In [64]:
DATADIR = './dogImages'
OUTDIR = './model-k'
import os
import re
from glob import glob
def make_sample_dict(sample_dir):
"""Return the dictionaries between dog_breeds and number"""
breed_list = []
samples = [f for f in os.listdir(sample_dir) if os.path.isdir(os.path.join(sample_dir, f))]
samples.sort()
for sample in samples:
breed_list.append(sample.split(".")[1])
id2name = {i: name for i, name in enumerate(breed_list)}
name2id = {name: i for i, name in id2name.items()}
print('Number of dictionary is {}'.format(len(breed_list)))
print('Example: {}'.format(breed_list[0]))
return id2name, name2id
id2name, name2id = make_sample_dict(os.path.join(DATADIR, 'test'))
def load_data(data_dir):
pattern = re.compile("(.+)\/(.+)\/([0-9][0-9][0-9]).(.+)\/(.+)jpg")
print(pattern)
all_files = glob(os.path.join(data_dir, "*/*/*jpg"))
train, val, test = [], [], []
for entry in all_files:
r = re.match(pattern, entry)
if r:
regime, kind= r.group(2),r.group(4)
kind_number = name2id[kind]
sample = (entry, kind_number)
if regime == 'train':
train.append(sample)
elif regime == 'valid':
val.append(sample)
elif regime == 'test':
test.append(sample)
else:
raise ValueError('The regime does not much. Regime: {}'.format(regime))
print('There are {} train, {} valid and {} test samples.'.format(len(train), len(val), len(test)))
return train, val, test
trainset, valset, testset = load_data(DATADIR)
Number of dictionary is 133
Example: Affenpinscher
re.compile('(.+)\\/(.+)\\/([0-9][0-9][0-9]).(.+)\\/(.+)jpg')
There are 6680 train, 835 valid and 836 test samples.
In [66]:
print(trainset[1000])
print(trainset[6000])
('./dogImages/train/017.Bearded_collie/Bearded_collie_01252.jpg', 16)
('./dogImages/train/115.Papillon/Papillon_07504.jpg', 114)
In [67]:
num_classes = len(id2name)
In [127]:
def extract_data(dataset):
"""The feature possibly filepath now. In that case, it's necessary to convert it to data."""
feature_data, label_data = [], []
for feature, label in dataset:
feature_data.append(feature)
label_data.append(label)
return feature_data, label_data
"""
train_data_path, train_label = extract_data(trainset)
valid_data_path, valid_label = extract_data(valset)
test_data_path, test_label = extract_data(testset)
"""
In [126]:
def file2resized_img(filepath):
"""Return image converted and resized to ndarray from filepath.
Args:
:filepath: filepath to image file.
Returns:
resized ndarray from the filepath.
"""
# img: PIL Image instance.
img = tf.keras.preprocessing.image.load_img(filepath, target_size=(DATA_HEIGHT, DATA_WIDTH))
#plt.imshow(img)
img_array = tf.keras.preprocessing.image.img_to_array(img)
return img_array
In [145]:
def normarizer(feature_data):
"""
Args:
:feature_data: 3-D ndarray.
Returns:
3-D ndarray divided 255.
"""
img_max = 255
resized_data = []
for data in feature_data:
resized_data.append(data/img_max)
resized_data = np.array(resized_data)
return resized_data
In [136]:
def dataset_to_feature_and_label(dataset):
feature_data, label_data = [], []
for filepath, label in dataset:
try:
feature_data.append(file2resized_img(filepath))
label_data.append(label)
except:
continue
return feature_data, label_data
In [138]:
train_data, train_label = dataset_to_feature_and_label(trainset)
valid_data, valid_label = dataset_to_feature_and_label(valset)
test_data, test_label = dataset_to_feature_and_label(testset)
In [148]:
train_data = normarizer(train_data)
valid_data = normarizer(valid_data)
In [147]:
test_data = normarizer(test_data)
In [159]:
train_label = np.asarray(train_label, dtype=np.int32)
In [160]:
valid_label = np.asarray(valid_label, dtype=np.int32)
test_label = np.asarray(test_label, dtype=np.int32)
In [161]:
type(train_label[0])
Out[161]:
numpy.int32
In [149]:
train_data[0]
Out[149]:
array([[[ 0.28235295, 0.33725491, 0.19607843],
[ 0.09411765, 0.19215687, 0.03921569],
[ 0.50588238, 0.62352943, 0.48235294],
...,
[ 0.26274511, 0.33333334, 0.24705882],
[ 0.36470589, 0.3764706 , 0.27058825],
[ 0.09019608, 0.12941177, 0.09411765]],
[[ 0.18431373, 0.29019609, 0.15294118],
[ 0.10980392, 0.23921569, 0.05490196],
[ 0.46666667, 0.57647061, 0.59215689],
...,
[ 0.23137255, 0.27843139, 0.23137255],
[ 0.41568628, 0.42352942, 0.33725491],
[ 0.09411765, 0.14117648, 0.09411765]],
[[ 0.11764706, 0.23529412, 0.09411765],
[ 0.14117648, 0.26274511, 0.10196079],
[ 0.11764706, 0.21176471, 0.16078432],
...,
[ 0.18431373, 0.21960784, 0.14509805],
[ 0.41568628, 0.41176471, 0.32941177],
[ 0.29411766, 0.35294119, 0.34117648]],
...,
[[ 0.94509804, 0.80392158, 0.75686276],
[ 0.9254902 , 0.80000001, 0.74901962],
[ 0.94117647, 0.78431374, 0.74509805],
...,
[ 0.83137256, 0.68235296, 0.60784316],
[ 0.93333334, 0.75294119, 0.6901961 ],
[ 0.94117647, 0.78039217, 0.70980394]],
[[ 0.89411765, 0.74509805, 0.7019608 ],
[ 0.87450981, 0.74901962, 0.69803923],
[ 0.93333334, 0.7764706 , 0.73725492],
...,
[ 0.87058824, 0.75686276, 0.7019608 ],
[ 0.8509804 , 0.7019608 , 0.65882355],
[ 0.84313726, 0.70980394, 0.66274512]],
[[ 0.87450981, 0.71764708, 0.67843139],
[ 0.90588236, 0.7647059 , 0.71764708],
[ 0.88627452, 0.71372551, 0.67843139],
...,
[ 0.78039217, 0.69803923, 0.67843139],
[ 0.76862746, 0.65882355, 0.64705884],
[ 0.84705883, 0.75294119, 0.73725492]]], dtype=float32)
In [32]:
check_str = ['hello', 'hello/world', 'dogImages/test/001.Affenpinsher/Alaska_001.jpg']
pattern = re.compile("(.+)\/(.+)\/([0-9][0-9][0-9]).(.+)\/(.+)jpg")
print(pattern)
for entry in check_str:
r = re.match(pattern, entry)
if r:
print(entry)
print(r.group(0), r.group(1), r.group(4))
re.compile('(.+)\\/(.+)\\/([0-9][0-9][0-9]).(.+)\\/(.+)jpg')
dogImages/test/001.Affenpinsher/Alaska_001.jpg
dogImages/test/001.Affenpinsher/Alaska_001.jpg dogImages Affenpinsher
In [51]:
import numpy as np
def one_hot(dataset, num_classes):
"""Change the label of the data into one-hot
Args:
dataset: A list of tuples. Each label is like (path_to_the_file, int_label)
Returns:
A list of tuples. Each label is like (path_to_the_file, int_label, ndarray-one-hot_label)"""
ret_list = []
for item in dataset:
path_to_file, int_label = item
one_hot_label = np.zeros(num_classes)
one_hot_label[int_label] = 1
ret_list.append((path_to_file, int_label, one_hot_label))
return ret_list
In [57]:
"""
trainset = one_hot(trainset, num_classes)
valset = one_hot(valset, num_classes)
testset = one_hot(testset, num_classes)
"""
In [122]:
DATA_WIDTH = 64
DATA_HEIGHT = 64
In [92]:
import tensorflow as tf
import matplotlib.pyplot as plt
import matplotlib.image as mpimg
%matplotlib inline
tf.logging.set_verbosity(tf.logging.INFO)
In [168]:
def flatten(x_tensor):
"""
Flatten x_tensor to (Batch Size, Flattened Image Size)
Args:
x_tensor: A Tensor of size (Batch Size, ...), where ... are the image dimensions.
Returns:
A tensor of size (Batch Size, Flattened Image Size)
"""
tensor_size = x_tensor.get_shape().as_list()
flatten_image_size = tensor_size[1] * tensor_size[2] * tensor_size[3]
flatten_tensor = tf.reshape(x_tensor, [-1, flatten_image_size])
return flatten_tensor
In [170]:
def cnn_model_fn(features, labels, mode):
input_layer = tf.reshape(features["x"], [-1, DATA_HEIGHT, DATA_WIDTH, 3])
# Conv Layer 1
conv1 = tf.layers.conv2d(
inputs=input_layer,
filters=16,
kernel_size=[3, 3],
padding="same",
activation=tf.nn.elu)
pool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=[2,2], strides=2)
# Conv Layer 2
conv2 = tf.layers.conv2d(
inputs=pool1,
filters=32,
kernel_size=[3, 3],
padding="same",
activation=tf.nn.elu)
pool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], strides=2)
# Dense Layer
pool2_flat = flatten(pool2)
dense = tf.layers.dense(inputs=pool2_flat, units=1024, activation=tf.nn.elu)
dropout = tf.layers.dropout(inputs=dense, rate=0.4, training=mode == tf.estimator.ModeKeys.TRAIN)
# Logits Layer
logits = tf.layers.dense(inputs=dropout, units=num_classes)
predictions = {
"classes": tf.argmax(input=logits, axis=1),
"probabilities": tf.nn.softmax(logits, name="softmax_tensor")
}
if mode == tf.estimator.ModeKeys.PREDICT:
return tf.estimator.EstimatorSpec(mode=mode, predictions=predictions)
onehot_labels = tf.one_hot(indices=tf.cast(labels, tf.int32), depth = num_classes)
loss = tf.losses.softmax_cross_entropy(
onehot_labels=onehot_labels, logits=logits)
if mode == tf.estimator.ModeKeys.TRAIN:
optimizer = tf.train.GradientDescentOptimizer(learning_rate=0.001)
train_op = optimizer.minimize(
loss=loss,
global_step=tf.train.get_global_step())
return tf.estimator.EstimatorSpec(mode=mode, loss=loss, train_op=train_op)
eval_metric_ops = {
"accuracy": tf.metrics.accuracy(
labels=labels, predictions=predictions["classes"])
}
return tf.estimator.EstimatorSpec(
mode=mode, loss=loss, eval_metric_ops=eval_metric_ops)
In [163]:
def main(train_data, train_labels, valid_data, valid_labels):
image_classifier = tf.estimator.Estimator(
model_fn=cnn_model_fn, model_dir=model_dir)
tensors_to_log = {"probabilities": "softmax_tensor"}
logging_hook = tf.train.LoggingTensorHook(
tensors=tensors_to_log, every_n_iter=50)
train_input_fn = tf.estimator.inputs.numpy_input_fn(
x={"x": train_data},
y=train_labels,
batch_size=100,
num_epochs=None,
shuffle=True)
image_classifier.train(
input_fn = train_input_fn,
steps=20000,
hooks=[logging_hook])
eval_input_fn = tf.estimator.inputs.numpy_input_fn(
x={"x": valid_data},
y=valid_labels,
num_epochs=1,
shuffle=False)
eval_results = image_classifier.evaluate(input_fn=eval_input_fn)
print(eval_results)
In [72]:
os.makedirs(os.path.join(OUTDIR, 'eval'), exist_ok=True)
model_dir=OUTDIR
In [171]:
tf.app.run(main=main(train_data, train_label, valid_data, valid_label))
INFO:tensorflow:Using default config.
INFO:tensorflow:Using config: {'_service': None, '_log_step_count_steps': 100, '_session_config': None, '_num_ps_replicas': 0, '_task_type': 'worker', '_save_summary_steps': 100, '_master': '', '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_task_id': 0, '_is_chief': True, '_tf_random_seed': None, '_model_dir': './model-k', '_save_checkpoints_secs': 600, '_num_worker_replicas': 1, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x119689320>, '_save_checkpoints_steps': None}
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Saving checkpoints for 1 into ./model-k/model.ckpt.
INFO:tensorflow:probabilities = [[ 0.00829009 0.00798683 0.01092685 ..., 0.00618864 0.00900721
0.00817501]
[ 0.00765856 0.0083816 0.01144291 ..., 0.00711043 0.00608659
0.00709406]
[ 0.01248204 0.00612857 0.01340027 ..., 0.00528602 0.01148211
0.00692579]
...,
[ 0.00247995 0.00427993 0.00904863 ..., 0.00622858 0.01121965
0.00926932]
[ 0.00330715 0.01542109 0.01783622 ..., 0.00611996 0.00798405
0.00600053]
[ 0.00370269 0.00646594 0.01015122 ..., 0.00632706 0.0090754
0.00646842]]
INFO:tensorflow:step = 1, loss = 4.92306
INFO:tensorflow:probabilities = [[ 0.00714438 0.00796602 0.01006101 ..., 0.00370336 0.00996522
0.00614475]
[ 0.00536618 0.00843333 0.00779172 ..., 0.00787241 0.0072143
0.00810826]
[ 0.0078765 0.0090879 0.01226727 ..., 0.00479266 0.00913073
0.00844719]
...,
[ 0.01303061 0.00728909 0.01347617 ..., 0.00965148 0.0069239
0.00572017]
[ 0.00628832 0.00486255 0.0108908 ..., 0.00772505 0.0073514
0.01175372]
[ 0.00470536 0.00645719 0.01496327 ..., 0.00560617 0.0066014
0.00604429]] (26.301 sec)
INFO:tensorflow:global_step/sec: 1.88792
INFO:tensorflow:probabilities = [[ 0.00692486 0.00941347 0.01183608 ..., 0.00673231 0.00808974
0.01203638]
[ 0.00462694 0.00626504 0.01230663 ..., 0.00394956 0.00695347
0.00705881]
[ 0.00536613 0.00861865 0.01225488 ..., 0.00428575 0.00736771
0.00649444]
...,
[ 0.0058743 0.01040832 0.01039916 ..., 0.00421104 0.00859935
0.0066412 ]
[ 0.01012546 0.00818471 0.00902638 ..., 0.00660091 0.01019165
0.00596235]
[ 0.00795523 0.00926561 0.00554836 ..., 0.00553922 0.00693393
0.00778002]] (26.670 sec)
INFO:tensorflow:step = 101, loss = 4.87993 (52.971 sec)
INFO:tensorflow:probabilities = [[ 0.00532651 0.0058712 0.00635767 ..., 0.00405646 0.00774134
0.00602082]
[ 0.00450802 0.00747991 0.01001006 ..., 0.00621124 0.00641261
0.00382585]
[ 0.00677299 0.004396 0.01243712 ..., 0.00556439 0.00933519
0.01024177]
...,
[ 0.00742428 0.01062874 0.0064331 ..., 0.00643559 0.00836769
0.00792642]
[ 0.01081562 0.00905823 0.0106613 ..., 0.0044883 0.0082033
0.00518666]
[ 0.00587857 0.00871278 0.00749967 ..., 0.00530637 0.00736855
0.00786093]] (29.617 sec)
INFO:tensorflow:global_step/sec: 1.72453
INFO:tensorflow:probabilities = [[ 0.00827876 0.00854643 0.00874166 ..., 0.00423948 0.00826827
0.00902241]
[ 0.00650566 0.00948646 0.00683756 ..., 0.00658664 0.00687814
0.00901944]
[ 0.00662519 0.00745271 0.00599747 ..., 0.00559014 0.00825888
0.00764907]
...,
[ 0.00791218 0.00908799 0.00694751 ..., 0.00643473 0.00708597
0.00634886]
[ 0.00546636 0.00552205 0.00847275 ..., 0.00711717 0.00725636
0.00821497]
[ 0.00602782 0.00837897 0.01025907 ..., 0.00444062 0.00721075
0.00623174]] (28.370 sec)
INFO:tensorflow:step = 201, loss = 4.85656 (57.988 sec)
INFO:tensorflow:probabilities = [[ 0.00723842 0.00951295 0.00543065 ..., 0.00397558 0.00476438
0.00856418]
[ 0.00480377 0.00967356 0.00872135 ..., 0.00587084 0.00503313
0.00876255]
[ 0.00719089 0.01058718 0.00749282 ..., 0.00321387 0.00696146
0.00989014]
...,
[ 0.00836395 0.00676951 0.00835643 ..., 0.00755665 0.00900455
0.00689931]
[ 0.00603534 0.0046702 0.0105712 ..., 0.00513934 0.0070195
0.01000958]
[ 0.00964635 0.01269753 0.00638426 ..., 0.00375965 0.01058367
0.00965811]] (25.973 sec)
INFO:tensorflow:global_step/sec: 1.88822
INFO:tensorflow:probabilities = [[ 0.00632901 0.00959198 0.00738173 ..., 0.006003 0.00703142
0.0067093 ]
[ 0.00863818 0.00694794 0.01054588 ..., 0.00722459 0.01025521
0.00922803]
[ 0.00529313 0.00733752 0.00696576 ..., 0.00493251 0.0058311
0.00956022]
...,
[ 0.00899368 0.00745362 0.00897222 ..., 0.00532606 0.006457
0.00892166]
[ 0.01011471 0.00960624 0.00628946 ..., 0.00516439 0.00960915
0.00651254]
[ 0.00687544 0.00869733 0.00845287 ..., 0.00811076 0.01020768
0.00609415]] (26.987 sec)
INFO:tensorflow:step = 301, loss = 4.88928 (52.959 sec)
INFO:tensorflow:probabilities = [[ 0.00610328 0.0056509 0.00776062 ..., 0.00397359 0.00774484
0.00510808]
[ 0.00819264 0.00861994 0.00718636 ..., 0.00603638 0.00750728
0.00631165]
[ 0.00582768 0.00926535 0.00705645 ..., 0.00476993 0.00620945
0.00603007]
...,
[ 0.0062342 0.00699253 0.00783215 ..., 0.00695935 0.01020941
0.00759905]
[ 0.00520422 0.00650757 0.00972989 ..., 0.00482467 0.00494553
0.00511782]
[ 0.00497234 0.00698234 0.00792227 ..., 0.00497671 0.00594864
0.00901304]] (27.146 sec)
INFO:tensorflow:global_step/sec: 1.90932
INFO:tensorflow:probabilities = [[ 0.00718624 0.00628033 0.01060461 ..., 0.00514175 0.00657409
0.00464627]
[ 0.00979687 0.0081315 0.01093234 ..., 0.00451562 0.00509898
0.00399608]
[ 0.0071632 0.00692978 0.00852083 ..., 0.00455828 0.00914753
0.00894902]
...,
[ 0.00726498 0.00737018 0.005804 ..., 0.00550122 0.00644349
0.0064024 ]
[ 0.00749424 0.01027027 0.005485 ..., 0.00478201 0.00701673
0.00588294]
[ 0.00861927 0.00791445 0.01315919 ..., 0.00469027 0.00570552
0.00607993]] (25.228 sec)
INFO:tensorflow:step = 401, loss = 4.84949 (52.374 sec)
INFO:tensorflow:probabilities = [[ 0.01072135 0.00731149 0.01035824 ..., 0.00610807 0.0072389
0.00361141]
[ 0.00636472 0.00835013 0.00933572 ..., 0.00682604 0.00585245
0.00729075]
[ 0.01098914 0.00969811 0.01031247 ..., 0.00705363 0.00740387
0.00535559]
...,
[ 0.00639339 0.00988131 0.00893452 ..., 0.00611696 0.00751862
0.00537237]
[ 0.00825075 0.00751788 0.00764282 ..., 0.00815168 0.00461758
0.00544704]
[ 0.01053305 0.00686779 0.01264118 ..., 0.00659022 0.00438819
0.00687598]] (24.945 sec)
INFO:tensorflow:global_step/sec: 1.99798
INFO:tensorflow:probabilities = [[ 0.00647229 0.00655559 0.00682901 ..., 0.0065146 0.00741423
0.0082564 ]
[ 0.00742944 0.00736039 0.01077078 ..., 0.0067886 0.00517739
0.00771692]
[ 0.00666571 0.00722118 0.00499639 ..., 0.006988 0.00939474
0.00795686]
...,
[ 0.00747169 0.0067604 0.00782247 ..., 0.00582836 0.00561789
0.00571476]
[ 0.00729648 0.0063359 0.01610502 ..., 0.00776904 0.00524329
0.00746941]
[ 0.00615408 0.00503321 0.00925519 ..., 0.00532406 0.00665365
0.0104558 ]] (25.106 sec)
INFO:tensorflow:step = 501, loss = 4.83445 (50.052 sec)
INFO:tensorflow:probabilities = [[ 0.00691791 0.01133302 0.00830613 ..., 0.00522201 0.00585629
0.00587774]
[ 0.00572726 0.00803534 0.00879287 ..., 0.00567115 0.00652882
0.00810682]
[ 0.00873417 0.01134334 0.00963701 ..., 0.00620396 0.00688 0.00943193]
...,
[ 0.00901508 0.00695366 0.005174 ..., 0.00560029 0.00571006
0.00565676]
[ 0.00766234 0.008489 0.00730391 ..., 0.00594487 0.0057114
0.00672455]
[ 0.00667068 0.00704537 0.00810608 ..., 0.00433876 0.0064657
0.00663853]] (24.928 sec)
INFO:tensorflow:global_step/sec: 2.00055
INFO:tensorflow:probabilities = [[ 0.00661362 0.00652984 0.00732652 ..., 0.00570852 0.00808699
0.00736243]
[ 0.00779762 0.00835989 0.0093139 ..., 0.00357324 0.00781314
0.00797481]
[ 0.00762679 0.00906777 0.00675989 ..., 0.00630572 0.00623976
0.00672695]
...,
[ 0.00779605 0.00915984 0.00933796 ..., 0.00531179 0.00523137
0.00740865]
[ 0.00887227 0.00794491 0.00948976 ..., 0.00663088 0.00738209
0.00854459]
[ 0.00673016 0.00698577 0.00975247 ..., 0.00613388 0.00649684
0.00632474]] (25.060 sec)
INFO:tensorflow:step = 601, loss = 4.83609 (49.987 sec)
INFO:tensorflow:probabilities = [[ 0.00657236 0.007141 0.00834913 ..., 0.00545731 0.00565862
0.00652797]
[ 0.00893562 0.00843633 0.00710737 ..., 0.0047814 0.00735586
0.006234 ]
[ 0.00640312 0.0095952 0.00841922 ..., 0.00613071 0.00585402
0.00777439]
...,
[ 0.00887259 0.01029922 0.0081745 ..., 0.00436165 0.00618346
0.00489515]
[ 0.00973156 0.00606408 0.00630562 ..., 0.00477275 0.00570878
0.00637125]
[ 0.00795132 0.00720952 0.01003331 ..., 0.00523765 0.00671252
0.00671387]] (25.166 sec)
INFO:tensorflow:global_step/sec: 1.9942
INFO:tensorflow:probabilities = [[ 0.00506551 0.0055885 0.00814662 ..., 0.0046085 0.00710148
0.00486403]
[ 0.0115566 0.00731593 0.00861287 ..., 0.0071535 0.00759295
0.00723553]
[ 0.00791506 0.0089504 0.01112035 ..., 0.00472295 0.00582104
0.00691264]
...,
[ 0.01198934 0.00839803 0.00798185 ..., 0.00515045 0.00623468
0.0048153 ]
[ 0.00467052 0.0065773 0.00697893 ..., 0.00537878 0.0094119
0.00554335]
[ 0.00603417 0.00892787 0.00609144 ..., 0.00745891 0.00683688
0.00556902]] (24.979 sec)
INFO:tensorflow:step = 701, loss = 4.87702 (50.144 sec)
INFO:tensorflow:probabilities = [[ 0.00745746 0.00591527 0.00928447 ..., 0.00843161 0.00564621
0.00863155]
[ 0.00513582 0.00859956 0.00927107 ..., 0.00508167 0.0043877
0.00596542]
[ 0.00798989 0.01092068 0.01147958 ..., 0.00598234 0.0045888
0.00516456]
...,
[ 0.00821567 0.00816838 0.00868873 ..., 0.00654371 0.00605072 0.00811 ]
[ 0.0087758 0.01052808 0.00661953 ..., 0.00568043 0.00491625
0.00668561]
[ 0.01052687 0.00908214 0.00883797 ..., 0.00772469 0.00570333
0.00805224]] (25.203 sec)
INFO:tensorflow:global_step/sec: 1.99149
INFO:tensorflow:probabilities = [[ 0.00789538 0.00744799 0.00639547 ..., 0.0047652 0.00656287
0.00772528]
[ 0.00846752 0.00691859 0.00992828 ..., 0.00444414 0.00554892
0.00598763]
[ 0.00760126 0.00834527 0.00687212 ..., 0.00669512 0.00624889
0.00679425]
...,
[ 0.00555293 0.00896026 0.00833375 ..., 0.00455284 0.00614248
0.00723415]
[ 0.00848616 0.01020555 0.00792877 ..., 0.00434786 0.00537413
0.0051486 ]
[ 0.00594623 0.00920868 0.00957509 ..., 0.00660079 0.00651305
0.00472314]] (25.011 sec)
INFO:tensorflow:step = 801, loss = 4.84915 (50.214 sec)
INFO:tensorflow:probabilities = [[ 0.00812151 0.00929704 0.00749819 ..., 0.00573955 0.00654535
0.00702999]
[ 0.00685561 0.00781984 0.00753126 ..., 0.0064594 0.00489088
0.00520221]
[ 0.00982457 0.00598179 0.01172453 ..., 0.00403146 0.00773249
0.0036662 ]
...,
[ 0.0073257 0.00721643 0.00674595 ..., 0.00430328 0.00621851
0.0041262 ]
[ 0.0091635 0.00789397 0.00918396 ..., 0.00676219 0.00659368
0.00667999]
[ 0.0081706 0.00612122 0.00791651 ..., 0.00616208 0.0058624
0.0054119 ]] (24.966 sec)
INFO:tensorflow:global_step/sec: 2.00022
INFO:tensorflow:probabilities = [[ 0.00778873 0.00871201 0.00511136 ..., 0.00385849 0.00374903
0.00624613]
[ 0.00571039 0.00767415 0.00696549 ..., 0.00410771 0.00366992
0.00515258]
[ 0.00882005 0.00840661 0.00766154 ..., 0.00627538 0.00604761
0.00544588]
...,
[ 0.0068078 0.00772432 0.00579578 ..., 0.0059343 0.00677875
0.00553114]
[ 0.00585712 0.00833887 0.00575144 ..., 0.00433533 0.00587631
0.00474058]
[ 0.00719704 0.00795799 0.00827554 ..., 0.00444264 0.00541191
0.00660541]] (25.030 sec)
INFO:tensorflow:step = 901, loss = 4.92935 (49.996 sec)
INFO:tensorflow:probabilities = [[ 0.00840875 0.00644316 0.00914355 ..., 0.00557422 0.00570812
0.00848329]
[ 0.00606503 0.00864309 0.00684932 ..., 0.00317046 0.00401726
0.00573898]
[ 0.00842224 0.00742189 0.00862602 ..., 0.00645682 0.00562775
0.00623147]
...,
[ 0.00689184 0.00742288 0.00790716 ..., 0.00487925 0.00696753
0.00625615]
[ 0.00809127 0.00908371 0.00531841 ..., 0.0057544 0.00677127
0.00704328]
[ 0.00702379 0.00784521 0.00952655 ..., 0.00495062 0.00533301
0.00597779]] (24.907 sec)
INFO:tensorflow:global_step/sec: 2.00627
INFO:tensorflow:probabilities = [[ 0.00653014 0.00571122 0.0109342 ..., 0.00505368 0.00527332
0.00669897]
[ 0.00833067 0.00998133 0.00591496 ..., 0.00491164 0.00389242
0.00673648]
[ 0.00964025 0.00802946 0.00721227 ..., 0.00373442 0.00657771
0.00880863]
...,
[ 0.01328592 0.00937122 0.00939302 ..., 0.00539411 0.00448525
0.00678667]
[ 0.01289123 0.00842612 0.01015561 ..., 0.00415433 0.00824204
0.00548707]
[ 0.00626772 0.00782952 0.00753577 ..., 0.00726987 0.00542075
0.00809254]] (24.936 sec)
INFO:tensorflow:step = 1001, loss = 4.79878 (49.842 sec)
INFO:tensorflow:probabilities = [[ 0.00942684 0.00672769 0.005455 ..., 0.00517007 0.00633509
0.00538832]
[ 0.00773438 0.00852139 0.00746555 ..., 0.00710533 0.00493252
0.00549987]
[ 0.01261446 0.01119683 0.0096582 ..., 0.00595092 0.00682307
0.00526766]
...,
[ 0.0117109 0.00943527 0.00679126 ..., 0.0069304 0.00513853
0.00594242]
[ 0.01554392 0.00712629 0.0112172 ..., 0.00629975 0.00590756
0.00638364]
[ 0.00775075 0.011125 0.00678733 ..., 0.00527552 0.00570933
0.00831908]] (25.034 sec)
INFO:tensorflow:global_step/sec: 2.00364
INFO:tensorflow:probabilities = [[ 0.0061468 0.00916658 0.00556784 ..., 0.00445691 0.00474021
0.00752582]
[ 0.00750396 0.00642741 0.00657992 ..., 0.00519211 0.00425844
0.00570354]
[ 0.00789034 0.0089671 0.00548662 ..., 0.0041663 0.00509599
0.00514312]
...,
[ 0.01127557 0.00830602 0.00726675 ..., 0.00564104 0.00814257
0.0054109 ]
[ 0.00962008 0.01105881 0.0069168 ..., 0.0037989 0.00554717
0.00602573]
[ 0.00937887 0.0078756 0.00630167 ..., 0.00570892 0.00572057
0.00700784]] (24.875 sec)
INFO:tensorflow:step = 1101, loss = 4.89505 (49.909 sec)
INFO:tensorflow:probabilities = [[ 0.00611781 0.00848277 0.00786891 ..., 0.00458597 0.00442915
0.005628 ]
[ 0.00984291 0.00778631 0.00528998 ..., 0.00624786 0.00562942
0.00667467]
[ 0.00701094 0.00874179 0.00627027 ..., 0.00401855 0.00496176
0.00527536]
...,
[ 0.00924105 0.00946764 0.00651385 ..., 0.00652391 0.0043424
0.00710689]
[ 0.00647862 0.00739951 0.00676599 ..., 0.00475834 0.00412094
0.00547937]
[ 0.00710519 0.00672342 0.00631465 ..., 0.00314993 0.00412307
0.00536597]] (24.897 sec)
INFO:tensorflow:Saving checkpoints for 1168 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.9861
INFO:tensorflow:probabilities = [[ 0.00997955 0.00868045 0.0081842 ..., 0.00498156 0.00576555
0.0060107 ]
[ 0.00633407 0.00799641 0.01028462 ..., 0.00514521 0.00581225
0.0058607 ]
[ 0.00959677 0.00789574 0.00649761 ..., 0.00461092 0.00490435
0.00515955]
...,
[ 0.007201 0.00885727 0.00644091 ..., 0.0042522 0.00559592
0.00577801]
[ 0.01057518 0.0076231 0.00909962 ..., 0.00555691 0.00652773
0.00604051]
[ 0.00932943 0.00760461 0.00897298 ..., 0.00630744 0.00404648
0.00721725]] (25.453 sec)
INFO:tensorflow:step = 1201, loss = 4.7793 (50.350 sec)
INFO:tensorflow:probabilities = [[ 0.00724194 0.01070295 0.00775198 ..., 0.00539889 0.00569305
0.00597682]
[ 0.01027712 0.01161817 0.00995646 ..., 0.00601468 0.00520106
0.00403567]
[ 0.00718952 0.00971541 0.0061379 ..., 0.00529876 0.00483169
0.00647577]
...,
[ 0.0099583 0.01132114 0.01060177 ..., 0.00577809 0.00775909
0.00620058]
[ 0.00720031 0.01124497 0.00607273 ..., 0.00497196 0.00526641
0.00601107]
[ 0.00971099 0.00745881 0.01075968 ..., 0.00723869 0.00502872
0.00490211]] (24.867 sec)
INFO:tensorflow:global_step/sec: 2.01015
INFO:tensorflow:probabilities = [[ 0.00752011 0.00609912 0.00683376 ..., 0.00534693 0.00662795
0.00678219]
[ 0.0098232 0.00707318 0.00626602 ..., 0.00485123 0.00580809
0.00433539]
[ 0.00749397 0.00754162 0.00438081 ..., 0.0045891 0.00502869
0.00733379]
...,
[ 0.00885103 0.01168621 0.00571874 ..., 0.00398848 0.00451783
0.00600617]
[ 0.00811206 0.00723595 0.00808648 ..., 0.00626846 0.00583518
0.00699735]
[ 0.00972883 0.00821213 0.0079414 ..., 0.00501054 0.00440782
0.00701929]] (24.880 sec)
INFO:tensorflow:step = 1301, loss = 4.90504 (49.748 sec)
INFO:tensorflow:probabilities = [[ 0.00677033 0.00663414 0.00961696 ..., 0.00346816 0.00464082
0.00451521]
[ 0.00715773 0.00761663 0.00716028 ..., 0.00600374 0.00568165
0.00603482]
[ 0.01348909 0.00906182 0.00884456 ..., 0.00527854 0.0064018
0.00570073]
...,
[ 0.00828363 0.00839996 0.00773828 ..., 0.0052368 0.004784
0.00640633]
[ 0.00429116 0.00798876 0.00873348 ..., 0.00438932 0.00410553
0.00534562]
[ 0.00675059 0.00844396 0.00787973 ..., 0.00503919 0.00444365
0.00535669]] (25.331 sec)
INFO:tensorflow:global_step/sec: 1.99033
INFO:tensorflow:probabilities = [[ 0.01265824 0.00528468 0.00978169 ..., 0.00773927 0.00410075
0.00548072]
[ 0.01475458 0.01399734 0.00855399 ..., 0.00510223 0.00466531
0.00495582]
[ 0.00439506 0.00699602 0.00890396 ..., 0.00371546 0.00431617
0.00450741]
...,
[ 0.00792858 0.00862459 0.0087825 ..., 0.00415118 0.00584239
0.00579473]
[ 0.01236873 0.0066786 0.0069841 ..., 0.00571168 0.005848
0.00709817]
[ 0.00898334 0.00834397 0.00726361 ..., 0.00522158 0.00529864
0.00554969]] (24.912 sec)
INFO:tensorflow:step = 1401, loss = 4.74534 (50.243 sec)
INFO:tensorflow:probabilities = [[ 0.00731042 0.00872964 0.01042748 ..., 0.00628739 0.00410064
0.00550186]
[ 0.01161431 0.00740759 0.01008535 ..., 0.00458777 0.00550307
0.0067253 ]
[ 0.00720031 0.00857833 0.00763248 ..., 0.00463252 0.00487374
0.00526413]
...,
[ 0.01171017 0.00931665 0.00936929 ..., 0.00645852 0.00738036
0.00395377]
[ 0.00464119 0.00758537 0.00727041 ..., 0.00843568 0.00610564
0.00636975]
[ 0.00747861 0.0061418 0.00806424 ..., 0.0075605 0.00745 0.00693897]] (24.891 sec)
INFO:tensorflow:global_step/sec: 2.00823
INFO:tensorflow:probabilities = [[ 0.00875473 0.00968658 0.0062382 ..., 0.00574445 0.00538257
0.00543215]
[ 0.00678041 0.0065416 0.00851863 ..., 0.00581647 0.0082264
0.00710253]
[ 0.00835933 0.00884602 0.00827757 ..., 0.00547174 0.00547405
0.00416015]
...,
[ 0.00714309 0.00588108 0.00531555 ..., 0.00359009 0.00475602
0.00474237]
[ 0.00834257 0.00713257 0.00711318 ..., 0.0054024 0.00540868
0.00455005]
[ 0.007907 0.00725272 0.00631384 ..., 0.00452649 0.00437305
0.0055008 ]] (24.906 sec)
INFO:tensorflow:step = 1501, loss = 4.89594 (49.796 sec)
INFO:tensorflow:probabilities = [[ 0.0079268 0.00781942 0.00637774 ..., 0.00377554 0.00501809
0.00750462]
[ 0.00740784 0.00880642 0.00579745 ..., 0.00403829 0.00502955
0.00550236]
[ 0.0114636 0.00848963 0.00749567 ..., 0.00534007 0.00450466
0.00765949]
...,
[ 0.00789387 0.00787754 0.00550932 ..., 0.00453371 0.0037014
0.00668114]
[ 0.01071893 0.0083261 0.00502422 ..., 0.0050656 0.00456874
0.00733877]
[ 0.00990901 0.00683661 0.00722949 ..., 0.00419433 0.00965771
0.00450299]] (24.893 sec)
INFO:tensorflow:global_step/sec: 2.00105
INFO:tensorflow:probabilities = [[ 0.00931765 0.00804925 0.01209701 ..., 0.00514754 0.0045252
0.00488334]
[ 0.01041519 0.00941363 0.00674071 ..., 0.00434839 0.00580709
0.00649473]
[ 0.00474986 0.01081722 0.00679618 ..., 0.00446856 0.00403945
0.00711414]
...,
[ 0.00947971 0.00876255 0.01072423 ..., 0.00629099 0.00640217
0.005821 ]
[ 0.01077091 0.01335882 0.00892556 ..., 0.00580737 0.00391254
0.00607673]
[ 0.00545299 0.00776429 0.00789109 ..., 0.00321884 0.00396533
0.00665357]] (25.080 sec)
INFO:tensorflow:step = 1601, loss = 4.70602 (49.973 sec)
INFO:tensorflow:probabilities = [[ 0.00733406 0.00620545 0.00872673 ..., 0.00498792 0.0050441
0.00624117]
[ 0.0143279 0.00961343 0.00814135 ..., 0.00582662 0.00428248
0.00447165]
[ 0.00933149 0.00667657 0.007546 ..., 0.00717102 0.00572509
0.00650901]
...,
[ 0.00902935 0.01093835 0.00559803 ..., 0.00433571 0.00524037
0.00503641]
[ 0.00471603 0.00546586 0.00782912 ..., 0.00434761 0.00500498
0.00791349]
[ 0.0121586 0.00986294 0.00839217 ..., 0.00443234 0.00545418
0.00488843]] (25.072 sec)
INFO:tensorflow:global_step/sec: 2.00079
INFO:tensorflow:probabilities = [[ 0.00778826 0.00778977 0.00671984 ..., 0.00576579 0.00676038
0.00350336]
[ 0.00596691 0.0092816 0.00723399 ..., 0.00461764 0.0036934
0.00542581]
[ 0.00730847 0.00717593 0.00758645 ..., 0.00400719 0.0039702
0.00491809]
...,
[ 0.00984225 0.01254199 0.00959014 ..., 0.00517814 0.00514513
0.00576019]
[ 0.01305797 0.00723365 0.00711059 ..., 0.00566909 0.00386192
0.00472089]
[ 0.00659762 0.0096478 0.00901501 ..., 0.00474143 0.00498295
0.00410772]] (24.908 sec)
INFO:tensorflow:step = 1701, loss = 4.92975 (49.980 sec)
INFO:tensorflow:probabilities = [[ 0.00848588 0.00744915 0.00621113 ..., 0.004891 0.01029836
0.00497591]
[ 0.00552336 0.00895861 0.0079945 ..., 0.00602481 0.00614683
