step)
INFO:tensorflow:global step 2165: loss = 0.1945 (7.416 sec/step)
INFO:tensorflow:global step 2166: loss = 0.1693 (7.979 sec/step)
INFO:tensorflow:global step 2167: loss = 0.1527 (7.346 sec/step)
INFO:tensorflow:global step 2168: loss = 0.1583 (7.316 sec/step)
INFO:tensorflow:global step 2169: loss = 0.1534 (7.328 sec/step)
INFO:tensorflow:global step 2170: loss = 0.1641 (7.334 sec/step)
INFO:tensorflow:global step 2171: loss = 0.1770 (7.379 sec/step)
INFO:tensorflow:Recording summary at step 2171.
INFO:tensorflow:global step 2172: loss = 0.1760 (10.464 sec/step)
INFO:tensorflow:global step 2173: loss = 0.1469 (7.314 sec/step)
INFO:tensorflow:global step 2174: loss = 0.1638 (7.334 sec/step)
INFO:tensorflow:global step 2175: loss = 0.2195 (7.367 sec/step)
INFO:tensorflow:global step 2176: loss = 0.2447 (7.315 sec/step)
INFO:tensorflow:global step 2177: loss = 0.1573 (7.288 sec/step)
INFO:tensorflow:global step 2178: loss = 0.1950 (7.808 sec/step)
INFO:tensorflow:global step 2179: loss = 0.2260 (9.170 sec/step)
INFO:tensorflow:global step 2180: loss = 0.2884 (8.669 sec/step)
INFO:tensorflow:global step 2181: loss = 0.2133 (9.668 sec/step)
INFO:tensorflow:global step 2182: loss = 0.2278 (9.888 sec/step)
INFO:tensorflow:global step 2183: loss = 0.2384 (9.092 sec/step)
INFO:tensorflow:global step 2184: loss = 0.1822 (7.798 sec/step)
INFO:tensorflow:global step 2185: loss = 0.1866 (8.542 sec/step)
INFO:tensorflow:Recording summary at step 2185.
INFO:tensorflow:global step 2186: loss = 0.1766 (14.338 sec/step)
INFO:tensorflow:global step 2187: loss = 0.2091 (9.615 sec/step)
INFO:tensorflow:global step 2188: loss = 0.1555 (10.431 sec/step)
INFO:tensorflow:global step 2189: loss = 0.1755 (7.919 sec/step)
INFO:tensorflow:global step 2190: loss = 0.1851 (8.565 sec/step)
INFO:tensorflow:global step 2191: loss = 0.2004 (7.692 sec/step)
INFO:tensorflow:global step 2192: loss = 0.1669 (8.867 sec/step)
INFO:tensorflow:global step 2193: loss = 0.1539 (9.331 sec/step)
INFO:tensorflow:global step 2194: loss = 0.1716 (9.779 sec/step)
INFO:tensorflow:global step 2195: loss = 0.1506 (8.118 sec/step)
INFO:tensorflow:global step 2196: loss = 0.1613 (7.720 sec/step)
INFO:tensorflow:global step 2197: loss = 0.1752 (7.308 sec/step)
INFO:tensorflow:global step 2198: loss = 0.1991 (7.365 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 2199: loss = 0.1820 (8.916 sec/step)
INFO:tensorflow:Recording summary at step 2199.
INFO:tensorflow:global step 2200: loss = 0.2807 (10.598 sec/step)
INFO:tensorflow:global step 2201: loss = 0.1691 (7.468 sec/step)
INFO:tensorflow:global step 2202: loss = 0.1651 (7.459 sec/step)
INFO:tensorflow:global step 2203: loss = 0.1611 (7.272 sec/step)
INFO:tensorflow:global step 2204: loss = 0.1538 (7.326 sec/step)
INFO:tensorflow:global step 2205: loss = 0.1564 (7.296 sec/step)
INFO:tensorflow:global step 2206: loss = 0.1567 (7.295 sec/step)
INFO:tensorflow:global step 2207: loss = 0.1607 (7.352 sec/step)
INFO:tensorflow:global step 2208: loss = 0.1342 (7.292 sec/step)
INFO:tensorflow:global step 2209: loss = 0.1449 (7.261 sec/step)
INFO:tensorflow:global step 2210: loss = 0.1323 (7.285 sec/step)
INFO:tensorflow:global step 2211: loss = 0.2053 (7.346 sec/step)
INFO:tensorflow:global step 2212: loss = 0.1701 (7.311 sec/step)
INFO:tensorflow:global step 2213: loss = 0.1421 (7.304 sec/step)
INFO:tensorflow:global step 2214: loss = 0.1617 (7.329 sec/step)
INFO:tensorflow:Recording summary at step 2214.
