基于keras的mnist训练-训练时长计算、loss-acc图形绘制和模型保存加载
2024-05-13 16:45:34
代码注释
loss_acc.py
# -*- coding: utf-8 -*-# 加载keras模块
from __future__ import print_function
import numpy as np
np.random.seed(1337) # for reproducibilityimport keras
from keras.datasets import mnist
from keras.models import Sequential
from keras.layers.core import Dense, Dropout, Activation
from keras.optimizers import SGD, Adam, RMSprop
from keras.utils import np_utils
import matplotlib.pyplot as plt
import datetime
import os# 时间差计算函数
def subtime(date1, date2):date1 = datetime.datetime.strptime(date1, "%Y-%m-%d %H:%M:%S")date2 = datetime.datetime.strptime(date2, "%Y-%m-%d %H:%M:%S")return date2 - date1# LossHistory类，保存loss和acc
class LossHistory(keras.callbacks.Callback):def on_train_begin(self, logs={}):self.losses = {'batch':[], 'epoch':[]}self.accuracy = {'batch':[], 'epoch':[]}self.val_loss = {'batch':[], 'epoch':[]}self.val_acc = {'batch':[], 'epoch':[]}def on_batch_end(self, batch, logs={}):self.losses['batch'].append(logs.get('loss'))self.accuracy['batch'].append(logs.get('acc'))self.val_loss['batch'].append(logs.get('val_loss'))self.val_acc['batch'].append(logs.get('val_acc'))def on_epoch_end(self, batch, logs={}):self.losses['epoch'].append(logs.get('loss'))self.accuracy['epoch'].append(logs.get('acc'))self.val_loss['epoch'].append(logs.get('val_loss'))self.val_acc['epoch'].append(logs.get('val_acc'))def loss_plot(self, loss_type):iters = range(len(self.losses[loss_type]))plt.figure()# accplt.plot(iters, self.accuracy[loss_type], 'r', label='train acc')# lossplt.plot(iters, self.losses[loss_type], 'g', label='train loss')if loss_type == 'epoch':# val_accplt.plot(iters, self.val_acc[loss_type], 'b', label='val acc')# val_lossplt.plot(iters, self.val_loss[loss_type], 'k', label='val loss')plt.grid(True)plt.xlabel(loss_type)plt.ylabel('acc-loss')plt.legend(loc="upper right")plt.show()# 变量初始化
batch_size = 128
nb_classes = 10
nb_epoch = 20save_dir = os.path.join(os.getcwd(), 'saved_models')
model_name = 'keras_mnist_trained_model.h5'# the data, shuffled and split between train and test sets
(x_train, y_train), (x_test, y_test) = mnist.load_data()x_train = x_train.reshape(60000, 784)
x_test = x_test.reshape(10000, 784)
x_train = x_train.astype('float32')
x_test = x_test.astype('float32')
x_train /= 255
x_test /= 255
print(x_train.shape[0], 'train samples')
print(x_test.shape[0], 'test samples')# convert class vectors to binary class matrices
y_train = np_utils.to_categorical(y_train, nb_classes)
y_test = np_utils.to_categorical(y_test, nb_classes)# 建立模型 使用Sequential（）
model = Sequential()
model.add(Dense(512, input_shape=(784,)))
model.add(Activation('relu'))
model.add(Dropout(0.2))
model.add(Dense(512))
model.add(Activation('relu'))
model.add(Dropout(0.2))
model.add(Dense(10))
model.add(Activation('softmax'))# 打印模型结构
model.summary()# 训练与评估
# 编译模型
model.compile(loss='categorical_crossentropy',optimizer=RMSprop(),metrics=['accuracy'])
# 创建一个实例history
history = LossHistory()startdate = datetime.datetime.now() # 获取当前时间
startdate = startdate.strftime("%Y-%m-%d %H:%M:%S") # 当前时间转换为指定字符串格式# 迭代训练（注意这个地方要加入callbacks）
model.fit(x_train, y_train,batch_size=batch_size, nb_epoch=nb_epoch,verbose=1,validation_data=(x_test, y_test),callbacks=[history])
enddate = datetime.datetime.now() # 获取当前时间
enddate = enddate.strftime("%Y-%m-%d %H:%M:%S") # 当前时间转换为指定字符串格式
# 计算训练时长
print('start date ',startdate)
print('end date ',enddate)
print('Time ',subtime(startdate,enddate)) # enddate > startdate# 保存模型和权重
if not os.path.isdir(save_dir): # 没有save_dir对应目录则建立os.makedirs(save_dir)
model_path = os.path.join(save_dir, model_name)
model.save(model_path)
print('Saved trained model at %s ' % model_path)# 模型评估
score = model.evaluate(x_test, y_test, verbose=0)
print('Test score:', score[0])
print('Test accuracy:', score[1])# 绘制acc-loss曲线
history.loss_plot('epoch')# 模型结构图图片保存
from keras.utils import plot_model
plot_model(model, to_file='model.png', show_shapes=True)# 加载模型（已训练）
from keras.models import load_model
model = load_model(model_path)
# 预测
pre = model.predict(x_test)
print('pre',pre)代码执行
C:\ProgramData\Anaconda3\python.exe E:/kr/loss_acc.py
C:\ProgramData\Anaconda3\lib\site-packages\h5py\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.from ._conv import register_converters as _register_converters
Using TensorFlow backend.