0.00634727]
[ 0.00563729 0.00755574 0.00645534 ..., 0.00636159 0.00312889
0.00346247]
...,
[ 0.0147735 0.00697407 0.00893878 ..., 0.00703174 0.00367605
0.00494164]
[ 0.01002759 0.009466 0.00630331 ..., 0.00499014 0.00527391
0.00517099]
[ 0.0063577 0.0080213 0.00793979 ..., 0.00512277 0.00453469
0.00454595]] (26.455 sec)
INFO:tensorflow:global_step/sec: 1.92137
INFO:tensorflow:probabilities = [[ 0.00870405 0.00800878 0.00729951 ..., 0.00525097 0.00295587
0.00566286]
[ 0.0078025 0.00862712 0.00792312 ..., 0.00242914 0.00517722
0.00322385]
[ 0.00856946 0.00618172 0.00884212 ..., 0.00501963 0.00344247
0.00483123]
...,
[ 0.00671405 0.00892938 0.00656397 ..., 0.00474889 0.0050204
0.00580778]
[ 0.01094547 0.00749921 0.01013024 ..., 0.00448649 0.00551042
0.00492726]
[ 0.00796106 0.00646977 0.008843 ..., 0.00463064 0.00459649
0.00525205]] (25.592 sec)
INFO:tensorflow:step = 1801, loss = 4.71465 (52.047 sec)
INFO:tensorflow:probabilities = [[ 0.01448632 0.01006159 0.00653251 ..., 0.00541658 0.00399442
0.00555913]
[ 0.0088738 0.00806573 0.008191 ..., 0.00611483 0.00372822
0.00401268]
[ 0.0180922 0.01066446 0.00841239 ..., 0.00492191 0.00536653
0.0034139 ]
...,
[ 0.00682876 0.00798961 0.00589847 ..., 0.00532554 0.00589756
0.0062375 ]
[ 0.01061027 0.0087086 0.00846398 ..., 0.00442475 0.00726894
0.00503405]
[ 0.00816212 0.00945659 0.00534869 ..., 0.00331238 0.00499871
0.00686251]] (25.125 sec)
INFO:tensorflow:global_step/sec: 1.99738
INFO:tensorflow:probabilities = [[ 0.00653773 0.00825361 0.00848462 ..., 0.0041813 0.00447666
0.00268925]
[ 0.00685859 0.00906875 0.0078758 ..., 0.00455622 0.00412546
0.00633417]
[ 0.00840774 0.00942361 0.00736172 ..., 0.00664956 0.00837911
0.00367863]
...,
[ 0.00860429 0.00813035 0.00929525 ..., 0.00558313 0.00708654
0.00439429]
[ 0.005758 0.00942193 0.00656592 ..., 0.00390034 0.00360481
0.00447639]
[ 0.01098341 0.0077505 0.00829771 ..., 0.00709208 0.00634887
0.00486515]] (24.940 sec)
INFO:tensorflow:step = 1901, loss = 4.97435 (50.064 sec)
INFO:tensorflow:probabilities = [[ 0.00427112 0.01020819 0.00868721 ..., 0.0031979 0.00486959
0.00406261]
[ 0.01054678 0.00980307 0.00625364 ..., 0.0057817 0.0039674
0.00601517]
[ 0.00992239 0.0075304 0.00578363 ..., 0.00467703 0.00473515
0.00638079]
...,
[ 0.00908375 0.00594623 0.00600887 ..., 0.00432301 0.00456286
0.00362129]
[ 0.01071434 0.00746515 0.00836787 ..., 0.00325293 0.0042812
0.00340354]
[ 0.00937519 0.00832101 0.00786706 ..., 0.00422177 0.00574304
0.00753539]] (25.156 sec)
INFO:tensorflow:global_step/sec: 1.99495
INFO:tensorflow:probabilities = [[ 0.00695344 0.00732074 0.0077295 ..., 0.00511994 0.00464988
0.00629762]
[ 0.00710042 0.00730741 0.00692614 ..., 0.00520973 0.00462318
0.00825268]
[ 0.00786282 0.00929526 0.00784134 ..., 0.00571265 0.00446673
0.00540017]
...,
[ 0.00731784 0.00825236 0.00657569 ..., 0.00525527 0.00531794
0.0058507 ]
[ 0.00895876 0.01109323 0.0074118 ..., 0.00494695 0.00466671
0.00746024]
[ 0.01468023 0.01115038 0.00656027 ..., 0.00466249 0.00278346
0.00586049]] (24.971 sec)
INFO:tensorflow:step = 2001, loss = 4.70255 (50.127 sec)
INFO:tensorflow:probabilities = [[ 0.01148435 0.01027599 0.01065919 ..., 0.00428832 0.00384219
0.00523026]
[ 0.00717515 0.00761265 0.0053726 ..., 0.00356508 0.00471163
0.00677159]
[ 0.00654039 0.00800357 0.00591984 ..., 0.00557938 0.00684714
0.00632502]
...,
[ 0.00828716 0.00789633 0.00684144 ..., 0.00500009 0.00508801
0.00622976]
[ 0.0222917 0.00947786 0.00686286 ..., 0.00711564 0.00414528
0.00336611]
[ 0.01278007 0.01179818 0.01116875 ..., 0.00662944 0.00498604
0.0063259 ]] (24.944 sec)
INFO:tensorflow:global_step/sec: 2.00273
INFO:tensorflow:probabilities = [[ 0.00477993 0.00732233 0.006514 ..., 0.00328282 0.00383941
0.0059155 ]
[ 0.01251568 0.00902526 0.01205655 ..., 0.00482193 0.00329251
0.00293423]
[ 0.00953632 0.01165059 0.00833433 ..., 0.00546439 0.00462875
0.00513503]
...,
[ 0.00755803 0.00819341 0.00678469 ..., 0.00499742 0.0049729
0.0054396 ]
[ 0.00704512 0.0097722 0.00822101 ..., 0.0054859 0.00507537
0.00525153]
[ 0.0122879 0.01256257 0.00738347 ..., 0.00549042 0.00413914
0.00218781]] (24.989 sec)
INFO:tensorflow:step = 2101, loss = 4.91241 (49.933 sec)
INFO:tensorflow:probabilities = [[ 0.00557635 0.00779024 0.01250801 ..., 0.00368881 0.00656861
0.00459419]
[ 0.00979571 0.0057344 0.00782859 ..., 0.00326042 0.00545383
0.00472879]
[ 0.01049972 0.00637651 0.00597295 ..., 0.00515095 0.00493935
0.00514828]
...,
[ 0.00738746 0.00926432 0.00655345 ..., 0.004454 0.00425397
0.00493122]
[ 0.01378928 0.00987589 0.00578571 ..., 0.00532287 0.00415052
0.00312576]
[ 0.00489152 0.00698671 0.00599248 ..., 0.00333473 0.00354151
0.00549189]] (24.972 sec)
INFO:tensorflow:global_step/sec: 1.9996
INFO:tensorflow:probabilities = [[ 0.01026467 0.00978817 0.00722885 ..., 0.00615161 0.00367098
0.00602367]
[ 0.01103132 0.00927486 0.00828977 ..., 0.00467968 0.00350027
0.00427441]
[ 0.01098358 0.00860951 0.00728498 ..., 0.00423279 0.00488828
0.00443864]
...,
[ 0.00892775 0.00784283 0.00662833 ..., 0.00478486 0.00383798
0.00595109]
[ 0.00396167 0.00722443 0.00561572 ..., 0.00655825 0.00399969
0.00845577]
[ 0.00513446 0.00988918 0.00689623 ..., 0.00457946 0.00387334
0.00663008]] (25.037 sec)
INFO:tensorflow:step = 2201, loss = 4.6746 (50.009 sec)
INFO:tensorflow:probabilities = [[ 0.01273028 0.01163795 0.00671619 ..., 0.00386113 0.00409589
0.00360109]
[ 0.02011194 0.00515888 0.00911408 ..., 0.00702141 0.00815997
0.00321167]
[ 0.01470017 0.0091739 0.00564018 ..., 0.00610177 0.00421688
0.00526651]
...,
[ 0.00904722 0.00955098 0.00642544 ..., 0.00394166 0.00729516
0.0052014 ]
[ 0.00866035 0.00931945 0.00751969 ..., 0.00625755 0.00561674
0.00509596]
[ 0.00731624 0.00742565 0.00730718 ..., 0.00418995 0.0029299
0.00570439]] (24.973 sec)
INFO:tensorflow:global_step/sec: 1.99722
INFO:tensorflow:probabilities = [[ 0.0061079 0.00648998 0.00887897 ..., 0.00505044 0.00512437
0.00682757]
[ 0.01753642 0.00783873 0.00700913 ..., 0.00473383 0.00526573
0.00371043]
[ 0.01402936 0.00534122 0.00809973 ..., 0.00333171 0.00633833
0.00280947]
...,
[ 0.00377716 0.00449377 0.00916065 ..., 0.00312673 0.00443595
0.00505851]
[ 0.01203987 0.00966137 0.0093284 ..., 0.00671203 0.00547601
0.00491041]
[ 0.00534693 0.00568843 0.00737022 ..., 0.00295513 0.00358213
0.00406063]] (25.096 sec)
INFO:tensorflow:step = 2301, loss = 4.94805 (50.070 sec)
INFO:tensorflow:probabilities = [[ 0.00947415 0.01053313 0.00469476 ..., 0.00649401 0.00320792
0.00601762]
[ 0.01082166 0.00952157 0.00760445 ..., 0.00296368 0.00287838
0.0041452 ]
[ 0.00722833 0.00842994 0.00695382 ..., 0.00341538 0.00400948
0.00561408]
...,
[ 0.0053077 0.00564635 0.00628057 ..., 0.00311905 0.00550517
0.0067715 ]
[ 0.006465 0.00722965 0.00774699 ..., 0.00495856 0.00424547
0.0042632 ]
[ 0.0062881 0.00978201 0.00658667 ..., 0.00434473 0.00411628
0.00447392]] (25.507 sec)
INFO:tensorflow:Saving checkpoints for 2361 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.78575
INFO:tensorflow:probabilities = [[ 0.00734701 0.0067196 0.007433 ..., 0.00403777 0.00448589
0.00509156]
[ 0.00987513 0.00952386 0.00653769 ..., 0.00489076 0.00565986
0.00561515]
[ 0.00673361 0.00697494 0.00595845 ..., 0.00478738 0.00486654
0.00468973]
...,
[ 0.01058896 0.01063999 0.00919544 ..., 0.00374979 0.00393032
0.00494026]
[ 0.01239961 0.01169483 0.0082656 ..., 0.00282843 0.00467566
0.00545052]
[ 0.0161118 0.00616312 0.00602467 ..., 0.00351408 0.00495178
0.00314272]] (30.492 sec)
INFO:tensorflow:step = 2401, loss = 4.65474 (55.999 sec)
INFO:tensorflow:probabilities = [[ 0.00701217 0.00456538 0.0038273 ..., 0.00440589 0.00480107
0.00583186]
[ 0.0134063 0.01078114 0.00491804 ..., 0.0041243 0.00294851
0.00403298]
[ 0.00934952 0.0075984 0.00730019 ..., 0.00281307 0.00351652
0.00558266]
...,
[ 0.01509019 0.01128259 0.00788383 ..., 0.00349964 0.00310477
0.00515196]
[ 0.00468497 0.0077849 0.0041955 ..., 0.00297625 0.00435457
0.00599734]
[ 0.0119264 0.00777468 0.00893423 ..., 0.00717773 0.0045907
0.00433869]] (25.081 sec)
INFO:tensorflow:global_step/sec: 2.00412
INFO:tensorflow:probabilities = [[ 0.01502662 0.00960442 0.00708364 ..., 0.00347332 0.00344072
0.00587358]
[ 0.00591067 0.00834675 0.00765746 ..., 0.00336064 0.00348285
0.00488048]
[ 0.01340561 0.0091582 0.00804518 ..., 0.00416559 0.0037312
0.00480693]
...,
[ 0.0083547 0.00721439 0.00902474 ..., 0.00412372 0.00459977
0.00512148]
[ 0.01374595 0.00777487 0.00650617 ..., 0.0052129 0.00605221
0.00531949]
[ 0.01289121 0.00553248 0.00712068 ..., 0.00564078 0.00403516
0.00306859]] (24.817 sec)
INFO:tensorflow:step = 2501, loss = 4.91841 (49.897 sec)
INFO:tensorflow:probabilities = [[ 0.01011634 0.0107315 0.00672264 ..., 0.00354798 0.00394138
0.00420591]
[ 0.00902935 0.00793422 0.00742512 ..., 0.00886804 0.00414372
0.00573093]
[ 0.00643756 0.00758532 0.00722127 ..., 0.00390258 0.0050023
0.00433059]
...,
[ 0.00967802 0.00814808 0.00859249 ..., 0.00396992 0.00574164
0.00368515]
[ 0.00824863 0.007107 0.00876735 ..., 0.00435554 0.00623923
0.00341298]
[ 0.00509323 0.01056715 0.00771469 ..., 0.00465886 0.00379938
0.00591887]] (25.127 sec)
INFO:tensorflow:global_step/sec: 2.00386
INFO:tensorflow:probabilities = [[ 0.00567021 0.00631909 0.00825569 ..., 0.00418843 0.00521043
0.00338848]
[ 0.01403727 0.00735023 0.0058663 ..., 0.0055195 0.00674622
0.00536428]
[ 0.0142107 0.01008666 0.01210072 ..., 0.00459345 0.00476027
0.00291592]
...,
[ 0.01303459 0.0147594 0.00554164 ..., 0.00417634 0.00467477
0.00245085]
[ 0.00944111 0.01049057 0.00555174 ..., 0.00423263 0.00443236
0.00545059]
[ 0.01651128 0.01053073 0.00835843 ..., 0.00717114 0.00540044
0.00392209]] (24.776 sec)
INFO:tensorflow:step = 2601, loss = 4.72277 (49.904 sec)
INFO:tensorflow:probabilities = [[ 0.00845464 0.01291369 0.00778155 ..., 0.00551337 0.0036713
0.00464903]
[ 0.01578433 0.01012829 0.00597507 ..., 0.00588293 0.00314041
0.00631325]
[ 0.00595834 0.00649492 0.00774057 ..., 0.00597646 0.00561449
0.00498761]
...,
[ 0.0108899 0.01141723 0.00838235 ..., 0.00499705 0.00437533
0.00462186]
[ 0.00878434 0.00919622 0.00607916 ..., 0.00437074 0.00475307
0.00315942]
[ 0.00905706 0.00636763 0.00632189 ..., 0.00495695 0.00367085
0.00780484]] (24.817 sec)
INFO:tensorflow:global_step/sec: 2.01205
INFO:tensorflow:probabilities = [[ 0.0114601 0.01368799 0.00717082 ..., 0.00532098 0.00341077
0.00466776]
[ 0.02257954 0.00795012 0.00997407 ..., 0.00704708 0.00542808
0.00435466]
[ 0.01002245 0.0098628 0.00784305 ..., 0.00541725 0.00390656
0.0023545 ]
...,
[ 0.00543701 0.00807144 0.00780716 ..., 0.00321756 0.00496052
0.00551779]
[ 0.01747633 0.0138886 0.00765281 ..., 0.00709315 0.00703371
0.00426002]
[ 0.00357431 0.00528451 0.00698011 ..., 0.00280202 0.00340705
0.00357983]] (24.883 sec)
INFO:tensorflow:step = 2701, loss = 4.95172 (49.700 sec)
INFO:tensorflow:probabilities = [[ 0.00915505 0.01253982 0.00702692 ..., 0.00516481 0.00492831
0.00484788]
[ 0.00818214 0.00496675 0.0090989 ..., 0.00288532 0.00485862
0.00477425]
[ 0.00577734 0.01373382 0.00903282 ..., 0.00426346 0.00579347
0.00451452]
...,
[ 0.01679352 0.00690311 0.00815108 ..., 0.00332601 0.00647269
0.00478474]
[ 0.00785743 0.00660237 0.00693443 ..., 0.00541304 0.00317971
0.00405653]
[ 0.01631458 0.01143129 0.00864198 ..., 0.00437509 0.0046246
0.00397088]] (24.800 sec)
INFO:tensorflow:global_step/sec: 2.01216
INFO:tensorflow:probabilities = [[ 0.00987501 0.00683506 0.01189521 ..., 0.00572171 0.00449765
0.00415144]
[ 0.0093108 0.01067599 0.01172774 ..., 0.00461455 0.00534077
0.00429754]
[ 0.00508134 0.00887955 0.00769076 ..., 0.003179 0.00366134
0.00641032]
...,
[ 0.01147194 0.00751386 0.0056844 ..., 0.00638076 0.00422655
0.00587599]
[ 0.00998123 0.01102078 0.00705244 ..., 0.00433287 0.0034121
0.00368835]
[ 0.00701243 0.00976502 0.00656322 ..., 0.00299432 0.00405908
0.00576179]] (24.898 sec)
INFO:tensorflow:step = 2801, loss = 4.63569 (49.698 sec)
INFO:tensorflow:probabilities = [[ 0.00936833 0.00481045 0.0148817 ..., 0.00425196 0.00477186
0.00338126]
[ 0.02225148 0.00731623 0.00784828 ..., 0.00560817 0.00696972
0.00355966]
[ 0.01297731 0.00989193 0.00967416 ..., 0.00499876 0.00408402
0.00333539]
...,
[ 0.00914203 0.00916256 0.00884516 ..., 0.00502984 0.00366745
0.00416398]
[ 0.01123792 0.00999619 0.006505 ..., 0.00602111 0.00514856
0.00439997]
[ 0.02475164 0.00662018 0.00710929 ..., 0.00422947 0.008893
0.00416171]] (24.813 sec)
INFO:tensorflow:global_step/sec: 2.01464
INFO:tensorflow:probabilities = [[ 0.00629093 0.00625478 0.00619348 ..., 0.003837 0.00290519
0.00499709]
[ 0.00402134 0.00776875 0.00830439 ..., 0.00251105 0.00271337
0.00407834]
[ 0.00447301 0.00885224 0.00585683 ..., 0.0050767 0.00420988
0.00696358]
...,
[ 0.0053712 0.00745737 0.00888193 ..., 0.00315261 0.00345544
0.00387704]
[ 0.00286004 0.00629455 0.00690423 ..., 0.0034662 0.00455796
0.00533185]
[ 0.0175601 0.00932728 0.00620887 ..., 0.00685409 0.00529018
0.004922 ]] (24.823 sec)
INFO:tensorflow:step = 2901, loss = 4.98508 (49.637 sec)
INFO:tensorflow:probabilities = [[ 0.00412746 0.00746371 0.00534063 ..., 0.00558679 0.00394671
0.00516499]
[ 0.00437034 0.00645304 0.00820204 ..., 0.00703305 0.00532613
0.00490733]
[ 0.0203011 0.00581076 0.01157278 ..., 0.00331499 0.00383735
0.00217956]
...,
[ 0.00518931 0.00816898 0.01111193 ..., 0.00257677 0.00580236
0.00377023]
[ 0.00341054 0.00934464 0.00603948 ..., 0.00262601 0.00427125
0.00513054]
[ 0.01611872 0.00693718 0.00494022 ..., 0.00443337 0.0041996
0.00430758]] (24.819 sec)
INFO:tensorflow:global_step/sec: 2.01225
INFO:tensorflow:probabilities = [[ 0.01704064 0.01192518 0.00556821 ..., 0.0022795 0.00321198
0.00279264]
[ 0.01255029 0.01025854 0.00893872 ..., 0.0040585 0.00243556
0.00353558]
[ 0.01156882 0.00831956 0.00844424 ..., 0.00399983 0.00375088
0.00394682]
...,
[ 0.0118959 0.00553192 0.00700236 ..., 0.00609207 0.00393775
0.0034713 ]
[ 0.00697726 0.00993401 0.00842896 ..., 0.00697232 0.00382058
0.00454837]
[ 0.00277359 0.00845926 0.0053404 ..., 0.0042235 0.00459509
0.00884394]] (24.876 sec)
INFO:tensorflow:step = 3001, loss = 4.66923 (49.696 sec)
INFO:tensorflow:probabilities = [[ 0.00982812 0.00884592 0.00981293 ..., 0.00278611 0.00432577
0.00517761]
[ 0.00505726 0.00776447 0.00483642 ..., 0.00321101 0.00329562
0.00571591]
[ 0.00444625 0.01041554 0.00881333 ..., 0.00409395 0.00383115
0.00533093]
...,
[ 0.00752914 0.00695333 0.00810852 ..., 0.00350676 0.0056146
0.00497366]
[ 0.01239736 0.00749478 0.00832299 ..., 0.00238389 0.00270273
0.00228503]
[ 0.00560643 0.0085184 0.01127753 ..., 0.00383362 0.00347741
0.00469879]] (24.872 sec)
INFO:tensorflow:global_step/sec: 2.00825
INFO:tensorflow:probabilities = [[ 0.01302836 0.00697576 0.00968472 ..., 0.0051436 0.00410168
0.00367904]
[ 0.00109773 0.00655477 0.00552029 ..., 0.00475959 0.00367558
0.01047279]
[ 0.00368634 0.00872624 0.00818144 ..., 0.00666174 0.00490823
0.00420433]
...,
[ 0.01136654 0.00866947 0.00630684 ..., 0.00580158 0.00473906
0.00545719]
[ 0.00338362 0.00622218 0.00806947 ..., 0.00489248 0.00377682
0.00344001]
[ 0.00426217 0.00721755 0.00801202 ..., 0.0033165 0.0043043
0.00446298]] (24.922 sec)
INFO:tensorflow:step = 3101, loss = 4.86615 (49.794 sec)
INFO:tensorflow:probabilities = [[ 0.01048553 0.00877276 0.00791681 ..., 0.00341481 0.00531366
0.00281962]
[ 0.00803302 0.01285158 0.01249815 ..., 0.00494924 0.00376346
0.00220537]
[ 0.00749795 0.0085013 0.00667355 ..., 0.00416252 0.0037276
0.00623338]
...,
[ 0.01137459 0.00905859 0.01019069 ..., 0.00519435 0.00357719
0.0040333 ]
[ 0.00376026 0.00687863 0.00683432 ..., 0.00342955 0.00427076
0.00526486]
[ 0.00462332 0.00738294 0.00812354 ..., 0.00361345 0.00352554
0.00585393]] (25.269 sec)
INFO:tensorflow:global_step/sec: 1.99594
INFO:tensorflow:probabilities = [[ 0.00758888 0.01047977 0.01160742 ..., 0.00505442 0.00477804
0.00354872]
[ 0.00519761 0.00907919 0.00511473 ..., 0.00528897 0.0048311
0.00471505]
[ 0.00274432 0.00834047 0.00677384 ..., 0.0029055 0.00443169
0.00645041]
...,
[ 0.02153379 0.01501123 0.00940879 ..., 0.00369967 0.0029578
0.00254776]
[ 0.01997056 0.01047572 0.00754074 ..., 0.00683292 0.00409918
0.00467981]
[ 0.00668635 0.00662815 0.01382546 ..., 0.0039175 0.0033819
0.00361109]] (24.832 sec)
INFO:tensorflow:step = 3201, loss = 4.61197 (50.102 sec)
INFO:tensorflow:probabilities = [[ 0.0019076 0.00461457 0.00405264 ..., 0.00366797 0.00508967
0.00822006]
[ 0.03043636 0.01458315 0.0070397 ..., 0.00425171 0.00440413
0.00294239]
[ 0.01063323 0.01031309 0.01308214 ..., 0.00424939 0.00258437
0.00272746]
...,
[ 0.0174039 0.00839901 0.0077313 ..., 0.00608484 0.00703668
0.00612427]
[ 0.00483268 0.00758057 0.00720358 ..., 0.00401795 0.0040746
0.00483772]
[ 0.00799169 0.00816423 0.00573798 ..., 0.00435251 0.00522535
0.00586131]] (24.941 sec)
INFO:tensorflow:global_step/sec: 2.01105
INFO:tensorflow:probabilities = [[ 0.0026197 0.00692013 0.00357317 ..., 0.0023883 0.00356897
0.00583406]
[ 0.00597797 0.00918472 0.00598263 ..., 0.00389552 0.00545968
0.00474714]
[ 0.00480624 0.0118746 0.00739072 ..., 0.00254979 0.0037241
0.00509013]
...,
[ 0.00365894 0.00397306 0.01203863 ..., 0.00350603 0.00396219
0.00543338]
[ 0.0112034 0.01005944 0.01360778 ..., 0.00352214 0.00457194
0.00516716]
[ 0.00589612 0.00898679 0.00592975 ..., 0.00438046 0.00483951
0.0051845 ]] (24.784 sec)
INFO:tensorflow:step = 3301, loss = 4.86401 (49.725 sec)
INFO:tensorflow:probabilities = [[ 0.00269924 0.00666659 0.008187 ..., 0.00474838 0.00434168
0.00503822]
[ 0.0081204 0.00928321 0.00844065 ..., 0.00474828 0.00645177
0.00392184]
[ 0.01894995 0.01115747 0.00432599 ..., 0.00234566 0.00321867
0.00212485]
...,
[ 0.00922431 0.00546144 0.00628712 ..., 0.00281129 0.00364802
0.0044501 ]
[ 0.00338347 0.0062021 0.00413291 ..., 0.00327507 0.00594681
0.00523943]
[ 0.00452336 0.00693515 0.00677615 ..., 0.00513723 0.00333074
0.00391636]] (24.898 sec)
INFO:tensorflow:global_step/sec: 2.00879
INFO:tensorflow:probabilities = [[ 0.00474735 0.01400843 0.00739145 ..., 0.00452232 0.00379751
0.00753111]
[ 0.01469465 0.01064606 0.00664969 ..., 0.00583734 0.00399848
0.00353165]
[ 0.00696932 0.0083377 0.01269689 ..., 0.00371727 0.00470677
0.00524934]
...,
[ 0.00915689 0.00924539 0.00641682 ..., 0.00373496 0.00446223
0.00401561]
[ 0.00854412 0.00590595 0.00742025 ..., 0.00314347 0.0065889
0.00287899]
[ 0.00470465 0.00789925 0.00710803 ..., 0.0032217 0.00414363
0.00446755]] (24.884 sec)
INFO:tensorflow:step = 3401, loss = 4.59802 (49.782 sec)
INFO:tensorflow:probabilities = [[ 0.0040522 0.00448161 0.00639811 ..., 0.00405621 0.00303223
0.00752077]
[ 0.00954499 0.00690953 0.00501643 ..., 0.00335229 0.00512476
0.00540269]
[ 0.01650993 0.01206143 0.01082893 ..., 0.00327952 0.00455772
0.00389493]
...,
[ 0.01276134 0.00950545 0.0076344 ..., 0.00305101 0.0037546
0.00253508]
[ 0.00747538 0.00781103 0.00765955 ..., 0.00574391 0.00448044
0.00417829]
[ 0.00448133 0.0072753 0.00714104 ..., 0.0046101 0.00223639
0.00554424]] (24.792 sec)
INFO:tensorflow:global_step/sec: 2.01155
INFO:tensorflow:probabilities = [[ 0.00461121 0.00528217 0.00653097 ..., 0.00605923 0.00286685
0.00388184]
[ 0.02783958 0.00809211 0.00810311 ..., 0.00430311 0.00388919
0.0036962 ]
[ 0.00402791 0.01118104 0.00379615 ..., 0.0054845 0.00174374
0.0046704 ]
...,
[ 0.00475637 0.0063968 0.00685595 ..., 0.00261151 0.00404591
0.00474794]
[ 0.00534508 0.01353236 0.00774069 ..., 0.00285711 0.00352883
0.00350851]
[ 0.00600589 0.00953546 0.00665886 ..., 0.00382553 0.00441795
0.00598785]] (24.921 sec)
INFO:tensorflow:step = 3501, loss = 4.87491 (49.712 sec)
INFO:tensorflow:probabilities = [[ 0.01005709 0.00792299 0.00830646 ..., 0.00585679 0.00716503
0.00454067]
[ 0.00970636 0.00608891 0.00938903 ..., 0.0032192 0.00328177
0.00243951]
[ 0.0077496 0.00969333 0.01097459 ..., 0.00329055 0.00386273
0.00308465]
...,
[ 0.00240502 0.00622553 0.00762051 ..., 0.00433322 0.00419507
0.00790099]
[ 0.00309874 0.00679274 0.00385639 ..., 0.00276139 0.00332873
0.00593405]
[ 0.0067981 0.00828041 0.00531369 ..., 0.00389133 0.00418476
0.00639552]] (24.808 sec)
INFO:tensorflow:Saving checkpoints for 3558 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.99278
INFO:tensorflow:probabilities = [[ 0.00245585 0.00706816 0.00878176 ..., 0.0033208 0.00613652
0.00878445]
[ 0.01390122 0.00797115 0.0047823 ..., 0.00458345 0.00196047
0.0032217 ]
[ 0.00729394 0.00982879 0.00531791 ..., 0.00328415 0.00313495
0.00387242]
...,
[ 0.02348851 0.0189436 0.00564114 ..., 0.00587717 0.00532509
0.0037836 ]
[ 0.01115105 0.01269971 0.0087861 ..., 0.0055754 0.00561695
0.00254193]
[ 0.00548343 0.00732548 0.00829762 ..., 0.00581226 0.00495045
0.00705148]] (25.373 sec)
INFO:tensorflow:step = 3601, loss = 4.59368 (50.181 sec)
INFO:tensorflow:probabilities = [[ 0.00943417 0.01430801 0.00564294 ..., 0.00367854 0.00346707
0.00307809]
[ 0.00245588 0.00612035 0.00749218 ..., 0.00525448 0.00482515
0.00673457]
[ 0.00759659 0.01083485 0.00460127 ..., 0.00381838 0.00271427
0.0062226 ]
...,
[ 0.00832841 0.01114762 0.00651966 ..., 0.01028357 0.00178337
0.00323823]
[ 0.00110135 0.00520456 0.004698 ..., 0.00211836 0.00417457
0.00412989]
[ 0.01934782 0.01261754 0.00905954 ..., 0.00271046 0.0017163
0.0043132 ]] (24.824 sec)
INFO:tensorflow:global_step/sec: 2.01332
INFO:tensorflow:probabilities = [[ 0.00341509 0.00464622 0.00404544 ..., 0.00169502 0.00470947
0.00582192]
[ 0.00289669 0.00933226 0.00619628 ..., 0.00251556 0.0028302
0.00426531]
[ 0.00669075 0.00799801 0.00573934 ..., 0.00379766 0.00455049
0.00640308]
...,
[ 0.00492043 0.00642704 0.00579636 ..., 0.00242765 0.00327269
0.00401202]
[ 0.00139529 0.0076525 0.00449688 ..., 0.00357063 0.00318833
0.00746659]
[ 0.00793173 0.00784303 0.00921589 ..., 0.00213273 0.00289562
0.00323308]] (24.845 sec)
INFO:tensorflow:step = 3701, loss = 4.79988 (49.669 sec)
INFO:tensorflow:probabilities = [[ 0.01143401 0.00782413 0.01132877 ..., 0.00619692 0.00401775 0.00319 ]
[ 0.01719506 0.00743321 0.01021895 ..., 0.00355319 0.00597395
0.00465667]
[ 0.00641958 0.00670302 0.0073072 ..., 0.00297119 0.00482745
0.00350567]
...,
[ 0.00115355 0.00689075 0.01674947 ..., 0.00370945 0.0026699
0.00374198]
[ 0.0026868 0.00490627 0.00634918 ..., 0.00398579 0.00224724
0.00474325]
[ 0.00838678 0.01203332 0.00365454 ..., 0.00537215 0.00376534
0.00386267]] (25.124 sec)
INFO:tensorflow:global_step/sec: 2.00219
INFO:tensorflow:probabilities = [[ 0.00219831 0.006153 0.00395818 ..., 0.00165619 0.00227893
0.00643451]
[ 0.00507327 0.00697489 0.01256881 ..., 0.00447416 0.00452096
0.00307023]
[ 0.00312095 0.00884312 0.01106312 ..., 0.00457463 0.00272975
0.0032193 ]
...,
[ 0.00658896 0.00385119 0.00577812 ..., 0.0061715 0.0057213
0.00587427]
[ 0.00404703 0.00746672 0.00285746 ..., 0.00317646 0.0033605
0.00481685]
[ 0.00113316 0.00506509 0.01724811 ..., 0.0031473 0.0026159
0.00572645]] (24.821 sec)
INFO:tensorflow:step = 3801, loss = 4.55912 (49.945 sec)
INFO:tensorflow:probabilities = [[ 0.00139936 0.0087425 0.00411244 ..., 0.00413338 0.00295222
0.00519313]
[ 0.00087193 0.00654324 0.01382006 ..., 0.0023859 0.00409993
0.00437338]
[ 0.00328618 0.00708633 0.00461812 ..., 0.00467889 0.00316263
0.00734982]
...,
[ 0.002663 0.00639749 0.00465358 ..., 0.00223262 0.00247709
0.00629002]
[ 0.00608797 0.00643761 0.01144148 ..., 0.00539493 0.00358218
0.00407064]
[ 0.00526752 0.00932993 0.00561342 ..., 0.00408116 0.00340256
0.00534674]] (24.898 sec)
INFO:tensorflow:global_step/sec: 2.00863
INFO:tensorflow:probabilities = [[ 0.00649296 0.00812049 0.00871769 ..., 0.00394369 0.00491151
0.00431727]
[ 0.00558155 0.00768679 0.00700954 ..., 0.0058087 0.00497383
0.00548301]
[ 0.00615941 0.00740319 0.00616628 ..., 0.00400059 0.0031916
0.00312367]
...,
[ 0.00143648 0.00569298 0.0077791 ..., 0.0043037 0.00479972
0.00699891]
[ 0.02896089 0.01244354 0.01113764 ..., 0.00371244 0.00696132
0.00194394]
[ 0.002127 0.00828556 0.00543099 ..., 0.00392237 0.0035285
0.0080497 ]] (24.887 sec)
INFO:tensorflow:step = 3901, loss = 4.83381 (49.785 sec)
INFO:tensorflow:probabilities = [[ 0.00620079 0.00638247 0.00729278 ..., 0.00468541 0.00298821
0.00445021]
[ 0.00090232 0.00555039 0.02175912 ..., 0.00299195 0.00158507
0.00289907]
[ 0.00491346 0.00760744 0.00566006 ..., 0.0042367 0.00463738
0.0045476 ]
...,
[ 0.0182501 0.00522109 0.00680951 ..., 0.00603159 0.00564089
0.00254902]
[ 0.01006196 0.00861397 0.00730514 ..., 0.00441254 0.00507256
0.00317076]
[ 0.00318761 0.00889517 0.00583774 ..., 0.00279732 0.00320922
0.00747282]] (24.824 sec)
INFO:tensorflow:global_step/sec: 1.99273
INFO:tensorflow:probabilities = [[ 0.00224243 0.00696654 0.00441815 ..., 0.00289413 0.00222413
0.00606339]
[ 0.00249875 0.00866765 0.00388607 ..., 0.00267802 0.00268515
0.00584717]
[ 0.00325679 0.00681838 0.00342461 ..., 0.00370397 0.00324042
0.00719591]
...,
[ 0.00681545 0.0079758 0.01284578 ..., 0.00416902 0.00292905
0.00380904]
[ 0.00513237 0.00995412 0.00568715 ..., 0.00280023 0.00431257
0.00623275]
[ 0.00500152 0.00880872 0.00512786 ..., 0.0050703 0.00650841
0.00339973]] (25.359 sec)
INFO:tensorflow:step = 4001, loss = 4.56423 (50.183 sec)
INFO:tensorflow:probabilities = [[ 0.01746168 0.01363159 0.01200418 ..., 0.0035651 0.00329591
0.00197209]
[ 0.01135514 0.01062652 0.00639307 ..., 0.00569823 0.00603735
0.00429599]
[ 0.03402872 0.01405398 0.01215908 ..., 0.00354556 0.00703578
0.00222531]
...,
[ 0.01192505 0.00772658 0.00638581 ..., 0.00300149 0.00664244
0.00373481]
[ 0.01250985 0.01449308 0.00658121 ..., 0.00330471 0.00281574
0.00263543]
[ 0.0067181 0.01305961 0.01064259 ..., 0.0042104 0.00421577
0.00398547]] (24.956 sec)
INFO:tensorflow:global_step/sec: 2.00824
INFO:tensorflow:probabilities = [[ 0.00280823 0.00578877 0.00560138 ..., 0.00476511 0.00545572
0.00383004]
[ 0.00680181 0.0072766 0.0149331 ..., 0.00419545 0.00698306
0.00290987]
[ 0.00193467 0.01393219 0.00936864 ..., 0.00218752 0.00146315
0.00327709]
...,
[ 0.00190884 0.00647855 0.0062613 ..., 0.00437853 0.00197767
0.00831387]
[ 0.00192028 0.00539355 0.00504199 ..., 0.00225969 0.00331324
0.00571544]
[ 0.00943879 0.00398081 0.00592137 ..., 0.00326441 0.00387078
0.00273284]] (24.839 sec)
INFO:tensorflow:step = 4101, loss = 4.79199 (49.797 sec)
INFO:tensorflow:probabilities = [[ 0.00320729 0.00704722 0.00431616 ..., 0.00235627 0.00398999
0.00534264]
[ 0.00209789 0.01276436 0.00562154 ..., 0.0037854 0.00329362
0.00710987]
[ 0.02271052 0.0093218 0.0087162 ..., 0.00380819 0.00577541
0.00306571]
...,
[ 0.00725834 0.0061684 0.01119893 ..., 0.00661029 0.00514994
0.0030964 ]
[ 0.00705456 0.00956932 0.0043183 ..., 0.00241163 0.00414696
0.00289635]
[ 0.00054229 0.0038275 0.00458099 ..., 0.00256753 0.00113598
0.01276006]] (25.003 sec)
INFO:tensorflow:global_step/sec: 1.99937
INFO:tensorflow:probabilities = [[ 0.00550375 0.00693772 0.00521911 ..., 0.00350222 0.00503853
0.00555161]
[ 0.04372443 0.00659192 0.00566607 ..., 0.00492589 0.00696911
0.00215276]
[ 0.00456273 0.00549834 0.00642954 ..., 0.00551588 0.0044172
0.00552644]
...,
[ 0.01616189 0.01928452 0.00765455 ..., 0.00322632 0.00620014
0.00150675]
[ 0.02152407 0.00994067 0.00477308 ..., 0.00851185 0.00458393
0.00486684]
[ 0.00129226 0.00509882 0.00412627 ..., 0.00306856 0.00241723
0.00615661]] (25.012 sec)
INFO:tensorflow:step = 4201, loss = 4.52844 (50.013 sec)
INFO:tensorflow:probabilities = [[ 0.02327785 0.01485694 0.01163321 ..., 0.00438356 0.00294086
0.00286006]
[ 0.00732341 0.01186358 0.00533395 ..., 0.00300758 0.00399919
0.0056299 ]
[ 0.00052534 0.0094706 0.00273508 ..., 0.00160872 0.00211406
0.00586385]
...,
[ 0.00157649 0.00756462 0.01123374 ..., 0.0035844 0.00212825
0.00380616]
[ 0.06127237 0.01584145 0.01237637 ..., 0.00466047 0.01146252
0.00111228]
[ 0.00113432 0.00724896 0.032953 ..., 0.00527434 0.00233061
0.00273915]] (24.534 sec)
INFO:tensorflow:global_step/sec: 2.043
INFO:tensorflow:probabilities = [[ 0.0089952 0.01061198 0.00877053 ..., 0.00458343 0.00261373
0.00280953]
[ 0.04525691 0.00824818 0.00356682 ..., 0.00472695 0.00287354
0.00157551]
[ 0.02071107 0.00993594 0.0067316 ..., 0.00309419 0.00326503
0.00297123]
...,
[ 0.0007268 0.00429823 0.00430149 ..., 0.00208568 0.00439865
0.00840519]
[ 0.00235768 0.00651024 0.01598974 ..., 0.00258546 0.00517272
0.00430735]
[ 0.00120101 0.00508599 0.00252737 ..., 0.00129416 0.00159604
0.00606399]] (24.414 sec)
INFO:tensorflow:step = 4301, loss = 4.66504 (48.948 sec)
INFO:tensorflow:probabilities = [[ 0.01323604 0.01244374 0.00708696 ..., 0.00494744 0.00427039
0.0037194 ]
[ 0.01400781 0.01350757 0.0088692 ..., 0.0060585 0.00278053
0.00158798]
[ 0.00210426 0.0065738 0.01023724 ..., 0.00486944 0.00282067
0.00400553]
...,
[ 0.01238936 0.0105333 0.00785188 ..., 0.00441709 0.00455658
0.00329605]
[ 0.00583559 0.00678515 0.00946272 ..., 0.00318634 0.00781261
0.00409146]
[ 0.00650082 0.00383844 0.00762569 ..., 0.00421981 0.00360666
0.00228294]] (24.615 sec)
INFO:tensorflow:global_step/sec: 2.02997
INFO:tensorflow:probabilities = [[ 0.00930317 0.01920391 0.0094882 ..., 0.00354489 0.00262709
0.00321909]
[ 0.00334189 0.009195 0.00612365 ..., 0.00247922 0.00464883
0.00630684]
[ 0.00382922 0.00694492 0.00660263 ..., 0.00572047 0.0045827
0.00606265]
...,
[ 0.01920575 0.01650916 0.01710375 ..., 0.00334378 0.00248057
0.00139976]
[ 0.00279367 0.00639678 0.00659618 ..., 0.00462959 0.00413763
0.00580829]
[ 0.00291387 0.00712509 0.00440263 ..., 0.00128903 0.00200398
0.00466033]] (24.647 sec)
INFO:tensorflow:step = 4401, loss = 4.44572 (49.261 sec)
INFO:tensorflow:probabilities = [[ 0.00921033 0.01869475 0.01249893 ..., 0.00406425 0.00399636
0.00277491]