INFO:tensorflow:global step 2215: loss = 0.1525 (10.275 sec/step)
INFO:tensorflow:global step 2216: loss = 0.1506 (7.391 sec/step)
INFO:tensorflow:global step 2217: loss = 0.1593 (7.845 sec/step)
INFO:tensorflow:global step 2218: loss = 0.1434 (8.555 sec/step)
INFO:tensorflow:global step 2219: loss = 0.1745 (7.426 sec/step)
INFO:tensorflow:global step 2220: loss = 0.1617 (7.315 sec/step)
INFO:tensorflow:global step 2221: loss = 0.1767 (7.326 sec/step)
INFO:tensorflow:global step 2222: loss = 0.1676 (7.335 sec/step)
INFO:tensorflow:global step 2223: loss = 0.1575 (7.323 sec/step)
INFO:tensorflow:global step 2224: loss = 0.1771 (7.278 sec/step)
INFO:tensorflow:global step 2225: loss = 0.1674 (7.305 sec/step)
INFO:tensorflow:global step 2226: loss = 0.1775 (7.322 sec/step)
INFO:tensorflow:global step 2227: loss = 0.1283 (7.337 sec/step)
INFO:tensorflow:global step 2228: loss = 0.1539 (7.304 sec/step)
INFO:tensorflow:global step 2229: loss = 0.1279 (7.310 sec/step)
INFO:tensorflow:global step 2230: loss = 0.1302 (7.354 sec/step)
INFO:tensorflow:Recording summary at step 2230.
INFO:tensorflow:global step 2231: loss = 0.1327 (10.554 sec/step)
INFO:tensorflow:global step 2232: loss = 0.1828 (7.274 sec/step)
INFO:tensorflow:global step 2233: loss = 0.1582 (7.302 sec/step)
INFO:tensorflow:global step 2234: loss = 0.1376 (7.356 sec/step)
INFO:tensorflow:global step 2235: loss = 0.1962 (7.320 sec/step)
INFO:tensorflow:global step 2236: loss = 0.1695 (7.339 sec/step)
INFO:tensorflow:global step 2237: loss = 0.1723 (7.309 sec/step)
INFO:tensorflow:global step 2238: loss = 0.1378 (7.333 sec/step)
INFO:tensorflow:global step 2239: loss = 0.1480 (7.293 sec/step)
INFO:tensorflow:global step 2240: loss = 0.2121 (7.331 sec/step)
INFO:tensorflow:global step 2241: loss = 0.1890 (7.328 sec/step)
INFO:tensorflow:global step 2242: loss = 0.1566 (8.979 sec/step)
INFO:tensorflow:global step 2243: loss = 0.1715 (7.617 sec/step)
INFO:tensorflow:global step 2244: loss = 0.1455 (7.362 sec/step)
INFO:tensorflow:global step 2245: loss = 0.1473 (8.887 sec/step)
INFO:tensorflow:global step 2246: loss = 0.1465 (10.250 sec/step)
INFO:tensorflow:Recording summary at step 2246.
INFO:tensorflow:global step 2247: loss = 0.1575 (8.120 sec/step)
INFO:tensorflow:global step 2248: loss = 0.1317 (7.437 sec/step)
INFO:tensorflow:global step 2249: loss = 0.1411 (9.080 sec/step)
INFO:tensorflow:global step 2250: loss = 0.2642 (7.388 sec/step)
INFO:tensorflow:global step 2251: loss = 0.1462 (8.819 sec/step)
INFO:tensorflow:global step 2252: loss = 0.1436 (8.442 sec/step)
INFO:tensorflow:global step 2253: loss = 0.1778 (8.234 sec/step)
INFO:tensorflow:global step 2254: loss = 0.1435 (9.046 sec/step)
INFO:tensorflow:global step 2255: loss = 0.1622 (8.348 sec/step)
INFO:tensorflow:global step 2256: loss = 0.1359 (8.681 sec/step)
INFO:tensorflow:global step 2257: loss = 0.3035 (8.249 sec/step)
INFO:tensorflow:global step 2258: loss = 0.2912 (8.061 sec/step)
INFO:tensorflow:global step 2259: loss = 0.1478 (8.902 sec/step)
INFO:tensorflow:global step 2260: loss = 0.1453 (11.917 sec/step)
INFO:tensorflow:Recording summary at step 2260.