60000 train samples
10000 test samples
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense_1 (Dense) (None, 512) 401920
_________________________________________________________________
activation_1 (Activation) (None, 512) 0
_________________________________________________________________
dropout_1 (Dropout) (None, 512) 0
_________________________________________________________________
dense_2 (Dense) (None, 512) 262656
_________________________________________________________________
activation_2 (Activation) (None, 512) 0
_________________________________________________________________
dropout_2 (Dropout) (None, 512) 0
_________________________________________________________________
dense_3 (Dense) (None, 10) 5130
_________________________________________________________________
activation_3 (Activation) (None, 10) 0
=================================================================
Total params: 669,706
Trainable params: 669,706
Non-trainable params: 0
_________________________________________________________________
C:\ProgramData\Anaconda3\lib\site-packages\keras\models.py:981: UserWarning: The `nb_epoch` argument in `fit` has been renamed `epochs`.warnings.warn('The `nb_epoch` argument in `fit` '
Train on 60000 samples, validate on 10000 samples
Epoch 1/20128/60000 [..............................] - ETA: 7:39 - loss: 2.2711 - acc: 0.1172384/60000 [..............................] - ETA: 2:44 - loss: 1.9406 - acc: 0.3203640/60000 [..............................] - ETA: 1:47 - loss: 1.7220 - acc: 0.4125896/60000 [..............................] - ETA: 1:21 - loss: 1.5143 - acc: 0.49551152/60000 [..............................] - ETA: 1:06 - loss: 1.3686 - acc: 0.55211408/60000 [..............................] - ETA: 57s - loss: 1.2644 - acc: 0.58741664/60000 [..............................] - ETA: 50s - loss: 1.2011 - acc: 0.60761920/60000 [..............................] - ETA: 45s - loss: 1.1213 - acc: 0.63542176/60000 [>.............................] - ETA: 41s - loss: 1.0632 - acc: 0.65532432/60000 [>.............................] - ETA: 38s - loss: 1.0095 - acc: 0.67192688/60000 [>.............................] - ETA: 36s - loss: 0.9733 - acc: 0.68342944/60000 [>.............................] - ETA: 34s - loss: 0.9256 - acc: 0.70143200/60000 [>.............................] - ETA: 32s - loss: 0.8934 - acc: 0.71343584/60000 [>.............................] - ETA: 30s - loss: 0.8509 - acc: 0.72853840/60000 [>.............................] - ETA: 28s - loss: 0.8266 - acc: 0.73544096/60000 [=>............................] - ETA: 28s - loss: 0.8020 - acc: 0.74294352/60000 [=>............................] - ETA: 27s - loss: 0.7833 - acc: 0.74914736/60000 [=>............................] - ETA: 25s - loss: 0.7526 - acc: 0.75824992/60000 [=>............................] - ETA: 25s - loss: 0.7355 - acc: 0.76265376/60000 [=>............................] - ETA: 23s - loss: 0.7112 - acc: 0.77145632/60000 [=>............................] - ETA: 23s - loss: 0.6969 - acc: 0.77655888/60000 [=>............................] - ETA: 22s - loss: 0.6809 - acc: 0.78246144/60000 [==>...........................] - ETA: 22s - loss: 0.6690 - acc: 0.78536400/60000 [==>...........................] - ETA: 21s - loss: 0.6604 - acc: 0.78756784/60000 [==>...........................] - ETA: 21s - loss: 0.6429 - acc: 0.79277168/60000 [==>...........................] - ETA: 20s - loss: 0.6270 - acc: 0.79777424/60000 [==>...........................] - ETA: 19s - loss: 0.6192 - acc: 0.80017808/60000 [==>...........................] - ETA: 19s - loss: 0.6026 - acc: 0.80518064/60000 [===>..........................] - ETA: 19s - loss: 0.5956 - acc: 0.80758320/60000 [===>..........................] - ETA: 18s - loss: 0.5868 - acc: 0.81088576/60000 [===>..........................] - ETA: 18s - loss: 0.5780 - acc: 0.81358832/60000 [===>..........................] - ETA: 18s - loss: 0.5674 - acc: 0.81739216/60000 [===>..........................] - ETA: 17s - loss: 0.5587 - acc: 0.81999600/60000 [===>..........................] - ETA: 17s - loss: 0.5485 - acc: 0.82359856/60000 [===>..........................] - ETA: 17s - loss: 0.5399 - acc: 0.8265
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60000/60000 [==============================] - 15s 246us/step - loss: 0.2434 - acc: 0.9245 - val_loss: 0.1148 - val_acc: 0.9649
Epoch 2/20128/60000 [..............................] - ETA: 14s - loss: 0.1279 - acc: 0.9453512/60000 [..............................] - ETA: 12s - loss: 0.1003 - acc: 0.9629896/60000 [..............................] - ETA: 12s - loss: 0.1263 - acc: 0.95541280/60000 [..............................] - ETA: 12s - loss: 0.1301 - acc: 0.95551664/60000 [..............................] - ETA: 12s - loss: 0.1363 - acc: 0.95312048/60000 [>.............................] - ETA: 11s - loss: 0.1303 - acc: 0.95702432/60000 [>.............................] - ETA: 11s - loss: 0.1238 - acc: 0.96012688/60000 [>.............................] - ETA: 11s - loss: 0.1240 - acc: 0.96023072/60000 [>.............................] - ETA: 11s - loss: 0.1240 - acc: 0.96063456/60000 [>.............................] - ETA: 11s - loss: 0.1177 - acc: 0.96243840/60000 [>.............................] - ETA: 11s - loss: 0.1159 - acc: 0.96254224/60000 [=>............................] - ETA: 11s - loss: 0.1157 - acc: 0.96244608/60000 [=>............................] - ETA: 11s - loss: 0.1160 - acc: 0.96294992/60000 [=>............................] - ETA: 11s - loss: 0.1135 - acc: 0.96355376/60000 [=>............................] - ETA: 11s - loss: 0.1120 - acc: 0.96415760/60000 [=>............................] - ETA: 11s - loss: 0.1127 - acc: 0.96426144/60000 [==>...........................] - ETA: 11s - loss: 0.1120 - acc: 0.96476528/60000 [==>...........................] - ETA: 10s - loss: 0.1122 - acc: 0.96426912/60000 [==>...........................] - ETA: 10s - loss: 0.1132 - acc: 0.96407296/60000 [==>...........................] - ETA: 10s - loss: 0.1117 - acc: 0.96427680/60000 [==>...........................] - ETA: 10s - loss: 0.1125 - acc: 0.96388064/60000 [===>..........................] - ETA: 10s - loss: 0.1135 - acc: 0.96348448/60000 [===>..........................] - ETA: 10s - loss: 0.1136 - acc: 0.96398832/60000 [===>..........................] - ETA: 10s - loss: 0.1122 - acc: 0.96449216/60000 [===>..........................] - ETA: 10s - loss: 0.1124 - acc: 0.96439600/60000 [===>..........................] - ETA: 10s - loss: 0.1111 - acc: 0.96479984/60000 [===>..........................] - ETA: 10s - loss: 0.1112 - acc: 0.9643
10368/60000 [====>.........................] - ETA: 10s - loss: 0.1121 - acc: 0.9642
10752/60000 [====>.........................] - ETA: 10s - loss: 0.1134 - acc: 0.9639
11136/60000 [====>.........................] - ETA: 9s - loss: 0.1151 - acc: 0.9635
11520/60000 [====>.........................] - ETA: 9s - loss: 0.1155 - acc: 0.9635
11904/60000 [====>.........................] - ETA: 9s - loss: 0.1161 - acc: 0.9632