[ 0.00081152 0.01090799 0.00468724 ..., 0.00210729 0.00222261
0.00459363]
[ 0.03055483 0.0097147 0.00560501 ..., 0.00794934 0.00639663
0.00191351]
...,
[ 0.0116707 0.01109991 0.00890899 ..., 0.00526046 0.00243647
0.00352381]
[ 0.00364797 0.00877715 0.00723853 ..., 0.00440763 0.00456012
0.00858073]
[ 0.00405359 0.00854793 0.00579712 ..., 0.00565483 0.00549912
0.00395345]] (24.475 sec)
INFO:tensorflow:global_step/sec: 2.04298
INFO:tensorflow:probabilities = [[ 0.00894753 0.00648433 0.00227891 ..., 0.00396455 0.0029998
0.00261593]
[ 0.00100672 0.00432058 0.00219407 ..., 0.00150408 0.00135718
0.00170188]
[ 0.00259145 0.0036742 0.00525539 ..., 0.00267377 0.00278224
0.00380804]
...,
[ 0.00500454 0.00578746 0.00816614 ..., 0.005271 0.00411955
0.00652606]
[ 0.00186385 0.00586765 0.00431226 ..., 0.00396125 0.00287174
0.00807228]
[ 0.00596434 0.00710307 0.00567534 ..., 0.00290927 0.00379659
0.00353882]] (24.473 sec)
INFO:tensorflow:step = 4501, loss = 4.81014 (48.948 sec)
INFO:tensorflow:probabilities = [[ 0.00231857 0.00838833 0.0111055 ..., 0.00341368 0.00295289
0.00344063]
[ 0.00670057 0.00916875 0.01008807 ..., 0.00442542 0.00576999
0.00274164]
[ 0.00102313 0.00769012 0.00976124 ..., 0.00233899 0.0045131
0.00451673]
...,
[ 0.00571804 0.00647695 0.00571516 ..., 0.0042257 0.00115695
0.00706433]
[ 0.01618227 0.00883975 0.00377842 ..., 0.00635022 0.00626867
0.00184509]
[ 0.09775006 0.01386575 0.00979235 ..., 0.00625277 0.0042241
0.0010795 ]] (24.613 sec)
INFO:tensorflow:global_step/sec: 2.0354
INFO:tensorflow:probabilities = [[ 0.00789737 0.00420587 0.00743443 ..., 0.00659484 0.00357666
0.00431703]
[ 0.00156264 0.00974656 0.00749472 ..., 0.0039174 0.00224634
0.00443152]
[ 0.04540004 0.0108258 0.00337098 ..., 0.00694398 0.00874407
0.00220028]
...,
[ 0.06104513 0.0107397 0.01300192 ..., 0.00758559 0.00354091
0.00146854]
[ 0.00172282 0.00710348 0.01207027 ..., 0.00579982 0.00273329
0.00855101]
[ 0.00167118 0.00355636 0.00328471 ..., 0.0028751 0.00178705
0.00418445]] (24.518 sec)
INFO:tensorflow:step = 4601, loss = 4.4325 (49.131 sec)
INFO:tensorflow:probabilities = [[ 0.00400882 0.00690601 0.01009465 ..., 0.00446832 0.00482437
0.00655573]
[ 0.00779946 0.0146557 0.0102576 ..., 0.00286399 0.00313955
0.00392904]
[ 0.00279771 0.01054784 0.00889658 ..., 0.00347148 0.00299138
0.00400193]
...,
[ 0.00405077 0.01211372 0.00651483 ..., 0.00321849 0.0025246
0.00477629]
[ 0.00469258 0.00700289 0.00813346 ..., 0.0057073 0.00400623
0.0052593 ]
[ 0.00364915 0.00654047 0.01017866 ..., 0.00574567 0.00518043
0.00481196]] (24.669 sec)
INFO:tensorflow:global_step/sec: 2.00707
INFO:tensorflow:probabilities = [[ 0.00111133 0.00848807 0.00475708 ..., 0.00186223 0.00109105
0.00486074]
[ 0.00142812 0.01051699 0.01254581 ..., 0.00451031 0.0052894
0.00323109]
[ 0.00777294 0.00585494 0.00490314 ..., 0.00275745 0.00418168
0.00222921]
...,
[ 0.00831692 0.00880326 0.00852406 ..., 0.0025495 0.00863888
0.00371025]
[ 0.00509986 0.00695929 0.00549203 ..., 0.00412967 0.00290976
0.00379739]
[ 0.00115625 0.00360708 0.0041748 ..., 0.00279684 0.00199974
0.00630565]] (25.154 sec)
INFO:tensorflow:step = 4701, loss = 4.8212 (49.824 sec)
INFO:tensorflow:probabilities = [[ 0.00145331 0.00515417 0.00446688 ..., 0.00338687 0.00318622
0.0094816 ]
[ 0.01208881 0.00724971 0.00674156 ..., 0.0046094 0.00599175
0.00515566]
[ 0.00211787 0.00595572 0.00275315 ..., 0.00306189 0.00550187
0.00474744]
...,
[ 0.00893414 0.01330614 0.00358639 ..., 0.0018375 0.00405459
0.00477261]
[ 0.00703153 0.0101859 0.00666515 ..., 0.0019032 0.00316012
0.00145834]
[ 0.00220799 0.00617814 0.00378769 ..., 0.0034817 0.00248666
0.00333134]] (25.103 sec)
INFO:tensorflow:Saving checkpoints for 4766 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.93376
INFO:tensorflow:probabilities = [[ 0.00511802 0.00839304 0.00559115 ..., 0.00212539 0.00279756
0.0037092 ]
[ 0.16491252 0.00969773 0.0042665 ..., 0.0041921 0.00529659
0.0007165 ]
[ 0.00281489 0.00625295 0.02143122 ..., 0.00530825 0.00419177
0.00531253]
...,
[ 0.00269141 0.00610432 0.01403245 ..., 0.00623206 0.00763068
0.00319908]
[ 0.10975502 0.00985407 0.00911946 ..., 0.0040222 0.00612826
0.00150785]
[ 0.00209265 0.0059104 0.00786581 ..., 0.00520641 0.00316263
0.00368598]] (26.610 sec)
INFO:tensorflow:step = 4801, loss = 4.49295 (51.712 sec)
INFO:tensorflow:probabilities = [[ 0.00225382 0.00536056 0.00443403 ..., 0.00406472 0.00246597
0.01088929]
[ 0.00676044 0.0051607 0.01285848 ..., 0.00577744 0.00436771
0.00454098]
[ 0.00341775 0.00606146 0.02201348 ..., 0.00624137 0.00529393
0.00306393]
...,
[ 0.00416354 0.0141066 0.01430168 ..., 0.00444256 0.00296058
0.00626163]
[ 0.00441824 0.0089896 0.009228 ..., 0.00610089 0.00456634
0.00224474]
[ 0.00028444 0.00553827 0.00462953 ..., 0.00197429 0.00191964
0.01280081]] (25.036 sec)
INFO:tensorflow:global_step/sec: 1.9981
INFO:tensorflow:probabilities = [[ 0.00104963 0.0094719 0.01028922 ..., 0.00567398 0.00321181
0.00781365]
[ 0.00471651 0.01089384 0.00413725 ..., 0.00597631 0.0057247
0.00320359]
[ 0.04558283 0.01549609 0.00896069 ..., 0.00728557 0.01062298
0.00095705]
...,
[ 0.00034743 0.01110706 0.00476935 ..., 0.0013406 0.00255655
0.00411766]
[ 0.00058251 0.00606312 0.00892697 ..., 0.0028748 0.00347483
0.0049873 ]
[ 0.00275755 0.0085289 0.01145888 ..., 0.00452079 0.00273321
0.00414031]] (25.011 sec)
INFO:tensorflow:step = 4901, loss = 4.69777 (50.048 sec)
INFO:tensorflow:probabilities = [[ 0.0018747 0.00603996 0.01429399 ..., 0.00396933 0.00422296
0.0042709 ]
[ 0.05592967 0.00516005 0.00376254 ..., 0.00745603 0.00379538
0.00216586]
[ 0.00076246 0.00447476 0.0048103 ..., 0.00367689 0.00311061
0.00726014]
...,
[ 0.02831944 0.0097472 0.00528996 ..., 0.00644941 0.00431119
0.0031287 ]
[ 0.0088144 0.01105662 0.00744995 ..., 0.0049941 0.00696358
0.00185167]
[ 0.00052452 0.00401326 0.00413723 ..., 0.00150311 0.0017999
0.00447383]] (25.408 sec)
INFO:tensorflow:global_step/sec: 1.97618
INFO:tensorflow:probabilities = [[ 0.00242395 0.00670507 0.00256588 ..., 0.00521335 0.00521278
0.00970525]
[ 0.01011103 0.0106843 0.00949 ..., 0.00322976 0.00373546
0.00309664]
[ 0.00957408 0.01608312 0.00965293 ..., 0.00537739 0.0038911
0.00505674]
...,
[ 0.00328893 0.00772701 0.0087359 ..., 0.00331769 0.00208406
0.00559844]
[ 0.00205011 0.00795205 0.0036518 ..., 0.00319482 0.00227127
0.00672992]
[ 0.00283188 0.00998921 0.00995854 ..., 0.00483739 0.00540148
0.00333712]] (25.194 sec)
INFO:tensorflow:step = 5001, loss = 4.38621 (50.602 sec)
INFO:tensorflow:probabilities = [[ 0.0030081 0.0100344 0.00339759 ..., 0.00517285 0.00551703
0.00489746]
[ 0.00125745 0.00694401 0.0103998 ..., 0.00215087 0.00482358
0.00684491]
[ 0.0006129 0.00982487 0.00821446 ..., 0.00350911 0.00231963
0.00775462]
...,
[ 0.00208961 0.00709757 0.00797662 ..., 0.00632379 0.00377168
0.00405071]
[ 0.0164354 0.00730582 0.00532042 ..., 0.00599408 0.00813515
0.00596966]
[ 0.01699638 0.01482414 0.00840361 ..., 0.0064276 0.00475988
0.00222758]] (25.014 sec)
INFO:tensorflow:global_step/sec: 1.9964
INFO:tensorflow:probabilities = [[ 0.00131326 0.00765766 0.00677028 ..., 0.00244642 0.002795
0.00430145]
[ 0.00158693 0.00488761 0.0031213 ..., 0.00293192 0.00506808
0.00453051]
[ 0.00282718 0.00519619 0.00935548 ..., 0.00448685 0.00272044
0.00363692]
...,
[ 0.00119818 0.00546759 0.0026367 ..., 0.00334197 0.0045787
0.00663211]
[ 0.00063057 0.00267448 0.00601209 ..., 0.00240185 0.00460269
0.00374977]
[ 0.00330922 0.00599923 0.00378128 ..., 0.00331839 0.00399833
0.00165615]] (25.077 sec)
INFO:tensorflow:step = 5101, loss = 4.54328 (50.090 sec)
INFO:tensorflow:probabilities = [[ 0.00217802 0.01344629 0.0074818 ..., 0.00551286 0.00146732
0.00665817]
[ 0.00879276 0.00334683 0.00575298 ..., 0.00639791 0.00549662
0.00494244]
[ 0.03368269 0.01402295 0.00510897 ..., 0.00501939 0.00641197
0.00331691]
...,
[ 0.0010913 0.00947973 0.00435621 ..., 0.00203109 0.00283171
0.0031648 ]
[ 0.00009523 0.0048966 0.0069921 ..., 0.00306782 0.00418105
0.0098117 ]
[ 0.00253723 0.00703233 0.00190733 ..., 0.00321225 0.00765985
0.007823 ]] (25.107 sec)
INFO:tensorflow:global_step/sec: 1.99106
INFO:tensorflow:probabilities = [[ 0.01098721 0.00595677 0.00447682 ..., 0.00633261 0.00585678
0.00365709]
[ 0.00561284 0.00702554 0.00122671 ..., 0.00385538 0.00412926
0.00402044]
[ 0.0021676 0.01036745 0.00833108 ..., 0.00447764 0.00622395
0.00268728]
...,
[ 0.01249101 0.0053318 0.00338033 ..., 0.0035607 0.00301944
0.00346469]
[ 0.01166462 0.00761166 0.00705059 ..., 0.00630097 0.00464921
0.00287959]
[ 0.1561617 0.00558427 0.00252731 ..., 0.00285267 0.02564973
0.0006683 ]] (25.117 sec)
INFO:tensorflow:step = 5201, loss = 4.41566 (50.224 sec)
INFO:tensorflow:probabilities = [[ 0.00099442 0.01207066 0.00513386 ..., 0.00270735 0.00233468
0.00304087]
[ 0.00760887 0.01773602 0.02206357 ..., 0.01003252 0.00361008
0.00250504]
[ 0.0819414 0.00832271 0.0091168 ..., 0.00454723 0.00375599
0.00200069]
...,
[ 0.00771918 0.0111812 0.00316304 ..., 0.00746939 0.00542548
0.00487205]
[ 0.00187559 0.01040725 0.00424102 ..., 0.00294145 0.00431099
0.0064366 ]
[ 0.09321385 0.00880841 0.00894127 ..., 0.00589613 0.00566638
0.00085504]] (25.012 sec)
INFO:tensorflow:global_step/sec: 1.99388
INFO:tensorflow:probabilities = [[ 0.00127143 0.01021446 0.00187646 ..., 0.00291037 0.00284076
0.00353954]
[ 0.01537674 0.0117606 0.00670983 ..., 0.00167397 0.00282493
0.00067301]
[ 0.00180041 0.00530601 0.00357549 ..., 0.00375465 0.00404487
0.00561228]
...,
[ 0.02126864 0.00751618 0.00446066 ..., 0.00460433 0.00394939
0.00161959]
[ 0.02688681 0.00668598 0.00438266 ..., 0.00387329 0.00673482
0.00245534]
[ 0.03368773 0.00587868 0.00437042 ..., 0.00755713 0.00425598
0.00238758]] (25.142 sec)
INFO:tensorflow:step = 5301, loss = 4.63494 (50.154 sec)
INFO:tensorflow:probabilities = [[ 0.00825935 0.01748768 0.00422108 ..., 0.00805384 0.00877802
0.0052277 ]
[ 0.00147207 0.00701277 0.01156196 ..., 0.0045803 0.00317155
0.00526254]
[ 0.00796005 0.00315431 0.00949389 ..., 0.0114607 0.00745728
0.00142471]
...,
[ 0.01640316 0.01429378 0.00343203 ..., 0.00184499 0.00398907
0.00277145]
[ 0.00467849 0.0069989 0.00228357 ..., 0.00166925 0.00294967
0.00286423]
[ 0.00040989 0.00927948 0.00593736 ..., 0.00290942 0.00478603
0.00398818]] (25.188 sec)
INFO:tensorflow:global_step/sec: 1.9912
INFO:tensorflow:probabilities = [[ 0.00128744 0.00569259 0.00334274 ..., 0.00370068 0.00201179
0.00549085]
[ 0.03350368 0.01075108 0.00386849 ..., 0.00783933 0.00502464
0.00092286]
[ 0.00115659 0.00802072 0.00644247 ..., 0.001536 0.00297478
0.00542731]
...,
[ 0.0007453 0.00220995 0.00117542 ..., 0.00492296 0.00228088
0.01074321]
[ 0.00246372 0.00760115 0.00378198 ..., 0.00398084 0.0037975
0.00405211]
[ 0.00626525 0.01111197 0.00333983 ..., 0.00365501 0.00386329
0.00434533]] (25.033 sec)
INFO:tensorflow:step = 5401, loss = 4.46212 (50.221 sec)
INFO:tensorflow:probabilities = [[ 0.00026951 0.00422488 0.00313143 ..., 0.00234041 0.00260109
0.00439807]
[ 0.00354368 0.00803766 0.0042594 ..., 0.00447486 0.00623258
0.00496203]
[ 0.01997377 0.01453792 0.00875473 ..., 0.00490261 0.0062647
0.00152991]
...,
[ 0.00003335 0.00461189 0.00112138 ..., 0.00144489 0.00076166
0.00551944]
[ 0.002794 0.00455716 0.00390185 ..., 0.0021677 0.00220462
0.00844391]
[ 0.00281996 0.0058907 0.01091142 ..., 0.00421621 0.00475396
0.00582536]] (25.185 sec)
INFO:tensorflow:global_step/sec: 1.98862
INFO:tensorflow:probabilities = [[ 0.00290966 0.00724707 0.01658623 ..., 0.0068359 0.0029459
0.00103547]
[ 0.000762 0.00346156 0.00574622 ..., 0.00340262 0.00232943
0.00319373]
[ 0.00796664 0.00551581 0.00351446 ..., 0.00852844 0.00121759
0.00291016]
...,
[ 0.00404533 0.00616169 0.01209609 ..., 0.00640663 0.00553183
0.00301744]
[ 0.01639678 0.00713977 0.00645062 ..., 0.00402402 0.00620572
0.0027151 ]
[ 0.00592857 0.00327349 0.00973981 ..., 0.00291858 0.00321376
0.00298509]] (25.101 sec)
INFO:tensorflow:step = 5501, loss = 4.53509 (50.286 sec)
INFO:tensorflow:probabilities = [[ 0.00109509 0.01463869 0.00936433 ..., 0.00475072 0.00448947
0.0033985 ]
[ 0.00048528 0.00754162 0.00549403 ..., 0.00119109 0.00193335
0.00519435]
[ 0.02032181 0.0045097 0.00905361 ..., 0.00429489 0.005788
0.00124348]
...,
[ 0.03012089 0.00967879 0.00431937 ..., 0.00482086 0.00523214
0.00247274]
[ 0.00026862 0.0054707 0.00465656 ..., 0.00245452 0.00362628
0.00616552]
[ 0.0276962 0.00763406 0.00617456 ..., 0.00689521 0.00562384
0.00391143]] (25.448 sec)
INFO:tensorflow:global_step/sec: 1.98024
INFO:tensorflow:probabilities = [[ 0.01516087 0.01090287 0.01597036 ..., 0.00936074 0.00591121
0.00299176]
[ 0.0041849 0.01393754 0.01393412 ..., 0.0060857 0.00410242
0.00417462]
[ 0.00068927 0.00520721 0.00631674 ..., 0.00202346 0.00387834
0.00725171]
...,
[ 0.00744155 0.01423594 0.00590784 ..., 0.00430047 0.00209959
0.0034059 ]
[ 0.00396529 0.0042303 0.00284706 ..., 0.00151954 0.00539785
0.00461993]
[ 0.00395003 0.00801566 0.00666597 ..., 0.00545505 0.00563124
0.0027919 ]] (25.051 sec)
INFO:tensorflow:step = 5601, loss = 4.39597 (50.499 sec)
INFO:tensorflow:probabilities = [[ 0.00120641 0.0155778 0.0119991 ..., 0.00777615 0.00509149
0.00158742]
[ 0.00362031 0.02229586 0.00740625 ..., 0.00650319 0.00297747
0.00378968]
[ 0.00024522 0.01010443 0.0075523 ..., 0.0021461 0.00126099
0.0125993 ]
...,
[ 0.00367677 0.01823253 0.00490592 ..., 0.00310517 0.00301698
0.00215401]
[ 0.00728259 0.00830129 0.00553937 ..., 0.00817754 0.00712723
0.00231082]
[ 0.00207962 0.01453575 0.00762008 ..., 0.00445009 0.00896489
0.00638782]] (24.998 sec)
INFO:tensorflow:global_step/sec: 1.99389
INFO:tensorflow:probabilities = [[ 0.00081493 0.00637744 0.00290572 ..., 0.00209015 0.00277107
0.00231176]
[ 0.00134835 0.00394676 0.00463813 ..., 0.00258561 0.00285348
0.01262601]
[ 0.00018996 0.00400636 0.00111456 ..., 0.00070588 0.00457641
0.00251488]
...,
[ 0.0002339 0.00602415 0.02229239 ..., 0.00154808 0.00168851
0.01070353]
[ 0.00263524 0.00612926 0.00504534 ..., 0.00534047 0.00226976
0.00283618]
[ 0.0004187 0.00846552 0.02158449 ..., 0.00300303 0.00228714
0.00946684]] (25.155 sec)
INFO:tensorflow:step = 5701, loss = 4.57068 (50.153 sec)
INFO:tensorflow:probabilities = [[ 0.00217545 0.00630841 0.01221127 ..., 0.0077408 0.00512263
0.00950143]
[ 0.00081399 0.00358413 0.00145003 ..., 0.00130407 0.00354587
0.00521712]
[ 0.03103153 0.00390829 0.00419851 ..., 0.00839806 0.00368989
0.00121665]
...,
[ 0.00069338 0.00551349 0.00288904 ..., 0.00426625 0.0041334
0.0056173 ]
[ 0.03240303 0.01064708 0.00260061 ..., 0.00327032 0.00441114
0.00184316]
[ 0.18463518 0.00608757 0.00453026 ..., 0.00716862 0.00301136
0.00034319]] (25.151 sec)
INFO:tensorflow:global_step/sec: 1.99238
INFO:tensorflow:probabilities = [[ 0.00093987 0.00350569 0.00249239 ..., 0.00260804 0.00264066
0.00553211]
[ 0.01342845 0.00658423 0.0136392 ..., 0.00925788 0.00567336
0.00435175]
[ 0.00152355 0.00328651 0.00357204 ..., 0.0022919 0.00259957
0.01101328]
...,
[ 0.00006027 0.00274361 0.00096533 ..., 0.00053171 0.00155027
0.01053165]
[ 0.0153045 0.01041804 0.01192954 ..., 0.01352858 0.0035539
0.00186743]
[ 0.02942003 0.00492664 0.00357547 ..., 0.0063248 0.00656872
0.00281567]] (25.040 sec)
INFO:tensorflow:step = 5801, loss = 4.40219 (50.191 sec)
INFO:tensorflow:probabilities = [[ 0.00505041 0.01620426 0.00885267 ..., 0.00404437 0.00664634
0.00343379]
[ 0.00221375 0.01685505 0.00194157 ..., 0.00398204 0.00194365
0.00281222]
[ 0.00024723 0.00728438 0.00164569 ..., 0.00147972 0.00177211
0.00210529]
...,
[ 0.00024217 0.00334646 0.00123088 ..., 0.00092936 0.00496166
0.0052604 ]
[ 0.0004057 0.00568829 0.00338877 ..., 0.00365727 0.00276021
0.00865702]
[ 0.00086011 0.01284832 0.00425089 ..., 0.00500801 0.00235261
0.00789082]] (26.418 sec)
INFO:tensorflow:global_step/sec: 1.91523
INFO:tensorflow:probabilities = [[ 0.04740103 0.00331015 0.0030686 ..., 0.00397717 0.00489688
0.00122752]
[ 0.00027306 0.00952869 0.01026686 ..., 0.00266185 0.00302378
0.0027103 ]
[ 0.00135277 0.00511653 0.01347407 ..., 0.00249124 0.00461219
0.00409586]
...,
[ 0.05571642 0.0049147 0.00150841 ..., 0.00168609 0.00187776
0.00187425]
[ 0.0017252 0.00564993 0.00464158 ..., 0.0028756 0.00557981
0.00848827]
[ 0.00120803 0.00487906 0.0013059 ..., 0.00258946 0.0046787
0.00240799]] (25.795 sec)
INFO:tensorflow:step = 5901, loss = 4.55027 (52.214 sec)
INFO:tensorflow:probabilities = [[ 0.00784137 0.00898848 0.00398352 ..., 0.003598 0.00216287
0.00148508]
[ 0.00034162 0.00426312 0.0011173 ..., 0.0016004 0.00295033
0.00506843]
[ 0.00009611 0.00351143 0.00146229 ..., 0.00077228 0.00100861
0.00652271]
...,
[ 0.00414349 0.01127461 0.00614472 ..., 0.00522199 0.00463234
0.00388341]
[ 0.00956935 0.00597533 0.00167162 ..., 0.00125267 0.00552935
0.00213779]
[ 0.00016488 0.00745011 0.0096412 ..., 0.00366922 0.00186972
0.00913962]] (25.711 sec)
INFO:tensorflow:Saving checkpoints for 5953 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.92055
INFO:tensorflow:probabilities = [[ 0.00204108 0.00808123 0.02357087 ..., 0.00414318 0.00211252
0.00456824]
[ 0.014885 0.00487424 0.00415921 ..., 0.01806887 0.00279107
0.00367973]
[ 0.03113671 0.00604027 0.00201837 ..., 0.00671279 0.00803757
0.00186444]
...,
[ 0.002336 0.02030598 0.01244565 ..., 0.00306594 0.0058896
0.00517499]
[ 0.00266482 0.00757286 0.00779611 ..., 0.00224781 0.00704568
0.00410194]
[ 0.00007993 0.00653961 0.00651162 ..., 0.00265307 0.00288567
0.0088079 ]] (26.358 sec)
INFO:tensorflow:step = 6001, loss = 4.31763 (52.069 sec)
INFO:tensorflow:probabilities = [[ 0.00217835 0.00488129 0.00547156 ..., 0.00483952 0.01259319
0.00411166]
[ 0.00089689 0.00873412 0.00908296 ..., 0.00255172 0.00306955
0.00917483]
[ 0.00024479 0.00642931 0.00562224 ..., 0.00231893 0.004348
0.00757318]
...,
[ 0.0022376 0.01010717 0.00395396 ..., 0.00298253 0.00417769
0.00257034]
[ 0.00547655 0.03359357 0.02733589 ..., 0.00455425 0.00394046
0.00090725]
[ 0.00046406 0.00833395 0.00676135 ..., 0.00141828 0.0053323
0.00692418]] (25.829 sec)
INFO:tensorflow:global_step/sec: 1.94144
INFO:tensorflow:probabilities = [[ 0.00041108 0.00884114 0.00314348 ..., 0.00085587 0.00358758
0.00649532]
[ 0.0006995 0.00578204 0.00668418 ..., 0.0039137 0.00583246
0.00217588]
[ 0.00046187 0.00292624 0.00233942 ..., 0.00229695 0.00203193
0.00418846]
...,
[ 0.00536427 0.00682122 0.01966045 ..., 0.00310482 0.00275932
0.00335036]
[ 0.0000167 0.00273978 0.00170675 ..., 0.00077179 0.00122333
0.00693162]
[ 0.00034212 0.00270432 0.00218435 ..., 0.00218589 0.00351765
0.00278502]] (25.679 sec)
INFO:tensorflow:step = 6101, loss = 4.4521 (51.508 sec)
INFO:tensorflow:probabilities = [[ 0.00113079 0.0034798 0.00227928 ..., 0.00120986 0.00267494
0.00792918]
[ 0.01897833 0.00274233 0.00159252 ..., 0.0022334 0.00656943
0.00194009]
[ 0.00295073 0.002809 0.00189895 ..., 0.00524826 0.00264417
0.00180055]
...,
[ 0.0054498 0.00758972 0.00921253 ..., 0.00559489 0.01509973
0.00196021]
[ 0.00575419 0.00970108 0.0053371 ..., 0.00199306 0.0078649
0.00236795]
[ 0.00248435 0.00600817 0.00388992 ..., 0.00397836 0.00529006
0.00604437]] (25.745 sec)
INFO:tensorflow:global_step/sec: 1.94144
INFO:tensorflow:probabilities = [[ 0.00124165 0.01346534 0.00713337 ..., 0.00339825 0.00370862
0.00252697]
[ 0.00390355 0.01600311 0.01971688 ..., 0.00484798 0.00453854
0.00171017]
[ 0.0000577 0.00375558 0.00145053 ..., 0.00178256 0.00123984
0.01182083]
...,
[ 0.05898424 0.00406463 0.00093038 ..., 0.00471797 0.01503247
0.0023755 ]
[ 0.08659646 0.03196309 0.0035962 ..., 0.00623055 0.00470882
0.00087591]
[ 0.00092571 0.00883397 0.00445268 ..., 0.00175392 0.00182944
0.01162248]] (25.764 sec)
INFO:tensorflow:step = 6201, loss = 4.20991 (51.510 sec)
INFO:tensorflow:probabilities = [[ 0.00082425 0.0132999 0.00475267 ..., 0.00511479 0.00483922
0.00221755]
[ 0.06939582 0.00535285 0.00684173 ..., 0.00764809 0.00355793
0.00015208]
[ 0.00375777 0.00981354 0.00465231 ..., 0.0028345 0.01170599
0.00402861]
...,
[ 0.00110494 0.00531976 0.01493887 ..., 0.00326003 0.00465545
0.01011079]
[ 0.09936903 0.01654249 0.00677198 ..., 0.00581532 0.00744992
0.0007583 ]
[ 0.00019433 0.01140201 0.00509744 ..., 0.00266948 0.00081088
0.01656876]] (25.548 sec)
INFO:tensorflow:global_step/sec: 1.96027
INFO:tensorflow:probabilities = [[ 0.00004814 0.00310618 0.02617383 ..., 0.00269071 0.00119333
0.00596518]
[ 0.00014461 0.00264341 0.00232122 ..., 0.0006305 0.00083474
0.00485145]
[ 0.00000904 0.00261963 0.00065211 ..., 0.00067261 0.00063939
0.00379305]
...,
[ 0.00011095 0.00611585 0.00630008 ..., 0.0015385 0.00258937
0.00525983]
[ 0.00337421 0.00817292 0.00312837 ..., 0.00195438 0.00472843
0.00245492]
[ 0.00887134 0.0043499 0.00484851 ..., 0.00276493 0.00507004
0.0075477 ]] (25.465 sec)
INFO:tensorflow:step = 6301, loss = 4.34211 (51.012 sec)
INFO:tensorflow:probabilities = [[ 0.00575815 0.02806566 0.00616353 ..., 0.00348495 0.00691704
0.00513857]
[ 0.00553026 0.00653406 0.00355731 ..., 0.01269278 0.00174323
0.00448943]
[ 0.03191105 0.01182437 0.01078633 ..., 0.00867776 0.00310101
0.00566991]
...,
[ 0.00975722 0.00940099 0.00493913 ..., 0.00730873 0.00323787
0.00417478]
[ 0.0039348 0.01054649 0.00761376 ..., 0.00677325 0.00380459
0.00524399]
[ 0.00188911 0.00990238 0.00564538 ..., 0.00444631 0.00498862
0.00729797]] (25.541 sec)
INFO:tensorflow:global_step/sec: 1.96228
INFO:tensorflow:probabilities = [[ 0.00651117 0.0090742 0.00409162 ..., 0.00162906 0.00990742
0.00121821]
[ 0.00102459 0.01521745 0.05551771 ..., 0.00520719 0.00196169
0.00455697]
[ 0.00113992 0.00742279 0.00324909 ..., 0.00263316 0.00196412
0.0046839 ]
...,
[ 0.00347002 0.01165314 0.01181244 ..., 0.00743251 0.00452679
0.00716796]
[ 0.00493036 0.00901732 0.00347895 ..., 0.00359469 0.00708762
0.00368219]
[ 0.00046867 0.00445353 0.00270217 ..., 0.0012803 0.00178948
0.00317592]] (25.420 sec)
INFO:tensorflow:step = 6401, loss = 4.30723 (50.961 sec)
INFO:tensorflow:probabilities = [[ 0.00520751 0.01182028 0.01425389 ..., 0.00825548 0.00681913
0.00347397]
[ 0.0020097 0.00820448 0.00436566 ..., 0.00778966 0.00989263
0.00556343]
[ 0.00006478 0.00410872 0.00542557 ..., 0.00253108 0.0008716
0.01003755]
...,
[ 0.01972479 0.02614752 0.00876486 ..., 0.00466934 0.00401744
0.00167286]
[ 0.00043054 0.00568355 0.00345076 ..., 0.00435705 0.0036621
0.01200883]
[ 0.01240628 0.00646797 0.00155852 ..., 0.00348942 0.00494571
0.00181725]] (25.502 sec)
INFO:tensorflow:global_step/sec: 1.95961
INFO:tensorflow:probabilities = [[ 0.00106581 0.00540967 0.02072536 ..., 0.00689586 0.00429825
0.00320435]
[ 0.00512194 0.00469747 0.00233288 ..., 0.00215251 0.00739777
0.0022279 ]
[ 0.00003161 0.00272671 0.00055762 ..., 0.00099073 0.00124528
0.00784204]
...,
[ 0.01310776 0.0089531 0.00530384 ..., 0.00436817 0.00503364
0.00133269]
[ 0.00697149 0.00771492 0.00700537 ..., 0.00559434 0.00114013
0.00797751]
[ 0.00162025 0.00717026 0.00089257 ..., 0.00299233 0.00187979
0.00265198]] (25.529 sec)
INFO:tensorflow:step = 6501, loss = 4.35668 (51.031 sec)
INFO:tensorflow:probabilities = [[ 0.00170317 0.00457331 0.0422157 ..., 0.00447847 0.00448008
0.00775844]
[ 0.00539902 0.00795367 0.02396931 ..., 0.0055002 0.00631615
0.00090054]
[ 0.00252671 0.00426735 0.00196732 ..., 0.00236265 0.0127493
0.00311873]
...,
[ 0.02739034 0.00365296 0.00307483 ..., 0.00651517 0.00479022
0.00159644]
[ 0.00574782 0.00732787 0.00509834 ..., 0.0034606 0.00312583
0.00617395]
[ 0.00232723 0.00409846 0.01217535 ..., 0.00223937 0.00629299
0.00393432]] (25.437 sec)
INFO:tensorflow:global_step/sec: 1.96328
INFO:tensorflow:probabilities = [[ 0.00641779 0.00818547 0.01451668 ..., 0.00747924 0.00520393
0.00600548]
[ 0.0369437 0.00584738 0.00175302 ..., 0.00296757 0.01310916
0.00108395]
[ 0.00158061 0.0097049 0.0251235 ..., 0.00263287 0.00782077
0.00531371]
...,
[ 0.00321723 0.01403068 0.01424593 ..., 0.00277564 0.01331292
0.00258591]
[ 0.00027153 0.00684733 0.00083646 ..., 0.00124074 0.0014529
0.00443614]
[ 0.00028201 0.00536673 0.00839639 ..., 0.00811933 0.0009985
0.0061434 ]] (25.498 sec)
INFO:tensorflow:step = 6601, loss = 4.31017 (50.937 sec)
INFO:tensorflow:probabilities = [[ 0.00233951 0.01016117 0.00580593 ..., 0.00657426 0.00195683
0.0073106 ]
[ 0.00247423 0.00765162 0.00060401 ..., 0.00128954 0.00769535
0.00231332]
[ 0.00030483 0.00777816 0.01485252 ..., 0.00426489 0.00281076
0.00432662]
...,
[ 0.00119184 0.0129329 0.00282914 ..., 0.00623261 0.00259108
0.00405558]
[ 0.02602319 0.01373932 0.00506986 ..., 0.00515047 0.00461981
0.00490322]
[ 0.07201595 0.0029999 0.00333293 ..., 0.00432143 0.00313526
0.00032477]] (25.277 sec)
INFO:tensorflow:global_step/sec: 1.98517
INFO:tensorflow:probabilities = [[ 0.00228381 0.00290125 0.0033543 ..., 0.00285252 0.00549203
0.00104811]
[ 0.00050138 0.01381572 0.00566198 ..., 0.00624416 0.00354683
0.00269216]
[ 0.00002895 0.00169697 0.00217629 ..., 0.00113995 0.0008835
0.00623647]
...,
[ 0.00081572 0.00386702 0.00167632 ..., 0.00068018 0.00498798
0.00310325]
[ 0.00031456 0.00713093 0.00872813 ..., 0.00142035 0.00215203
0.01243398]
[ 0.00055057 0.0091928 0.01372848 ..., 0.00529624 0.00303806
0.0081961 ]] (25.097 sec)
INFO:tensorflow:step = 6701, loss = 4.37253 (50.371 sec)
INFO:tensorflow:probabilities = [[ 0.00010139 0.00335534 0.02137564 ..., 0.00177311 0.00634 0.00606534]
[ 0.00355565 0.00935446 0.00319839 ..., 0.00201326 0.00586819
0.00624288]
[ 0.00232578 0.00983979 0.00640866 ..., 0.00742627 0.00372831
0.00809694]
...,
[ 0.00031787 0.00616482 0.01590964 ..., 0.00606904 0.00125211
0.0112235 ]
[ 0.10989317 0.00212826 0.00275876 ..., 0.00505417 0.00364414
0.00049096]
[ 0.01013378 0.005482 0.00239722 ..., 0.00269226 0.00548805
0.00324695]] (24.902 sec)
INFO:tensorflow:global_step/sec: 2.01081
INFO:tensorflow:probabilities = [[ 0.00845214 0.0168058 0.00632963 ..., 0.00354947 0.00453911
0.00097186]
[ 0.05294872 0.00248927 0.00216734 ..., 0.00455749 0.00361584
0.00321682]
[ 0.00019915 0.00924506 0.01285598 ..., 0.00238223 0.00164133
0.00432215]
...,
[ 0.09551301 0.00595273 0.00107289 ..., 0.00472484 0.00733826
0.00070787]
[ 0.00157841 0.01546354 0.02344916 ..., 0.00596373 0.00482224
0.00559879]
[ 0.00090223 0.0045727 0.00662037 ..., 0.00293618 0.0030486
0.00970619]] (24.830 sec)
INFO:tensorflow:step = 6801, loss = 4.04343 (49.732 sec)
INFO:tensorflow:probabilities = [[ 0.00126915 0.00443163 0.01030684 ..., 0.0271566 0.00224666
0.00175509]
[ 0.00008462 0.00253939 0.00849994 ..., 0.00192193 0.00159646
0.01099426]
[ 0.02705993 0.01259733 0.00447547 ..., 0.01408604 0.00559413
0.00293974]
...,
[ 0.01033338 0.00574168 0.00865103 ..., 0.00414983 0.0035697
0.00397831]
[ 0.06063716 0.0076999 0.0015993 ..., 0.00527877 0.00551814
0.00064306]
[ 0.00118419 0.02330795 0.02419918 ..., 0.00534092 0.00513124
0.00794183]] (25.077 sec)
INFO:tensorflow:global_step/sec: 2.00433
INFO:tensorflow:probabilities = [[ 0.00711348 0.01687916 0.00654389 ..., 0.00965443 0.00340605
0.00359455]
[ 0.00690588 0.00595741 0.00341259 ..., 0.0047067 0.00895602
0.00148949]
[ 0.00007663 0.0061804 0.00140487 ..., 0.00051874 0.00157065
0.0019193 ]
...,
[ 0.00031963 0.00418896 0.01094143 ..., 0.00324009 0.0025487
0.00370517]
[ 0.02565487 0.00754112 0.00601224 ..., 0.00765865 0.00656153
0.00112169]
[ 0.00009551 0.00214661 0.01665718 ..., 0.00296768 0.00156265
0.00333949]] (24.815 sec)
INFO:tensorflow:step = 6901, loss = 4.44182 (49.893 sec)
INFO:tensorflow:probabilities = [[ 0.00305408 0.00789464 0.00247532 ..., 0.0016867 0.02592171
0.00186962]
[ 0.00034599 0.00136352 0.00472126 ..., 0.00256901 0.00493238
0.00601647]
[ 0.02318457 0.00545493 0.01200855 ..., 0.01658569 0.00586883
0.00311778]
...,
[ 0.00011672 0.0047863 0.00393592 ..., 0.00085275 0.00326913
0.00483084]
[ 0.00046877 0.00502789 0.01106333 ..., 0.00514373 0.00478551
0.00573598]
[ 0.00005735 0.00208638 0.00189191 ..., 0.00115605 0.00322623
0.00559018]] (24.857 sec)
INFO:tensorflow:global_step/sec: 2.01292
INFO:tensorflow:probabilities = [[ 0.01291906 0.00919469 0.00451208 ..., 0.00782661 0.01445062
0.00638705]
[ 0.00454911 0.00534664 0.00347707 ..., 0.0046398 0.01418326
0.00196924]
[ 0.12359898 0.00300524 0.00067836 ..., 0.01523429 0.00208491
0.0004013 ]
...,
[ 0.00067175 0.00404984 0.03890828 ..., 0.00624335 0.00172153
0.00570787]
[ 0.00012977 0.00908415 0.00128541 ..., 0.00203523 0.00280227
0.00276335]
[ 0.00073062 0.02037944 0.00696988 ..., 0.00486256 0.00125811
0.0090744 ]] (24.822 sec)
INFO:tensorflow:step = 7001, loss = 4.30166 (49.678 sec)
INFO:tensorflow:probabilities = [[ 0.00000323 0.00128961 0.0024767 ..., 0.00009878 0.00016966
0.00351849]
[ 0.00044423 0.00621105 0.00740179 ..., 0.00276848 0.004313
0.00527683]
[ 0.00002052 0.00274476 0.00165293 ..., 0.00042922 0.00049571
0.00292825]
...,
[ 0.00012999 0.00378596 0.00157692 ..., 0.00232787 0.00240872
0.00307377]
[ 0.00377093 0.01802002 0.00552234 ..., 0.00332579 0.00971424
0.00130189]
[ 0.00066167 0.00668966 0.00761992 ..., 0.00186944 0.00425443
0.00297723]] (24.996 sec)
INFO:tensorflow:global_step/sec: 2.00239
INFO:tensorflow:probabilities = [[ 0.03202005 0.00312329 0.00231942 ..., 0.01342013 0.0010425
0.00257959]
[ 0.07930525 0.01012933 0.00533275 ..., 0.00940687 0.00147631
0.00156717]
[ 0.01240422 0.00527642 0.00110218 ..., 0.00113945 0.00216504
0.00212979]
...,
[ 0.00006739 0.00386845 0.00231064 ..., 0.00111414 0.00115268
0.00397865]
[ 0.00031969 0.00290615 0.00122412 ..., 0.0072939 0.00117725
0.00194666]
[ 0.00016086 0.02194046 0.00872442 ..., 0.00238292 0.00298361
0.00923657]] (24.945 sec)
INFO:tensorflow:step = 7101, loss = 4.19457 (49.940 sec)
INFO:tensorflow:Saving checkpoints for 7138 into ./model-k/model.ckpt.