INFO:tensorflow:global step 2261: loss = 0.2147 (9.114 sec/step)
INFO:tensorflow:global step 2262: loss = 0.2095 (8.784 sec/step)
INFO:tensorflow:global step 2263: loss = 0.2209 (7.768 sec/step)
INFO:tensorflow:global step 2264: loss = 0.1892 (7.452 sec/step)
INFO:tensorflow:global step 2265: loss = 0.1773 (7.427 sec/step)
INFO:tensorflow:global step 2266: loss = 0.1767 (7.809 sec/step)
INFO:tensorflow:global step 2267: loss = 0.2333 (9.021 sec/step)
INFO:tensorflow:global step 2268: loss = 0.1853 (7.471 sec/step)
INFO:tensorflow:global step 2269: loss = 0.2261 (7.290 sec/step)
INFO:tensorflow:global step 2270: loss = 0.2753 (7.296 sec/step)
INFO:tensorflow:global step 2271: loss = 0.1994 (7.336 sec/step)
INFO:tensorflow:global step 2272: loss = 0.1693 (7.330 sec/step)
INFO:tensorflow:global step 2273: loss = 0.2151 (7.304 sec/step)
INFO:tensorflow:global step 2274: loss = 0.1789 (7.309 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 2275: loss = 0.1807 (10.508 sec/step)
INFO:tensorflow:Recording summary at step 2275.
INFO:tensorflow:global step 2276: loss = 0.1825 (10.094 sec/step)
INFO:tensorflow:global step 2277: loss = 0.2204 (9.078 sec/step)
INFO:tensorflow:global step 2278: loss = 0.2017 (9.019 sec/step)
INFO:tensorflow:global step 2279: loss = 0.1723 (9.065 sec/step)
INFO:tensorflow:global step 2280: loss = 0.1831 (9.237 sec/step)
INFO:tensorflow:global step 2281: loss = 0.2623 (9.088 sec/step)
INFO:tensorflow:global step 2282: loss = 0.2089 (8.996 sec/step)
INFO:tensorflow:global step 2283: loss = 0.1526 (8.689 sec/step)
INFO:tensorflow:global step 2284: loss = 0.1486 (7.293 sec/step)
INFO:tensorflow:global step 2285: loss = 0.1402 (7.344 sec/step)
INFO:tensorflow:global step 2286: loss = 0.1395 (7.398 sec/step)
INFO:tensorflow:global step 2287: loss = 0.1434 (7.964 sec/step)
INFO:tensorflow:global step 2288: loss = 0.1574 (7.907 sec/step)
INFO:tensorflow:Recording summary at step 2288.
INFO:tensorflow:global step 2289: loss = 0.1643 (10.866 sec/step)
INFO:tensorflow:global step 2290: loss = 0.1519 (7.730 sec/step)
INFO:tensorflow:global step 2291: loss = 0.1514 (7.560 sec/step)
INFO:tensorflow:global step 2292: loss = 0.1842 (7.418 sec/step)
INFO:tensorflow:global step 2293: loss = 0.1887 (8.337 sec/step)
INFO:tensorflow:global step 2294: loss = 0.2021 (7.455 sec/step)
INFO:tensorflow:global step 2295: loss = 0.1674 (7.284 sec/step)
INFO:tensorflow:global step 2296: loss = 0.1976 (7.342 sec/step)
INFO:tensorflow:global step 2297: loss = 0.1832 (7.236 sec/step)
INFO:tensorflow:global step 2298: loss = 0.1263 (7.147 sec/step)
INFO:tensorflow:global step 2299: loss = 0.1243 (8.282 sec/step)
INFO:tensorflow:global step 2300: loss = 0.1396 (8.502 sec/step)
INFO:tensorflow:global step 2301: loss = 0.1387 (7.493 sec/step)
INFO:tensorflow:global step 2302: loss = 0.1348 (7.472 sec/step)
INFO:tensorflow:global step 2303: loss = 0.1416 (7.716 sec/step)
INFO:tensorflow:global step 2304: loss = 0.1313 (9.730 sec/step)
INFO:tensorflow:Recording summary at step 2304.