12288/60000 [=====>........................] - ETA: 9s - loss: 0.1155 - acc: 0.9633
12672/60000 [=====>........................] - ETA: 9s - loss: 0.1161 - acc: 0.9630
13056/60000 [=====>........................] - ETA: 9s - loss: 0.1155 - acc: 0.9632
13440/60000 [=====>........................] - ETA: 9s - loss: 0.1146 - acc: 0.9635
13824/60000 [=====>........................] - ETA: 9s - loss: 0.1134 - acc: 0.9640
14208/60000 [======>.......................] - ETA: 9s - loss: 0.1126 - acc: 0.9644
14464/60000 [======>.......................] - ETA: 9s - loss: 0.1116 - acc: 0.9646
14848/60000 [======>.......................] - ETA: 9s - loss: 0.1122 - acc: 0.9644
15232/60000 [======>.......................] - ETA: 9s - loss: 0.1125 - acc: 0.9641
15616/60000 [======>.......................] - ETA: 9s - loss: 0.1136 - acc: 0.9638
16000/60000 [=======>......................] - ETA: 8s - loss: 0.1136 - acc: 0.9639
16384/60000 [=======>......................] - ETA: 8s - loss: 0.1127 - acc: 0.9642
16768/60000 [=======>......................] - ETA: 8s - loss: 0.1117 - acc: 0.9645
17024/60000 [=======>......................] - ETA: 8s - loss: 0.1125 - acc: 0.9642
17408/60000 [=======>......................] - ETA: 8s - loss: 0.1122 - acc: 0.9642
17792/60000 [=======>......................] - ETA: 8s - loss: 0.1136 - acc: 0.9639
18176/60000 [========>.....................] - ETA: 8s - loss: 0.1133 - acc: 0.9640
18560/60000 [========>.....................] - ETA: 8s - loss: 0.1123 - acc: 0.9644
18944/60000 [========>.....................] - ETA: 8s - loss: 0.1116 - acc: 0.9646
19328/60000 [========>.....................] - ETA: 8s - loss: 0.1117 - acc: 0.9646
19712/60000 [========>.....................] - ETA: 8s - loss: 0.1119 - acc: 0.9648
20096/60000 [=========>....................] - ETA: 8s - loss: 0.1120 - acc: 0.9647
20480/60000 [=========>....................] - ETA: 8s - loss: 0.1125 - acc: 0.9645
20864/60000 [=========>....................] - ETA: 7s - loss: 0.1135 - acc: 0.9641
21248/60000 [=========>....................] - ETA: 7s - loss: 0.1128 - acc: 0.9644
21632/60000 [=========>....................] - ETA: 7s - loss: 0.1130 - acc: 0.9644
21888/60000 [=========>....................] - ETA: 7s - loss: 0.1135 - acc: 0.9644
22272/60000 [==========>...................] - ETA: 7s - loss: 0.1125 - acc: 0.9647
22656/60000 [==========>...................] - ETA: 7s - loss: 0.1125 - acc: 0.9649
23040/60000 [==========>...................] - ETA: 7s - loss: 0.1130 - acc: 0.9646
23424/60000 [==========>...................] - ETA: 7s - loss: 0.1123 - acc: 0.9649
23808/60000 [==========>...................] - ETA: 7s - loss: 0.1112 - acc: 0.9653
24064/60000 [===========>..................] - ETA: 7s - loss: 0.1117 - acc: 0.9652
24448/60000 [===========>..................] - ETA: 7s - loss: 0.1113 - acc: 0.9654
24704/60000 [===========>..................] - ETA: 7s - loss: 0.1109 - acc: 0.9655
24960/60000 [===========>..................] - ETA: 7s - loss: 0.1106 - acc: 0.9655
25344/60000 [===========>..................] - ETA: 7s - loss: 0.1105 - acc: 0.9657
25728/60000 [===========>..................] - ETA: 6s - loss: 0.1100 - acc: 0.9659
25984/60000 [===========>..................] - ETA: 6s - loss: 0.1098 - acc: 0.9659
26368/60000 [============>.................] - ETA: 6s - loss: 0.1088 - acc: 0.9662
26752/60000 [============>.................] - ETA: 6s - loss: 0.1091 - acc: 0.9661
27136/60000 [============>.................] - ETA: 6s - loss: 0.1087 - acc: 0.9663