INFO:tensorflow:probabilities = [[ 0.00673027 0.00740819 0.00323195 ..., 0.00287869 0.00561277
0.00393248]
[ 0.04834736 0.00576832 0.00171586 ..., 0.00238845 0.0070174
0.00150247]
[ 0.00060878 0.01694373 0.00259193 ..., 0.00490486 0.00184734
0.00601204]
...,
[ 0.01782483 0.00383098 0.00094898 ..., 0.00346271 0.00632349
0.00376573]
[ 0.00168058 0.00379151 0.00290612 ..., 0.00533859 0.0024049
0.00671418]
[ 0.00735422 0.01931237 0.00640239 ..., 0.00704909 0.00155494
0.00598332]] (25.511 sec)
INFO:tensorflow:global_step/sec: 1.98534
INFO:tensorflow:probabilities = [[ 0.08182305 0.01121457 0.00205542 ..., 0.00263484 0.00178469
0.00079985]
[ 0.00003629 0.02284228 0.00231977 ..., 0.00072459 0.00063516
0.01289821]
[ 0.00032233 0.01306617 0.00987656 ..., 0.0019 0.0068839
0.01479708]
...,
[ 0.00326998 0.00867376 0.00131342 ..., 0.00358425 0.00422403
0.00229709]
[ 0.00028779 0.018751 0.00674301 ..., 0.00820206 0.00344799
0.00576655]
[ 0.00438378 0.00746247 0.00608124 ..., 0.00829339 0.00896381
0.00147784]] (24.859 sec)
INFO:tensorflow:step = 7201, loss = 4.06103 (50.371 sec)
INFO:tensorflow:probabilities = [[ 0.0003189 0.00694191 0.04665408 ..., 0.00179524 0.00272375
0.00509425]
[ 0.00015271 0.00604775 0.04192113 ..., 0.00445444 0.0015287
0.00541935]
[ 0.00133374 0.00807977 0.00290744 ..., 0.00241638 0.00184206
0.00128176]
...,
[ 0.00190367 0.00688869 0.00362528 ..., 0.00289479 0.00530901
0.00534216]
[ 0.02461613 0.01135436 0.01519304 ..., 0.00538337 0.00385269
0.00148153]
[ 0.00116832 0.0058069 0.00167747 ..., 0.00306682 0.00172028
0.00518832]] (24.873 sec)
INFO:tensorflow:global_step/sec: 2.0024
INFO:tensorflow:probabilities = [[ 0.00013113 0.001807 0.00652926 ..., 0.00256435 0.00256053
0.00530609]
[ 0.00000719 0.00146043 0.0004529 ..., 0.00030653 0.00080961
0.00094261]
[ 0.00025189 0.00571946 0.00382258 ..., 0.00092381 0.00228515
0.00291405]
...,
[ 0.00035537 0.0082298 0.00865186 ..., 0.00393556 0.00255633
0.00408068]
[ 0.00060741 0.00274584 0.0027956 ..., 0.00192266 0.00221701
0.00826782]
[ 0.00153057 0.00850985 0.01062731 ..., 0.00237052 0.00090939
0.00182017]] (25.066 sec)
INFO:tensorflow:step = 7301, loss = 4.40503 (49.938 sec)
INFO:tensorflow:probabilities = [[ 0.00006442 0.00280479 0.00032176 ..., 0.00083381 0.00196335
0.00157261]
[ 0.00015134 0.00263369 0.00531324 ..., 0.00152735 0.00229738
0.00509792]
[ 0.01663612 0.00458806 0.003359 ..., 0.00469208 0.01129664
0.00386263]
...,
[ 0.00016282 0.0034142 0.00405251 ..., 0.00065028 0.00147514
0.00494478]
[ 0.0035515 0.01005181 0.00234337 ..., 0.00288003 0.00442741
0.00536406]
[ 0.03590772 0.01060092 0.00206483 ..., 0.0022709 0.01155372
0.00059276]] (25.123 sec)
INFO:tensorflow:global_step/sec: 2.00187
INFO:tensorflow:probabilities = [[ 0.00032309 0.00306775 0.00516586 ..., 0.00439331 0.00155131
0.00899132]
[ 0.02146103 0.00393732 0.00892948 ..., 0.00457954 0.00244825
0.00115132]
[ 0.00194516 0.01504205 0.01621037 ..., 0.00618341 0.00535034
0.00074843]
...,
[ 0.00635513 0.02166141 0.02758457 ..., 0.01285031 0.00361482
0.00058341]
[ 0.00355323 0.01301844 0.00514701 ..., 0.0036382 0.00511337
0.0025344 ]
[ 0.00056248 0.00773178 0.01664688 ..., 0.00783291 0.00379053
0.0039872 ]] (24.830 sec)
INFO:tensorflow:step = 7401, loss = 4.07525 (49.953 sec)
INFO:tensorflow:probabilities = [[ 0.06980226 0.01083847 0.00487374 ..., 0.00154583 0.00429619
0.00090241]
[ 0.01095138 0.0069688 0.00634157 ..., 0.01040525 0.00607636
0.00183805]
[ 0.0000343 0.00161676 0.02113498 ..., 0.00112632 0.00277459
0.00970344]
...,
[ 0.00123232 0.00184198 0.01019669 ..., 0.0023775 0.0016211
0.01097215]
[ 0.00064457 0.01088005 0.02004397 ..., 0.00261512 0.00237714
0.00220039]
[ 0.00372011 0.00783704 0.00717481 ..., 0.00662044 0.00511562
0.0062084 ]] (24.986 sec)
INFO:tensorflow:global_step/sec: 2.0074
INFO:tensorflow:probabilities = [[ 0.00013118 0.00592204 0.00268633 ..., 0.00127473 0.00110468
0.0021951 ]
[ 0.00304664 0.00557067 0.00337865 ..., 0.00198167 0.00435756
0.00396005]
[ 0.00021575 0.0055373 0.01315844 ..., 0.00083256 0.0030971
0.0081573 ]
...,
[ 0.00087524 0.00326085 0.00211064 ..., 0.00203062 0.00551262
0.01504287]
[ 0.00133464 0.0069441 0.00435131 ..., 0.00694159 0.00157018
0.02970645]
[ 0.0004695 0.00507907 0.01295565 ..., 0.00272018 0.00475189
0.00328684]] (24.830 sec)
INFO:tensorflow:step = 7501, loss = 4.27592 (49.816 sec)
INFO:tensorflow:probabilities = [[ 0.00100882 0.01891785 0.00426196 ..., 0.00144656 0.00555989
0.00518561]
[ 0.00265813 0.00619732 0.00267002 ..., 0.00208699 0.00723468
0.00454736]
[ 0.00396637 0.01255862 0.00500102 ..., 0.00496997 0.00329324
0.00719468]
...,
[ 0.00119213 0.00776335 0.00522735 ..., 0.00223392 0.00290515
0.00408244]
[ 0.00571345 0.00171213 0.01104744 ..., 0.02040149 0.00431215
0.01216875]
[ 0.00151211 0.00465949 0.00120308 ..., 0.00274627 0.00213666
0.00269787]] (25.076 sec)
INFO:tensorflow:global_step/sec: 2.0027
INFO:tensorflow:probabilities = [[ 0.00134318 0.01265594 0.00119035 ..., 0.00315598 0.00084656
0.00311985]
[ 0.00016527 0.00328185 0.00190175 ..., 0.00234222 0.00200811
0.00945186]
[ 0.00408268 0.02126543 0.01893215 ..., 0.00852984 0.00478468
0.01164457]
...,
[ 0.05489327 0.01395771 0.01754571 ..., 0.01501406 0.00158139
0.00280506]
[ 0.01690873 0.00612215 0.00246021 ..., 0.00763594 0.01048547
0.00158961]
[ 0.10936309 0.00666701 0.00105806 ..., 0.00285719 0.00228625
0.00023457]] (24.856 sec)
INFO:tensorflow:step = 7601, loss = 3.91774 (49.932 sec)
INFO:tensorflow:probabilities = [[ 0.00448795 0.01140212 0.00651675 ..., 0.00655141 0.01395452
0.01284834]
[ 0.00014286 0.01653453 0.0258345 ..., 0.00280113 0.00191387
0.00662651]
[ 0.00285003 0.02484678 0.02856587 ..., 0.00190958 0.00959682
0.00116623]
...,
[ 0.06643207 0.00282625 0.0025052 ..., 0.0037464 0.00285407
0.00015554]
[ 0.00587523 0.01123828 0.00550597 ..., 0.00407966 0.00278516
0.00354033]
[ 0.00224609 0.01707035 0.01858686 ..., 0.00362756 0.00494803
0.01143923]] (25.096 sec)
INFO:tensorflow:global_step/sec: 1.99784
INFO:tensorflow:probabilities = [[ 0.00002564 0.00202688 0.00084573 ..., 0.00051803 0.00146954
0.00234434]
[ 0.00005401 0.01075608 0.00790681 ..., 0.00414073 0.00147003
0.01273705]
[ 0.00075791 0.00638178 0.01889131 ..., 0.00560924 0.00203551
0.00795952]
...,
[ 0.00059591 0.00617086 0.00696406 ..., 0.00340468 0.00174039
0.0043554 ]
[ 0.00288363 0.00674928 0.01109243 ..., 0.00318533 0.00534512
0.0056345 ]
[ 0.00155321 0.00674034 0.00198543 ..., 0.00374074 0.00105072
0.00226882]] (24.958 sec)
INFO:tensorflow:step = 7701, loss = 4.34125 (50.054 sec)
INFO:tensorflow:probabilities = [[ 0.02435259 0.00837029 0.00090992 ..., 0.00314858 0.01528701
0.00157318]
[ 0.0000094 0.00031181 0.00025153 ..., 0.00066953 0.00032079
0.00136979]
[ 0.00020862 0.01172606 0.00181315 ..., 0.00247635 0.00244415
0.00201056]
...,
[ 0.02389508 0.01077798 0.00611015 ..., 0.00452419 0.00606409
0.00240128]
[ 0.00048458 0.02210084 0.02054361 ..., 0.00288575 0.00135347
0.01791401]
[ 0.00021892 0.01253699 0.00325499 ..., 0.00549462 0.00048389
0.01217275]] (25.166 sec)
INFO:tensorflow:global_step/sec: 1.99498
INFO:tensorflow:probabilities = [[ 0.00003042 0.00390575 0.00581353 ..., 0.00515494 0.00139467
0.00752998]
[ 0.00326569 0.0069229 0.0115576 ..., 0.01225852 0.0045066
0.00763196]
[ 0.00574637 0.00876501 0.00128182 ..., 0.00582997 0.0028401
0.00460608]
...,
[ 0.00137449 0.01722779 0.0041308 ..., 0.00158824 0.00365099
0.00207653]
[ 0.01057822 0.00599287 0.00108902 ..., 0.00298963 0.00715859
0.00166146]
[ 0.00005482 0.00976137 0.01187809 ..., 0.00134671 0.00210506
0.00697305]] (24.960 sec)
INFO:tensorflow:step = 7801, loss = 3.96344 (50.126 sec)
INFO:tensorflow:probabilities = [[ 0.00019608 0.0039348 0.00256874 ..., 0.00256804 0.00129829
0.00351278]
[ 0.00004332 0.00340318 0.00326807 ..., 0.00063852 0.00078892
0.00426509]
[ 0.00516126 0.00527103 0.00680283 ..., 0.00393459 0.00151271
0.00055579]
...,
[ 0.00067639 0.00431585 0.08645652 ..., 0.00314834 0.00126899
0.00313963]
[ 0.00841824 0.00330292 0.00086502 ..., 0.00580096 0.00096917
0.00193787]
[ 0.00009968 0.00456846 0.0026767 ..., 0.00367458 0.00494704
0.00549297]] (25.127 sec)
INFO:tensorflow:global_step/sec: 1.98511
INFO:tensorflow:probabilities = [[ 0.00349739 0.00894338 0.0037737 ..., 0.00479958 0.0037875
0.00599509]
[ 0.00834086 0.00773064 0.00213784 ..., 0.00475448 0.00293402
0.00262539]
[ 0.01322204 0.0081799 0.00447244 ..., 0.00252484 0.00703552
0.00432745]
...,
[ 0.01647977 0.01053387 0.00700049 ..., 0.00608715 0.0068978
0.00313525]
[ 0.00126955 0.00515238 0.00239903 ..., 0.00310806 0.00184015
0.00216908]
[ 0.16985725 0.00637976 0.00184577 ..., 0.00214596 0.00263729
0.00097685]] (25.248 sec)
INFO:tensorflow:step = 7901, loss = 4.14486 (50.375 sec)
INFO:tensorflow:probabilities = [[ 0.00092311 0.00677805 0.01385297 ..., 0.00489582 0.00369173
0.01047285]
[ 0.00014151 0.00537299 0.00166545 ..., 0.00186924 0.00055453
0.00147421]
[ 0.01226516 0.00248687 0.00323393 ..., 0.00355535 0.00604425
0.00085646]
...,
[ 0.00050099 0.00336147 0.00146064 ..., 0.00146124 0.00037354
0.00279447]
[ 0.01270313 0.01151979 0.00401962 ..., 0.01419824 0.00367438
0.0030479 ]
[ 0.06931607 0.01329171 0.00074817 ..., 0.01314912 0.00985527
0.00097028]] (26.467 sec)
INFO:tensorflow:global_step/sec: 1.91814
INFO:tensorflow:probabilities = [[ 0.0024966 0.01627805 0.00217679 ..., 0.00156561 0.00778343
0.00052542]
[ 0.00149824 0.00136305 0.00214178 ..., 0.00510679 0.00701078
0.00952765]
[ 0.02036 0.00455615 0.00146421 ..., 0.01270322 0.00810368
0.00171341]
...,
[ 0.03045889 0.01205902 0.00689941 ..., 0.00659376 0.00188515
0.00442907]
[ 0.00642728 0.02569855 0.04530781 ..., 0.00456848 0.00483336
0.00037735]
[ 0.00100871 0.01033617 0.00061162 ..., 0.0011919 0.00091963
0.00173482]] (25.668 sec)
INFO:tensorflow:step = 8001, loss = 3.83854 (52.135 sec)
INFO:tensorflow:probabilities = [[ 0.00165873 0.02014828 0.01318332 ..., 0.00276122 0.01633626
0.00242939]
[ 0.00263275 0.00435445 0.00201815 ..., 0.00128964 0.00095938
0.00217278]
[ 0.00021166 0.01542441 0.00337446 ..., 0.00087629 0.00264133
0.00307283]
...,
[ 0.01362072 0.00623093 0.00494442 ..., 0.01113724 0.00244761
0.00121405]
[ 0.00049382 0.00443758 0.00700246 ..., 0.00179529 0.00235505
0.00080316]
[ 0.00081024 0.00972894 0.00499444 ..., 0.0068515 0.00193395
0.00257698]] (25.037 sec)
INFO:tensorflow:global_step/sec: 1.94337
INFO:tensorflow:probabilities = [[ 0.0049122 0.00471122 0.01198259 ..., 0.00440401 0.00547842
0.00496388]
[ 0.0000883 0.00186744 0.00100682 ..., 0.00026852 0.00036586
0.00394249]
[ 0.00047814 0.0015652 0.00094335 ..., 0.00118437 0.00281208
0.00242697]
...,
[ 0.00036353 0.00252306 0.00554221 ..., 0.00426168 0.00216919
0.00239017]
[ 0.00208285 0.00368812 0.00152124 ..., 0.0025103 0.00150298
0.00423225]
[ 0.00080939 0.00981631 0.00789083 ..., 0.00094467 0.00481311
0.00326065]] (26.418 sec)
INFO:tensorflow:step = 8101, loss = 4.17668 (51.455 sec)
INFO:tensorflow:probabilities = [[ 0.00118122 0.00707676 0.00597234 ..., 0.00535624 0.00378117
0.0008326 ]
[ 0.00182951 0.01593004 0.00258654 ..., 0.00548967 0.00674725
0.00339818]
[ 0.00055355 0.00573067 0.00633014 ..., 0.0029125 0.00252267
0.00953885]
...,
[ 0.00627087 0.00594455 0.00078136 ..., 0.00414789 0.00364924
0.00505652]
[ 0.00132546 0.00727658 0.00256272 ..., 0.00189961 0.00536534
0.00419556]
[ 0.02072019 0.00481796 0.00108318 ..., 0.00881113 0.00169944
0.00387037]] (24.713 sec)
INFO:tensorflow:global_step/sec: 2.02708
INFO:tensorflow:probabilities = [[ 0.02567096 0.00747354 0.0083207 ..., 0.0097069 0.00323133
0.00317988]
[ 0.00005632 0.01310929 0.03681553 ..., 0.00251681 0.00038415
0.01083748]
[ 0.01540643 0.0063691 0.00364402 ..., 0.00362767 0.03651679
0.00241092]
...,
[ 0.01033739 0.01073406 0.01243179 ..., 0.01470505 0.0162558
0.00233629]
[ 0.00097368 0.02172663 0.01117007 ..., 0.00141535 0.0053629
0.00177176]
[ 0.00352473 0.02040481 0.02278894 ..., 0.00731127 0.00476393
0.00076775]] (24.619 sec)
INFO:tensorflow:step = 8201, loss = 3.95764 (49.332 sec)
INFO:tensorflow:probabilities = [[ 0.00001964 0.0032941 0.00257052 ..., 0.00048969 0.00136536
0.00419227]
[ 0.00024355 0.00137439 0.00034227 ..., 0.00125996 0.00030812
0.00080255]
[ 0.00345262 0.00876693 0.00318911 ..., 0.01330163 0.00201935
0.00202562]
...,
[ 0.00110983 0.01308648 0.01010606 ..., 0.00811925 0.00106916
0.0045644 ]
[ 0.01045627 0.00864356 0.00286313 ..., 0.00767083 0.00550678
0.00233813]
[ 0.16346215 0.00259506 0.00085349 ..., 0.00234472 0.00280635
0.00013138]] (24.622 sec)
INFO:tensorflow:global_step/sec: 2.02496
INFO:tensorflow:probabilities = [[ 0.00005304 0.00788891 0.01011157 ..., 0.00154396 0.00194685
0.00332091]
[ 0.00232736 0.00382913 0.0049271 ..., 0.01021514 0.00257936
0.00683852]
[ 0.00082661 0.00316486 0.00315773 ..., 0.00171864 0.00115196
0.00350585]
...,
[ 0.03150969 0.00168218 0.00579793 ..., 0.00149041 0.00184565
0.00165115]
[ 0.00010745 0.00343485 0.01061201 ..., 0.00685689 0.00271756
0.00603012]
[ 0.00018758 0.00871116 0.02343577 ..., 0.00566818 0.00128153
0.01401429]] (24.762 sec)
INFO:tensorflow:step = 8301, loss = 4.18769 (49.384 sec)
INFO:tensorflow:Saving checkpoints for 8333 into ./model-k/model.ckpt.
INFO:tensorflow:probabilities = [[ 0.06123166 0.01010611 0.00149454 ..., 0.00655673 0.00507202
0.00049587]
[ 0.00152133 0.00726342 0.01035519 ..., 0.00805357 0.00416724
0.00489202]
[ 0.06313835 0.00369701 0.00094926 ..., 0.00349649 0.00233152
0.00187096]
...,
[ 0.00180007 0.00859007 0.01352709 ..., 0.00423852 0.00218557
0.0079168 ]
[ 0.00000804 0.01531853 0.00794231 ..., 0.00081783 0.00063597
0.01554578]
[ 0.00470524 0.02553613 0.00273003 ..., 0.00128384 0.0094107
0.00079787]] (25.200 sec)
INFO:tensorflow:global_step/sec: 2.00776
INFO:tensorflow:probabilities = [[ 0.00408962 0.00267631 0.00338688 ..., 0.00897308 0.00771702
0.0011643 ]
[ 0.00121754 0.02399851 0.00708477 ..., 0.00369431 0.00382274
0.00221829]
[ 0.00013329 0.00848744 0.03151972 ..., 0.00227546 0.00230343
0.00611556]
...,
[ 0.01170372 0.00812885 0.00560168 ..., 0.01277979 0.00288071
0.00619523]
[ 0.02341644 0.0081149 0.00616272 ..., 0.00272327 0.00223883
0.00236918]
[ 0.01996676 0.01299539 0.0014884 ..., 0.00970024 0.00159504
0.00096503]] (24.607 sec)
INFO:tensorflow:step = 8401, loss = 3.77202 (49.806 sec)
INFO:tensorflow:probabilities = [[ 0.00003469 0.00402047 0.00279073 ..., 0.00139489 0.00192076
0.00729711]
[ 0.00024871 0.00797137 0.03021346 ..., 0.00428631 0.00320837
0.00718328]
[ 0.0013631 0.00831772 0.01500954 ..., 0.00483775 0.0062791
0.03146215]
...,
[ 0.00044765 0.00531603 0.00138567 ..., 0.00193503 0.00687338
0.00175401]
[ 0.02197126 0.00562463 0.00382181 ..., 0.00905965 0.01019703
0.00129315]
[ 0.0001755 0.01294385 0.00474711 ..., 0.00252461 0.00254169
0.00636188]] (24.677 sec)
INFO:tensorflow:global_step/sec: 2.01566
INFO:tensorflow:probabilities = [[ 0.00147815 0.00320696 0.00050468 ..., 0.00253185 0.00109602
0.00538913]
[ 0.00000569 0.00086449 0.00021154 ..., 0.00006182 0.0007212
0.00087488]
[ 0.01776964 0.00283058 0.0020796 ..., 0.00895203 0.00217325
0.00162477]
...,
[ 0.00012454 0.00327208 0.02038209 ..., 0.00157223 0.00509841
0.00123257]
[ 0.00073917 0.00779247 0.00250764 ..., 0.00125659 0.00555116
0.00112109]
[ 0.00483578 0.02297021 0.00097398 ..., 0.00191262 0.01577648
0.0024034 ]] (24.934 sec)
INFO:tensorflow:step = 8501, loss = 4.29375 (49.612 sec)
INFO:tensorflow:probabilities = [[ 0.00000486 0.00173698 0.00076996 ..., 0.00027111 0.00059643
0.00180786]
[ 0.02512651 0.00541395 0.00140819 ..., 0.04008019 0.00446445
0.00143839]
[ 0.03979805 0.00225983 0.00055385 ..., 0.00634382 0.00261596
0.00400656]
...,
[ 0.00016011 0.00792756 0.00428391 ..., 0.0023618 0.00120466
0.00625937]
[ 0.00022423 0.00703432 0.04285334 ..., 0.00404619 0.0008503
0.01447217]
[ 0.00010167 0.00820037 0.09628473 ..., 0.0033264 0.00094014
0.01315745]] (25.758 sec)
INFO:tensorflow:global_step/sec: 1.97946
INFO:tensorflow:probabilities = [[ 0.00409308 0.00962426 0.0071637 ..., 0.00354161 0.00452101
0.00736348]
[ 0.0004141 0.00576775 0.00958196 ..., 0.00321026 0.0006804
0.01171549]
[ 0.00043669 0.00451503 0.00561444 ..., 0.00226901 0.00029729
0.00475316]
...,
[ 0.00000859 0.0040702 0.00094757 ..., 0.00032477 0.00011364
0.00191698]
[ 0.00014636 0.00487505 0.00356832 ..., 0.00324106 0.00129066
0.00508621]
[ 0.00005541 0.00277873 0.00134891 ..., 0.00155227 0.00098844
0.00175144]] (24.762 sec)
INFO:tensorflow:step = 8601, loss = 3.85712 (50.520 sec)
INFO:tensorflow:probabilities = [[ 0.00013051 0.00549964 0.01362758 ..., 0.00404348 0.00125578
0.00242199]
[ 0.00085147 0.00103805 0.00250617 ..., 0.00177752 0.00106942
0.00219725]
[ 0.07424658 0.00062988 0.00136407 ..., 0.00800248 0.0011947
0.00054673]
...,
[ 0.00051582 0.01072306 0.00497202 ..., 0.00229108 0.00217152
0.00318527]
[ 0.11373228 0.00336199 0.00136106 ..., 0.0039046 0.00194857
0.00014845]
[ 0.00000199 0.00076882 0.00022717 ..., 0.00001432 0.00033313
0.00057449]] (24.625 sec)
INFO:tensorflow:global_step/sec: 2.02738
INFO:tensorflow:probabilities = [[ 0.00005082 0.01012176 0.00113881 ..., 0.00067237 0.0097744
0.00113459]
[ 0.01304853 0.00884601 0.00511564 ..., 0.00710993 0.00637994
0.00114451]
[ 0.00004833 0.00862118 0.00798395 ..., 0.00080779 0.00090906
0.01380998]
...,
[ 0.0000365 0.00561861 0.02383584 ..., 0.00299321 0.00063201
0.0061322 ]
[ 0.00081415 0.00486389 0.00815373 ..., 0.00229784 0.00137793
0.00953958]
[ 0.00235929 0.00586558 0.00843424 ..., 0.00726882 0.00321883
0.01149713]] (24.699 sec)
INFO:tensorflow:step = 8701, loss = 4.14355 (49.324 sec)
INFO:tensorflow:probabilities = [[ 0.00135227 0.00633355 0.0027351 ..., 0.00460273 0.00423288
0.00264924]
[ 0.0011041 0.00328979 0.01648477 ..., 0.00878057 0.00529296
0.00117864]
[ 0.00027987 0.00338314 0.007167 ..., 0.00147245 0.00398526
0.00395482]
...,
[ 0.06079477 0.00185968 0.00044625 ..., 0.00137421 0.0002618
0.00086579]
[ 0.00005459 0.01227431 0.00788036 ..., 0.00545873 0.00243766
0.00317566]
[ 0.00030252 0.00200889 0.01748986 ..., 0.00249418 0.00374894
0.00088548]] (24.855 sec)
INFO:tensorflow:global_step/sec: 2.02092
INFO:tensorflow:probabilities = [[ 0.00002716 0.01925685 0.05580467 ..., 0.00048577 0.00098188
0.01419119]
[ 0.00248883 0.00337414 0.00197598 ..., 0.01191953 0.00176705
0.00268626]
[ 0.00000188 0.00562298 0.03345717 ..., 0.00013576 0.00077341
0.00524971]
...,
[ 0.00002839 0.00228644 0.00077939 ..., 0.00001717 0.00056381
0.00118196]
[ 0.00012267 0.00536198 0.00165249 ..., 0.00028672 0.00098704
0.026551 ]
[ 0.0390771 0.01144904 0.00316573 ..., 0.00908233 0.00224576
0.00055703]] (24.628 sec)
INFO:tensorflow:step = 8801, loss = 3.55857 (49.482 sec)
INFO:tensorflow:probabilities = [[ 0.00028258 0.00502481 0.00327604 ..., 0.0018363 0.01207138
0.00180425]
[ 0.00430204 0.0033131 0.00763191 ..., 0.00439772 0.00175805
0.00041101]
[ 0.00005467 0.00133166 0.00066545 ..., 0.00156556 0.00032303
0.00334784]
...,
[ 0.00018723 0.00492055 0.01317295 ..., 0.00286853 0.00121361
0.02795843]
[ 0.00012654 0.00626171 0.00712032 ..., 0.00153957 0.00099754
0.00964644]
[ 0.029929 0.00896668 0.00118915 ..., 0.0045545 0.02288124
0.00152651]] (24.694 sec)
INFO:tensorflow:global_step/sec: 2.02725
INFO:tensorflow:probabilities = [[ 0.00088371 0.00358648 0.01066656 ..., 0.00191125 0.00438796
0.00433545]
[ 0.00079424 0.00142003 0.00038564 ..., 0.00359788 0.00035008
0.00126882]
[ 0.00503887 0.0126406 0.00530645 ..., 0.00434415 0.00496678
0.00358528]
...,
[ 0.00001977 0.00045842 0.00012475 ..., 0.00040512 0.00039135
0.00100548]
[ 0.00727434 0.01817062 0.00344636 ..., 0.00247452 0.00239925
0.00179153]
[ 0.00033295 0.00205314 0.00516845 ..., 0.00179295 0.00064556
0.0017653 ]] (24.634 sec)
INFO:tensorflow:step = 8901, loss = 4.08684 (49.328 sec)
INFO:tensorflow:probabilities = [[ 0.00777922 0.00046891 0.0036344 ..., 0.00539868 0.00185968
0.00612282]
[ 0.0000531 0.00717074 0.00820995 ..., 0.00229647 0.00081126
0.00586455]
[ 0.03486022 0.00406439 0.00189645 ..., 0.00625334 0.00724716
0.00160047]
...,
[ 0.00020401 0.01531709 0.00410624 ..., 0.001674 0.00231772
0.0074277 ]
[ 0.00000429 0.00438922 0.00865187 ..., 0.00077382 0.00105316
0.00223913]
[ 0.00003114 0.00082308 0.00414834 ..., 0.00210882 0.00292749
0.00618937]] (24.740 sec)
INFO:tensorflow:global_step/sec: 2.01313
INFO:tensorflow:probabilities = [[ 0.02465603 0.00263406 0.01329672 ..., 0.00622507 0.00302343
0.00192392]
[ 0.02479064 0.00422762 0.00070033 ..., 0.00952491 0.00695258
0.0017878 ]
[ 0.00186452 0.00891225 0.05268824 ..., 0.00451447 0.00236756
0.02309097]
...,
[ 0.00006006 0.00534625 0.00502243 ..., 0.00282382 0.00173097
0.0036828 ]
[ 0.00064592 0.02057553 0.0120587 ..., 0.0044123 0.0164213
0.00427297]
[ 0.00561066 0.01449825 0.01679878 ..., 0.01043366 0.01203708
0.00253311]] (24.934 sec)
INFO:tensorflow:step = 9001, loss = 3.96018 (49.674 sec)
INFO:tensorflow:probabilities = [[ 0.00065031 0.00597588 0.00060668 ..., 0.00166705 0.00188417
0.00488559]
[ 0.00000289 0.0128003 0.02506742 ..., 0.00129184 0.00078586
0.01110561]
[ 0.00058346 0.01873576 0.0030402 ..., 0.00912438 0.0039209
0.00519533]
...,
[ 0.00120692 0.00844934 0.00999711 ..., 0.00977366 0.003437
0.00455002]
[ 0.00158931 0.01079527 0.00942382 ..., 0.0052104 0.00046743
0.01202222]
[ 0.0152293 0.00963083 0.00056205 ..., 0.0058932 0.00224141
0.00130495]] (24.603 sec)
INFO:tensorflow:global_step/sec: 2.02088
INFO:tensorflow:probabilities = [[ 0.00534094 0.00496991 0.0016032 ..., 0.00580918 0.00872349
0.00080387]
[ 0.00012304 0.00723118 0.01136685 ..., 0.00618317 0.00286385
0.01095936]
[ 0.00049826 0.00563097 0.00157979 ..., 0.01187196 0.00059575
0.00715011]
...,
[ 0.01963331 0.00346124 0.00479341 ..., 0.00497902 0.00110824
0.00087967]
[ 0.00784818 0.00403356 0.00148998 ..., 0.00864544 0.00473873
0.00678004]
[ 0.00041866 0.01168193 0.02037306 ..., 0.00738979 0.00102111
0.0029016 ]] (24.881 sec)
INFO:tensorflow:step = 9101, loss = 4.01356 (49.484 sec)
INFO:tensorflow:probabilities = [[ 0.00051079 0.02112466 0.00101931 ..., 0.00157542 0.00242856
0.00107355]
[ 0.02509756 0.00443677 0.00234006 ..., 0.0053246 0.00101148
0.00048603]
[ 0.01013072 0.00123897 0.00096914 ..., 0.00160953 0.00710735
0.00670285]
...,
[ 0.0000199 0.00679886 0.02349136 ..., 0.0007192 0.00180727
0.00311552]
[ 0.00095731 0.00455935 0.00360555 ..., 0.00140304 0.00244291
0.00575603]
[ 0.01674109 0.01390279 0.01617238 ..., 0.0067535 0.00355985
0.00255744]] (24.655 sec)
INFO:tensorflow:global_step/sec: 2.02738
INFO:tensorflow:probabilities = [[ 0.0001356 0.02127251 0.00586433 ..., 0.00514731 0.00182763
0.01612068]
[ 0.03843798 0.0211018 0.0003602 ..., 0.00473149 0.0007818
0.00235658]
[ 0.00004412 0.0042054 0.00372434 ..., 0.00060539 0.00452963
0.00253036]
...,
[ 0.00017088 0.00533329 0.00308759 ..., 0.00505329 0.00371365
0.00418257]
[ 0.00145454 0.01257504 0.00089014 ..., 0.00362161 0.00494825
0.0014566 ]
[ 0.00428701 0.00851511 0.00478454 ..., 0.00643746 0.01945465
0.00270019]] (24.669 sec)
INFO:tensorflow:step = 9201, loss = 3.85081 (49.324 sec)
INFO:tensorflow:probabilities = [[ 0.00092219 0.00587619 0.00145523 ..., 0.00434318 0.00308685
0.00881859]
[ 0.00864571 0.0068907 0.00275275 ..., 0.00411536 0.00159202
0.00737458]
[ 0.0001761 0.00332159 0.00413116 ..., 0.00304727 0.00168147
0.01004092]
...,
[ 0.00008011 0.00807173 0.0004973 ..., 0.00284658 0.00037183
0.00296624]
[ 0.00188731 0.00252418 0.01021989 ..., 0.0073854 0.00129577
0.00346899]
[ 0.00002558 0.0073876 0.00411376 ..., 0.00171365 0.00126023
0.00087847]] (24.731 sec)
INFO:tensorflow:global_step/sec: 2.02303
INFO:tensorflow:probabilities = [[ 0.00005898 0.00693811 0.01540398 ..., 0.00148578 0.0008305
0.00725684]
[ 0.00000443 0.0083975 0.00848815 ..., 0.00056081 0.00027611
0.03244177]
[ 0.00006827 0.00968636 0.00570617 ..., 0.0020427 0.00239607
0.00529488]
...,
[ 0.00002188 0.0009064 0.00012222 ..., 0.00072476 0.00090287
0.00231424]
[ 0.01772631 0.00206997 0.00274419 ..., 0.0078595 0.00755804
0.00039725]
[ 0.00025214 0.00927856 0.01394439 ..., 0.00070807 0.00329522
0.00586522]] (24.700 sec)
INFO:tensorflow:step = 9301, loss = 3.99116 (49.431 sec)
INFO:tensorflow:probabilities = [[ 0.00307804 0.00420124 0.03992404 ..., 0.00838368 0.00326213
0.00227761]
[ 0.00007686 0.0092424 0.00020921 ..., 0.00082067 0.00033549
0.00419443]
[ 0.00312161 0.01372913 0.00752868 ..., 0.00108692 0.00206712
0.00051281]
...,
[ 0.0003168 0.0056935 0.00128497 ..., 0.0018689 0.00075046
0.00365395]
[ 0.00112282 0.00334503 0.00855231 ..., 0.00562933 0.00167264
0.00532722]
[ 0.00059897 0.00329154 0.0084479 ..., 0.00290991 0.00525511
0.00155544]] (24.523 sec)
INFO:tensorflow:global_step/sec: 2.03506
INFO:tensorflow:probabilities = [[ 0.00082149 0.03237569 0.03375172 ..., 0.00475952 0.00240197
0.00908196]
[ 0.00277965 0.02783382 0.00694515 ..., 0.00319668 0.0035698
0.00434595]
[ 0.00162492 0.0111167 0.00031861 ..., 0.00453976 0.00450369
0.00995241]
...,
[ 0.00008017 0.01099241 0.00498185 ..., 0.00415009 0.00162785
0.00396602]
[ 0.00347291 0.01083247 0.02835262 ..., 0.00659319 0.00288826
0.00152673]
[ 0.0009515 0.03328444 0.00805742 ..., 0.00450089 0.00466429
0.00615139]] (24.615 sec)
INFO:tensorflow:step = 9401, loss = 3.71923 (49.139 sec)
INFO:tensorflow:probabilities = [[ 0.0025712 0.00614273 0.00908946 ..., 0.00443055 0.00480073
0.00163225]
[ 0.00037668 0.06311727 0.03643486 ..., 0.00320383 0.00863304
0.00273119]
[ 0.00589712 0.00940335 0.00101441 ..., 0.00898865 0.00142169
0.00204916]
...,
[ 0.00038758 0.00511242 0.0106019 ..., 0.00606758 0.00210205
0.00926671]
[ 0.0001691 0.00263082 0.01887692 ..., 0.00532772 0.07527008
0.00392649]
[ 0.00000067 0.00504064 0.00041985 ..., 0.00211906 0.0002441
0.00028654]] (24.555 sec)
INFO:tensorflow:global_step/sec: 2.02765
INFO:tensorflow:probabilities = [[ 0.00088585 0.00509524 0.02579195 ..., 0.00466838 0.00169707
0.00304575]
[ 0.00322316 0.00923291 0.00158394 ..., 0.00129039 0.0014955
0.00107699]
[ 0.00000545 0.00518295 0.0140435 ..., 0.00072423 0.00015925
0.00441309]
...,
[ 0.0000785 0.00850874 0.00072901 ..., 0.00037624 0.00051553
0.00675857]
[ 0.00090983 0.00738605 0.01042314 ..., 0.00381857 0.00182746
0.00312578]
[ 0.00000592 0.00563181 0.00038373 ..., 0.00109045 0.0005799
0.0032922 ]] (24.763 sec)
INFO:tensorflow:step = 9501, loss = 3.89154 (49.318 sec)
INFO:tensorflow:Saving checkpoints for 9545 into ./model-k/model.ckpt.