INFO:tensorflow:global step 2305: loss = 0.1326 (8.558 sec/step)
INFO:tensorflow:global step 2306: loss = 0.1559 (8.049 sec/step)
INFO:tensorflow:global step 2307: loss = 0.2135 (7.594 sec/step)
INFO:tensorflow:global step 2308: loss = 0.1786 (7.876 sec/step)
INFO:tensorflow:global step 2309: loss = 0.3250 (7.878 sec/step)
INFO:tensorflow:global step 2310: loss = 0.1993 (7.548 sec/step)
INFO:tensorflow:global step 2311: loss = 0.1803 (7.563 sec/step)
INFO:tensorflow:global step 2312: loss = 0.2371 (7.469 sec/step)
INFO:tensorflow:global step 2313: loss = 0.1796 (7.470 sec/step)
INFO:tensorflow:global step 2314: loss = 0.1962 (7.780 sec/step)
INFO:tensorflow:global step 2315: loss = 0.1705 (8.537 sec/step)
INFO:tensorflow:global step 2316: loss = 0.2027 (8.233 sec/step)
INFO:tensorflow:global step 2317: loss = 0.2072 (9.789 sec/step)
INFO:tensorflow:global step 2318: loss = 0.1679 (9.886 sec/step)
INFO:tensorflow:Recording summary at step 2318.
INFO:tensorflow:global step 2319: loss = 0.1700 (13.317 sec/step)
INFO:tensorflow:global step 2320: loss = 0.2017 (8.475 sec/step)
INFO:tensorflow:global step 2321: loss = 0.1573 (8.763 sec/step)
INFO:tensorflow:global step 2322: loss = 0.1668 (8.081 sec/step)
INFO:tensorflow:global step 2323: loss = 0.1518 (9.201 sec/step)
INFO:tensorflow:global step 2324: loss = 0.1560 (9.508 sec/step)
INFO:tensorflow:global step 2325: loss = 0.1760 (10.649 sec/step)
INFO:tensorflow:global step 2326: loss = 0.1486 (9.901 sec/step)
INFO:tensorflow:global step 2327: loss = 0.1877 (9.816 sec/step)
INFO:tensorflow:global step 2328: loss = 0.1521 (8.857 sec/step)
INFO:tensorflow:global step 2329: loss = 0.1843 (7.672 sec/step)
INFO:tensorflow:global step 2330: loss = 0.1737 (8.139 sec/step)
INFO:tensorflow:global step 2331: loss = 0.1749 (8.802 sec/step)
INFO:tensorflow:Recording summary at step 2331.
INFO:tensorflow:global step 2332: loss = 0.2022 (11.971 sec/step)
INFO:tensorflow:global step 2333: loss = 0.1552 (8.957 sec/step)
INFO:tensorflow:global step 2334: loss = 0.1422 (9.263 sec/step)
INFO:tensorflow:global step 2335: loss = 0.1415 (7.974 sec/step)
INFO:tensorflow:global step 2336: loss = 0.1783 (7.774 sec/step)
INFO:tensorflow:global step 2337: loss = 0.1391 (7.959 sec/step)
INFO:tensorflow:global step 2338: loss = 0.1329 (7.280 sec/step)
INFO:tensorflow:global step 2339: loss = 0.1315 (7.917 sec/step)
INFO:tensorflow:global step 2340: loss = 0.1323 (8.073 sec/step)
INFO:tensorflow:global step 2341: loss = 0.1632 (8.549 sec/step)
INFO:tensorflow:global step 2342: loss = 0.1792 (8.208 sec/step)
INFO:tensorflow:global step 2343: loss = 0.1901 (8.856 sec/step)
INFO:tensorflow:global step 2344: loss = 0.1600 (8.730 sec/step)
INFO:tensorflow:global step 2345: loss = 0.1669 (8.402 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:Recording summary at step 2345.
INFO:tensorflow:global step 2346: loss = 0.1626 (14.638 sec/step)
INFO:tensorflow:global step 2347: loss = 0.1793 (9.297 sec/step)
INFO:tensorflow:global step 2348: loss = 0.2564 (8.283 sec/step)
INFO:tensorflow:global step 2349: loss = 0.1758 (7.407 sec/step)
INFO:tensorflow:global step 2350: loss = 0.1494 (8.419 sec/step)
INFO:tensorflow:global step 2351: loss = 0.1422 (7.905 sec/step)
INFO:tensorflow:global step 2352: loss = 0.1394 (8.372 sec/step)
INFO:tensorflow:global step 2353: loss = 0.1499 (8.064 sec/step)
INFO:tensorflow:global step 2354: loss = 0.1562 (8.399 sec/step)
INFO:tensorflow:global step 2355: loss = 0.2038 (7.908 sec/step)
INFO:tensorflow:global step 2356: loss = 0.1537 (7.570 sec/step)
INFO:tensorflow:global step 2357: loss = 0.1528 (7.308 sec/step)
INFO:tensorflow:global step 2358: loss = 0.4144 (7.601 sec/step)
INFO:tensorflow:global step 2359: loss = 0.1492 (7.553 sec/step)
INFO:tensorflow:Recording summary at step 2359.