27520/60000 [============>.................] - ETA: 6s - loss: 0.1092 - acc: 0.9661
27904/60000 [============>.................] - ETA: 6s - loss: 0.1096 - acc: 0.9660
28288/60000 [=============>................] - ETA: 6s - loss: 0.1097 - acc: 0.9659
28544/60000 [=============>................] - ETA: 6s - loss: 0.1096 - acc: 0.9660
28928/60000 [=============>................] - ETA: 6s - loss: 0.1089 - acc: 0.9663
29184/60000 [=============>................] - ETA: 6s - loss: 0.1088 - acc: 0.9663
29568/60000 [=============>................] - ETA: 6s - loss: 0.1090 - acc: 0.9663
29952/60000 [=============>................] - ETA: 6s - loss: 0.1088 - acc: 0.9664
30336/60000 [==============>...............] - ETA: 6s - loss: 0.1094 - acc: 0.9663
30720/60000 [==============>...............] - ETA: 5s - loss: 0.1090 - acc: 0.9664
31104/60000 [==============>...............] - ETA: 5s - loss: 0.1081 - acc: 0.9667
31488/60000 [==============>...............] - ETA: 5s - loss: 0.1076 - acc: 0.9669
31744/60000 [==============>...............] - ETA: 5s - loss: 0.1071 - acc: 0.9670
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32512/60000 [===============>..............] - ETA: 5s - loss: 0.1071 - acc: 0.9669
32896/60000 [===============>..............] - ETA: 5s - loss: 0.1071 - acc: 0.9669
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33664/60000 [===============>..............] - ETA: 5s - loss: 0.1068 - acc: 0.9671
34048/60000 [================>.............] - ETA: 5s - loss: 0.1066 - acc: 0.9673
34432/60000 [================>.............] - ETA: 5s - loss: 0.1062 - acc: 0.9673
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35200/60000 [================>.............] - ETA: 5s - loss: 0.1061 - acc: 0.9674
35584/60000 [================>.............] - ETA: 4s - loss: 0.1059 - acc: 0.9673
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37120/60000 [=================>............] - ETA: 4s - loss: 0.1055 - acc: 0.9676
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38144/60000 [==================>...........] - ETA: 4s - loss: 0.1053 - acc: 0.9678
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38912/60000 [==================>...........] - ETA: 4s - loss: 0.1047 - acc: 0.9680
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42240/60000 [====================>.........] - ETA: 3s - loss: 0.1039 - acc: 0.9682
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49920/60000 [=======================>......] - ETA: 2s - loss: 0.1027 - acc: 0.9684
50304/60000 [========================>.....] - ETA: 1s - loss: 0.1027 - acc: 0.9685
50688/60000 [========================>.....] - ETA: 1s - loss: 0.1026 - acc: 0.9685
51072/60000 [========================>.....] - ETA: 1s - loss: 0.1022 - acc: 0.9686
51328/60000 [========================>.....] - ETA: 1s - loss: 0.1019 - acc: 0.9687
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53888/60000 [=========================>....] - ETA: 1s - loss: 0.1024 - acc: 0.9686
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55040/60000 [==========================>...] - ETA: 1s - loss: 0.1021 - acc: 0.9687
55296/60000 [==========================>...] - ETA: 0s - loss: 0.1020 - acc: 0.9688
55680/60000 [==========================>...] - ETA: 0s - loss: 0.1018 - acc: 0.9688
56064/60000 [===========================>..] - ETA: 0s - loss: 0.1020 - acc: 0.9688
56320/60000 [===========================>..] - ETA: 0s - loss: 0.1017 - acc: 0.9689
56704/60000 [===========================>..] - ETA: 0s - loss: 0.1018 - acc: 0.9688