INFO:tensorflow:probabilities = [[ 0.0006829 0.00617773 0.00280943 ..., 0.00514664 0.00335597
0.00108244]
[ 0.02437616 0.01323135 0.00219378 ..., 0.00335178 0.00339847
0.00060825]
[ 0.05297256 0.00039352 0.00060715 ..., 0.0038673 0.00654082
0.00051273]
...,
[ 0.00030877 0.00223855 0.0027269 ..., 0.0016668 0.00500904
0.00291365]
[ 0.00989076 0.00465718 0.0020814 ..., 0.00459065 0.00076796
0.00522808]
[ 0.0013931 0.03895253 0.01264705 ..., 0.00435706 0.00256466
0.00305902]] (25.210 sec)
INFO:tensorflow:global_step/sec: 2.00607
INFO:tensorflow:probabilities = [[ 0.00120313 0.00876614 0.00570213 ..., 0.00596977 0.00109559
0.01002872]
[ 0.06023543 0.00270221 0.00155945 ..., 0.00218163 0.00120631
0.00275954]
[ 0.00000025 0.00023693 0.00009426 ..., 0.0000662 0.00010179
0.00005748]
...,
[ 0.0020834 0.01563823 0.0019254 ..., 0.00430493 0.00552704
0.00718357]
[ 0.00013883 0.00204275 0.01142732 ..., 0.00081403 0.0012264
0.00712149]
[ 0.00375436 0.0150002 0.0022566 ..., 0.00784312 0.00311371
0.00464257]] (24.639 sec)
INFO:tensorflow:step = 9601, loss = 3.48826 (49.849 sec)
INFO:tensorflow:probabilities = [[ 0.00105866 0.01097529 0.02259636 ..., 0.0233509 0.00182184
0.00215107]
[ 0.0012338 0.00823114 0.01380832 ..., 0.00631736 0.01464728
0.02228916]
[ 0.00008524 0.02277194 0.00750754 ..., 0.00266806 0.00110474
0.01958446]
...,
[ 0.00534271 0.03228331 0.01377252 ..., 0.00402161 0.00535182
0.00256843]
[ 0.0000569 0.00246084 0.00653945 ..., 0.0009866 0.00051241
0.00709962]
[ 0.00047723 0.00576548 0.00491681 ..., 0.00366725 0.00115608
0.00642833]] (24.615 sec)
INFO:tensorflow:global_step/sec: 2.01604
INFO:tensorflow:probabilities = [[ 0.00223296 0.00354525 0.00397695 ..., 0.00261684 0.00866316
0.00627752]
[ 0.00163859 0.01989915 0.00701183 ..., 0.00301458 0.00275827
0.00524622]
[ 0.03439915 0.00394968 0.00288328 ..., 0.01237326 0.01900019
0.00064265]
...,
[ 0.00232779 0.00503861 0.00174768 ..., 0.00064976 0.00684556
0.0051929 ]
[ 0.00000049 0.00320623 0.00137564 ..., 0.00040369 0.00158945
0.00206245]
[ 0.0004445 0.01453733 0.00511245 ..., 0.00494298 0.0088421
0.00158922]] (24.987 sec)
INFO:tensorflow:step = 9701, loss = 3.9427 (49.602 sec)
INFO:tensorflow:probabilities = [[ 0.00899143 0.00866845 0.00430175 ..., 0.00284751 0.00430707
0.00462159]
[ 0.00086799 0.00315796 0.00009093 ..., 0.00065714 0.00012894
0.00248997]
[ 0.00135016 0.01268911 0.00181762 ..., 0.00217312 0.01014087
0.0082131 ]
...,
[ 0.00019188 0.00571657 0.00430208 ..., 0.00053652 0.00028375
0.00557385]
[ 0.00002473 0.00423033 0.02672958 ..., 0.00408919 0.00171481
0.01686777]
[ 0.0017456 0.01088665 0.00241134 ..., 0.00144891 0.01051771
0.03813689]] (24.935 sec)
INFO:tensorflow:global_step/sec: 2.01687
INFO:tensorflow:probabilities = [[ 0.00546673 0.00368602 0.00044042 ..., 0.00513162 0.00502988
0.00069584]
[ 0.00094123 0.08426964 0.0087712 ..., 0.00257209 0.00466524
0.01055367]
[ 0.00468238 0.01162552 0.00904549 ..., 0.02253355 0.00447518
0.00571368]
...,
[ 0.0029992 0.044988 0.00081485 ..., 0.00544963 0.00110189
0.0195916 ]
[ 0.00000129 0.00155875 0.00020415 ..., 0.00009438 0.0006094
0.00039765]
[ 0.0004471 0.01162 0.00283037 ..., 0.00335883 0.00229375
0.00345181]] (24.647 sec)
INFO:tensorflow:step = 9801, loss = 3.72501 (49.582 sec)
INFO:tensorflow:probabilities = [[ 0.13915437 0.00576507 0.00026097 ..., 0.00166746 0.00370545 0.00031 ]
[ 0.00070383 0.01125317 0.00563986 ..., 0.00227576 0.0004868
0.00308573]
[ 0.00075265 0.0110449 0.00046618 ..., 0.00666818 0.00068604
0.01437726]
...,
[ 0.00004098 0.0010034 0.00006136 ..., 0.00052332 0.00031196
0.00235865]
[ 0.00070855 0.01107472 0.00155741 ..., 0.00274899 0.01160994
0.00162917]
[ 0.0000416 0.03808931 0.00121521 ..., 0.00051444 0.0008022
0.00223565]] (24.652 sec)
INFO:tensorflow:global_step/sec: 2.02674
INFO:tensorflow:probabilities = [[ 0.00004401 0.00217351 0.00205165 ..., 0.00060283 0.00094601
0.00326137]
[ 0.00136044 0.00346806 0.00700338 ..., 0.0029748 0.00323986
0.00193875]
[ 0.00000296 0.00070074 0.03935513 ..., 0.00018902 0.00007861
0.002145 ]
...,
[ 0.00006047 0.00569054 0.0007036 ..., 0.00091422 0.00164158
0.00449433]
[ 0.00018496 0.00836249 0.0075138 ..., 0.00214466 0.001391
0.00465989]
[ 0.00001311 0.00198509 0.00155227 ..., 0.00189853 0.00081995
0.00744993]] (24.688 sec)
INFO:tensorflow:step = 9901, loss = 3.92342 (49.340 sec)
INFO:tensorflow:probabilities = [[ 0.00257923 0.02562702 0.01850747 ..., 0.00139866 0.0090217
0.00219399]
[ 0.00154835 0.00320666 0.00099951 ..., 0.00318668 0.00864987
0.001911 ]
[ 0.02916371 0.00058401 0.00016192 ..., 0.00211266 0.00150395
0.00034525]
...,
[ 0.00097165 0.0110301 0.00014244 ..., 0.00131752 0.00860953
0.00079643]
[ 0.00013083 0.00233207 0.00016622 ..., 0.00097654 0.00033871
0.00074134]
[ 0.01545359 0.00060488 0.00047564 ..., 0.00339373 0.00071861
0.00035269]] (24.595 sec)
INFO:tensorflow:global_step/sec: 2.02517
INFO:tensorflow:probabilities = [[ 0.09431966 0.01122308 0.00221836 ..., 0.00400493 0.00026881
0.00193263]
[ 0.00041061 0.01459578 0.00512483 ..., 0.01281726 0.00079991
0.00763745]
[ 0.00004986 0.0028863 0.0336753 ..., 0.00231244 0.0014175
0.00406023]
...,
[ 0.00043584 0.04208582 0.01136645 ..., 0.00425981 0.00747081
0.00252421]
[ 0.00087475 0.00773947 0.00296315 ..., 0.00271074 0.00277912
0.00292291]
[ 0.11788275 0.01564944 0.00330811 ..., 0.00265402 0.00120145
0.00135176]] (24.784 sec)
INFO:tensorflow:step = 10001, loss = 3.57333 (49.379 sec)
INFO:tensorflow:probabilities = [[ 0.00118452 0.00218356 0.00097666 ..., 0.00324434 0.00060338
0.00176786]
[ 0.00014379 0.00250731 0.00453321 ..., 0.00132127 0.00267952
0.00384469]
[ 0.00001214 0.00104109 0.00210929 ..., 0.00025701 0.0004442
0.0066351 ]
...,
[ 0.00016792 0.01131967 0.00169188 ..., 0.00172066 0.00059775
0.00935792]
[ 0.04484793 0.0031028 0.00063246 ..., 0.00655113 0.00374133
0.00024288]
[ 0.00025084 0.00320814 0.00234095 ..., 0.00374913 0.00242587
0.0057036 ]] (24.637 sec)
INFO:tensorflow:global_step/sec: 2.02961
INFO:tensorflow:probabilities = [[ 0.0027748 0.01118082 0.01043052 ..., 0.0055986 0.04702159
0.00064681]
[ 0.00006291 0.0068684 0.00029178 ..., 0.00035467 0.00015178
0.00105355]
[ 0.00004159 0.0057748 0.00080065 ..., 0.00008769 0.00133251
0.00142467]
...,
[ 0.00002937 0.00443311 0.00022908 ..., 0.00076882 0.00102746
0.00047322]
[ 0.00432163 0.00265023 0.0105394 ..., 0.02732736 0.00091559
0.00122278]
[ 0.00000466 0.0053647 0.00005181 ..., 0.00014705 0.00110769
0.00024879]] (24.633 sec)
INFO:tensorflow:step = 10101, loss = 4.19754 (49.270 sec)
INFO:tensorflow:probabilities = [[ 0.00681117 0.01076365 0.00379585 ..., 0.00663573 0.00299761
0.0043025 ]
[ 0.00685871 0.00316118 0.0011799 ..., 0.00200774 0.0028527
0.00069788]
[ 0.02213966 0.00248145 0.00087049 ..., 0.00442032 0.00549669
0.00152218]
...,
[ 0.00001893 0.00067647 0.00011417 ..., 0.00019192 0.00014819
0.00030929]
[ 0.0143011 0.00650481 0.0004164 ..., 0.0038318 0.00755752
0.00011136]
[ 0.0009553 0.00365389 0.00508508 ..., 0.00605736 0.0066975
0.00060484]] (24.753 sec)
INFO:tensorflow:global_step/sec: 2.02241
INFO:tensorflow:probabilities = [[ 0.00060811 0.00025658 0.00018255 ..., 0.00358565 0.00070099
0.00140436]
[ 0.01042126 0.00268273 0.00073266 ..., 0.01002936 0.00362768
0.00128265]
[ 0.0828697 0.00498842 0.00027882 ..., 0.00373133 0.00426186
0.00127207]
...,
[ 0.00283051 0.00854279 0.00013322 ..., 0.00549213 0.00153148
0.00090955]
[ 0.00007112 0.00487852 0.00023876 ..., 0.00030101 0.00032069
0.00116738]
[ 0.02317602 0.00284218 0.00162375 ..., 0.00160007 0.00497042
0.00145322]] (24.693 sec)
INFO:tensorflow:step = 10201, loss = 3.69052 (49.447 sec)
INFO:tensorflow:probabilities = [[ 0.00021308 0.01180019 0.00247864 ..., 0.00226017 0.00771659
0.01162355]
[ 0.02249672 0.00538736 0.00347911 ..., 0.01975552 0.00193822
0.00638382]
[ 0.00046344 0.00473197 0.00263386 ..., 0.00144275 0.02153594
0.00281782]
...,
[ 0.00114878 0.06515929 0.01089145 ..., 0.00039648 0.00221877
0.00191869]
[ 0.00349882 0.01207171 0.00539497 ..., 0.00605998 0.00221885
0.00222748]
[ 0.02001159 0.00212833 0.00121266 ..., 0.00967535 0.00386825
0.00030385]] (24.769 sec)
INFO:tensorflow:global_step/sec: 2.02276
INFO:tensorflow:probabilities = [[ 0.04763802 0.00394634 0.00252587 ..., 0.00254391 0.00132843
0.00031284]
[ 0.00003047 0.00298221 0.0002799 ..., 0.00109786 0.00177274
0.0009219 ]
[ 0.00512803 0.00358539 0.00529038 ..., 0.00303156 0.00101765
0.00283088]
...,
[ 0.0018293 0.00525351 0.00900703 ..., 0.00426767 0.02246063
0.00266358]
[ 0.00014136 0.01370223 0.00799714 ..., 0.00107773 0.00311793
0.00101359]
[ 0.00025073 0.00349719 0.00059223 ..., 0.00176803 0.00142521
0.00066375]] (24.668 sec)
INFO:tensorflow:step = 10301, loss = 3.67858 (49.436 sec)
INFO:tensorflow:probabilities = [[ 0.00004812 0.00139171 0.00144101 ..., 0.0016229 0.00037202
0.00306008]
[ 0.0000812 0.00564722 0.00211797 ..., 0.00447945 0.0009787
0.00343209]
[ 0.00000296 0.01244367 0.00068212 ..., 0.00007452 0.00080883
0.00291932]
...,
[ 0.00026953 0.00293286 0.00790732 ..., 0.0115508 0.00344665
0.01222003]
[ 0.04725865 0.00683393 0.00108958 ..., 0.00976119 0.00047465
0.0010878 ]
[ 0.00167381 0.00852877 0.01195581 ..., 0.01350868 0.00041751
0.00267418]] (24.927 sec)
INFO:tensorflow:global_step/sec: 2.01454
INFO:tensorflow:probabilities = [[ 0.00015546 0.00337765 0.00165026 ..., 0.00153705 0.00284737
0.00375864]
[ 0.00246202 0.01217404 0.00080484 ..., 0.00415219 0.00414243
0.00218878]
[ 0.00016604 0.00388142 0.03344922 ..., 0.00738209 0.0039979
0.00777157]
...,
[ 0.00072934 0.00492727 0.00161137 ..., 0.01356601 0.00803056
0.00597067]
[ 0.01595804 0.00133613 0.00371141 ..., 0.00624131 0.00227967
0.00860868]
[ 0.00067569 0.03546752 0.0095409 ..., 0.00393599 0.00564123
0.01128648]] (24.712 sec)
INFO:tensorflow:step = 10401, loss = 3.48346 (49.639 sec)
INFO:tensorflow:probabilities = [[ 0.00753389 0.02810053 0.01487014 ..., 0.00524261 0.00519095
0.00971717]
[ 0.00130088 0.00114679 0.0010191 ..., 0.00327155 0.00060208
0.00161046]
[ 0.00014964 0.00310908 0.00167306 ..., 0.00742713 0.00041094
0.00325338]
...,
[ 0.00006016 0.00509303 0.00903942 ..., 0.00365683 0.00257752
0.06699887]
[ 0.00107215 0.00170296 0.00126698 ..., 0.01479744 0.00056937
0.00052952]
[ 0.02445185 0.00366124 0.0004067 ..., 0.00208643 0.0105858
0.00027348]] (25.037 sec)
INFO:tensorflow:global_step/sec: 2.00426
INFO:tensorflow:probabilities = [[ 0.00093316 0.002526 0.00091879 ..., 0.00676978 0.04769839
0.00522772]
[ 0.00102648 0.00338223 0.00803874 ..., 0.00610212 0.00143049
0.00395609]
[ 0.00071316 0.00287281 0.00033274 ..., 0.00123028 0.00118379
0.00225546]
...,
[ 0.00009564 0.01061184 0.00175187 ..., 0.00173398 0.00216239
0.01974965]
[ 0.00283179 0.00245479 0.00170014 ..., 0.00283404 0.00720604
0.00141217]
[ 0.00005044 0.00721271 0.03108751 ..., 0.00366361 0.00299874
0.00414285]] (24.857 sec)
INFO:tensorflow:step = 10501, loss = 3.92554 (49.894 sec)
INFO:tensorflow:probabilities = [[ 0.00037579 0.01305558 0.03779289 ..., 0.00389158 0.00127031
0.00516073]
[ 0.0003849 0.00071971 0.00142348 ..., 0.00753262 0.00289271
0.00981516]
[ 0.02162331 0.00459747 0.00051049 ..., 0.00424128 0.00630437
0.00080757]
...,
[ 0.0027669 0.0025168 0.00079521 ..., 0.0012742 0.01218889
0.00089501]
[ 0.00020484 0.00553489 0.00047249 ..., 0.0010855 0.00068633
0.00486279]
[ 0.00759399 0.00171927 0.00029336 ..., 0.0037074 0.00065518
0.0000906 ]] (24.738 sec)
INFO:tensorflow:global_step/sec: 2.02093
INFO:tensorflow:probabilities = [[ 0.02266523 0.00370725 0.0010314 ..., 0.00452696 0.00274674
0.00181387]
[ 0.0000848 0.00065037 0.00108683 ..., 0.00027936 0.00331118
0.00289821]
[ 0.00393732 0.0284687 0.00748268 ..., 0.0016228 0.00356832
0.0041072 ]
...,
[ 0.00004266 0.00900515 0.00980546 ..., 0.00098847 0.0019127
0.00634434]
[ 0.0000002 0.00033106 0.00001633 ..., 0.00001327 0.0000136
0.00030561]
[ 0.00357807 0.0083807 0.00925002 ..., 0.01142069 0.0055138
0.01380481]] (24.744 sec)
INFO:tensorflow:step = 10601, loss = 3.26882 (49.482 sec)
INFO:tensorflow:probabilities = [[ 0.00021316 0.00689666 0.02768935 ..., 0.00142062 0.00308171
0.00466025]
[ 0.00005241 0.00785292 0.00286616 ..., 0.00056705 0.00077521
0.00058161]
[ 0.00188008 0.00037672 0.0046462 ..., 0.00626161 0.0082021
0.00385923]
...,
[ 0.00000788 0.0027034 0.00615659 ..., 0.00087987 0.00094369
0.00507328]
[ 0.00000044 0.00307092 0.0169185 ..., 0.00089278 0.0001372
0.01966306]
[ 0.00123661 0.00442886 0.0007617 ..., 0.00045691 0.00172753
0.00150898]] (24.691 sec)
INFO:tensorflow:global_step/sec: 2.02132
INFO:tensorflow:probabilities = [[ 0.01014956 0.00099823 0.00010066 ..., 0.00021632 0.00010552
0.00126192]
[ 0.0000122 0.00297229 0.0003962 ..., 0.00035794 0.00123445
0.01313232]
[ 0.00010988 0.00600723 0.0140494 ..., 0.00133724 0.00131145
0.01089547]
...,
[ 0.00857758 0.00521986 0.00459743 ..., 0.00236815 0.00117257
0.00119203]
[ 0.01762624 0.00124462 0.00279235 ..., 0.01163696 0.01334928
0.00056569]
[ 0.00087137 0.00126353 0.00126421 ..., 0.00285843 0.00045233
0.00423592]] (24.782 sec)
INFO:tensorflow:step = 10701, loss = 3.98419 (49.473 sec)
INFO:tensorflow:probabilities = [[ 0.00070913 0.00250449 0.00075129 ..., 0.00357666 0.00782787
0.00111474]
[ 0.02240632 0.01184736 0.00062727 ..., 0.00278192 0.0065722
0.00025041]
[ 0.03299447 0.00937852 0.00231647 ..., 0.00804115 0.01444454
0.00031619]
...,
[ 0.00446751 0.01844181 0.008454 ..., 0.00605302 0.00593978
0.00561808]
[ 0.00460747 0.00515358 0.00223922 ..., 0.01125477 0.00087663
0.00045304]
[ 0.00082738 0.00536396 0.00220577 ..., 0.01524441 0.00031989
0.0021669 ]] (24.716 sec)
INFO:tensorflow:Saving checkpoints for 10757 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 2.00623
INFO:tensorflow:probabilities = [[ 0.00000003 0.00010249 0.00000381 ..., 0.00005796 0.00012004
0.00007876]
[ 0.00048828 0.00749777 0.00502875 ..., 0.00943492 0.00370796
0.004446 ]
[ 0.00003795 0.00259562 0.05709521 ..., 0.00828289 0.00142255
0.03705154]
...,
[ 0.00024807 0.00299895 0.00011226 ..., 0.00052172 0.00032135
0.0006037 ]
[ 0.00032806 0.00286946 0.00032164 ..., 0.00063419 0.00061067
0.00138065]
[ 0.00220686 0.00842077 0.00654064 ..., 0.00733714 0.0062379
0.00221728]] (25.129 sec)
INFO:tensorflow:step = 10801, loss = 3.39575 (49.845 sec)
INFO:tensorflow:probabilities = [[ 0.01204627 0.00754051 0.00226591 ..., 0.00560808 0.00725523
0.00809152]
[ 0.00025132 0.0033053 0.00657642 ..., 0.00133433 0.00373271
0.0169326 ]
[ 0.01709115 0.01855557 0.00228033 ..., 0.0087414 0.02024394
0.00216639]
...,
[ 0.00048408 0.01120796 0.0666839 ..., 0.00279165 0.00091015
0.00257151]
[ 0.07311336 0.00076323 0.00100927 ..., 0.00063217 0.00331612
0.00073558]
[ 0.00066148 0.00684466 0.00513876 ..., 0.004186 0.00665297
0.00540972]] (24.671 sec)
INFO:tensorflow:global_step/sec: 2.02489
INFO:tensorflow:probabilities = [[ 0.00026662 0.00823485 0.00647648 ..., 0.00125896 0.00356954
0.0031859 ]
[ 0.0000605 0.00879578 0.00653005 ..., 0.00057909 0.00178523
0.01262054]
[ 0.00013415 0.00361728 0.01460724 ..., 0.00272895 0.00056583
0.00641206]
...,
[ 0.00008896 0.00879014 0.00028959 ..., 0.00027749 0.00257142
0.00079424]
[ 0.00048044 0.00162316 0.00330375 ..., 0.00139586 0.00051056
0.01619679]
[ 0.00065491 0.00952574 0.00108127 ..., 0.0017816 0.00222127
0.00393437]] (24.714 sec)
INFO:tensorflow:step = 10901, loss = 3.65333 (49.385 sec)
INFO:tensorflow:probabilities = [[ 0.00049603 0.01929062 0.04066786 ..., 0.01124691 0.00154578
0.0074586 ]
[ 0.20309058 0.0022367 0.00012586 ..., 0.00119302 0.00073129
0.00016456]
[ 0.00014876 0.02506659 0.01232352 ..., 0.00194311 0.00139492
0.01100924]
...,
[ 0.00000364 0.01975256 0.00045404 ..., 0.000691 0.0003999
0.00322634]
[ 0.00089774 0.00443662 0.00183574 ..., 0.00735557 0.0103853
0.00550932]
[ 0.04329208 0.00524152 0.00095295 ..., 0.0044631 0.00248648
0.00554298]] (25.052 sec)
INFO:tensorflow:global_step/sec: 2.01041
INFO:tensorflow:probabilities = [[ 0.04623759 0.0036062 0.00086044 ..., 0.00291743 0.00105318
0.00332621]
[ 0.00194426 0.02854972 0.00735322 ..., 0.00815014 0.00290704
0.00903859]
[ 0.00042843 0.07702912 0.01152887 ..., 0.00215596 0.00110625
0.0210876 ]
...,
[ 0.00010314 0.00062965 0.00045349 ..., 0.01076304 0.00098996
0.00013468]
[ 0.00005809 0.00129204 0.00277053 ..., 0.00032493 0.00057672
0.00329935]
[ 0.01780202 0.01062449 0.00277023 ..., 0.0030739 0.01478538
0.0008457 ]] (24.689 sec)
INFO:tensorflow:step = 11001, loss = 3.44874 (49.742 sec)
INFO:tensorflow:probabilities = [[ 0.00051923 0.01393283 0.00067928 ..., 0.00161624 0.00737476
0.00273318]
[ 0.00005957 0.00184815 0.00027256 ..., 0.00125666 0.00040683
0.00238861]
[ 0.00186362 0.00145814 0.007843 ..., 0.02245417 0.00122925
0.00140934]
...,
[ 0.00386999 0.0023973 0.00159026 ..., 0.00274423 0.00779342
0.00347075]
[ 0.00213972 0.00559533 0.00296126 ..., 0.00610729 0.00411857
0.00587951]
[ 0.00023583 0.00260906 0.00105292 ..., 0.0023788 0.00396974
0.00157297]] (24.777 sec)
INFO:tensorflow:global_step/sec: 2.02184
INFO:tensorflow:probabilities = [[ 0.0000013 0.0028274 0.00002487 ..., 0.00017033 0.00015982
0.00040361]
[ 0.00020546 0.00134218 0.0005288 ..., 0.00066434 0.0003852
0.00218911]
[ 0.00000002 0.00206998 0.00356132 ..., 0.00068014 0.00016524
0.00357868]
...,
[ 0.00047177 0.00532841 0.00293034 ..., 0.00543152 0.00087823
0.00086907]
[ 0.00706435 0.00192342 0.01213845 ..., 0.00457343 0.00220391
0.01381785]
[ 0.00291746 0.00263474 0.01219656 ..., 0.00722523 0.00031342
0.00313879]] (24.682 sec)
INFO:tensorflow:step = 11101, loss = 3.73211 (49.459 sec)
INFO:tensorflow:probabilities = [[ 0.00031779 0.00597438 0.06621042 ..., 0.00144237 0.00774003
0.02029573]
[ 0.00933278 0.00703291 0.00483088 ..., 0.00091962 0.01112649
0.00013229]
[ 0.00000037 0.00756497 0.00079719 ..., 0.00051363 0.0010833
0.00102821]
...,
[ 0.00704255 0.0196951 0.00640676 ..., 0.01798046 0.01059701
0.01982423]
[ 0.00018114 0.00241806 0.00352454 ..., 0.00591476 0.00211743
0.00021946]
[ 0.00921203 0.00653675 0.01505647 ..., 0.00836024 0.00862999
0.00067349]] (24.713 sec)
INFO:tensorflow:global_step/sec: 2.01972
INFO:tensorflow:probabilities = [[ 0.00094859 0.00648005 0.03201876 ..., 0.00342446 0.00107293
0.00079458]
[ 0.00000056 0.0053934 0.00368878 ..., 0.00023402 0.00048902
0.008615 ]
[ 0.00016392 0.00599218 0.00140071 ..., 0.00069361 0.00110031
0.00451106]
...,
[ 0.01361259 0.01670988 0.00964057 ..., 0.01396418 0.00192017
0.00208694]
[ 0.00009906 0.00231067 0.00040121 ..., 0.00135577 0.00038814
0.00150856]
[ 0.02253881 0.00309923 0.00566184 ..., 0.01734006 0.00586946
0.00160507]] (24.799 sec)
INFO:tensorflow:step = 11201, loss = 3.63346 (49.512 sec)
INFO:tensorflow:probabilities = [[ 0.00030297 0.04810114 0.00810078 ..., 0.00064325 0.00110094
0.00280088]
[ 0.00015569 0.00347905 0.00254175 ..., 0.00435864 0.00475377
0.00133873]
[ 0.0479194 0.00082356 0.0004377 ..., 0.00357916 0.00036631
0.00008126]
...,
[ 0.00211288 0.01561744 0.00140541 ..., 0.0008885 0.00125587
0.00186969]
[ 0.00000615 0.00070302 0.04023513 ..., 0.0005546 0.00004608
0.02950005]
[ 0.00004906 0.00123349 0.00001348 ..., 0.00014443 0.00019093
0.00010038]] (24.857 sec)
INFO:tensorflow:global_step/sec: 2.01446
INFO:tensorflow:probabilities = [[ 0.02249804 0.00086466 0.00417076 ..., 0.00409467 0.00065502
0.00225403]
[ 0.0884621 0.0033718 0.00235304 ..., 0.00880478 0.0136224
0.00151348]
[ 0.00000392 0.01059177 0.03243032 ..., 0.00043456 0.00070106
0.01167568]
...,
[ 0.00000204 0.00416401 0.01525943 ..., 0.00036057 0.00025889
0.01133584]
[ 0.00013383 0.01028663 0.00242633 ..., 0.00154982 0.00125099
0.01018706]
[ 0.00443868 0.00214697 0.07626511 ..., 0.00462657 0.0028699
0.0014864 ]] (24.784 sec)
INFO:tensorflow:step = 11301, loss = 3.76008 (49.641 sec)
INFO:tensorflow:probabilities = [[ 0.00008067 0.01596411 0.02094406 ..., 0.00322018 0.00114533
0.00187916]
[ 0.00713051 0.01099447 0.00684341 ..., 0.01039588 0.00235552
0.00413473]
[ 0.05330116 0.00267697 0.00024685 ..., 0.00415921 0.00108 0.00248967]
...,
[ 0.02826885 0.00361535 0.0024725 ..., 0.0034489 0.00063318
0.00221274]
[ 0.00680303 0.00603822 0.00203587 ..., 0.01286717 0.01096254
0.00073692]
[ 0.00391094 0.01500483 0.01509108 ..., 0.00396723 0.00208847
0.00246644]] (24.737 sec)
INFO:tensorflow:global_step/sec: 2.02302
INFO:tensorflow:probabilities = [[ 0.01243959 0.0107208 0.00111102 ..., 0.00396729 0.00125941
0.00370167]
[ 0.00140837 0.01252545 0.02379761 ..., 0.0030809 0.00090536
0.00816834]
[ 0.00302992 0.00612857 0.00082771 ..., 0.00506681 0.00880495
0.00281024]
...,
[ 0.0004321 0.03301131 0.00639689 ..., 0.02085516 0.00530853
0.00368051]
[ 0.00191358 0.0108626 0.01280812 ..., 0.00288576 0.00921941
0.00052428]
[ 0.00296164 0.00197406 0.00174147 ..., 0.00765277 0.00462485
0.0020037 ]] (24.694 sec)
INFO:tensorflow:step = 11401, loss = 3.49887 (49.431 sec)
INFO:tensorflow:probabilities = [[ 0.00377651 0.00403266 0.00095928 ..., 0.00164486 0.00220797
0.00212699]
[ 0.00000573 0.00121272 0.00008306 ..., 0.0003346 0.00011559
0.00089826]
[ 0.00000956 0.00386334 0.00228276 ..., 0.00082162 0.00106036
0.01310124]
...,
[ 0.00000013 0.00004379 0.00000066 ..., 0.00000906 0.0000394
0.00000535]
[ 0.00659539 0.00281392 0.00006559 ..., 0.00082608 0.00324029
0.00096315]
[ 0.00025806 0.00176286 0.00046497 ..., 0.00147517 0.0005514
0.00169564]] (24.831 sec)
INFO:tensorflow:global_step/sec: 2.01845
INFO:tensorflow:probabilities = [[ 0.0000205 0.00273184 0.00567766 ..., 0.00037543 0.0016042
0.00203136]
[ 0.00474323 0.00204338 0.00267728 ..., 0.00260475 0.00076522
0.01070869]
[ 0.00025914 0.0012201 0.00466954 ..., 0.00613677 0.00039351
0.00760225]
...,
[ 0.0253515 0.00507928 0.00588558 ..., 0.00975273 0.01842126
0.00436533]
[ 0.00264084 0.00499691 0.01042243 ..., 0.00789676 0.00236575
0.00190444]
[ 0.01322448 0.00239774 0.00024956 ..., 0.01314448 0.00008246
0.00527901]] (24.711 sec)
INFO:tensorflow:step = 11501, loss = 3.55803 (49.543 sec)
INFO:tensorflow:probabilities = [[ 0.20363732 0.00043643 0.00100879 ..., 0.01298974 0.00015254
0.00024582]
[ 0.00024404 0.00040139 0.00059955 ..., 0.00109913 0.00010196
0.00463074]
[ 0.00022084 0.00455583 0.00490515 ..., 0.00165661 0.00302875
0.02528354]
...,
[ 0.00061224 0.02819398 0.04378854 ..., 0.01563747 0.00173757
0.00784569]
[ 0.00017064 0.00505101 0.00291893 ..., 0.01070987 0.00030546
0.00590962]
[ 0.01249164 0.00793738 0.00384577 ..., 0.01027652 0.00230785
0.0020621 ]] (25.044 sec)
INFO:tensorflow:global_step/sec: 2.00514
INFO:tensorflow:probabilities = [[ 0.0000207 0.00232883 0.00111165 ..., 0.00212934 0.00008181
0.00643041]
[ 0.00089371 0.00599311 0.00413843 ..., 0.00153213 0.0027003
0.00294271]
[ 0.00311097 0.00727451 0.00336188 ..., 0.00547056 0.00450476
0.00560282]
...,
[ 0.00029541 0.00257287 0.00034194 ..., 0.00194843 0.00069637
0.00201229]
[ 0.0001959 0.00289665 0.000436 ..., 0.00172812 0.00063792
0.00205912]
[ 0.00477272 0.00396069 0.00037834 ..., 0.00408895 0.00227177
0.00028809]] (24.828 sec)
INFO:tensorflow:step = 11601, loss = 3.53542 (49.872 sec)
INFO:tensorflow:probabilities = [[ 0.00879129 0.00308512 0.01193232 ..., 0.0085582 0.00447906
0.00138014]
[ 0.00019611 0.00501856 0.00092191 ..., 0.00251133 0.00151852
0.0020748 ]
[ 0.00000189 0.00108802 0.0002627 ..., 0.00165327 0.00018225
0.00163176]
...,
[ 0.00009923 0.00969472 0.00975276 ..., 0.00070884 0.00771572
0.00103788]
[ 0.00004673 0.00071527 0.00097528 ..., 0.00238379 0.00163313
0.0008562 ]
[ 0.2635929 0.00030992 0.00014212 ..., 0.0007679 0.0000104
0.0000179 ]] (24.815 sec)
INFO:tensorflow:global_step/sec: 2.01671
INFO:tensorflow:probabilities = [[ 0.03680911 0.00296616 0.00014124 ..., 0.00285574 0.03746426
0.00008185]
[ 0.00050972 0.00269377 0.0001161 ..., 0.00034682 0.00152461
0.00072974]
[ 0.00000019 0.00533876 0.02040306 ..., 0.0002502 0.00043916
0.00955596]
...,
[ 0.00054558 0.00184372 0.01793872 ..., 0.02197138 0.01556057
0.0020409 ]
[ 0.00003533 0.00237844 0.00032599 ..., 0.00036644 0.00063733
0.00252196]
[ 0.0170958 0.00320985 0.00168255 ..., 0.00530529 0.00418451
0.00157318]] (24.771 sec)
INFO:tensorflow:step = 11701, loss = 3.61043 (49.586 sec)
INFO:tensorflow:probabilities = [[ 0.00000449 0.00483013 0.00113674 ..., 0.00070368 0.00016491
0.00160743]
[ 0.00006402 0.03080193 0.00543611 ..., 0.00161385 0.00171591
0.00669649]
[ 0.01155729 0.0125732 0.00164908 ..., 0.00416853 0.02005087
0.00228743]
...,
[ 0.00102954 0.01629224 0.02163612 ..., 0.00625691 0.00164101
0.01573727]
[ 0.00193523 0.00282142 0.00050984 ..., 0.00313094 0.00018874
0.000253 ]
[ 0.00264685 0.02766259 0.01981486 ..., 0.01285035 0.00888247
0.01457332]] (24.892 sec)
INFO:tensorflow:global_step/sec: 2.01523
INFO:tensorflow:probabilities = [[ 0.00000259 0.00583606 0.01376199 ..., 0.00383267 0.00098063
0.01648258]
[ 0.00648642 0.00224676 0.00584439 ..., 0.00402917 0.00421389
0.00048413]
[ 0.00767823 0.00385311 0.00453805 ..., 0.00360596 0.0425011
0.00050398]
...,
[ 0.0006766 0.00680199 0.00695884 ..., 0.00253883 0.00585782
0.00099997]
[ 0.00394837 0.0249508 0.00060782 ..., 0.00760473 0.0007644
0.00065876]
[ 0.00000307 0.00084253 0.00001752 ..., 0.00004379 0.0004399
0.00019385]] (24.730 sec)
INFO:tensorflow:step = 11801, loss = 3.36102 (49.622 sec)
INFO:tensorflow:probabilities = [[ 0.00047179 0.00205336 0.00056892 ..., 0.00163158 0.00061453
0.00018745]
[ 0.00013143 0.0174082 0.07456575 ..., 0.00063426 0.0001808
0.0022641 ]
[ 0.00377543 0.01105349 0.0050817 ..., 0.00169735 0.00858603
0.01799628]
...,
[ 0.00092949 0.00674339 0.00242566 ..., 0.0019593 0.00586944
0.00225978]
[ 0.00013514 0.00247383 0.05493901 ..., 0.00198814 0.00271754
0.00410991]
[ 0.00031374 0.01139707 0.01015458 ..., 0.00598409 0.00099212
0.00462687]] (24.750 sec)
INFO:tensorflow:global_step/sec: 2.01896
INFO:tensorflow:probabilities = [[ 0.00005561 0.00302022 0.00124144 ..., 0.0014086 0.00165419
0.00513435]
[ 0.00004947 0.01499013 0.0167622 ..., 0.00088204 0.00280933
0.00901726]
[ 0.00171011 0.00348535 0.00596832 ..., 0.0046239 0.0007844
0.00092352]
...,
[ 0.15793793 0.0007367 0.00027246 ..., 0.00144139 0.00197668
0.00085781]
[ 0.00064881 0.00130968 0.00003689 ..., 0.00321945 0.00215379
0.00093202]
[ 0.00106655 0.00446392 0.00143946 ..., 0.00136926 0.01075388
0.00206446]] (24.780 sec)
INFO:tensorflow:step = 11901, loss = 3.54944 (49.531 sec)
INFO:tensorflow:probabilities = [[ 0.00046594 0.00386092 0.00010266 ..., 0.00436779 0.00130241
0.0027408 ]
[ 0.00672573 0.00391958 0.05960102 ..., 0.00283772 0.00331957
0.00164301]
[ 0.37008777 0.00347043 0.00047539 ..., 0.0039885 0.00024077
0.00053234]
...,
[ 0.04302408 0.00294276 0.00058999 ..., 0.01720412 0.02028978
0.00073067]
[ 0.00024905 0.00826677 0.00033708 ..., 0.00045969 0.00316484
0.00213412]
[ 0.07878128 0.00167588 0.00336214 ..., 0.00391245 0.03612543
0.00027723]] (24.758 sec)
INFO:tensorflow:Saving checkpoints for 11967 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 2.00444