INFO:tensorflow:global step 2360: loss = 0.1323 (11.677 sec/step)
INFO:tensorflow:global step 2361: loss = 0.1254 (7.964 sec/step)
INFO:tensorflow:global step 2362: loss = 0.1354 (7.538 sec/step)
INFO:tensorflow:global step 2363: loss = 0.1397 (8.305 sec/step)
INFO:tensorflow:global step 2364: loss = 0.1369 (12.020 sec/step)
INFO:tensorflow:global step 2365: loss = 0.1480 (7.823 sec/step)
INFO:tensorflow:global step 2366: loss = 0.1632 (8.618 sec/step)
INFO:tensorflow:global step 2367: loss = 0.1735 (9.510 sec/step)
INFO:tensorflow:global step 2368: loss = 0.1801 (7.758 sec/step)
INFO:tensorflow:global step 2369: loss = 0.1807 (11.322 sec/step)
INFO:tensorflow:global step 2370: loss = 0.1485 (11.465 sec/step)
INFO:tensorflow:global step 2371: loss = 0.1743 (11.213 sec/step)
INFO:tensorflow:global step 2372: loss = 0.1469 (12.841 sec/step)
INFO:tensorflow:Recording summary at step 2372.
INFO:tensorflow:global step 2373: loss = 0.1481 (8.237 sec/step)
INFO:tensorflow:global step 2374: loss = 0.2012 (8.316 sec/step)
INFO:tensorflow:global step 2375: loss = 0.1634 (8.406 sec/step)
INFO:tensorflow:global step 2376: loss = 0.1543 (8.358 sec/step)
INFO:tensorflow:global step 2377: loss = 0.1456 (10.017 sec/step)
INFO:tensorflow:global step 2378: loss = 0.1567 (8.486 sec/step)
INFO:tensorflow:global step 2379: loss = 0.1465 (9.377 sec/step)
INFO:tensorflow:global step 2380: loss = 0.1677 (8.367 sec/step)
INFO:tensorflow:global step 2381: loss = 0.1837 (9.135 sec/step)
INFO:tensorflow:global step 2382: loss = 0.1443 (8.307 sec/step)
INFO:tensorflow:global step 2383: loss = 0.1856 (7.340 sec/step)
INFO:tensorflow:global step 2384: loss = 0.1389 (8.082 sec/step)
INFO:tensorflow:global step 2385: loss = 0.1563 (14.809 sec/step)
INFO:tensorflow:Recording summary at step 2385.
INFO:tensorflow:global step 2386: loss = 0.1334 (9.677 sec/step)
INFO:tensorflow:global step 2387: loss = 0.1260 (7.352 sec/step)
INFO:tensorflow:global step 2388: loss = 0.1997 (9.525 sec/step)
INFO:tensorflow:global step 2389: loss = 0.1439 (10.635 sec/step)
INFO:tensorflow:global step 2390: loss = 0.1341 (7.754 sec/step)
INFO:tensorflow:global step 2391: loss = 0.1291 (7.830 sec/step)
INFO:tensorflow:global step 2392: loss = 0.1251 (8.646 sec/step)
INFO:tensorflow:global step 2393: loss = 0.1361 (8.500 sec/step)
INFO:tensorflow:global step 2394: loss = 0.1397 (8.948 sec/step)
INFO:tensorflow:global step 2395: loss = 0.2357 (9.388 sec/step)
INFO:tensorflow:global step 2396: loss = 0.1639 (9.051 sec/step)
INFO:tensorflow:global step 2397: loss = 0.1568 (8.210 sec/step)
INFO:tensorflow:global step 2398: loss = 0.2117 (8.461 sec/step)
INFO:tensorflow:Recording summary at step 2398.