INFO:tensorflow:probabilities = [[ 0.34562519 0.00079051 0.00010305 ..., 0.00800452 0.00081774
0.00001687]
[ 0.00004429 0.01281957 0.01270698 ..., 0.00128449 0.00083388
0.00735436]
[ 0.00033035 0.00460119 0.00295184 ..., 0.00203162 0.00249488
0.00264838]
...,
[ 0.00001576 0.0203789 0.0239159 ..., 0.00243432 0.00078309
0.01492602]
[ 0.00214518 0.00207154 0.00124358 ..., 0.00092575 0.00727334
0.00098549]
[ 0.02740097 0.00442512 0.00326843 ..., 0.01003106 0.00537718
0.0010591 ]] (25.131 sec)
INFO:tensorflow:step = 12001, loss = 3.37873 (49.889 sec)
INFO:tensorflow:probabilities = [[ 0.00000979 0.02678991 0.02353891 ..., 0.00015411 0.00011536
0.00318266]
[ 0.05162175 0.00848268 0.0011678 ..., 0.00451941 0.00219312
0.00015225]
[ 0.00070682 0.00514075 0.00283157 ..., 0.00103801 0.00827445
0.0025379 ]
...,
[ 0.00099605 0.00204991 0.00042398 ..., 0.02733234 0.00049059
0.00375966]
[ 0.00005661 0.0108692 0.00517559 ..., 0.00964668 0.00347437
0.00856647]
[ 0.00006301 0.00793477 0.01409234 ..., 0.00076032 0.00155826
0.00115357]] (24.701 sec)
INFO:tensorflow:global_step/sec: 2.02661
INFO:tensorflow:probabilities = [[ 0.00008876 0.00174349 0.00035193 ..., 0.00108239 0.00379293
0.00739917]
[ 0.0000013 0.00358814 0.05710382 ..., 0.00015966 0.00070526
0.00320816]
[ 0.00021358 0.00103958 0.00517821 ..., 0.0050131 0.0009209
0.01386155]
...,
[ 0.0022575 0.03425971 0.00947692 ..., 0.01753453 0.00395472
0.00137308]
[ 0.00001303 0.0013643 0.00012035 ..., 0.00007389 0.0002279
0.00017498]
[ 0.00365857 0.00456167 0.00344002 ..., 0.00314138 0.00360599
0.00530634]] (24.642 sec)
INFO:tensorflow:step = 12101, loss = 3.67473 (49.343 sec)
INFO:tensorflow:probabilities = [[ 0.01128221 0.00472818 0.00015862 ..., 0.0043005 0.00148935
0.00186087]
[ 0.00285713 0.06046948 0.00412441 ..., 0.0026986 0.01025637
0.00396439]
[ 0.0001331 0.00909111 0.0018874 ..., 0.00247708 0.00049224
0.0011595 ]
...,
[ 0.01987654 0.00996538 0.00098956 ..., 0.00390464 0.01209782
0.00065804]
[ 0.00423418 0.02022467 0.00176973 ..., 0.00097548 0.00471101
0.0024088 ]
[ 0.00075428 0.01241454 0.05812785 ..., 0.01577857 0.00901616
0.01259865]] (25.162 sec)
INFO:tensorflow:global_step/sec: 2.00122
INFO:tensorflow:probabilities = [[ 0.00003593 0.01292734 0.0002485 ..., 0.00029038 0.00027484
0.00167257]
[ 0.00000484 0.00609611 0.0018234 ..., 0.00108931 0.00192909
0.01771956]
[ 0.00250042 0.00284074 0.00055369 ..., 0.00469022 0.00019749
0.0270134 ]
...,
[ 0.00123203 0.09333799 0.0143175 ..., 0.00359962 0.00401235
0.00663881]
[ 0.00014472 0.0021786 0.00028455 ..., 0.00043418 0.00020967
0.00059211]
[ 0.00002951 0.00389422 0.0003769 ..., 0.00019656 0.00024182
0.00072357]] (24.807 sec)
INFO:tensorflow:step = 12201, loss = 3.40192 (49.970 sec)
INFO:tensorflow:probabilities = [[ 0.00043135 0.00211209 0.00012684 ..., 0.00055962 0.00141585
0.00101223]
[ 0.00004453 0.02856967 0.01579344 ..., 0.00765451 0.00582125
0.00312924]
[ 0.00009534 0.00045079 0.00013865 ..., 0.0005598 0.00048209
0.00172246]
...,
[ 0.00013511 0.0153498 0.00027594 ..., 0.00247285 0.00080604
0.04152437]
[ 0.00644151 0.01143893 0.00373962 ..., 0.00165779 0.00222506
0.00140738]
[ 0.00044559 0.00465485 0.0001364 ..., 0.02311133 0.02085399
0.00084568]] (24.730 sec)
INFO:tensorflow:global_step/sec: 2.02447
INFO:tensorflow:probabilities = [[ 0.00009802 0.01077571 0.01105678 ..., 0.00385961 0.0011614
0.01626213]
[ 0.00012174 0.00414496 0.00270561 ..., 0.00141498 0.00670744
0.0059032 ]
[ 0.05431546 0.00173029 0.00112259 ..., 0.00728985 0.006073
0.00015873]
...,
[ 0.00000048 0.00066395 0.00118165 ..., 0.00032552 0.00035527
0.00065644]
[ 0.00005946 0.00514642 0.013607 ..., 0.00096531 0.00065179
0.00726048]
[ 0.07825442 0.00080156 0.0005579 ..., 0.00093508 0.00104871
0.00047441]] (24.666 sec)
INFO:tensorflow:step = 12301, loss = 3.75912 (49.397 sec)
INFO:tensorflow:probabilities = [[ 0.00022303 0.00910612 0.00345584 ..., 0.00213261 0.00366021
0.00137116]
[ 0.00001985 0.00081574 0.00011689 ..., 0.00051951 0.0005407
0.00004289]
[ 0.00001067 0.00486306 0.01819288 ..., 0.00402804 0.00025777
0.01273419]
...,
[ 0.00017467 0.00342217 0.00663964 ..., 0.00353399 0.00724917
0.00265417]
[ 0.00126223 0.00418862 0.00077061 ..., 0.0056225 0.00142316
0.00779548]
[ 0.00428013 0.00714767 0.00011855 ..., 0.00159006 0.0137003
0.0003743 ]] (24.637 sec)
INFO:tensorflow:global_step/sec: 2.02223
INFO:tensorflow:probabilities = [[ 0.00000001 0.00004308 0.00000081 ..., 0.00000149 0.00000205
0.00000781]
[ 0.00005185 0.00047239 0.00032996 ..., 0.00024683 0.00060572
0.0010905 ]
[ 0.00000164 0.00818957 0.00046963 ..., 0.00031612 0.00101411
0.00894152]
...,
[ 0.05383782 0.01272119 0.00120033 ..., 0.00093546 0.00657671
0.000059 ]
[ 0.18967193 0.0012655 0.00155854 ..., 0.00789033 0.00374528
0.00013106]
[ 0.00001314 0.00114576 0.0001427 ..., 0.00085389 0.00056873
0.00088024]] (24.813 sec)
INFO:tensorflow:step = 12401, loss = 3.43756 (49.449 sec)
INFO:tensorflow:probabilities = [[ 0.00032126 0.00493222 0.03830763 ..., 0.00180646 0.00272728
0.0032046 ]
[ 0.00002287 0.00371403 0.00076581 ..., 0.00049188 0.01136786
0.00131492]
[ 0.05138904 0.00347833 0.00197425 ..., 0.00289943 0.00097672
0.00016647]
...,
[ 0.00024975 0.00260891 0.00141815 ..., 0.00170123 0.0057513
0.00319568]
[ 0.00008623 0.00566151 0.00211193 ..., 0.00151868 0.00084845
0.00049935]
[ 0.00318404 0.00746133 0.00074038 ..., 0.00358509 0.00188459
0.00203318]] (24.635 sec)
INFO:tensorflow:global_step/sec: 2.02697
INFO:tensorflow:probabilities = [[ 0.01139994 0.00035368 0.00024415 ..., 0.00884577 0.01083088
0.00014266]
[ 0.00103618 0.00044507 0.00537748 ..., 0.0025176 0.00056687
0.00003609]
[ 0.00284291 0.0019009 0.00193663 ..., 0.00287823 0.00856348
0.00390621]
...,
[ 0.03184754 0.00405788 0.00011013 ..., 0.00441708 0.00074522
0.00009543]
[ 0.00044823 0.0153829 0.00151337 ..., 0.00538858 0.00113908
0.00063046]
[ 0.00002975 0.001979 0.00145525 ..., 0.000648 0.0002367
0.00240505]] (24.700 sec)
INFO:tensorflow:step = 12501, loss = 3.63245 (49.335 sec)
INFO:tensorflow:probabilities = [[ 0.06883409 0.00567906 0.00029481 ..., 0.00406259 0.00056739
0.00065417]
[ 0.03614507 0.00034705 0.00029249 ..., 0.02748558 0.02148105
0.00047213]
[ 0.00005945 0.01168977 0.01136147 ..., 0.00097242 0.00535748
0.0024328 ]
...,
[ 0.00000645 0.01983645 0.00713049 ..., 0.00076154 0.00103329
0.00819844]
[ 0.00098371 0.00261896 0.00295356 ..., 0.00956081 0.00016049
0.00277687]
[ 0.00103718 0.00343796 0.00303487 ..., 0.00777422 0.00075398
0.00259534]] (24.918 sec)
INFO:tensorflow:global_step/sec: 2.0199
INFO:tensorflow:probabilities = [[ 0.00147703 0.01104 0.00369755 ..., 0.00358392 0.00298745
0.00754444]
[ 0.00152504 0.00324196 0.00064362 ..., 0.00168729 0.00041928
0.00717466]
[ 0.00518885 0.01043886 0.00904077 ..., 0.00845259 0.0046856
0.0078159 ]
...,
[ 0.01396638 0.0161255 0.00201096 ..., 0.01086461 0.00333865
0.00369222]
[ 0.0000152 0.00673671 0.15042953 ..., 0.00848999 0.00039186
0.04166622]
[ 0.00003585 0.00946186 0.04181117 ..., 0.00083222 0.00182759
0.00431507]] (24.589 sec)
INFO:tensorflow:step = 12601, loss = 3.51656 (49.507 sec)
INFO:tensorflow:probabilities = [[ 0.00252088 0.00325617 0.00082797 ..., 0.00218021 0.0006074
0.00065399]
[ 0.0000837 0.00219913 0.05658381 ..., 0.00035174 0.00081789
0.00371182]
[ 0.15982895 0.00198323 0.00553876 ..., 0.00684443 0.00730806
0.00036256]
...,
[ 0.00006095 0.02120686 0.00079896 ..., 0.00047285 0.00115912
0.00101478]
[ 0.00026944 0.00872348 0.00075391 ..., 0.00125394 0.00084275
0.00101877]
[ 0.00006971 0.00153024 0.0000966 ..., 0.00042276 0.00251746
0.00127228]] (24.488 sec)
INFO:tensorflow:global_step/sec: 2.04361
INFO:tensorflow:probabilities = [[ 0.00000161 0.00021501 0.11576796 ..., 0.00639319 0.00002702
0.00321998]
[ 0.00004146 0.00214913 0.00520115 ..., 0.00070357 0.00053921
0.0010793 ]
[ 0.00000175 0.0003027 0.00001794 ..., 0.00080248 0.00028728
0.01060136]
...,
[ 0.00007694 0.00069885 0.00007172 ..., 0.0001861 0.00023719
0.00023324]
[ 0.00000131 0.0000943 0.00008572 ..., 0.00030825 0.00009093
0.00118474]
[ 0.00523915 0.00753556 0.00039244 ..., 0.00246676 0.00407599
0.00153466]] (24.446 sec)
INFO:tensorflow:step = 12701, loss = 3.64992 (48.933 sec)
INFO:tensorflow:probabilities = [[ 0.00009383 0.00804678 0.00857673 ..., 0.00364734 0.00608969
0.01728418]
[ 0.06466416 0.00720395 0.02254559 ..., 0.0012988 0.00008063
0.00169589]
[ 0.00005567 0.00346264 0.00037146 ..., 0.00017507 0.000457
0.00076031]
...,
[ 0.00786406 0.01517102 0.00047438 ..., 0.00061375 0.01165844
0.00071132]
[ 0.00034075 0.01169833 0.01880364 ..., 0.00524759 0.0023895
0.03008351]
[ 0.00008442 0.00712008 0.00238377 ..., 0.00068037 0.00012692
0.003064 ]] (24.655 sec)
INFO:tensorflow:global_step/sec: 2.03259
INFO:tensorflow:probabilities = [[ 0.04861766 0.00333912 0.00257603 ..., 0.00822454 0.00111917
0.00417102]
[ 0.00000147 0.00160961 0.00009575 ..., 0.00001397 0.00017665
0.0004975 ]
[ 0.10469546 0.00990097 0.00071881 ..., 0.00712255 0.00280817
0.00069602]
...,
[ 0.00013773 0.00061067 0.00119808 ..., 0.00038063 0.00324984
0.00114818]
[ 0.00012779 0.00823832 0.00294649 ..., 0.01268892 0.00207592
0.00777474]
[ 0.0020709 0.06794687 0.00125791 ..., 0.00079524 0.0043428
0.00022154]] (24.543 sec)
INFO:tensorflow:step = 12801, loss = 3.35371 (49.198 sec)
INFO:tensorflow:probabilities = [[ 0.00024495 0.00202364 0.00010421 ..., 0.00248015 0.00216384
0.00027523]
[ 0.00040614 0.00099048 0.00013091 ..., 0.00077591 0.00185142
0.00027558]
[ 0.00003404 0.00355008 0.00578286 ..., 0.00128496 0.00068875
0.01480586]
...,
[ 0.0000206 0.00123832 0.00021422 ..., 0.00002078 0.00042754
0.00133671]
[ 0.00046438 0.00538481 0.00682079 ..., 0.00107482 0.00153087
0.00394368]
[ 0.00000018 0.00391974 0.01066186 ..., 0.00161479 0.00003518
0.00896707]] (24.470 sec)
INFO:tensorflow:global_step/sec: 2.038
INFO:tensorflow:probabilities = [[ 0.00195397 0.00198751 0.00192156 ..., 0.00812795 0.0010159
0.01270933]
[ 0.00002915 0.00155433 0.00137341 ..., 0.00243682 0.00278906
0.02446464]
[ 0.00001167 0.00672212 0.00342187 ..., 0.00066883 0.00058168
0.00141706]
...,
[ 0.00001907 0.01083887 0.00383008 ..., 0.00072197 0.00096006
0.01039627]
[ 0.0000455 0.00007385 0.0000278 ..., 0.0000173 0.0009575
0.00017619]
[ 0.00114772 0.0073075 0.00211673 ..., 0.00216709 0.00028168
0.01106864]] (24.598 sec)
INFO:tensorflow:step = 12901, loss = 3.5833 (49.068 sec)
INFO:tensorflow:probabilities = [[ 0.00464293 0.01025626 0.02333365 ..., 0.00277711 0.00229588
0.00197616]
[ 0.00024688 0.00711386 0.04059952 ..., 0.00131466 0.00091791
0.00526984]
[ 0.00048032 0.01619962 0.00414672 ..., 0.00236468 0.00324777
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...,
[ 0.00341346 0.00190151 0.01081587 ..., 0.00114488 0.00229661
0.00093439]
[ 0.27809149 0.00037086 0.00001487 ..., 0.00245928 0.00226976
0.0000299 ]
[ 0.07335595 0.00345643 0.00112244 ..., 0.01163651 0.00449849
0.00017981]] (24.430 sec)
INFO:tensorflow:global_step/sec: 2.04391
INFO:tensorflow:probabilities = [[ 0.0212614 0.00774907 0.00182946 ..., 0.00190537 0.0044511
0.00650014]
[ 0.00004898 0.00418067 0.00257639 ..., 0.00168691 0.00087872
0.00306633]
[ 0.00000129 0.00047928 0.00007526 ..., 0.0005906 0.00010666
0.00069322]
...,
[ 0.03917496 0.00213668 0.00164552 ..., 0.00505837 0.00317474
0.00302937]
[ 0.00028589 0.00680431 0.0008524 ..., 0.00034859 0.00024014
0.00383326]
[ 0.00002414 0.00298471 0.06201297 ..., 0.00558554 0.00054998
0.00819578]] (24.495 sec)
INFO:tensorflow:step = 13001, loss = 3.27903 (48.926 sec)
INFO:tensorflow:probabilities = [[ 0.00000635 0.00075693 0.00000602 ..., 0.00001841 0.00090091
0.00001871]
[ 0.04324971 0.00523924 0.00011631 ..., 0.00039857 0.00256296
0.00010751]
[ 0.00097558 0.00134079 0.00067059 ..., 0.00194302 0.00024713
0.00131632]
...,
[ 0.0051817 0.0029951 0.00137903 ..., 0.00088657 0.00539477
0.00454738]
[ 0.01665549 0.00128135 0.00056812 ..., 0.00489494 0.0012337
0.00165532]
[ 0.00043951 0.00805997 0.0108133 ..., 0.00391038 0.00344656
0.12444659]] (24.338 sec)
INFO:tensorflow:global_step/sec: 2.04782
INFO:tensorflow:probabilities = [[ 0.00010438 0.00150036 0.01118793 ..., 0.00202202 0.00368178
0.00803263]
[ 0.10106315 0.00040196 0.00000973 ..., 0.00414676 0.00148252
0.00004173]
[ 0.00035039 0.00942005 0.01362303 ..., 0.00261261 0.00146325
0.00538459]
...,
[ 0.01811072 0.00334098 0.00871015 ..., 0.00727064 0.0025936
0.01913457]
[ 0.02461251 0.0012251 0.00006276 ..., 0.00607996 0.00141581
0.00020367]
[ 0.00015908 0.0042655 0.00038569 ..., 0.0008607 0.0004811
0.00950142]] (24.494 sec)
INFO:tensorflow:step = 13101, loss = 3.64932 (48.832 sec)
INFO:tensorflow:probabilities = [[ 0.05625236 0.00219731 0.00003931 ..., 0.00747954 0.00155737
0.00049112]
[ 0.00294374 0.00351379 0.00675098 ..., 0.00278068 0.00145389
0.00477175]
[ 0.00000041 0.00846823 0.00022081 ..., 0.0000185 0.00040181
0.00142828]
...,
[ 0.01006708 0.01082272 0.00050435 ..., 0.00215571 0.01904666
0.00040986]
[ 0.00008348 0.00554768 0.00774921 ..., 0.00147809 0.00419685
0.00709752]
[ 0.00006039 0.00399017 0.00020774 ..., 0.00192097 0.00035748
0.00106973]] (24.536 sec)
INFO:tensorflow:Saving checkpoints for 13185 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 2.02066
INFO:tensorflow:probabilities = [[ 0.00019624 0.02831121 0.00897708 ..., 0.01229377 0.00126954
0.00288309]
[ 0.00162465 0.02151897 0.03822344 ..., 0.01519657 0.00117054
0.01202641]
[ 0.05044339 0.03231203 0.00872246 ..., 0.00278888 0.00190202
0.00490048]
...,
[ 0.00305949 0.0961894 0.01274232 ..., 0.01056514 0.0027194
0.01013644]
[ 0.00222499 0.03102308 0.01884802 ..., 0.008552 0.00339374
0.03378383]
[ 0.00000044 0.00040492 0.00002748 ..., 0.00000788 0.0000749
0.00018937]] (24.953 sec)
INFO:tensorflow:step = 13201, loss = 3.13719 (49.489 sec)
INFO:tensorflow:probabilities = [[ 0.00004801 0.00793154 0.00297657 ..., 0.00085638 0.00035084
0.00113377]
[ 0.00122335 0.00365416 0.00291832 ..., 0.00543624 0.00946205
0.00089217]
[ 0.00000596 0.00387376 0.00000869 ..., 0.00004512 0.00008906
0.00001565]
...,
[ 0.00384508 0.01243967 0.00068194 ..., 0.0221312 0.00425823
0.00287202]
[ 0.00078379 0.00563005 0.00076717 ..., 0.01030944 0.00161205
0.00370282]
[ 0.00000972 0.0016651 0.00213313 ..., 0.00030867 0.00037325
0.03398985]] (24.263 sec)
INFO:tensorflow:global_step/sec: 2.05424
INFO:tensorflow:probabilities = [[ 0.00120661 0.00523489 0.02149175 ..., 0.01433335 0.00199849
0.0184271 ]
[ 0.00000067 0.00384136 0.01658809 ..., 0.00057434 0.00025875
0.01085808]
[ 0.00004027 0.00500223 0.00642791 ..., 0.00108813 0.00053876
0.01338985]
...,
[ 0.00002327 0.00183175 0.00099069 ..., 0.00579745 0.00039038
0.01098423]
[ 0.00001672 0.00160689 0.00830909 ..., 0.00046958 0.0010793
0.00823175]
[ 0.00047566 0.00273531 0.00206945 ..., 0.00451294 0.00238261
0.0021331 ]] (24.417 sec)
INFO:tensorflow:step = 13301, loss = 3.54932 (48.680 sec)
INFO:tensorflow:probabilities = [[ 0.00000073 0.00372748 0.00119266 ..., 0.00091141 0.00007448
0.00064635]
[ 0.0272759 0.00227099 0.00958588 ..., 0.01252312 0.00069048
0.00148198]
[ 0.00003589 0.00157374 0.00237875 ..., 0.00686138 0.0006136
0.00948343]
...,
[ 0.00002073 0.02810558 0.01245887 ..., 0.00068462 0.00190867
0.01497852]
[ 0.0175436 0.01232348 0.00735617 ..., 0.00621267 0.04145986
0.00166269]
[ 0.00101042 0.00361699 0.00029927 ..., 0.00111548 0.00087605
0.00114646]] (24.634 sec)
INFO:tensorflow:global_step/sec: 2.03571
INFO:tensorflow:probabilities = [[ 0.00494773 0.00883887 0.00283453 ..., 0.0034248 0.00759645
0.00391637]
[ 0.00004755 0.00701062 0.0702491 ..., 0.00065645 0.00194972
0.00522511]
[ 0.35951826 0.00051301 0.00154916 ..., 0.00164995 0.00411838
0.00012941]
...,
[ 0.035262 0.00402742 0.00030165 ..., 0.0030952 0.00043325
0.00090902]
[ 0.00001734 0.0039976 0.00012103 ..., 0.00116434 0.00001724
0.00166346]
[ 0.06708986 0.00883673 0.00974162 ..., 0.0014907 0.00031741
0.00360968]] (24.489 sec)
INFO:tensorflow:step = 13401, loss = 3.37008 (49.123 sec)
INFO:tensorflow:probabilities = [[ 0.00013665 0.01128657 0.01509169 ..., 0.00278747 0.00623204
0.00768937]
[ 0.00080872 0.00877131 0.0052292 ..., 0.00446369 0.00875323
0.0032175 ]
[ 0.00007061 0.00031065 0.00312104 ..., 0.00065257 0.00084273
0.00118861]
...,
[ 0.00001435 0.0073515 0.00035133 ..., 0.00017477 0.0000395
0.00077657]
[ 0.00000304 0.00246233 0.02608231 ..., 0.00106478 0.00043063
0.00277641]
[ 0.00003305 0.00241893 0.00030878 ..., 0.00052095 0.00086454
0.0003688 ]] (24.355 sec)
INFO:tensorflow:global_step/sec: 2.05002
INFO:tensorflow:probabilities = [[ 0.00025545 0.00304652 0.00086619 ..., 0.00187505 0.00126045
0.00213427]
[ 0.00000283 0.00125584 0.01087752 ..., 0.00023482 0.00039067
0.00839293]
[ 0.00017758 0.02049398 0.00032597 ..., 0.00930967 0.00059681
0.00294562]
...,
[ 0.00043957 0.02173367 0.00193591 ..., 0.00063265 0.0032141
0.00169915]
[ 0.00026525 0.00758066 0.00151009 ..., 0.00648797 0.0002844
0.00202627]
[ 0.00000398 0.00287279 0.00055045 ..., 0.00109482 0.00084556
0.01469822]] (24.425 sec)
INFO:tensorflow:step = 13501, loss = 3.47828 (48.780 sec)
INFO:tensorflow:probabilities = [[ 0.01200022 0.01235292 0.00057403 ..., 0.00446764 0.04043784
0.00179678]
[ 0.0032122 0.00268474 0.05222179 ..., 0.0080065 0.00384982
0.00186261]
[ 0.10690708 0.00225471 0.00052157 ..., 0.00468542 0.00018382
0.00016198]
...,
[ 0.00083109 0.00446098 0.00633333 ..., 0.00267846 0.00874302
0.00123057]
[ 0.00134791 0.00772141 0.00538645 ..., 0.00111217 0.00371589
0.01239875]
[ 0.00016673 0.00025995 0.00040142 ..., 0.00018993 0.0049615
0.00085263]] (24.486 sec)
INFO:tensorflow:global_step/sec: 2.04348
INFO:tensorflow:probabilities = [[ 0.72796923 0.00228425 0.00053515 ..., 0.00159883 0.00293506
0.00009421]
[ 0.00104352 0.01460182 0.00623236 ..., 0.0170058 0.000957
0.00323629]
[ 0.00519739 0.004857 0.14153615 ..., 0.00626866 0.00637999
0.00784109]
...,
[ 0.00211658 0.00434405 0.00103353 ..., 0.010751 0.00123032
0.00389035]
[ 0.0000569 0.0475291 0.00156996 ..., 0.00084948 0.00281662
0.00283835]
[ 0.00375784 0.01612618 0.00562848 ..., 0.0086637 0.00277196
0.00879297]] (24.451 sec)
INFO:tensorflow:step = 13601, loss = 3.44115 (48.936 sec)
INFO:tensorflow:probabilities = [[ 0.00004094 0.00105441 0.00726135 ..., 0.00022968 0.00049082
0.00094386]
[ 0.00279029 0.00595354 0.00191086 ..., 0.00119523 0.00111661
0.00200451]
[ 0.00001954 0.00218855 0.00000601 ..., 0.00003672 0.00010811
0.0000796 ]
...,
[ 0.00005163 0.00321172 0.00566233 ..., 0.01313347 0.00416864
0.00051837]
[ 0.00014983 0.00202663 0.00087713 ..., 0.00302685 0.00012177
0.00517732]
[ 0.00006018 0.00220198 0.02342408 ..., 0.00171231 0.00094093
0.00446719]] (24.517 sec)
INFO:tensorflow:global_step/sec: 2.04125
INFO:tensorflow:probabilities = [[ 0.00624685 0.00426806 0.00717962 ..., 0.00438466 0.00068066
0.01442082]
[ 0.00053563 0.00052399 0.00385436 ..., 0.0050484 0.00601641
0.00363013]
[ 0.00003279 0.00058585 0.00001873 ..., 0.00089347 0.00036268
0.00092005]
...,
[ 0.00017252 0.01110166 0.0122864 ..., 0.00853656 0.00203468
0.00423433]
[ 0.00189156 0.00603773 0.00057985 ..., 0.00077084 0.00054403
0.00228366]
[ 0.00000846 0.00382569 0.0026085 ..., 0.00019703 0.00146328
0.00291794]] (24.472 sec)
INFO:tensorflow:step = 13701, loss = 3.50933 (48.990 sec)
INFO:tensorflow:probabilities = [[ 0.0067774 0.00761239 0.00419734 ..., 0.00163433 0.00963331
0.00031244]
[ 0.00004648 0.00637957 0.00004496 ..., 0.00211977 0.00019694
0.00259723]
[ 0.00005491 0.00083321 0.00181955 ..., 0.00030003 0.0040496
0.00117145]
...,
[ 0.00016807 0.01280192 0.00286045 ..., 0.0002796 0.00013876
0.00098915]
[ 0.00003861 0.01357898 0.01868538 ..., 0.0056037 0.00362503
0.00340485]
[ 0.00100455 0.01196723 0.00502056 ..., 0.00762298 0.00180542
0.00406879]] (24.310 sec)
INFO:tensorflow:global_step/sec: 2.05118
INFO:tensorflow:probabilities = [[ 0.00132686 0.00270608 0.00729037 ..., 0.01251278 0.06568088
0.00440909]
[ 0.19475985 0.0005591 0.00091015 ..., 0.02591575 0.00250965
0.00020943]
[ 0.00370437 0.00799297 0.00032254 ..., 0.01952696 0.01494038
0.00135003]
...,
[ 0.0173336 0.01629937 0.00028381 ..., 0.01271174 0.00036954
0.00011494]
[ 0.01509865 0.00480402 0.00046052 ..., 0.00846829 0.02133264
0.00034065]
[ 0.00020108 0.01075252 0.0017921 ..., 0.0033975 0.00156366
0.00437989]] (24.442 sec)
INFO:tensorflow:step = 13801, loss = 3.25139 (48.752 sec)
INFO:tensorflow:probabilities = [[ 0.00036239 0.00118133 0.00024791 ..., 0.00200848 0.00065577
0.00328631]
[ 0.00962171 0.00145064 0.00312117 ..., 0.0027731 0.01247319
0.00163826]
[ 0.00000269 0.00244194 0.23545294 ..., 0.00028583 0.00148964
0.00354398]
...,
[ 0.00094628 0.00639963 0.00185006 ..., 0.00802647 0.00094501
0.00138418]
[ 0.00015893 0.00422295 0.00089043 ..., 0.00052963 0.00174217
0.00225645]
[ 0.00000098 0.00040923 0.00055538 ..., 0.01165435 0.00004746
0.00077121]] (24.380 sec)
INFO:tensorflow:global_step/sec: 2.04377
INFO:tensorflow:probabilities = [[ 0.00089535 0.00424051 0.00182182 ..., 0.00270954 0.00136444
0.00174453]
[ 0.00028886 0.00058691 0.00008489 ..., 0.00008359 0.00003177
0.00010225]
[ 0.00003982 0.0242707 0.00267457 ..., 0.0004492 0.00058493
0.00060276]
...,
[ 0.02890665 0.0003873 0.00016104 ..., 0.00526788 0.00706774
0.00004093]
[ 0.00216657 0.01840794 0.01743813 ..., 0.02111735 0.00303611
0.00700684]
[ 0.00001726 0.0019531 0.00060596 ..., 0.00040034 0.00095872
0.00097047]] (24.549 sec)
INFO:tensorflow:step = 13901, loss = 3.29545 (48.930 sec)
INFO:tensorflow:probabilities = [[ 0.00000605 0.00029018 0.00588165 ..., 0.01021701 0.00136621
0.00259781]
[ 0.00000026 0.00030537 0.39301217 ..., 0.00023037 0.00030504
0.01359109]
[ 0.0426477 0.00254438 0.00100728 ..., 0.0023184 0.00451347
0.00123452]
...,
[ 0.00009012 0.00659854 0.02956524 ..., 0.01398134 0.00907911
0.0084994 ]
[ 0.00895021 0.00425693 0.01646493 ..., 0.00445813 0.01332717
0.00269397]
[ 0.00362133 0.00049613 0.00074834 ..., 0.0196034 0.00422087
0.00020831]] (24.655 sec)
INFO:tensorflow:global_step/sec: 2.02221
INFO:tensorflow:probabilities = [[ 0.0001769 0.00492673 0.01965614 ..., 0.00727459 0.03972263
0.00253782]
[ 0.01414117 0.00108394 0.01754234 ..., 0.00474855 0.00388215
0.00226242]
[ 0.00011078 0.00087107 0.00441975 ..., 0.00574261 0.00119032
0.00702787]
...,
[ 0.00531147 0.02502399 0.00464597 ..., 0.00344683 0.01110644
0.00224435]
[ 0.00662746 0.01940029 0.02482176 ..., 0.00708692 0.0028373
0.00281236]
[ 0.00145346 0.0792941 0.03158525 ..., 0.00311138 0.00618244
0.00234588]] (24.796 sec)
INFO:tensorflow:step = 14001, loss = 3.22532 (49.451 sec)
INFO:tensorflow:probabilities = [[ 0.00000698 0.00284828 0.00483513 ..., 0.00182949 0.00040703
0.00248451]
[ 0.00353763 0.00887475 0.00658313 ..., 0.00642782 0.00114177
0.00056549]
[ 0.0000256 0.00075428 0.00021553 ..., 0.00053912 0.00018683
0.00161566]
...,
[ 0.00148419 0.00019182 0.00093716 ..., 0.0020907 0.00029676
0.00170394]
[ 0.00031922 0.02102999 0.02264784 ..., 0.0093301 0.00122271
0.00345359]
[ 0.00016468 0.00379001 0.00240501 ..., 0.00259049 0.00329952
0.00538139]] (24.410 sec)
INFO:tensorflow:global_step/sec: 2.04259
INFO:tensorflow:probabilities = [[ 0.00015132 0.00482953 0.00013444 ..., 0.00024491 0.0006548
0.00219566]
[ 0.00652983 0.00428342 0.00019052 ..., 0.01250727 0.00150351
0.00241679]
[ 0.02058382 0.00942392 0.00308721 ..., 0.00782251 0.00150753
0.00129059]
...,
[ 0.00001621 0.00334616 0.01506839 ..., 0.00074911 0.00157198
0.03741688]
[ 0.00034214 0.0003034 0.00071012 ..., 0.0121399 0.01830741
0.00089702]
[ 0.0124855 0.00708049 0.0040058 ..., 0.03655052 0.00185212
0.00201314]] (24.548 sec)
INFO:tensorflow:step = 14101, loss = 3.54689 (48.958 sec)
INFO:tensorflow:probabilities = [[ 0.00067472 0.02985342 0.00200569 ..., 0.00590154 0.00363524
0.00440005]
[ 0.00272423 0.00226339 0.00103477 ..., 0.00361325 0.00254025
0.00637766]
[ 0.00000304 0.02990969 0.00116553 ..., 0.00076005 0.00044842
0.00260852]
...,
[ 0.00682292 0.01739887 0.0207865 ..., 0.00483655 0.00074986
0.00467218]
[ 0.01071919 0.00636084 0.0339319 ..., 0.0017896 0.00034076
0.0004867 ]
[ 0.00011351 0.00107362 0.00005493 ..., 0.0001617 0.00022719
0.00306919]] (24.360 sec)
INFO:tensorflow:global_step/sec: 2.05337
INFO:tensorflow:probabilities = [[ 0.00000256 0.01241784 0.00784959 ..., 0.00124368 0.00011543
0.00211857]
[ 0.0000114 0.0092492 0.03695169 ..., 0.00166402 0.00074485
0.01149541]
[ 0.00000957 0.00336483 0.00089802 ..., 0.00008336 0.00038958
0.00026461]
...,
[ 0.01898476 0.00802949 0.0012075 ..., 0.0048923 0.00270211
0.00086946]
[ 0.00004541 0.01440219 0.00849145 ..., 0.00241554 0.00195696
0.00085158]
[ 0.00035259 0.00322683 0.00068042 ..., 0.01668454 0.00586289
0.01353525]] (24.341 sec)
INFO:tensorflow:step = 14201, loss = 3.39628 (48.700 sec)
INFO:tensorflow:probabilities = [[ 0.25230139 0.00036818 0.00001189 ..., 0.00090284 0.00116072
0.00009836]
[ 0.00020186 0.00784328 0.00239611 ..., 0.00040394 0.00119857
0.0005204 ]
[ 0.00000317 0.00348775 0.00133627 ..., 0.00057698 0.00044262
0.00270065]
...,
[ 0.00047301 0.00172573 0.00052848 ..., 0.00115816 0.00780943
0.00057465]
[ 0.00000119 0.0069464 0.00307529 ..., 0.00055237 0.00007942
0.02291839]
[ 0.00045272 0.01472265 0.01197459 ..., 0.01043216 0.00197783
0.00044099]] (24.446 sec)
INFO:tensorflow:global_step/sec: 2.05369
INFO:tensorflow:probabilities = [[ 0.00000641 0.00059349 0.00015727 ..., 0.00021439 0.00173557
0.00005674]
[ 0.00007332 0.0148003 0.03194734 ..., 0.00072545 0.00182355
0.00342624]
[ 0.00018111 0.00876915 0.00040177 ..., 0.0063527 0.00052762
0.00197555]
...,
[ 0.00003567 0.06899979 0.00070862 ..., 0.00014104 0.00009059
0.00649521]
[ 0.00023349 0.00435207 0.00070426 ..., 0.00090014 0.00160745
0.00164174]
[ 0.00002352 0.0002061 0.0000277 ..., 0.00030959 0.00035912
0.00003304]] (24.247 sec)
INFO:tensorflow:step = 14301, loss = 3.45464 (48.693 sec)
INFO:tensorflow:probabilities = [[ 0.00716249 0.00033654 0.00007265 ..., 0.00283379 0.00045779
0.00046694]
[ 0.00011808 0.01717695 0.01331919 ..., 0.00296435 0.00196934
0.01252754]
[ 0.0137356 0.00729495 0.01860481 ..., 0.00451935 0.0076101
0.00283475]
...,
[ 0.00000169 0.00043598 0.20787476 ..., 0.00142535 0.00015387
0.02577646]
[ 0.00156231 0.01923284 0.02251464 ..., 0.00448046 0.00352386
0.00076438]
[ 0.00071641 0.00488398 0.02509083 ..., 0.00426579 0.00265959
0.00341229]] (24.346 sec)
INFO:tensorflow:global_step/sec: 2.05709
INFO:tensorflow:probabilities = [[ 0.00072043 0.00335579 0.00196261 ..., 0.00320142 0.00334333
0.00184808]
[ 0.00027272 0.00748088 0.00070181 ..., 0.0021844 0.00011072
0.00479651]
[ 0.0000042 0.00207673 0.00017643 ..., 0.00010698 0.00346938
0.00008747]
...,
[ 0.00140978 0.05876421 0.01365886 ..., 0.00170015 0.00298407
0.00046098]
[ 0.02348251 0.00071781 0.02868005 ..., 0.00362912 0.00925129
0.00116795]
[ 0.00001041 0.00134389 0.00024457 ..., 0.00241932 0.01515025
0.00086472]] (24.266 sec)
INFO:tensorflow:step = 14401, loss = 3.31384 (48.613 sec)
INFO:tensorflow:Saving checkpoints for 14412 into ./model-k/model.ckpt.
INFO:tensorflow:probabilities = [[ 0.05757471 0.00203883 0.00018867 ..., 0.0043177 0.00949303
0.00072727]
[ 0.00073783 0.00665461 0.02547557 ..., 0.00326006 0.00013675
0.00199737]
[ 0.00008353 0.00442811 0.00276771 ..., 0.00232814 0.006304
0.00353006]
...,
[ 0.00000256 0.00477742 0.00217362 ..., 0.0008575 0.00005645
0.00176268]
[ 0.00066497 0.00156926 0.0000319 ..., 0.00027374 0.00149746
0.00034738]
[ 0.00053556 0.01171263 0.00097516 ..., 0.00491823 0.00072875
0.00545213]] (24.909 sec)
INFO:tensorflow:global_step/sec: 2.03088
INFO:tensorflow:probabilities = [[ 0.03639645 0.00022007 0.00039847 ..., 0.00481432 0.00187176
0.00037731]
[ 0.00000719 0.00035045 0.00005539 ..., 0.00021316 0.00066388
0.00011483]
[ 0.00191514 0.00934603 0.00041707 ..., 0.00171472 0.00372706
0.00094193]
...,
[ 0.00000054 0.0062718 0.00011357 ..., 0.00016951 0.00021567
0.00029327]
[ 0.00002052 0.00025387 0.00047298 ..., 0.00184286 0.00001971
0.02289545]
[ 0.0014074 0.00356983 0.0020212 ..., 0.00408777 0.00461654
0.00169532]] (24.331 sec)
INFO:tensorflow:step = 14501, loss = 3.3205 (49.239 sec)
INFO:tensorflow:probabilities = [[ 0.02877791 0.0007302 0.0004489 ..., 0.0065043 0.0005188
0.00293438]
[ 0.16552223 0.00080322 0.00030312 ..., 0.00169964 0.00192578
0.0013525 ]
[ 0.00040533 0.00630328 0.00543982 ..., 0.01801381 0.00752025
0.00556726]
...,
[ 0.00356285 0.00145874 0.00224746 ..., 0.03532013 0.00046755
0.00106417]
[ 0.00037426 0.00605375 0.00075228 ..., 0.00347608 0.00355611
0.00078635]
[ 0.00061985 0.01106362 0.00666797 ..., 0.00201535 0.00310969
0.00239697]] (24.393 sec)
INFO:tensorflow:global_step/sec: 2.03989
INFO:tensorflow:probabilities = [[ 0.00037644 0.00222821 0.0130313 ..., 0.00874817 0.00180212
0.01429665]
[ 0.00399248 0.01449395 0.00096315 ..., 0.00880224 0.00034927
0.00181612]
[ 0.00160333 0.00266907 0.00112518 ..., 0.00070624 0.00031842
0.00146774]
...,
[ 0.00009604 0.01817667 0.00065909 ..., 0.00077458 0.00021383
0.01914935]
[ 0.00007184 0.00725334 0.00020522 ..., 0.00091061 0.00016272
0.00001243]
[ 0.00006687 0.00393913 0.01371592 ..., 0.00622446 0.00023702
0.01187445]] (24.629 sec)
INFO:tensorflow:step = 14601, loss = 3.15997 (49.023 sec)
INFO:tensorflow:probabilities = [[ 0.00281531 0.00978107 0.01073919 ..., 0.00141758 0.00432744
0.00141143]
[ 0.0000017 0.00374233 0.00958053 ..., 0.00007122 0.00021673
0.0036526 ]
[ 0.00041811 0.00427409 0.00686177 ..., 0.00220616 0.00549646
0.00790739]
...,
[ 0.0063627 0.00158506 0.00119887 ..., 0.01316329 0.00158353
0.00032418]
[ 0.00122104 0.00441642 0.02309754 ..., 0.00205153 0.00083303
0.00189793]
[ 0.00046604 0.00142982 0.00538912 ..., 0.00338535 0.00063084
0.00351073]] (24.453 sec)
INFO:tensorflow:global_step/sec: 2.04484
INFO:tensorflow:probabilities = [[ 0.0001776 0.00833734 0.00013955 ..., 0.00400237 0.00200612
0.00321503]
[ 0.00033511 0.00071979 0.00075155 ..., 0.00059743 0.0005123
0.00055285]
[ 0.00085405 0.00010836 0.00135351 ..., 0.00021372 0.00173592
0.00100316]
...,
[ 0.00087287 0.00042098 0.00042565 ..., 0.0021448 0.00377658
0.00257759]
[ 0.02026778 0.00512969 0.00008481 ..., 0.01131035 0.00332618
0.00030241]
[ 0.00002783 0.00203992 0.00188779 ..., 0.00476561 0.00652291
0.00288304]] (24.451 sec)
INFO:tensorflow:step = 14701, loss = 3.25316 (48.903 sec)
INFO:tensorflow:probabilities = [[ 0.00000337 0.00041178 0.00024978 ..., 0.00012739 0.00014834
0.00031854]
[ 0.00043862 0.00253886 0.00028582 ..., 0.00146384 0.00346084
0.00134434]
[ 0.00008833 0.0599495 0.00070634 ..., 0.00096511 0.00152247
0.00086726]
...,
[ 0.0001697 0.01791613 0.032107 ..., 0.00416849 0.00351178
0.00200133]
[ 0.0002216 0.00611416 0.00105892 ..., 0.00525003 0.00088941
0.0017319 ]
[ 0.06237473 0.00238631 0.00330154 ..., 0.0166922 0.00023804
0.00016796]] (24.479 sec)
INFO:tensorflow:global_step/sec: 2.04546
INFO:tensorflow:probabilities = [[ 0.15118589 0.0001353 0.00007416 ..., 0.01278804 0.00150433
0.00018008]
[ 0.00218104 0.00304067 0.00083922 ..., 0.00891652 0.00006401
0.0031757 ]
[ 0.00001794 0.00841385 0.01061039 ..., 0.0027594 0.00070334
0.00027697]
...,
[ 0.00012312 0.02274492 0.00421772 ..., 0.00437105 0.0001706
0.00144504]
[ 0.00102492 0.00339487 0.00504412 ..., 0.00115743 0.03852529
0.00073407]
[ 0.00000206 0.00021826 0.03015062 ..., 0.00013145 0.00078757
0.00146994]] (24.409 sec)
INFO:tensorflow:step = 14801, loss = 3.52675 (48.888 sec)
INFO:tensorflow:probabilities = [[ 0.00002095 0.0160421 0.00079686 ..., 0.00008613 0.0033282
0.00059183]
[ 0.00085098 0.00280111 0.00119249 ..., 0.04526458 0.0014511
0.00090938]
[ 0.00000411 0.00024087 0.00910197 ..., 0.00109571 0.00056816
0.00299683]
...,
[ 0.00662275 0.00122542 0.00467945 ..., 0.00485616 0.00738477
0.00157355]
[ 0.0000109 0.00241095 0.01021028 ..., 0.00035042 0.0020326
0.00023158]
[ 0.00001036 0.00208156 0.00009105 ..., 0.00176247 0.00002427
0.00015709]] (24.485 sec)
INFO:tensorflow:global_step/sec: 2.04659
INFO:tensorflow:probabilities = [[ 0.00599528 0.00366756 0.00096244 ..., 0.00205923 0.00102982
0.00059528]
[ 0.00002549 0.00016961 0.00000345 ..., 0.00099783 0.00001119
0.00039103]
[ 0.00003748 0.00068006 0.00031812 ..., 0.00042964 0.00123479
0.00371205]
...,
[ 0.0040178 0.00750632 0.01842345 ..., 0.00451862 0.00904109
0.00204515]
[ 0.01187638 0.00579938 0.00030377 ..., 0.00215837 0.00347708
0.00026563]
[ 0.01043651 0.00058268 0.00426964 ..., 0.0084683 0.00037071
0.00467455]] (24.376 sec)
INFO:tensorflow:step = 14901, loss = 3.24357 (48.862 sec)
INFO:tensorflow:probabilities = [[ 0.05931011 0.00334395 0.00219066 ..., 0.0017325 0.00398408
0.00059032]
[ 0.00262369 0.0034022 0.00088405 ..., 0.00025451 0.00023067
0.00067006]
[ 0.00135866 0.00077349 0.00038211 ..., 0.00318016 0.00334449
0.00374754]
...,
[ 0.00005454 0.0216962 0.00258304 ..., 0.00072698 0.00036667
0.00261068]
[ 0.00046982 0.01734774 0.00272982 ..., 0.00869603 0.00135526
0.00125162]
[ 0.00426543 0.0021207 0.00339357 ..., 0.00968133 0.01663722
0.00076551]] (24.336 sec)
INFO:tensorflow:global_step/sec: 2.05095
INFO:tensorflow:probabilities = [[ 0.00427358 0.0006969 0.00806419 ..., 0.00309535 0.00174848
0.0020443 ]
[ 0.0000502 0.06382502 0.13965009 ..., 0.00082905 0.0000952
0.00142131]
[ 0.00002708 0.00138403 0.00024626 ..., 0.00017727 0.00031961
0.00111871]
...,
[ 0.16058622 0.01831759 0.00142464 ..., 0.00428277 0.00189729
0.00022053]
[ 0.01209686 0.00263482 0.04311477 ..., 0.01751792 0.0035951
0.00466663]
[ 0.00056094 0.0154832 0.00499051 ..., 0.00145655 0.0098976
0.00319936]] (24.422 sec)
INFO:tensorflow:step = 15001, loss = 3.24924 (48.758 sec)
INFO:tensorflow:probabilities = [[ 0.0000533 0.02005343 0.00030418 ..., 0.00374525 0.00332619
0.00935496]
[ 0.00006735 0.00033151 0.01018864 ..., 0.00298818 0.00020016
0.00051533]
[ 0.00000009 0.00097929 0.0003489 ..., 0.00001167 0.00013203
0.00053121]
...,
[ 0.00295553 0.00133048 0.00047424 ..., 0.00047 0.0126345
0.00232976]
[ 0.00330994 0.00031341 0.00210694 ..., 0.00015985 0.00005164
0.00370043]
[ 0.00000019 0.00180867 0.00021542 ..., 0.0001069 0.0000514
0.00074054]] (24.327 sec)
INFO:tensorflow:global_step/sec: 2.05114
INFO:tensorflow:probabilities = [[ 0.07919341 0.00140075 0.00095836 ..., 0.01335684 0.00912166
0.00037293]
[ 0.00017333 0.0054958 0.0142892 ..., 0.00127041 0.00262313
0.00176257]
[ 0.00006024 0.00284624 0.00038138 ..., 0.00099213 0.00258881
0.00123331]
...,
[ 0.00059873 0.0005337 0.00046736 ..., 0.00088855 0.0063987
0.00028512]
[ 0.0000182 0.00212648 0.00002923 ..., 0.00018542 0.00125361
0.00004625]
[ 0.00002046 0.00035902 0.00016863 ..., 0.00019432 0.00019037
0.00017526]] (24.428 sec)
INFO:tensorflow:step = 15101, loss = 3.26563 (48.755 sec)
INFO:tensorflow:probabilities = [[ 0.00100357 0.00470427 0.00326516 ..., 0.00454707 0.00187603
0.00158943]
[ 0.02226567 0.01123589 0.02704776 ..., 0.00409464 0.00019424
0.00802486]
[ 0.00034737 0.02702987 0.01064686 ..., 0.00163816 0.0014125
0.00399503]
...,
[ 0.00001062 0.00063239 0.00000772 ..., 0.00015357 0.00049072
0.00005336]
[ 0.0010628 0.00249757 0.00386594 ..., 0.00119367 0.00176697
0.00377639]
[ 0.0000715 0.00651974 0.00009864 ..., 0.00401025 0.00014149
0.00077782]] (25.997 sec)
INFO:tensorflow:global_step/sec: 1.94462
INFO:tensorflow:probabilities = [[ 0.00009493 0.00492814 0.00018242 ..., 0.00089435 0.00026507
0.00336161]
[ 0.00008519 0.0242193 0.00110367 ..., 0.00057434 0.00077255
0.00188631]
[ 0.00399204 0.0067927 0.00159928 ..., 0.00147013 0.00018725
0.00118141]
...,
[ 0.00113243 0.0064512 0.02178227 ..., 0.00549415 0.00217096
0.00318382]
[ 0.00330568 0.10891724 0.01089213 ..., 0.00133927 0.00253551
0.02572335]
[ 0.001287 0.00569912 0.00622418 ..., 0.00204804 0.00936138
0.00611523]] (25.425 sec)
INFO:tensorflow:step = 15201, loss = 3.1899 (51.423 sec)
INFO:tensorflow:probabilities = [[ 0.00081174 0.00571663 0.00053982 ..., 0.00161659 0.00191629
0.01358291]
[ 0.00487188 0.00718124 0.00010208 ..., 0.00052556 0.00081323
0.00140169]
[ 0.00526899 0.00191813 0.00118129 ..., 0.00194475 0.0033834
0.00100808]
...,
[ 0.00000392 0.00256744 0.00758704 ..., 0.0032441 0.00413194
0.00070851]
[ 0.00000446 0.00066732 0.00025685 ..., 0.00019326 0.00028405
0.00017929]
[ 0.00004468 0.00022098 0.00000605 ..., 0.00030219 0.00129555
0.00002061]] (25.231 sec)
INFO:tensorflow:global_step/sec: 1.8819
INFO:tensorflow:probabilities = [[ 0.00004006 0.01100671 0.00499428 ..., 0.00009473 0.00136378
0.01522695]
[ 0.00039053 0.00417686 0.00039265 ..., 0.00116035 0.00620144 0.00103 ]
[ 0.0664366 0.00006061 0.00071509 ..., 0.00524944 0.00020022
0.00003494]
...,
[ 0.00000046 0.001852 0.0252929 ..., 0.00014964 0.00042549
0.01233963]
[ 0.00698259 0.00277795 0.00085822 ..., 0.00108964 0.00100538
0.00137746]
[ 0.00007391 0.00193083 0.03378649 ..., 0.00186727 0.00238277
0.00916431]] (27.907 sec)
INFO:tensorflow:step = 15301, loss = 3.45812 (53.138 sec)
INFO:tensorflow:probabilities = [[ 0.00365424 0.00256802 0.00687541 ..., 0.00470868 0.00267425
0.00252909]
[ 0.00000042 0.00040347 0.00054188 ..., 0.00014138 0.00006016
0.00341677]
[ 0.02163791 0.00172878 0.04022717 ..., 0.01269424 0.00441356
0.0032461 ]
...,
[ 0.00073884 0.0016294 0.00177911 ..., 0.00244958 0.01370368
0.00065299]
[ 0.01857037 0.00811833 0.00061709 ..., 0.02607416 0.01653279
0.0000314 ]
[ 0.00157272 0.00381582 0.00825489 ..., 0.00263976 0.00361101
0.001879 ]] (26.054 sec)
INFO:tensorflow:global_step/sec: 1.79015
INFO:tensorflow:probabilities = [[ 0.00223713 0.00958378 0.00489285 ..., 0.00027958 0.0673134
0.00104558]
[ 0.01896272 0.00124875 0.00499281 ..., 0.00288209 0.00251338
0.00124636]
[ 0.01765895 0.00608694 0.0004608 ..., 0.00703453 0.00098279
0.00246482]
...,
[ 0.00035591 0.01003952 0.00034649 ..., 0.00235633 0.0005878
0.00589208]
[ 0.00236988 0.00432138 0.00232998 ..., 0.00190465 0.0048028
0.00202891]
[ 0.00003296 0.00066831 0.00005061 ..., 0.00006384 0.00009973
0.00117779]] (29.808 sec)
INFO:tensorflow:step = 15401, loss = 3.23641 (55.863 sec)
INFO:tensorflow:probabilities = [[ 0.00005757 0.00179246 0.00116015 ..., 0.00382212 0.01533818
0.0048958 ]
[ 0.00194721 0.01388364 0.00411895 ..., 0.01308462 0.01472443
0.01761356]
[ 0.00001281 0.00165485 0.03840479 ..., 0.00413141 0.00005532
0.00441127]
...,
[ 0.00000864 0.00055077 0.00065872 ..., 0.00144494 0.00814144
0.00021862]
[ 0.00016928 0.01156135 0.00075436 ..., 0.00104503 0.00145105
0.00450951]
[ 0.00002308 0.00161436 0.01583718 ..., 0.00039428 0.00168159
0.00070241]] (33.117 sec)
INFO:tensorflow:global_step/sec: 1.62384
INFO:tensorflow:probabilities = [[ 0.00020839 0.00001882 0.00001586 ..., 0.00014716 0.00009958
0.00014657]
[ 0.00001072 0.00260244 0.00000984 ..., 0.00041211 0.00347979
0.00013784]
[ 0.00734905 0.00283485 0.00020215 ..., 0.00092141 0.00213674
0.00010094]
...,
[ 0.00978042 0.00071379 0.00047971 ..., 0.01945461 0.00026796
0.00859689]
[ 0.00178557 0.00013364 0.00261026 ..., 0.00453139 0.00010806
0.00086496]
[ 0.00000038 0.00311111 0.00000491 ..., 0.00002036 0.00001338
0.00001364]] (28.467 sec)
INFO:tensorflow:step = 15501, loss = 3.04848 (61.582 sec)
INFO:tensorflow:probabilities = [[ 0.00209139 0.00435271 0.00031995 ..., 0.00336221 0.00043851
0.00007507]
[ 0.00088551 0.03130839 0.00121321 ..., 0.00122436 0.00046866
0.0011011 ]
[ 0.00493363 0.00186421 0.01386771 ..., 0.00627251 0.00083498
0.00820929]
...,
[ 0.00057538 0.01768649 0.00060272 ..., 0.00093284 0.00019952 0.01187 ]
[ 0.0003243 0.00894509 0.00126134 ..., 0.00395296 0.00029598
0.00067586]
[ 0.00000532 0.00016763 0.00000305 ..., 0.00002589 0.00011608
0.00001533]] (25.293 sec)
INFO:tensorflow:Saving checkpoints for 15582 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.95377
INFO:tensorflow:probabilities = [[ 0.00000526 0.00132633 0.00044101 ..., 0.00160267 0.0018957
0.00047757]
[ 0.00008827 0.0004563 0.00012592 ..., 0.0010023 0.00032564
0.00010668]
[ 0.00013267 0.00098256 0.00020885 ..., 0.00915467 0.00016818
0.0001082 ]
...,
[ 0.00017346 0.00169457 0.02168111 ..., 0.00420241 0.00286156
0.04984801]
[ 0.00039578 0.00484988 0.00005757 ..., 0.00282877 0.00022252
0.00020702]
[ 0.00006226 0.00261583 0.00009459 ..., 0.00262815 0.00018037
0.00046303]] (25.889 sec)
INFO:tensorflow:step = 15601, loss = 3.04846 (51.182 sec)
INFO:tensorflow:probabilities = [[ 0.00020987 0.00235544 0.00021806 ..., 0.00218773 0.00048071
0.00083832]
[ 0.14219709 0.0004283 0.00146266 ..., 0.00148496 0.01365557
0.00169516]
[ 0.00021948 0.00543594 0.02759381 ..., 0.00299497 0.00056945
0.00774265]
...,
[ 0.00037745 0.00127728 0.00389811 ..., 0.00997056 0.00059821
0.00118758]
[ 0.00000065 0.00124416 0.00244121 ..., 0.0000219 0.00112385
0.01226504]
[ 0.00000564 0.00274023 0.0041566 ..., 0.00102419 0.00145041
0.00251967]] (25.034 sec)
INFO:tensorflow:global_step/sec: 1.99781
INFO:tensorflow:probabilities = [[ 0.00034394 0.00749291 0.02844786 ..., 0.02938628 0.00254867
0.0155456 ]
[ 0.02746477 0.00016643 0.000032 ..., 0.01236931 0.0003467
0.00003832]
[ 0.00001842 0.00088574 0.00147915 ..., 0.00094688 0.00001395
0.00083012]
...,
[ 0.01183773 0.00086501 0.00006089 ..., 0.00597151 0.00053294
0.00016229]
[ 0.00019617 0.00564416 0.00089137 ..., 0.00305369 0.00016834
0.00219279]
[ 0.00000599 0.00415242 0.00567774 ..., 0.00328905 0.00048559
0.00628331]] (25.021 sec)
INFO:tensorflow:step = 15701, loss = 3.33569 (50.055 sec)
INFO:tensorflow:probabilities = [[ 0.00080091 0.01054011 0.01540392 ..., 0.00963514 0.00053731
0.0176191 ]
[ 0.00116838 0.02914909 0.02904218 ..., 0.01393391 0.00451993
0.00145072]
[ 0.00004543 0.00154993 0.01699103 ..., 0.00160172 0.00068892
0.0150241 ]
...,
[ 0.00013052 0.00845579 0.01149902 ..., 0.00269746 0.00190152
0.00029738]
[ 0.00029311 0.02918015 0.0105621 ..., 0.00244484 0.00438316
0.00113172]
[ 0.00140448 0.03195836 0.00162061 ..., 0.00111526 0.00917394
0.00479597]] (25.565 sec)
INFO:tensorflow:global_step/sec: 1.97019
INFO:tensorflow:probabilities = [[ 0.51222825 0.00388483 0.00105879 ..., 0.0047276 0.00278816
0.00146503]
[ 0.00261008 0.00707546 0.00828357 ..., 0.0094692 0.00127902
0.00339691]
[ 0.00000127 0.00536917 0.02050658 ..., 0.00112846 0.00030163
0.00321178]
...,
[ 0.00015431 0.03509523 0.1006525 ..., 0.00214452 0.00074354
0.02191882]
[ 0.02699547 0.00040761 0.00267163 ..., 0.01966463 0.01600233
0.00022888]
[ 0.00000122 0.00621134 0.00159386 ..., 0.00019243 0.00024738
0.00371132]] (25.192 sec)
INFO:tensorflow:step = 15801, loss = 3.10033 (50.757 sec)
INFO:tensorflow:probabilities = [[ 0.00096026 0.00014018 0.00007916 ..., 0.00030097 0.00345941
0.00013087]
[ 0.00055255 0.00235053 0.00010284 ..., 0.00018969 0.00319762
0.0002439 ]
[ 0.00321584 0.00464817 0.0009541 ..., 0.00061697 0.00042546
0.00085045]
...,
[ 0.00000595 0.00116122 0.00011927 ..., 0.00046811 0.00027714
0.00031387]
[ 0.0902408 0.00005036 0.00000233 ..., 0.00012009 0.00030132
0.00004295]
[ 0.02919196 0.00001401 0.00004764 ..., 0.00183823 0.00014414
0.00006306]] (25.112 sec)
INFO:tensorflow:global_step/sec: 1.97492
INFO:tensorflow:probabilities = [[ 0.00004329 0.00154564 0.00031956 ..., 0.00032356 0.00005588
0.00062764]
[ 0.00000756 0.00471477 0.00117896 ..., 0.00123698 0.00327857
0.00223407]
[ 0.01898697 0.00027926 0.00002669 ..., 0.00138933 0.00198771
0.00001264]
...,
[ 0.00063296 0.02591205 0.02992953 ..., 0.00128525 0.01052233
0.00538814]
[ 0.0009755 0.00168975 0.00034943 ..., 0.00351796 0.00437985
0.00123084]
[ 0.00000669 0.00418378 0.00150683 ..., 0.00017696 0.0000172
0.00087396]] (25.523 sec)
INFO:tensorflow:step = 15901, loss = 3.03388 (50.635 sec)
INFO:tensorflow:probabilities = [[ 0.0000752 0.00374807 0.0002894 ..., 0.00047147 0.00102916
0.00053499]
[ 0.41666433 0.00186305 0.00000973 ..., 0.00090699 0.00085878
0.00021425]
[ 0.00462565 0.01058367 0.00233707 ..., 0.00168383 0.00294526
0.00082428]
...,
[ 0.0007931 0.01335199 0.00203878 ..., 0.00111648 0.0088106
0.00013867]
[ 0.00356808 0.00148958 0.00057062 ..., 0.01032304 0.00154725
0.00257646]
[ 0.00053618 0.01026401 0.00020283 ..., 0.00329583 0.00706705
0.00157166]] (25.242 sec)
INFO:tensorflow:global_step/sec: 1.98024
INFO:tensorflow:probabilities = [[ 0.00183789 0.11865083 0.01068336 ..., 0.00140402 0.00376281
0.00257445]
[ 0.00000311 0.00101733 0.00192817 ..., 0.05464592 0.00969051
0.00207828]
[ 0.00008263 0.00051717 0.00166654 ..., 0.01424619 0.00000476
0.00932019]
...,
[ 0.00004907 0.06574698 0.00271536 ..., 0.00134006 0.00081291
0.00121886]
[ 0.00056376 0.06515597 0.0050065 ..., 0.02339693 0.00050438
0.00136589]
[ 0.00804461 0.04426632 0.00359844 ..., 0.03044935 0.00473797
0.00779053]] (25.256 sec)
INFO:tensorflow:step = 16001, loss = 3.05938 (50.498 sec)
INFO:tensorflow:probabilities = [[ 0.00004638 0.005673 0.00363568 ..., 0.00206831 0.00257818
0.00743785]
[ 0.0000358 0.00003374 0.01063772 ..., 0.00042459 0.0003478
0.00473918]
[ 0.00043413 0.00352303 0.01780015 ..., 0.00685457 0.00272265
0.01129508]
...,
[ 0.00000674 0.00016344 0.00000102 ..., 0.00008743 0.00000578
0.0000316 ]
[ 0.00004683 0.00562002 0.0268901 ..., 0.0021126 0.00005092
0.00003173]
[ 0.00028989 0.00137178 0.00238331 ..., 0.00198891 0.00194892
0.00513335]] (25.103 sec)
INFO:tensorflow:global_step/sec: 1.99362
INFO:tensorflow:probabilities = [[ 0.00000721 0.00406824 0.00876786 ..., 0.0001261 0.00032108
0.00059445]
[ 0.00001824 0.04479259 0.00079951 ..., 0.00019781 0.00130046
0.00071268]
[ 0.00005864 0.00358448 0.00077826 ..., 0.00953329 0.00047136
0.00557347]
...,
[ 0.00186259 0.00352262 0.00359198 ..., 0.0022404 0.00077535
0.00181523]
[ 0.00004648 0.00856621 0.001682 ..., 0.0007247 0.00137776
0.00312919]
[ 0.00125058 0.00285953 0.00275174 ..., 0.00494412 0.00591425
0.00013611]] (25.056 sec)
INFO:tensorflow:step = 16101, loss = 2.68195 (50.160 sec)
INFO:tensorflow:probabilities = [[ 0.00628594 0.00197396 0.00018927 ..., 0.00134981 0.00092997
0.00128778]
[ 0.00095854 0.00409499 0.00346611 ..., 0.00494441 0.0014985
0.00154052]
[ 0.00020933 0.00039964 0.00075236 ..., 0.00022686 0.00014408
0.0002927 ]
...,
[ 0.00001791 0.00661268 0.00017319 ..., 0.00036708 0.00055028
0.00052466]
[ 0.10486495 0.02009295 0.02381244 ..., 0.00933884 0.01138081
0.003572 ]
[ 0.00000581 0.00123756 0.00004116 ..., 0.00005888 0.00053781
0.00038065]] (25.155 sec)
INFO:tensorflow:global_step/sec: 1.99168
INFO:tensorflow:probabilities = [[ 0.00000103 0.00310392 0.06147139 ..., 0.00008573 0.00005912
0.0002607 ]
[ 0.00000062 0.00070971 0.00704063 ..., 0.00314001 0.0000447
0.0033333 ]
[ 0.00020852 0.00150041 0.00478914 ..., 0.01798579 0.00179094
0.0321277 ]
...,
[ 0.0000142 0.00314931 0.09056893 ..., 0.01233934 0.000198
0.05220102]
[ 0.0000004 0.00023321 0.00100858 ..., 0.00770316 0.00167603
0.00117086]
[ 0.07794933 0.00251708 0.00066446 ..., 0.01049958 0.00817024
0.00007456]] (25.054 sec)
INFO:tensorflow:step = 16201, loss = 3.20457 (50.209 sec)
INFO:tensorflow:probabilities = [[ 0.00004853 0.07242505 0.00165499 ..., 0.00008359 0.00089887
0.00083556]
[ 0.00004206 0.00003489 0.00025462 ..., 0.00031353 0.00011271
0.00004379]
[ 0.00015687 0.00600807 0.00479127 ..., 0.00503071 0.00255543
0.00012004]
...,
[ 0.00226054 0.00442266 0.00382312 ..., 0.00269848 0.02719111
0.00238613]
[ 0.00000137 0.00055081 0.00000051 ..., 0.00000693 0.00000744
0.0000219 ]
[ 0.0000113 0.00009896 0.00088583 ..., 0.00044528 0.00007991
0.00145852]] (25.055 sec)
INFO:tensorflow:global_step/sec: 1.89041
INFO:tensorflow:probabilities = [[ 0.00001424 0.00183734 0.00027092 ..., 0.0095092 0.00116427
0.00182685]
[ 0.0011199 0.00610262 0.02995188 ..., 0.00677863 0.01181683
0.00091397]
[ 0.00001676 0.0393785 0.00314692 ..., 0.00039024 0.00199801
0.00244952]
...,
[ 0.01604457 0.00033507 0.00028481 ..., 0.00318935 0.00307148
0.00168401]
[ 0.00007473 0.01808792 0.00710499 ..., 0.00431916 0.00206695
0.00227847]
[ 0.00014938 0.00063653 0.00160573 ..., 0.04165951 0.00806207
0.00015439]] (27.844 sec)
INFO:tensorflow:step = 16301, loss = 3.02921 (52.900 sec)
INFO:tensorflow:probabilities = [[ 0.000002 0.00013877 0.00270492 ..., 0.00416389 0.00008227
0.01567102]
[ 0.00435681 0.00395609 0.00316842 ..., 0.00995294 0.00085158
0.00177229]
[ 0.00027332 0.01574863 0.00749374 ..., 0.00064529 0.00178337
0.0013493 ]
...,
[ 0.00004882 0.00306663 0.00615995 ..., 0.00140558 0.00080986
0.02001214]
[ 0.0000455 0.00375267 0.00869523 ..., 0.00157783 0.00646638
0.00439741]
[ 0.00014526 0.0003844 0.00000657 ..., 0.00251463 0.00003652
0.00045186]] (28.241 sec)
INFO:tensorflow:global_step/sec: 1.83797
INFO:tensorflow:probabilities = [[ 0.0043755 0.02954909 0.00253709 ..., 0.00203735 0.00178254
0.00198155]
[ 0.00013434 0.09155294 0.00510034 ..., 0.0019223 0.00088334
0.00715399]
[ 0.46351478 0.00248398 0.00030815 ..., 0.00345596 0.00161417
0.00007764]
...,
[ 0.00767277 0.06097434 0.00052687 ..., 0.00382128 0.00483667
0.0009574 ]
[ 0.01145738 0.0047103 0.00042856 ..., 0.00086263 0.00032339
0.00118346]
[ 0.0002952 0.00136511 0.16637467 ..., 0.00201945 0.00153737
0.00727503]] (26.168 sec)
INFO:tensorflow:step = 16401, loss = 3.05863 (54.408 sec)
INFO:tensorflow:probabilities = [[ 0.14607862 0.00393651 0.0004089 ..., 0.00411291 0.00254032
0.00027051]
[ 0.00126872 0.00003921 0.00000115 ..., 0.00004935 0.00004887
0.000021 ]
[ 0.02508419 0.0000491 0.0000266 ..., 0.00429108 0.00008527
0.00000546]
...,
[ 0.00671354 0.00058287 0.00050716 ..., 0.00426111 0.00375261
0.00040187]
[ 0.00004272 0.00070584 0.0002242 ..., 0.00021692 0.00322994
0.00277244]
[ 0.00043028 0.00603243 0.00105112 ..., 0.00134466 0.00228999
0.00176308]] (25.356 sec)
INFO:tensorflow:global_step/sec: 1.9823
INFO:tensorflow:probabilities = [[ 0.41702762 0.0007275 0.00061678 ..., 0.00068682 0.00247043
0.00005686]
[ 0.00000105 0.0020283 0.00007066 ..., 0.00002967 0.00444311
0.00005855]
[ 0.00016983 0.00896535 0.00347515 ..., 0.00272176 0.00078473
0.00144232]
...,
[ 0.0002312 0.00028657 0.00001303 ..., 0.0000327 0.00001206
0.0000906 ]
[ 0.00007173 0.00103766 0.00526738 ..., 0.00051761 0.00027338
0.0099482 ]
[ 0.00049387 0.0031471 0.00016676 ..., 0.01299276 0.00019646
0.00006738]] (25.090 sec)
INFO:tensorflow:step = 16501, loss = 3.1031 (50.446 sec)
INFO:tensorflow:probabilities = [[ 0.05191543 0.00708796 0.00020257 ..., 0.0005411 0.00161393
0.0005593 ]
[ 0.0000027 0.00007648 0.00001712 ..., 0.00047613 0.00034772
0.00004716]
[ 0.00174766 0.00107218 0.00870052 ..., 0.0127258 0.00121088
0.00201607]
...,
[ 0.27319154 0.01180243 0.00895469 ..., 0.00363366 0.00211778
0.00130771]
[ 0.0258858 0.00454903 0.01260069 ..., 0.01027946 0.00076927
0.00249939]
[ 0.00000046 0.01228192 0.03632287 ..., 0.00000601 0.00000509
0.01077536]] (25.000 sec)
INFO:tensorflow:global_step/sec: 1.9637
INFO:tensorflow:probabilities = [[ 0.00000009 0.00037081 0.00945288 ..., 0.00015374 0.00003808
0.02455041]
[ 0.00068204 0.01013339 0.00453823 ..., 0.0003446 0.0101379
0.00225074]
[ 0.63102174 0.00136194 0.0001981 ..., 0.00104015 0.00036959
0.0000349 ]
...,
[ 0.00000498 0.00060948 0.00006319 ..., 0.00159149 0.00035076
0.01674229]
[ 0.00061359 0.00043662 0.00065423 ..., 0.01357783 0.00054268
0.00030082]
[ 0.0000036 0.00463356 0.00383237 ..., 0.00043623 0.00249323
0.000314 ]] (25.925 sec)
INFO:tensorflow:step = 16601, loss = 3.04266 (50.924 sec)
INFO:tensorflow:probabilities = [[ 0.00059821 0.00262297 0.00449361 ..., 0.01078628 0.00187817
0.00053658]
[ 0.01436982 0.00290856 0.00217157 ..., 0.00269534 0.00090803
0.00023165]
[ 0.00000457 0.00053829 0.0011247 ..., 0.00136557 0.00002821
0.00406014]
...,
[ 0.01268419 0.00126077 0.00057231 ..., 0.01061792 0.00566894
0.00091261]
[ 0.00027284 0.00987574 0.00030541 ..., 0.0009778 0.00510397
0.00101569]
[ 0.00009114 0.00215521 0.00409605 ..., 0.00020259 0.0025055
0.00009981]] (25.259 sec)
INFO:tensorflow:global_step/sec: 1.98435
INFO:tensorflow:probabilities = [[ 0.00173851 0.01209326 0.00012216 ..., 0.00118583 0.00123391
0.00133689]
[ 0.00056331 0.00008365 0.00005096 ..., 0.00009181 0.00449698
0.00104353]
[ 0.00006211 0.00347158 0.00005516 ..., 0.00077973 0.000697
0.00076283]
...,
[ 0.0002256 0.00056649 0.00000828 ..., 0.00002105 0.00019405
0.00036348]
[ 0.00345404 0.00032898 0.00013486 ..., 0.00225522 0.00327017
0.00034383]
[ 0.00020175 0.00793155 0.00180729 ..., 0.00523399 0.0002945
0.00531159]] (25.135 sec)
INFO:tensorflow:step = 16701, loss = 2.97628 (50.394 sec)
INFO:tensorflow:probabilities = [[ 0.00211653 0.00961865 0.0000224 ..., 0.01655406 0.00017963
0.00035043]
[ 0.00025239 0.02831292 0.00069412 ..., 0.0029436 0.00061461
0.00434582]
[ 0.01024439 0.00238894 0.00324278 ..., 0.01096156 0.03423058
0.00033733]
...,
[ 0.00004886 0.00120453 0.00019757 ..., 0.00266359 0.00526659
0.00120014]
[ 0.00000064 0.00262548 0.01060845 ..., 0.00124636 0.00001103
0.00456234]
[ 0.01716418 0.00452514 0.00165491 ..., 0.00305969 0.00264828
0.00058383]] (27.549 sec)
INFO:tensorflow:Saving checkpoints for 16753 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.71008
INFO:tensorflow:probabilities = [[ 0.00067559 0.0011361 0.00069109 ..., 0.01385781 0.00812274
0.00020782]
[ 0.00061616 0.00705764 0.00049291 ..., 0.00095977 0.00073034
0.00094684]
[ 0.000091 0.04693636 0.00081781 ..., 0.0010809 0.00068825
0.003636 ]
...,
[ 0.06097481 0.00067922 0.00175197 ..., 0.01960698 0.00219294
0.00116225]
[ 0.00005585 0.00834801 0.00164639 ..., 0.00053151 0.00019597
0.00184105]
[ 0.00002109 0.01323869 0.01273583 ..., 0.00411959 0.00039322
0.01614727]] (30.929 sec)
INFO:tensorflow:step = 16801, loss = 3.05177 (58.477 sec)
INFO:tensorflow:probabilities = [[ 0.0014056 0.00162488 0.00140725 ..., 0.00041633 0.00373483
0.00058627]
[ 0.00000113 0.00078259 0.00421023 ..., 0.00005458 0.00256277
0.0019353 ]
[ 0.00001335 0.00038471 0.00029796 ..., 0.0021673 0.00044512
0.00009437]
...,
[ 0.00000003 0.00001218 0.00000267 ..., 0.00000225 0.00000724
0.00001103]
[ 0.00001345 0.00233061 0.00764937 ..., 0.00140745 0.00036447
0.00513976]
[ 0.00023413 0.00044501 0.00035513 ..., 0.00100596 0.00006288
0.00516883]] (25.809 sec)
INFO:tensorflow:global_step/sec: 1.91364
INFO:tensorflow:probabilities = [[ 0.00016813 0.00380393 0.02661155 ..., 0.00213251 0.00254372
0.01034332]
[ 0.00051877 0.00040146 0.00009043 ..., 0.00008795 0.000113
0.00043009]
[ 0.00029159 0.08339348 0.01178196 ..., 0.0059061 0.00556487
0.00315215]
...,
[ 0.00073033 0.00266846 0.00115135 ..., 0.00496032 0.00204586
0.00063184]
[ 0.00129824 0.00724001 0.00019639 ..., 0.00145447 0.00352774
0.0007119 ]
[ 0.00008954 0.00071431 0.00001925 ..., 0.00103989 0.00056713
0.0008035 ]] (26.448 sec)
INFO:tensorflow:step = 16901, loss = 2.82407 (52.257 sec)
INFO:tensorflow:probabilities = [[ 0.00011131 0.0020767 0.0976522 ..., 0.00068374 0.00036108
0.00016228]
[ 0.00001565 0.00523834 0.00013781 ..., 0.00113955 0.00120183
0.00091669]
[ 0.0000062 0.00496344 0.0030583 ..., 0.0010624 0.00026285
0.0096321 ]
...,
[ 0.00132146 0.00041278 0.00001546 ..., 0.00199629 0.00005025
0.00005986]
[ 0.00016125 0.00875779 0.01349656 ..., 0.00383588 0.00015609
0.0004689 ]
[ 0.00000057 0.00287597 0.01781232 ..., 0.00025571 0.00236202
0.00676435]] (26.520 sec)
INFO:tensorflow:global_step/sec: 1.90477
INFO:tensorflow:probabilities = [[ 0.00018672 0.00240953 0.00645681 ..., 0.0044755 0.00174222
0.12248661]
[ 0.00000003 0.00014485 0.00142057 ..., 0.00010434 0.00004554
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[ 0.00461137 0.00321965 0.00177875 ..., 0.03188181 0.00032422
0.01117283]
...,
[ 0.00966132 0.00212001 0.0004778 ..., 0.00428141 0.0039677
0.00155861]
[ 0.02063098 0.02820468 0.000071 ..., 0.0027352 0.00571792
0.00075087]
[ 0.00002745 0.03016399 0.03113617 ..., 0.00038349 0.00154751
0.02737075]] (25.982 sec)
INFO:tensorflow:step = 17001, loss = 3.1144 (52.504 sec)
INFO:tensorflow:probabilities = [[ 0.00278087 0.00005155 0.00001594 ..., 0.00069882 0.00024471
0.0000758 ]
[ 0.00053543 0.00185448 0.0003894 ..., 0.0031463 0.00110812
0.0004416 ]
[ 0.00009276 0.00001101 0.00000982 ..., 0.00348973 0.0000977
0.0001641 ]
...,
[ 0.01929767 0.00320413 0.00043381 ..., 0.00785454 0.00115204
0.00114667]
[ 0.00000108 0.00410365 0.00224532 ..., 0.00353861 0.00298491
0.00111697]
[ 0.00159567 0.00058665 0.00089019 ..., 0.00072456 0.00090757
0.00014549]] (28.621 sec)
INFO:tensorflow:global_step/sec: 1.71924
INFO:tensorflow:probabilities = [[ 0.00002405 0.00005167 0.00000024 ..., 0.00002436 0.00000017
0.000021 ]
[ 0.0034394 0.00488915 0.00020753 ..., 0.00025861 0.00109159
0.00006566]
[ 0.00247946 0.02033195 0.00121023 ..., 0.00917589 0.00288967
0.0005901 ]
...,
[ 0.00117886 0.00223647 0.00177985 ..., 0.0006539 0.00185783
0.00051844]
[ 0.0000049 0.00078647 0.01671566 ..., 0.00045496 0.00021831
0.00267865]
[ 0.00078359 0.00006535 0.0007737 ..., 0.00291365 0.09988778
0.00004605]] (29.541 sec)
INFO:tensorflow:step = 17101, loss = 2.85525 (58.160 sec)
INFO:tensorflow:probabilities = [[ 0.0034946 0.00085103 0.00467896 ..., 0.03809645 0.00848394
0.00113336]
[ 0.00003403 0.00303476 0.00027848 ..., 0.00148871 0.00041793
0.00004365]
[ 0.00000636 0.00098605 0.00033022 ..., 0.00020288 0.00035689
0.00136003]
...,
[ 0.00006099 0.00039188 0.00004366 ..., 0.00076955 0.00069133
0.00075837]
[ 0.00000103 0.02510339 0.00007074 ..., 0.00004371 0.000656 0.0009483 ]
[ 0.01060636 0.00233746 0.00209695 ..., 0.01925927 0.00087416
0.00135845]] (25.446 sec)
INFO:tensorflow:global_step/sec: 1.91191
INFO:tensorflow:probabilities = [[ 0.00386795 0.00030808 0.00077186 ..., 0.00261595 0.0006618
0.00007986]
[ 0.00318942 0.00207674 0.00013878 ..., 0.00431441 0.00014939
0.00124794]
[ 0.00050468 0.00068041 0.00006218 ..., 0.00293166 0.00015346
0.01340689]
...,
[ 0.00001051 0.00655147 0.00008796 ..., 0.00151963 0.00039678
0.00054945]
[ 0.00009935 0.00502485 0.00594201 ..., 0.00015286 0.00098102
0.00514397]
[ 0.00024536 0.00042084 0.00002752 ..., 0.00007606 0.00458497
0.00019453]] (26.857 sec)
INFO:tensorflow:step = 17201, loss = 2.77437 (52.304 sec)
INFO:tensorflow:probabilities = [[ 0.02318866 0.00010883 0.00160901 ..., 0.0018068 0.04624098
0.00043253]
[ 0.00131424 0.00028347 0.00023253 ..., 0.00021924 0.00471787
0.00033672]
[ 0.0347399 0.0000155 0.00021726 ..., 0.00019563 0.00003375
0.00031533]
...,
[ 0.00900392 0.00006789 0.00016736 ..., 0.00734395 0.00423762
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[ 0.00028321 0.0001495 0.00643391 ..., 0.00052614 0.0127996
0.00512485]
[ 0.00101027 0.0013001 0.00094562 ..., 0.00106924 0.00226951
0.00078097]] (25.213 sec)
INFO:tensorflow:global_step/sec: 1.97806
INFO:tensorflow:probabilities = [[ 0.00043027 0.01325199 0.0167806 ..., 0.017912 0.00124561
0.00451962]
[ 0.00001779 0.00285289 0.00009634 ..., 0.00060616 0.00010298
0.00016046]
[ 0.06526327 0.00065562 0.0001474 ..., 0.00028423 0.00061843
0.00129541]
...,
[ 0.07326829 0.00038184 0.00012909 ..., 0.00940748 0.00058076
0.00031045]
[ 0.00014327 0.00096409 0.00019077 ..., 0.00106309 0.00145924
0.00059058]
[ 0.00028856 0.00074689 0.00308804 ..., 0.00113681 0.00968255
0.00856304]] (25.343 sec)
INFO:tensorflow:step = 17301, loss = 2.82549 (50.556 sec)
INFO:tensorflow:probabilities = [[ 0.00171229 0.00067918 0.0002194 ..., 0.00924893 0.00006298
0.00574577]
[ 0.00017947 0.13172011 0.00718224 ..., 0.00187376 0.00015477
0.0013187 ]
[ 0.00000022 0.00006869 0.00001531 ..., 0.00000885 0.00001264
0.00019513]
...,
[ 0.00091435 0.00358727 0.02948006 ..., 0.00005546 0.00207845
0.00153547]
[ 0.00002242 0.00976586 0.00149129 ..., 0.00051502 0.00057644
0.00313105]
[ 0.00000631 0.00150537 0.0092117 ..., 0.00037126 0.0027478
0.00412998]] (25.236 sec)
INFO:tensorflow:global_step/sec: 1.98395
INFO:tensorflow:probabilities = [[ 0.00036144 0.01063878 0.02948354 ..., 0.01145145 0.000528
0.00538063]
[ 0.89397204 0.00004572 0.00054144 ..., 0.00006619 0.00186981
0.00023366]
[ 0.01671509 0.02321131 0.00102615 ..., 0.01820612 0.00095848
0.03077451]
...,
[ 0.00000018 0.00048018 0.00002185 ..., 0.00033137 0.00000241
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[ 0.00006685 0.01955813 0.01229796 ..., 0.00009179 0.00045052
0.00210123]
[ 0.00004547 0.00080362 0.02661414 ..., 0.00279826 0.00037298
0.00746467]] (25.168 sec)
INFO:tensorflow:step = 17401, loss = 2.96342 (50.404 sec)
INFO:tensorflow:probabilities = [[ 0.0000092 0.00568191 0.01147012 ..., 0.00016815 0.00043761
0.00029538]
[ 0.0011633 0.00147475 0.00215144 ..., 0.00133096 0.00383033
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[ 0.00002462 0.00196426 0.00061656 ..., 0.00227423 0.00078553
0.0005307 ]
...,
[ 0.00062908 0.0084873 0.00034206 ..., 0.00197399 0.00012655
0.00118735]
[ 0.00380405 0.00034687 0.00016584 ..., 0.00080593 0.00185246
0.00074911]
[ 0.00000033 0.00050756 0.3325226 ..., 0.00045938 0.00057752
0.00020017]] (24.864 sec)
INFO:tensorflow:global_step/sec: 1.95665
INFO:tensorflow:probabilities = [[ 0.00071064 0.00532699 0.00324675 ..., 0.00592538 0.00224139
0.00103235]
[ 0.25074449 0.00044837 0.00082986 ..., 0.00404929 0.00293111
0.00048542]
[ 0.00014489 0.00448619 0.00005406 ..., 0.00612739 0.00089252
0.00035874]
...,
[ 0.16001837 0.00583989 0.00007969 ..., 0.00065634 0.02869754
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[ 0.04763829 0.0027401 0.00373514 ..., 0.00444171 0.0007638
0.01056016]
[ 0.0001166 0.00425841 0.0003012 ..., 0.00044529 0.00179391
0.00068552]] (26.244 sec)
INFO:tensorflow:step = 17501, loss = 2.78499 (51.110 sec)
INFO:tensorflow:probabilities = [[ 0.00013622 0.00812133 0.01188485 ..., 0.00516633 0.00407047
0.00074996]
[ 0.32099551 0.00013441 0.00004843 ..., 0.00261819 0.00003478
0.00082292]
[ 0.23755826 0.00162422 0.00299497 ..., 0.00079375 0.00041491
0.0002982 ]
...,
[ 0.00000519 0.00050167 0.00036434 ..., 0.00036118 0.00028202
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[ 0.08842305 0.00741405 0.0039002 ..., 0.01678172 0.00620352
0.00062924]
[ 0.02077768 0.00298244 0.01039237 ..., 0.00751105 0.00411633
0.01068394]] (25.650 sec)
INFO:tensorflow:global_step/sec: 1.9715
INFO:tensorflow:probabilities = [[ 0.00000002 0.00066983 0.00005577 ..., 0.00000026 0.00006894
0.00011648]
[ 0.00000287 0.00008651 0.00008079 ..., 0.00004406 0.00053652
0.00139115]
[ 0.1625082 0.00113243 0.04016066 ..., 0.00952162 0.00178049
0.01861933]
...,
[ 0.00008431 0.00338469 0.00797067 ..., 0.0007473 0.00083989
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[ 0.00080879 0.00398861 0.01442927 ..., 0.00079034 0.00978419
0.01134229]
[ 0.00276537 0.00344943 0.00135281 ..., 0.14228989 0.02318432
0.00175106]] (25.072 sec)
INFO:tensorflow:step = 17601, loss = 2.91485 (50.720 sec)
INFO:tensorflow:probabilities = [[ 0.00003014 0.00220437 0.0274152 ..., 0.00338418 0.00326749
0.0009447 ]
[ 0.02629958 0.0001583 0.00017758 ..., 0.00609349 0.0000042
0.00002869]
[ 0.00017271 0.00072868 0.00017836 ..., 0.00180624 0.00011595
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...,
[ 0.00217797 0.00287131 0.00017976 ..., 0.00150494 0.00072904
0.0068995 ]
[ 0.05698238 0.00000727 0.00319025 ..., 0.00010859 0.00000156
0.00002419]
[ 0.00000004 0.00110829 0.00041939 ..., 0.002628 0.00047118
0.00125545]] (25.472 sec)
INFO:tensorflow:global_step/sec: 1.98029
INFO:tensorflow:probabilities = [[ 0.00000301 0.00080029 0.00192572 ..., 0.00479514 0.03532244
0.00068104]
[ 0.17921092 0.00255149 0.00064884 ..., 0.00036765 0.0003658
0.00021839]
[ 0.00004845 0.0474323 0.01907488 ..., 0.00173947 0.01669331
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...,
[ 0.00000213 0.00252551 0.02042591 ..., 0.00015581 0.00004603
0.0029311 ]
[ 0.00002417 0.00076228 0.02748484 ..., 0.01185251 0.00176244
0.0014577 ]
[ 0.00001714 0.00087938 0.00016229 ..., 0.00018871 0.00010479
0.00072276]] (25.025 sec)
INFO:tensorflow:step = 17701, loss = 2.62953 (50.498 sec)
INFO:tensorflow:probabilities = [[ 0.00001719 0.02273703 0.00804007 ..., 0.00039044 0.00014013
0.2109376 ]
[ 0.04719074 0.02852032 0.000723 ..., 0.00026545 0.00016899
0.00064389]
[ 0.0001853 0.00093827 0.03808929 ..., 0.07485635 0.02710588
0.00716558]
...,
[ 0.02149456 0.05356188 0.00412506 ..., 0.00940897 0.00812495
0.00101793]
[ 0.00011516 0.00416808 0.01674245 ..., 0.01274009 0.00213255
0.00491718]
[ 0.00477015 0.00131468 0.0212582 ..., 0.060769 0.00218755
0.00202523]] (25.082 sec)
INFO:tensorflow:global_step/sec: 2.00134
INFO:tensorflow:probabilities = [[ 0.00003523 0.00235421 0.50875551 ..., 0.00089177 0.0002568
0.00140026]
[ 0.00000248 0.00064833 0.00025703 ..., 0.00009978 0.00012208
0.00009102]
[ 0.00000132 0.00027396 0.00000079 ..., 0.00001929 0.00000935
0.00022809]
...,
[ 0.00007144 0.01150047 0.04348419 ..., 0.00125071 0.00248973
0.0033403 ]
[ 0.00230553 0.00083113 0.00038346 ..., 0.00271499 0.00048687
0.00030135]
[ 0.001338 0.03305903 0.01311048 ..., 0.02661883 0.00875023
0.0016964 ]] (24.884 sec)
INFO:tensorflow:step = 17801, loss = 2.84248 (49.967 sec)
INFO:tensorflow:probabilities = [[ 0.00052859 0.00775828 0.00013608 ..., 0.00118006 0.00014045
0.01276224]
[ 0.00020992 0.00099012 0.02770555 ..., 0.00622407 0.00081941
0.00527632]
[ 0.0000098 0.00487917 0.00003526 ..., 0.00001775 0.00001425
0.0000634 ]
...,
[ 0.00001482 0.01000828 0.00015415 ..., 0.0006701 0.00051599
0.00071426]
[ 0.00003294 0.00028113 0.00011168 ..., 0.00019249 0.00016505
0.00027363]
[ 0.00075943 0.00027383 0.00007904 ..., 0.00000837 0.00005644
0.0415097 ]] (25.089 sec)
INFO:tensorflow:global_step/sec: 2.00061
INFO:tensorflow:probabilities = [[ 0.00375512 0.00002347 0.00004548 ..., 0.01094687 0.00001068
0.00005693]
[ 0.00001264 0.01212325 0.00142912 ..., 0.00018808 0.00076011
0.00020264]
[ 0.19373564 0.00238576 0.0000957 ..., 0.00097896 0.00225318
0.00003853]
...,
[ 0.00000823 0.02050067 0.00405804 ..., 0.00122844 0.00022343
0.02126981]
[ 0.00168663 0.00051024 0.0009603 ..., 0.00160784 0.00008563
0.00022213]
[ 0.00002309 0.00692945 0.01303673 ..., 0.00411309 0.00113704
0.01031358]] (24.896 sec)
INFO:tensorflow:step = 17901, loss = 3.06747 (49.984 sec)
INFO:tensorflow:Saving checkpoints for 17904 into ./model-k/model.ckpt.