INFO:tensorflow:global step 2399: loss = 0.1700 (12.155 sec/step)
INFO:tensorflow:global step 2400: loss = 0.1550 (8.509 sec/step)
INFO:tensorflow:global step 2401: loss = 0.1461 (8.760 sec/step)
INFO:tensorflow:global step 2402: loss = 0.1514 (9.416 sec/step)
INFO:tensorflow:global step 2403: loss = 0.1242 (9.157 sec/step)
INFO:tensorflow:global step 2404: loss = 0.1457 (8.360 sec/step)
INFO:tensorflow:global step 2405: loss = 0.1551 (7.642 sec/step)
INFO:tensorflow:global step 2406: loss = 0.1468 (8.794 sec/step)
INFO:tensorflow:global step 2407: loss = 0.1614 (9.011 sec/step)
INFO:tensorflow:global step 2408: loss = 0.1496 (9.249 sec/step)
INFO:tensorflow:global step 2409: loss = 0.1688 (8.474 sec/step)
INFO:tensorflow:global step 2410: loss = 0.1325 (8.094 sec/step)
INFO:tensorflow:global step 2411: loss = 0.1310 (9.298 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 2412: loss = 0.1685 (13.878 sec/step)
INFO:tensorflow:Recording summary at step 2412.
INFO:tensorflow:global step 2413: loss = 0.1332 (12.447 sec/step)
INFO:tensorflow:global step 2414: loss = 0.1671 (9.935 sec/step)
INFO:tensorflow:global step 2415: loss = 0.1309 (8.373 sec/step)
INFO:tensorflow:global step 2416: loss = 0.1388 (8.916 sec/step)
INFO:tensorflow:global step 2417: loss = 0.1623 (8.521 sec/step)
INFO:tensorflow:global step 2418: loss = 0.1761 (8.847 sec/step)
INFO:tensorflow:global step 2419: loss = 0.1531 (9.555 sec/step)
INFO:tensorflow:global step 2420: loss = 0.1921 (9.654 sec/step)
INFO:tensorflow:global step 2421: loss = 0.1863 (9.394 sec/step)
INFO:tensorflow:global step 2422: loss = 0.1497 (8.167 sec/step)
INFO:tensorflow:global step 2423: loss = 0.1319 (7.787 sec/step)
INFO:tensorflow:global step 2424: loss = 0.1710 (8.439 sec/step)
INFO:tensorflow:Recording summary at step 2424.
INFO:tensorflow:global step 2425: loss = 0.1301 (13.104 sec/step)
INFO:tensorflow:global step 2426: loss = 0.1789 (9.047 sec/step)
INFO:tensorflow:global step 2427: loss = 0.1295 (8.170 sec/step)
INFO:tensorflow:global step 2428: loss = 0.1415 (7.797 sec/step)
INFO:tensorflow:global step 2429: loss = 0.1573 (8.312 sec/step)
INFO:tensorflow:global step 2430: loss = 0.1680 (7.972 sec/step)
INFO:tensorflow:global step 2431: loss = 0.1909 (7.713 sec/step)
INFO:tensorflow:global step 2432: loss = 0.1416 (8.422 sec/step)
INFO:tensorflow:global step 2433: loss = 0.1501 (8.549 sec/step)
INFO:tensorflow:global step 2434: loss = 0.1324 (8.366 sec/step)
INFO:tensorflow:global step 2435: loss = 0.1835 (9.889 sec/step)
INFO:tensorflow:global step 2436: loss = 0.1589 (8.980 sec/step)
INFO:tensorflow:global step 2437: loss = 0.1536 (8.628 sec/step)
INFO:tensorflow:global step 2438: loss = 0.1457 (11.258 sec/step)
INFO:tensorflow:Recording summary at step 2438.
INFO:tensorflow:global step 2439: loss = 0.1564 (9.643 sec/step)
INFO:tensorflow:global step 2440: loss = 0.1698 (8.486 sec/step)
INFO:tensorflow:global step 2441: loss = 0.1729 (10.028 sec/step)
INFO:tensorflow:global step 2442: loss = 0.1545 (8.238 sec/step)
INFO:tensorflow:global step 2443: loss = 0.1477 (9.538 sec/step)
INFO:tensorflow:global step 2444: loss = 0.1604 (8.517 sec/step)
INFO:tensorflow:global step 2445: loss = 0.2415 (9.076 sec/step)
INFO:tensorflow:global step 2446: loss = 0.2541 (9.530 sec/step)
INFO:tensorflow:global step 2447: loss = 0.1518 (10.449 sec/step)
INFO:tensorflow:global step 2448: loss = 0.1762 (9.663 sec/step)
INFO:tensorflow:global step 2449: loss = 0.2144 (9.165 sec/step)
INFO:tensorflow:global step 2450: loss = 0.3133 (8.256 sec/step)
INFO:tensorflow:Recording summary at step 2450.