INFO:tensorflow:probabilities = [[ 0.00000474 0.00459184 0.00301842 ..., 0.00347402 0.00017 0.0368229 ]
[ 0.03082751 0.02969095 0.01527437 ..., 0.00038147 0.00007846
0.00054043]
[ 0.04244229 0.00362077 0.00145866 ..., 0.00531675 0.0029846
0.00108044]
...,
[ 0.00009203 0.20682061 0.03021357 ..., 0.00005282 0.00034631
0.00053559]
[ 0.00044616 0.01153152 0.00290519 ..., 0.03714554 0.03781733
0.00145846]
[ 0.00008325 0.0187216 0.00136432 ..., 0.00194472 0.00041873
0.00532239]] (25.759 sec)
INFO:tensorflow:global_step/sec: 1.82503
INFO:tensorflow:probabilities = [[ 0.68986285 0.00047478 0.00040842 ..., 0.00113734 0.00111403
0.00022789]
[ 0.00000467 0.00257081 0.00006024 ..., 0.00023848 0.00007672
0.00100757]
[ 0.00000335 0.00084336 0.00006344 ..., 0.00019248 0.00034516
0.00035392]
...,
[ 0.00002656 0.00432003 0.00132816 ..., 0.00091223 0.00030547
0.00161811]
[ 0.00005321 0.00580897 0.00218515 ..., 0.00005397 0.00002103
0.00076136]
[ 0.00003051 0.00063351 0.01303308 ..., 0.00172328 0.00091685
0.0091921 ]] (29.035 sec)
INFO:tensorflow:step = 18001, loss = 2.77423 (54.794 sec)
INFO:tensorflow:probabilities = [[ 0.001941 0.00141198 0.00021431 ..., 0.00050711 0.02496513
0.0005325 ]
[ 0.00004501 0.02278752 0.00005793 ..., 0.00014542 0.00003628
0.00045499]
[ 0.00001623 0.00000361 0.00000061 ..., 0.00010477 0.0000525
0.00004198]
...,
[ 0.00162246 0.00113639 0.00105118 ..., 0.00215288 0.00156573
0.00020131]
[ 0.0007378 0.00055195 0.00315679 ..., 0.00034932 0.00047441
0.00668679]
[ 0.00022552 0.01009759 0.00040183 ..., 0.00050884 0.00089959
0.00038587]] (31.834 sec)
INFO:tensorflow:global_step/sec: 1.71453
INFO:tensorflow:probabilities = [[ 0.00002323 0.00037856 0.00005689 ..., 0.00007433 0.00013371
0.00039402]
[ 0.03607831 0.00079798 0.0000025 ..., 0.00542187 0.00855896
0.00007043]
[ 0.00003711 0.00058523 0.00000048 ..., 0.00030991 0.00000026
0.00105769]
...,
[ 0.00002321 0.00388679 0.00077913 ..., 0.00007391 0.00012727
0.00264647]
[ 0.00010229 0.06242181 0.00258355 ..., 0.00018817 0.0012095
0.00007903]
[ 0.00656127 0.00422319 0.00030451 ..., 0.00792203 0.05288931
0.00101096]] (26.491 sec)
INFO:tensorflow:step = 18101, loss = 2.84036 (58.325 sec)
INFO:tensorflow:probabilities = [[ 0.00264857 0.00444659 0.01554788 ..., 0.00074939 0.0001421 0.000552 ]
[ 0.0472906 0.00330583 0.00108475 ..., 0.00638754 0.02490142
0.00207336]
[ 0.00282201 0.0035545 0.00011156 ..., 0.00021575 0.00037045
0.00073146]
...,
[ 0.00033115 0.00206822 0.00030993 ..., 0.00032013 0.00032592
0.00203911]
[ 0.06490473 0.00187917 0.00266525 ..., 0.00327347 0.00587726
0.0004161 ]
[ 0.00594733 0.0133463 0.00018786 ..., 0.00475874 0.0008633
0.00067488]] (28.245 sec)
INFO:tensorflow:global_step/sec: 1.82563
INFO:tensorflow:probabilities = [[ 0.00054213 0.00011871 0.00010122 ..., 0.01952699 0.00069794
0.00155216]
[ 0.00008397 0.01643094 0.02582594 ..., 0.00267755 0.00192988
0.00085274]
[ 0.00003468 0.00223512 0.007322 ..., 0.00629961 0.00024574
0.00174011]
...,
[ 0.08911469 0.01173614 0.000855 ..., 0.06823179 0.00215032
0.01284576]
[ 0.00019208 0.00028128 0.00035197 ..., 0.00140266 0.00077231
0.0002869 ]
[ 0.00029576 0.01555889 0.00084608 ..., 0.00023261 0.00122035
0.00239739]] (26.532 sec)
INFO:tensorflow:step = 18201, loss = 2.73142 (54.777 sec)
INFO:tensorflow:probabilities = [[ 0.00104861 0.00997079 0.00540502 ..., 0.00407321 0.0003222
0.00200608]
[ 0.0003272 0.0001659 0.00008932 ..., 0.00010687 0.00080691
0.00036843]
[ 0.00001744 0.0002843 0.00001061 ..., 0.00001582 0.00571652
0.00026192]
...,
[ 0.00125021 0.00231059 0.00222803 ..., 0.00496378 0.00180495
0.00063987]
[ 0.00006318 0.00505164 0.00064987 ..., 0.00726415 0.00122891
0.00014291]
[ 0.00008272 0.01054048 0.00323959 ..., 0.00128838 0.0007071
0.00777383]] (30.190 sec)
INFO:tensorflow:global_step/sec: 1.71527
INFO:tensorflow:probabilities = [[ 0.00006903 0.00446213 0.00459019 ..., 0.00008917 0.00003721
0.00106609]
[ 0.00000002 0.00001361 0.00099161 ..., 0.00000303 0.00030083
0.00020723]
[ 0.00011734 0.00043056 0.00010994 ..., 0.00022412 0.00050143
0.00238542]
...,
[ 0.00126972 0.00785496 0.00284097 ..., 0.00118826 0.00038484
0.00481545]
[ 0.00017412 0.00099105 0.0000078 ..., 0.00098988 0.00001612
0.00121041]
[ 0.00001432 0.00388344 0.00454301 ..., 0.00066187 0.00007256
0.00092831]] (28.108 sec)
INFO:tensorflow:step = 18301, loss = 2.65618 (58.298 sec)
INFO:tensorflow:probabilities = [[ 0.00057567 0.00542623 0.00077043 ..., 0.00025036 0.00005226
0.0008295 ]
[ 0.0000016 0.00013626 0.00001707 ..., 0.00153961 0.00006748
0.00432193]
[ 0.00001475 0.00182479 0.00082721 ..., 0.00021195 0.00045592
0.00263895]
...,
[ 0.00016508 0.00083073 0.00407182 ..., 0.00249264 0.00160128
0.00052934]
[ 0.00119658 0.00068629 0.00022934 ..., 0.00028228 0.00532661
0.00043617]
[ 0.00027354 0.01009049 0.02034468 ..., 0.02097787 0.00353928
0.00308858]] (27.126 sec)
INFO:tensorflow:global_step/sec: 1.72869
INFO:tensorflow:probabilities = [[ 0.00089375 0.00306373 0.01121692 ..., 0.00048993 0.00013373
0.01006575]
[ 0.00028544 0.00303807 0.00148064 ..., 0.00005616 0.01039761
0.00124797]
[ 0.01092009 0.06056205 0.00391613 ..., 0.00054862 0.00012014
0.0002093 ]
...,
[ 0.0000099 0.00013801 0.00000291 ..., 0.00000511 0.00000345
0.00005081]
[ 0.00000004 0.00120358 0.06585925 ..., 0.00002275 0.00001515
0.07948905]
[ 0.00069175 0.00055406 0.00022848 ..., 0.00385564 0.00127542
0.00171283]] (30.721 sec)
INFO:tensorflow:step = 18401, loss = 2.96075 (57.848 sec)
INFO:tensorflow:probabilities = [[ 0.00005968 0.00401426 0.0075722 ..., 0.00224126 0.00348968
0.00087737]
[ 0.00157802 0.00548812 0.00005559 ..., 0.00047039 0.00009434
0.0005325 ]
[ 0.00095903 0.000429 0.00070575 ..., 0.00032821 0.00023456
0.00009722]
...,
[ 0.00024826 0.00948847 0.00017765 ..., 0.00078586 0.00032848
0.00459064]
[ 0.01065523 0.00096021 0.00000038 ..., 0.00113542 0.00010191
0.00053764]
[ 0.00018247 0.00004434 0.00000106 ..., 0.00010368 0.00005176
0.00004118]] (26.261 sec)
INFO:tensorflow:global_step/sec: 1.85154
INFO:tensorflow:probabilities = [[ 0.00018957 0.00006261 0.00000972 ..., 0.00021552 0.00002089
0.0000313 ]
[ 0.00024484 0.00108396 0.00000512 ..., 0.00323158 0.00007278
0.00084865]
[ 0.01056242 0.00407971 0.00087262 ..., 0.0086213 0.00038106
0.00060414]
...,
[ 0.00902745 0.00205997 0.00075992 ..., 0.01313298 0.03164903
0.00577028]
[ 0.00000215 0.00400949 0.00009723 ..., 0.00111177 0.00329985
0.00008907]
[ 0.00000713 0.00004558 0.00000033 ..., 0.00000521 0.00008589
0.0000213 ]] (27.750 sec)
INFO:tensorflow:step = 18501, loss = 3.01504 (54.010 sec)
INFO:tensorflow:probabilities = [[ 0.02358906 0.00023067 0.02117982 ..., 0.0004057 0.00013684
0.00803635]
[ 0.01126844 0.0021134 0.00100641 ..., 0.01414574 0.00171776
0.00597896]
[ 0.00001016 0.00085135 0.00065876 ..., 0.00114237 0.00014056
0.00083743]
...,
[ 0.005782 0.00053494 0.00028445 ..., 0.0017066 0.00210578
0.00941223]
[ 0.00000072 0.00136357 0.03293172 ..., 0.00043495 0.00125667
0.00484362]
[ 0.00005823 0.00646091 0.01581804 ..., 0.01728995 0.00040788
0.01279536]] (32.372 sec)
INFO:tensorflow:global_step/sec: 1.58509
INFO:tensorflow:probabilities = [[ 0.00000525 0.00761972 0.00049188 ..., 0.00005287 0.00055624
0.00083933]
[ 0.00020541 0.03246582 0.01245031 ..., 0.05793395 0.00161827
0.0003981 ]
[ 0.00804589 0.00298611 0.00054712 ..., 0.01659581 0.00580647
0.00331571]
...,
[ 0.00011063 0.00024043 0.00142715 ..., 0.00123029 0.00046154
0.00010794]
[ 0.00002699 0.00087505 0.17854434 ..., 0.00425536 0.00113699
0.00030387]
[ 0.0000111 0.00116414 0.00000403 ..., 0.00000901 0.00000116
0.00017335]] (30.715 sec)
INFO:tensorflow:step = 18601, loss = 2.8684 (63.089 sec)
INFO:tensorflow:probabilities = [[ 0.00005421 0.00001833 0.00039067 ..., 0.00075465 0.00095341
0.00005675]
[ 0.00000002 0.00061744 0.00000458 ..., 0.00000556 0.00016125
0.00003697]
[ 0.00211925 0.00020907 0.00008279 ..., 0.00753631 0.00054326
0.00187105]
...,
[ 0.00006498 0.01535892 0.00756016 ..., 0.00154362 0.00455793
0.08234081]
[ 0.00888287 0.00156239 0.00207712 ..., 0.00362475 0.00461317
0.00509341]
[ 0.00214024 0.00033291 0.00109393 ..., 0.00190883 0.00272934
0.00351661]] (29.500 sec)
INFO:tensorflow:global_step/sec: 1.74249
INFO:tensorflow:probabilities = [[ 0.00731441 0.00046646 0.01006831 ..., 0.00732049 0.00251661
0.0022857 ]
[ 0.00069454 0.01683964 0.00000284 ..., 0.00003925 0.00014292
0.0001534 ]
[ 0.0000223 0.00031065 0.0001018 ..., 0.00002992 0.00000535
0.00011239]
...,
[ 0.00846401 0.00687914 0.00011989 ..., 0.00962989 0.00087491
0.00077673]
[ 0.00000224 0.01322126 0.00360322 ..., 0.00019632 0.00006108
0.00073317]
[ 0.00080046 0.03630549 0.00527324 ..., 0.00230313 0.00125468
0.01337609]] (27.889 sec)
INFO:tensorflow:step = 18701, loss = 2.84773 (57.389 sec)
INFO:tensorflow:probabilities = [[ 0.08349842 0.00136609 0.00003212 ..., 0.02210407 0.01738011
0.00072004]
[ 0.00000605 0.00042546 0.00165723 ..., 0.01835084 0.00210048
0.00716134]
[ 0.11080161 0.00060761 0.0022007 ..., 0.00292841 0.00130202
0.00110825]
...,
[ 0.00000134 0.00002138 0.0003582 ..., 0.00007529 0.00000929
0.00053186]
[ 0.00008325 0.00021856 0.00261083 ..., 0.00029553 0.00127652
0.00020763]
[ 0.01102658 0.00601071 0.0012113 ..., 0.00127574 0.0013852
0.00071251]] (26.337 sec)
INFO:tensorflow:global_step/sec: 1.93928
INFO:tensorflow:probabilities = [[ 0.00094395 0.02029466 0.09762996 ..., 0.01045292 0.00058882
0.00215021]
[ 0.00005587 0.00390722 0.01630292 ..., 0.00230619 0.01700401
0.01285164]
[ 0.08699826 0.00004785 0.00002091 ..., 0.00048554 0.00000173
0.00001443]
...,
[ 0.00000423 0.00043029 0.00001373 ..., 0.00006044 0.0000027
0.0000571 ]
[ 0.00000041 0.00182436 0.01995819 ..., 0.00075751 0.00079373
0.01251675]
[ 0.01032024 0.15850295 0.00040756 ..., 0.00620123 0.00522292
0.00216764]] (25.227 sec)
INFO:tensorflow:step = 18801, loss = 2.43114 (51.562 sec)
INFO:tensorflow:probabilities = [[ 0.00000087 0.00288785 0.00656083 ..., 0.00030005 0.00103261
0.00050683]
[ 0.00001141 0.00023981 0.0000158 ..., 0.00059387 0.00149868
0.00122355]
[ 0.00034307 0.00250177 0.00001278 ..., 0.00030639 0.00140481
0.00006333]
...,
[ 0.00000237 0.00056022 0.00958631 ..., 0.00033814 0.07718055
0.00055223]
[ 0.00698126 0.01852714 0.00053752 ..., 0.00254663 0.00106839
0.01526769]
[ 0.00000175 0.0000409 0.00002104 ..., 0.00002017 0.0000065
0.00088721]] (25.151 sec)
INFO:tensorflow:global_step/sec: 1.96458
INFO:tensorflow:probabilities = [[ 0.00251362 0.01839474 0.00035552 ..., 0.00026599 0.00079056
0.00074106]
[ 0.01092672 0.00104436 0.00335087 ..., 0.00811735 0.00159868
0.00031282]
[ 0.00000064 0.00069968 0.00003077 ..., 0.00000217 0.00102037
0.00220529]
...,
[ 0.00000022 0.0001818 0.00096426 ..., 0.00003096 0.00106685
0.00059861]
[ 0.00000252 0.00462278 0.000044 ..., 0.00019759 0.0000179
0.00002476]
[ 0.00030154 0.02674479 0.00003238 ..., 0.00004893 0.00083151
0.00010675]] (25.751 sec)
INFO:tensorflow:step = 18901, loss = 2.71565 (50.902 sec)
INFO:tensorflow:probabilities = [[ 0.03591562 0.00443867 0.00096146 ..., 0.00226849 0.00140727
0.00022278]
[ 0.01493692 0.01126579 0.00069098 ..., 0.02209705 0.00085557
0.00058745]
[ 0.04321668 0.00096905 0.00286715 ..., 0.00547798 0.00154193
0.00014251]
...,
[ 0.00018545 0.00910491 0.00000617 ..., 0.00160666 0.00261414
0.00006475]
[ 0.00085331 0.00076061 0.01143521 ..., 0.00187386 0.00004624
0.00015539]
[ 0.00300554 0.00093043 0.00241367 ..., 0.00941096 0.00015491
0.00995292]] (25.248 sec)
INFO:tensorflow:Saving checkpoints for 18982 into ./model-k/model.ckpt.
INFO:tensorflow:global_step/sec: 1.91981
INFO:tensorflow:probabilities = [[ 0.04939847 0.00354915 0.00205939 ..., 0.00850616 0.0017445
0.00032287]
[ 0.00001084 0.00108057 0.00018637 ..., 0.01467636 0.00062786
0.02741575]
[ 0.52104342 0.00113977 0.00044807 ..., 0.00131476 0.00100894
0.00015585]
...,
[ 0.38551635 0.00730744 0.00000496 ..., 0.00035802 0.00123448
0.00000538]
[ 0.00015948 0.0001439 0.00004807 ..., 0.00057664 0.00026388
0.00215987]
[ 0.00000096 0.00217978 0.00063642 ..., 0.0009964 0.0001451
0.03530383]] (26.840 sec)
INFO:tensorflow:step = 19001, loss = 2.34084 (52.090 sec)
INFO:tensorflow:probabilities = [[ 0.00000199 0.00040292 0.00003686 ..., 0.00000705 0.00026885
0.00353072]
[ 0.00009543 0.01025282 0.03367238 ..., 0.00062271 0.00048147
0.00027439]
[ 0.00024835 0.00105411 0.00025514 ..., 0.00047831 0.00028384
0.00257178]
...,
[ 0.00003733 0.00406329 0.00086096 ..., 0.00296032 0.00104213
0.00118485]
[ 0.00000062 0.00001042 0.00010307 ..., 0.00280236 0.00011644
0.03710286]
[ 0.01628034 0.01434576 0.00045328 ..., 0.00785618 0.05850979
0.00010964]] (27.093 sec)
INFO:tensorflow:global_step/sec: 1.89629
INFO:tensorflow:probabilities = [[ 0. 0.00020984 0.00000008 ..., 0.00000022 0.00002856
0.0000062 ]
[ 0.00043708 0.00013618 0.00478999 ..., 0.00457989 0.00078769
0.00212767]
[ 0.00170353 0.00213121 0.03165854 ..., 0.02479825 0.01079596
0.00204468]
...,
[ 0.00010881 0.00376294 0.07390625 ..., 0.00072015 0.00265055
0.00357005]
[ 0.0758253 0.00133326 0.00624247 ..., 0.0035093 0.00078288
0.00220075]
[ 0.00000723 0.0031802 0.03913298 ..., 0.01104927 0.00016442
0.02398657]] (25.641 sec)
INFO:tensorflow:step = 19101, loss = 2.72545 (52.733 sec)
INFO:tensorflow:probabilities = [[ 0.00001674 0.00326451 0.00533598 ..., 0.00313626 0.00013324
0.00220084]
[ 0.00121513 0.00011266 0.00002216 ..., 0.00193791 0.00111083
0.00006442]
[ 0.00037993 0.0020332 0.00031559 ..., 0.01150508 0.00191002
0.00435848]
...,
[ 0.00023725 0.00319737 0.00017603 ..., 0.00065551 0.00526799
0.01713051]
[ 0.00000967 0.00439925 0.00450475 ..., 0.00413225 0.00038929
0.00002225]
[ 0.00070431 0.00298844 0.00160455 ..., 0.00377416 0.00019635
0.00128389]] (25.971 sec)
INFO:tensorflow:global_step/sec: 1.90833
INFO:tensorflow:probabilities = [[ 0.00000092 0.00509532 0.00015434 ..., 0.00006707 0.00107089
0.00100326]
[ 0.00020717 0.00090342 0.00021523 ..., 0.00049672 0.01123875
0.00046622]
[ 0.00081247 0.00057383 0.00034231 ..., 0.00112587 0.00045271
0.00083251]
...,
[ 0.14009939 0.00434814 0.0002413 ..., 0.00019479 0.00038972
0.00002379]
[ 0.11249374 0.00967254 0.00000871 ..., 0.00033994 0.00616636
0.00069451]
[ 0.00254831 0.00288357 0.0001856 ..., 0.00038061 0.00344977
0.00006648]] (26.434 sec)
INFO:tensorflow:step = 19201, loss = 2.67885 (52.408 sec)
INFO:tensorflow:probabilities = [[ 0.00000717 0.00004832 0.00003354 ..., 0.00021931 0.00002366
0.00010758]
[ 0.00605617 0.00008348 0.00283998 ..., 0.0016585 0.04660216
0.0001179 ]
[ 0.00665155 0.00012328 0.00091526 ..., 0.00015258 0.00261349
0.00075575]
...,
[ 0.00000115 0.0001053 0.00163216 ..., 0.00020497 0.00091721
0.00508235]
[ 0.00000714 0.00091296 0.00034653 ..., 0.00661278 0.00867821
0.00046616]
[ 0.00000258 0.00177612 0.00034302 ..., 0.00168365 0.00077873
0.0110056 ]] (30.330 sec)
INFO:tensorflow:global_step/sec: 1.77311
INFO:tensorflow:probabilities = [[ 0.00000347 0.00313597 0.00119859 ..., 0.00023518 0.00441799
0.000702 ]
[ 0.00007275 0.00392787 0.01281272 ..., 0.0007787 0.00055095
0.00315905]
[ 0.00030399 0.01602191 0.00035241 ..., 0.00479339 0.000018
0.00009106]
...,
[ 0.00000006 0.00301304 0.00366524 ..., 0.00005702 0.00054395
0.00011933]
[ 0.00024507 0.00684022 0.0000337 ..., 0.00025204 0.00053521
0.00000556]
[ 0.00000839 0.00003852 0.00000091 ..., 0.00059995 0.00058441
0.0052078 ]] (26.067 sec)
INFO:tensorflow:step = 19301, loss = 2.52311 (56.394 sec)
INFO:tensorflow:probabilities = [[ 0.0004639 0.01245501 0.01294335 ..., 0.00095131 0.00260913
0.00374824]
[ 0.01729609 0.00826344 0.00084721 ..., 0.00029685 0.00000171
0.00092377]
[ 0.00000062 0.00863312 0.00001945 ..., 0.0000183 0.00059953
0.00001831]
...,
[ 0.00873863 0.00099914 0.00039346 ..., 0.00388336 0.00006058
0.00114637]
[ 0.09145949 0.01546681 0.01521814 ..., 0.00244832 0.00069022
0.00431535]
[ 0.00065793 0.00366931 0.0013185 ..., 0.05265638 0.00882478
0.00070581]] (25.135 sec)
INFO:tensorflow:global_step/sec: 1.98414
INFO:tensorflow:probabilities = [[ 0.22896442 0.00016984 0.00021791 ..., 0.00187971 0.00281527
0.00161199]
[ 0.00011366 0.00009664 0.00036216 ..., 0.00009172 0.00853365
0.00013769]
[ 0.00000057 0.00159287 0.00933721 ..., 0.000002 0.00011353
0.001358 ]
...,
[ 0.02562828 0.00119058 0.00016187 ..., 0.0094283 0.00201938
0.00032184]
[ 0.00392161 0.00405737 0.00195659 ..., 0.00372264 0.02458751
0.00385389]
[ 0.0000055 0.00134904 0.00011862 ..., 0.0012626 0.0000748
0.00076641]] (25.263 sec)
INFO:tensorflow:step = 19401, loss = 2.38702 (50.398 sec)
INFO:tensorflow:probabilities = [[ 0.00002337 0.00071444 0.11163178 ..., 0.00013235 0.00245382
0.00276959]
[ 0.00001219 0.00162845 0.00000177 ..., 0.00014307 0.00002712
0.0015381 ]
[ 0.00157294 0.00105425 0.00010176 ..., 0.0014564 0.00024735
0.00087814]
...,
[ 0.00650697 0.00541829 0.0104789 ..., 0.0147261 0.0028724
0.00206153]
[ 0.000356 0.00397873 0.01543984 ..., 0.03393422 0.00137005
0.00919336]
[ 0.01301011 0.00009398 0.00019973 ..., 0.00020174 0.03672303
0.00232657]] (25.117 sec)
INFO:tensorflow:global_step/sec: 1.98504
INFO:tensorflow:probabilities = [[ 0.00199619 0.00007825 0.00001342 ..., 0.00008318 0.00000055
0.00009488]
[ 0.00153238 0.00141518 0.00024836 ..., 0.00293899 0.01228526
0.00380871]
[ 0.00026049 0.0109683 0.00018262 ..., 0.00255611 0.00146371
0.00085452]
...,
[ 0.00000007 0.00747857 0.00326314 ..., 0.00020929 0.00070463
0.00919276]
[ 0.00000469 0.0012332 0.00358168 ..., 0.00047935 0.00106286
0.00011329]
[ 0.02490049 0.00609733 0.00612616 ..., 0.00764945 0.00454829
0.00559755]] (25.260 sec)
INFO:tensorflow:step = 19501, loss = 2.25649 (50.377 sec)
INFO:tensorflow:probabilities = [[ 0.00069616 0.00930138 0.00472725 ..., 0.00447589 0.00166738
0.00599272]
[ 0.00000804 0.00243133 0.00518243 ..., 0.00061846 0.00245975
0.00052193]
[ 0.00000362 0.055632 0.00046711 ..., 0.00004195 0.00005663
0.00044422]
...,
[ 0.00002985 0.00161854 0.01451835 ..., 0.00021282 0.00013312
0.00075823]
[ 0.00025953 0.00038348 0.0010836 ..., 0.00054394 0.00290054
0.00015562]
[ 0.00197158 0.04633439 0.00085907 ..., 0.00073717 0.00494674
0.00020745]] (25.156 sec)
INFO:tensorflow:global_step/sec: 1.98432
INFO:tensorflow:probabilities = [[ 0.00000267 0.00466563 0.03436066 ..., 0.00007856 0.00061542
0.00211816]
[ 0.00000162 0.0060951 0.00434221 ..., 0.00046606 0.00051342
0.01150745]
[ 0.0008982 0.00444734 0.00285362 ..., 0.00119535 0.00133479
0.00282519]
...,
[ 0.00006599 0.00016506 0.0000248 ..., 0.00074952 0.00002598
0.00001669]
[ 0.00444944 0.00006119 0.00120966 ..., 0.01117707 0.01889558
0.00002138]
[ 0.00727222 0.00024174 0.02846944 ..., 0.00309287 0.00750815
0.00340306]] (25.239 sec)
INFO:tensorflow:step = 19601, loss = 2.56902 (50.395 sec)
INFO:tensorflow:probabilities = [[ 0.00000533 0.00064189 0.00083084 ..., 0.00001419 0.00017939
0.00033854]
[ 0.00016365 0.00167414 0.00784469 ..., 0.00193533 0.00364394
0.00328992]
[ 0.00019123 0.00060034 0.00197527 ..., 0.00060868 0.00124016
0.0011382 ]
...,
[ 0.00000101 0.00022671 0.00064755 ..., 0.00032695 0.00088917
0.01219921]
[ 0.00074418 0.00184093 0.00032613 ..., 0.05470554 0.00155277
0.02737553]
[ 0.00001462 0.0075123 0.00118829 ..., 0.00014126 0.00016144
0.00063492]] (25.146 sec)
INFO:tensorflow:global_step/sec: 1.98167
INFO:tensorflow:probabilities = [[ 0.00002338 0.00094048 0.00159531 ..., 0.00008311 0.00162646
0.00049456]
[ 0.00004606 0.00350958 0.00934025 ..., 0.00452101 0.00393214
0.00054489]
[ 0.00030064 0.00185339 0.00109343 ..., 0.00647509 0.00005895
0.00036146]
...,
[ 0.00001302 0.00661891 0.0000523 ..., 0.00009445 0.00007518
0.00151262]
[ 0.00000346 0.00171837 0.00012893 ..., 0.00022066 0.00005333
0.00034051]
[ 0.00027397 0.01678297 0.00082608 ..., 0.01089509 0.00212523
0.00062817]] (25.317 sec)
INFO:tensorflow:step = 19701, loss = 2.49729 (50.463 sec)
INFO:tensorflow:probabilities = [[ 0.14321707 0.00023974 0.00027122 ..., 0.01883679 0.00068686
0.00038892]
[ 0.00001925 0.00000531 0.00000325 ..., 0.00206903 0.00001704
0.00000838]
[ 0.10244416 0.00015627 0.00000166 ..., 0.00451394 0.00024025
0.0000056 ]
...,
[ 0.00263844 0.01390458 0.00594738 ..., 0.00016853 0.01594552
0.00061065]
[ 0.0000116 0.00316138 0.01837783 ..., 0.00753752 0.000235
0.00687879]
[ 0.00003063 0.01345453 0.02535186 ..., 0.00083402 0.00017612
0.01853025]] (25.153 sec)
INFO:tensorflow:global_step/sec: 1.98709
INFO:tensorflow:probabilities = [[ 0.00000267 0.00008145 0.00005886 ..., 0.00002822 0.00003174
0.00099623]
[ 0.00236396 0.0000033 0.00037675 ..., 0.00013596 0.01919768
0.00028652]
[ 0.0000018 0.02832928 0.00101567 ..., 0.00003787 0.00037724
0.00021163]
...,
[ 0.0012399 0.00001108 0.00001559 ..., 0.00008803 0.00020603
0.00000016]
[ 0.00003293 0.0001058 0.00183098 ..., 0.06495569 0.00033056
0.01740386]
[ 0.01183298 0.00019832 0.00019433 ..., 0.00009771 0.00003235
0.00004962]] (25.172 sec)
INFO:tensorflow:step = 19801, loss = 2.39725 (50.325 sec)
INFO:tensorflow:probabilities = [[ 0.00066671 0.0003256 0.0000677 ..., 0.00063653 0.00000864
0.00005786]
[ 0.00054362 0.00025168 0.00139796 ..., 0.00054159 0.00330448
0.00014994]
[ 0.00000615 0.00249545 0.00007242 ..., 0.00002223 0.0001564
0.01930512]
...,
[ 0.0002279 0.0001345 0.0000566 ..., 0.00659724 0.00025032
0.00157109]
[ 0.00739807 0.00024566 0.00006676 ..., 0.00002847 0.00002452
0.0001325 ]
[ 0.00466696 0.00001957 0.00000048 ..., 0.00002819 0.01544629
0.0002265 ]] (25.181 sec)
INFO:tensorflow:global_step/sec: 1.98821
INFO:tensorflow:probabilities = [[ 0.00000162 0.00073125 0.00183694 ..., 0.00141668 0.00031854
0.0031989 ]
[ 0.00001048 0.00050239 0.00332424 ..., 0.00040918 0.00452268
0.00001672]
[ 0.00308318 0.00035304 0.00003083 ..., 0.00050131 0.00022764
0.0006667 ]
...,
[ 0.00001694 0.04081332 0.00307214 ..., 0.00020644 0.00001752
0.00014569]
[ 0.0000003 0.00007672 0.00063791 ..., 0.00403466 0.00000608
0.00068949]
[ 0.0000861 0.01764798 0.00929041 ..., 0.0022872 0.00062626
0.0146541 ]] (25.116 sec)
INFO:tensorflow:step = 19901, loss = 2.81721 (50.300 sec)
INFO:tensorflow:probabilities = [[ 0.00001865 0.0965067 0.3255561 ..., 0.00011094 0.00020505
0.00039525]
[ 0.00000229 0.00849021 0.01330494 ..., 0.00058669 0.00025161
0.01624398]
[ 0.0116998 0.00642443 0.00006787 ..., 0.00058696 0.00123774
0.00045565]
...,
[ 0.00171654 0.00002227 0.00070675 ..., 0.00386851 0.00015761
0.00581745]
[ 0.00014023 0.02772855 0.0082539 ..., 0.00113984 0.00001103
0.00277434]
[ 0.00209813 0.03342152 0.03431469 ..., 0.00225677 0.00143109
0.00041296]] (25.203 sec)
INFO:tensorflow:Saving checkpoints for 20000 into ./model-k/model.ckpt.
INFO:tensorflow:Loss for final step: 2.16976.
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-171-d1513efd0370> in <module>()
----> 1 tf.app.run(main=main(train_data, train_label, valid_data, valid_label))
<ipython-input-163-c6a090c863b2> in main(train_data, train_labels, valid_data, valid_labels)
25 num_epochs=1,
26 shuffle=False)
---> 27 eval_results = image_classifier.evaluate(input_fn=eval_input_fn)
28 print(eval_results)
/Users/K-Iwaki/.pyenv/versions/anaconda3-4.2.0/envs/tensorflow/lib/python3.5/site-packages/tensorflow/python/estimator/estimator.py in evaluate(self, input_fn, steps, hooks, checkpoint_path, name)
353 hooks=hooks,
354 checkpoint_path=checkpoint_path,
--> 355 name=name)
356
357 def _convert_eval_steps_to_hooks(self, steps):
/Users/K-Iwaki/.pyenv/versions/anaconda3-4.2.0/envs/tensorflow/lib/python3.5/site-packages/tensorflow/python/estimator/estimator.py in _evaluate_model(self, input_fn, hooks, checkpoint_path, name)
808 input_fn, model_fn_lib.ModeKeys.EVAL)
809 estimator_spec = self._call_model_fn(
--> 810 features, labels, model_fn_lib.ModeKeys.EVAL, self.config)
811
812 if model_fn_lib.LOSS_METRIC_KEY in estimator_spec.eval_metric_ops:
/Users/K-Iwaki/.pyenv/versions/anaconda3-4.2.0/envs/tensorflow/lib/python3.5/site-packages/tensorflow/python/estimator/estimator.py in _call_model_fn(self, features, labels, mode, config)
692 if 'config' in model_fn_args:
693 kwargs['config'] = config
--> 694 model_fn_results = self._model_fn(features=features, **kwargs)
695
696 if not isinstance(model_fn_results, model_fn_lib.EstimatorSpec):
<ipython-input-170-c9c39f2d915a> in cnn_model_fn(features, labels, mode)
52 }
53 return tf.estimator.EstimatorSpec(
---> 54 mode=mode, loss=loss, eval_metric_ops=eval_metric_ops)
NameError: name 'eval_metric_ops' is not defined
In [200]:
from tqdm import tqdm
from sklearn.metrics import accuracy_score
def test(test_data, test_labels):
image_classifier = tf.estimator.Estimator(
model_fn=cnn_model_fn, model_dir=model_dir)
test_input_fn = tf.estimator.inputs.numpy_input_fn(
x={"x": test_data},
y=test_labels,
batch_size=100,
num_epochs=1,
shuffle=False)
it = image_classifier.predict(input_fn=test_input_fn)
#saver = tf.train.Saver()
#sess = tf.Session()
#saver.restore(sess, model_dir)
predict_list = []
for t in tqdm(it):
label = [t["classes"]]
predict_list.append(label)
accuracy = accuracy_score(test_labels, predict_list)
print('accuracy is {}'.format(accuracy))
In [201]:
test(test_data, test_label)
INFO:tensorflow:Using default config.
INFO:tensorflow:Using config: {'_service': None, '_log_step_count_steps': 100, '_session_config': None, '_num_ps_replicas': 0, '_task_type': 'worker', '_save_summary_steps': 100, '_master': '', '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_task_id': 0, '_is_chief': True, '_tf_random_seed': None, '_model_dir': './model-k', '_save_checkpoints_secs': 600, '_num_worker_replicas': 1, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x11a95e3c8>, '_save_checkpoints_steps': None}
0it [00:00, ?it/s]
INFO:tensorflow:Restoring parameters from ./model-k/model.ckpt-20000
836it [00:02, 387.89it/s]
accuracy is 0.05861244019138756
Content source: keii11/TIL
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