INFO:tensorflow:global step 2451: loss = 0.2102 (11.313 sec/step)
INFO:tensorflow:global step 2452: loss = 0.2215 (8.812 sec/step)
INFO:tensorflow:global step 2453: loss = 0.1764 (8.308 sec/step)
INFO:tensorflow:global step 2454: loss = 0.1746 (8.520 sec/step)
INFO:tensorflow:global step 2455: loss = 0.1704 (9.912 sec/step)
INFO:tensorflow:global step 2456: loss = 0.1730 (9.588 sec/step)
INFO:tensorflow:global step 2457: loss = 0.1985 (8.824 sec/step)
INFO:tensorflow:global step 2458: loss = 0.1489 (8.339 sec/step)
INFO:tensorflow:global step 2459: loss = 0.1705 (8.837 sec/step)
INFO:tensorflow:global step 2460: loss = 0.1735 (11.234 sec/step)
INFO:tensorflow:global step 2461: loss = 0.1800 (8.601 sec/step)
INFO:tensorflow:global step 2462: loss = 0.1596 (9.843 sec/step)
INFO:tensorflow:global step 2463: loss = 0.1501 (9.302 sec/step)
INFO:tensorflow:Recording summary at step 2463.
INFO:tensorflow:global step 2464: loss = 0.1649 (13.009 sec/step)
INFO:tensorflow:global step 2465: loss = 0.1565 (8.980 sec/step)
INFO:tensorflow:global step 2466: loss = 0.1712 (7.639 sec/step)
INFO:tensorflow:global step 2467: loss = 0.1985 (7.838 sec/step)
INFO:tensorflow:global step 2468: loss = 0.1840 (8.728 sec/step)
INFO:tensorflow:global step 2469: loss = 0.1610 (9.245 sec/step)
INFO:tensorflow:global step 2470: loss = 0.2692 (7.732 sec/step)
INFO:tensorflow:global step 2471: loss = 0.1638 (7.767 sec/step)
INFO:tensorflow:global step 2472: loss = 0.1580 (7.543 sec/step)
INFO:tensorflow:global step 2473: loss = 0.1518 (7.952 sec/step)
INFO:tensorflow:global step 2474: loss = 0.1460 (10.191 sec/step)
INFO:tensorflow:global step 2475: loss = 0.1489 (12.082 sec/step)
INFO:tensorflow:global step 2476: loss = 0.1494 (8.870 sec/step)
INFO:tensorflow:Saving checkpoint to path /tmp/tf/model.ckpt
INFO:tensorflow:global step 2477: loss = 0.1527 (12.514 sec/step)
INFO:tensorflow:Recording summary at step 2477.
INFO:tensorflow:global step 2478: loss = 0.1402 (13.458 sec/step)
INFO:tensorflow:global step 2479: loss = 0.1305 (9.333 sec/step)
INFO:tensorflow:global step 2480: loss = 0.2027 (9.187 sec/step)
INFO:tensorflow:global step 2481: loss = 0.1597 (9.544 sec/step)
INFO:tensorflow:global step 2482: loss = 0.1355 (8.370 sec/step)
INFO:tensorflow:global step 2483: loss = 0.1508 (7.950 sec/step)
INFO:tensorflow:global step 2484: loss = 0.1442 (8.516 sec/step)
INFO:tensorflow:global step 2485: loss = 0.1419 (7.738 sec/step)
INFO:tensorflow:global step 2486: loss = 0.1426 (8.031 sec/step)
INFO:tensorflow:global step 2487: loss = 0.1510 (8.921 sec/step)
INFO:tensorflow:global step 2488: loss = 0.1373 (8.415 sec/step)
INFO:tensorflow:global step 2489: loss = 0.1706 (7.948 sec/step)
INFO:tensorflow:global step 2490: loss = 0.1610 (10.319 sec/step)
INFO:tensorflow:Recording summary at step 2490.
INFO:tensorflow:global step 2491: loss = 0.1679 (9.578 sec/step)
INFO:tensorflow:global step 2492: loss = 0.1543 (7.308 sec/step)
INFO:tensorflow:global step 2493: loss = 0.1759 (8.166 sec/step)
INFO:tensorflow:global step 2494: loss = 0.1640 (9.107 sec/step)
INFO:tensorflow:global step 2495: loss = 0.1720 (9.112 sec/step)
INFO:tensorflow:global step 2496: loss = 0.1237 (8.980 sec/step)
INFO:tensorflow:global step 2497: loss = 0.1473 (8.184 sec/step)
INFO:tensorflow:global step 2498: loss = 0.1250 (8.613 sec/step)
INFO:tensorflow:global step 2499: loss = 0.1278 (8.858 sec/step)
INFO:tensorflow:global step 2500: loss = 0.1294 (7.950 sec/step)
INFO:tensorflow:Stopping Training.
INFO:tensorflow:Finished training! Saving model to disk.
In [21]:
TRAIN_DIR = "model_checkpoints/"
with tf.Graph().as_default() as graph:
image_shape = (160,576)
iterator, filename = get_train_inputs(batch_size=1,
repeat=False,
num_classes=2,
image_shape=image_shape)
encoder = SlimModelEncoder(name="vgg_16", num_classes=2, is_training=False)
image, label = iterator.get_next()
assign_op, end_points = encoder.build(image=image, image_shape=image_shape)
# tensors to connect and encoder
decoder = FCNDecoder(end_points, nb_classes=2, scope='decoder')
tensors_to_connect = OrderedDict()
tensors_to_connect["vgg_16/fc8"] = (2,2)
tensors_to_connect['vgg_16/pool4'] = (2,2)
tensors_to_connect['vgg_16/pool3'] = (8,8)
net = decoder.build(tensors_to_connect)
saver = tf.train.Saver()
with tf.Session() as sess:
saver.restore(sess, os.path.join(TRAIN_DIR,"model.ckpt-2500"))
input_tensor = graph.get_tensor_by_name('training_data/input:0')
sess.run(iterator.initializer, feed_dict={input_tensor: ['data/kitti_segmentation.tfrecord']})
i = 0
while i < 10:
i += 1
# inference
print(net)
net = tf.squeeze(net)
out = sess.run(net)
img = sess.run(image)
plt.imshow(np.uint8(img))
_argmax = np.argmax(out,axis=2)
plt.imshow(_argmax, cmap='jet', alpha=0.5)
plt.show()
restore following variables: [<tf.Variable 'vgg_16/conv1/conv1_1/weights:0' shape=(3, 3, 3, 64) dtype=float32_ref>, <tf.Variable 'vgg_16/conv1/conv1_1/biases:0' shape=(64,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv1/conv1_2/weights:0' shape=(3, 3, 64, 64) dtype=float32_ref>, <tf.Variable 'vgg_16/conv1/conv1_2/biases:0' shape=(64,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_1/weights:0' shape=(3, 3, 64, 128) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_1/biases:0' shape=(128,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_2/weights:0' shape=(3, 3, 128, 128) dtype=float32_ref>, <tf.Variable 'vgg_16/conv2/conv2_2/biases:0' shape=(128,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_1/weights:0' shape=(3, 3, 128, 256) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_1/biases:0' shape=(256,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_2/weights:0' shape=(3, 3, 256, 256) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_2/biases:0' shape=(256,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_3/weights:0' shape=(3, 3, 256, 256) dtype=float32_ref>, <tf.Variable 'vgg_16/conv3/conv3_3/biases:0' shape=(256,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_1/weights:0' shape=(3, 3, 256, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_1/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_2/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_2/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_3/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv4/conv4_3/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_1/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_1/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_2/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_2/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_3/weights:0' shape=(3, 3, 512, 512) dtype=float32_ref>, <tf.Variable 'vgg_16/conv5/conv5_3/biases:0' shape=(512,) dtype=float32_ref>, <tf.Variable 'vgg_16/fc6/weights:0' shape=(7, 7, 512, 4096) dtype=float32_ref>, <tf.Variable 'vgg_16/fc6/biases:0' shape=(4096,) dtype=float32_ref>, <tf.Variable 'vgg_16/fc7/weights:0' shape=(1, 1, 4096, 4096) dtype=float32_ref>, <tf.Variable 'vgg_16/fc7/biases:0' shape=(4096,) dtype=float32_ref>]
INFO:tensorflow:Restoring parameters from model_checkpoints/model.ckpt-2500
Tensor("decoder/upsample_conv_2/BiasAdd:0", shape=(1, 160, 576, 2), dtype=float32)
Tensor("Squeeze_1:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_2:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_3:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_4:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_5:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_6:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_7:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_8:0", shape=(160, 576, 2), dtype=float32)
Tensor("Squeeze_9:0", shape=(160, 576, 2), dtype=float32)
In [ ]:
_argmax = np.argmax(label,axis=2)
plt.imshow(_argmax)
In [ ]:
_argmax = np.argmax(out,axis=2)
plt.imshow(_argmax)
In [ ]:
Content source: dzorlu/sdc-segmentation
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