57088/60000 [===========================>..] - ETA: 0s - loss: 0.1018 - acc: 0.9689
57472/60000 [===========================>..] - ETA: 0s - loss: 0.1016 - acc: 0.9690
57600/60000 [===========================>..] - ETA: 0s - loss: 0.1017 - acc: 0.9690
57856/60000 [===========================>..] - ETA: 0s - loss: 0.1016 - acc: 0.9690
58112/60000 [============================>.] - ETA: 0s - loss: 0.1015 - acc: 0.9690
58368/60000 [============================>.] - ETA: 0s - loss: 0.1015 - acc: 0.9690
58624/60000 [============================>.] - ETA: 0s - loss: 0.1014 - acc: 0.9690
59008/60000 [============================>.] - ETA: 0s - loss: 0.1013 - acc: 0.9690
59264/60000 [============================>.] - ETA: 0s - loss: 0.1013 - acc: 0.9690
59648/60000 [============================>.] - ETA: 0s - loss: 0.1011 - acc: 0.9691
60000/60000 [==============================] - 13s 213us/step - loss: 0.1007 - acc: 0.9692 - val_loss: 0.0888 - val_acc: 0.9747
Epoch 3/20128/60000 [..............................] - ETA: 14s - loss: 0.1153 - acc: 0.9766512/60000 [..............................] - ETA: 10s - loss: 0.1049 - acc: 0.9766768/60000 [..............................] - ETA: 12s - loss: 0.0900 - acc: 0.97401152/60000 [..............................] - ETA: 11s - loss: 0.0820 - acc: 0.97481408/60000 [..............................] - ETA: 12s - loss: 0.0800 - acc: 0.97441792/60000 [..............................] - ETA: 12s - loss: 0.0834 - acc: 0.97542176/60000 [>.............................] - ETA: 12s - loss: 0.0749 - acc: 0.97792560/60000 [>.............................] - ETA: 11s - loss: 0.0686 - acc: 0.98092944/60000 [>.............................] - ETA: 11s - loss: 0.0694 - acc: 0.98063328/60000 [>.............................] - ETA: 11s - loss: 0.0706 - acc: 0.97963712/60000 [>.............................] - ETA: 11s - loss: 0.0700 - acc: 0.98014096/60000 [=>............................] - ETA: 11s - loss: 0.0734 - acc: 0.97904352/60000 [=>............................] - ETA: 11s - loss: 0.0730 - acc: 0.97864736/60000 [=>............................] - ETA: 11s - loss: 0.0723 - acc: 0.97915120/60000 [=>............................] - ETA: 11s - loss: 0.0748 - acc: 0.97815504/60000 [=>............................] - ETA: 11s - loss: 0.0739 - acc: 0.97805888/60000 [=>............................] - ETA: 11s - loss: 0.0724 - acc: 0.97836272/60000 [==>...........................] - ETA: 10s - loss: 0.0726 - acc: 0.97866656/60000 [==>...........................] - ETA: 10s - loss: 0.0738 - acc: 0.97827040/60000 [==>...........................] - ETA: 10s - loss: 0.0752 - acc: 0.97737424/60000 [==>...........................] - ETA: 10s - loss: 0.0775 - acc: 0.97667808/60000 [==>...........................] - ETA: 10s - loss: 0.0765 - acc: 0.97668064/60000 [===>..........................] - ETA: 10s - loss: 0.0768 - acc: 0.97638448/60000 [===>..........................] - ETA: 10s - loss: 0.0770 - acc: 0.97618832/60000 [===>..........................] - ETA: 10s - loss: 0.0779 - acc: 0.97599216/60000 [===>..........................] - ETA: 10s - loss: 0.0778 - acc: 0.97589600/60000 [===>..........................] - ETA: 10s - loss: 0.0797 - acc: 0.97539984/60000 [===>..........................] - ETA: 10s - loss: 0.0788 - acc: 0.9758
10240/60000 [====>.........................] - ETA: 10s - loss: 0.0781 - acc: 0.9762
10496/60000 [====>.........................] - ETA: 10s - loss: 0.0775 - acc: 0.9763
10880/60000 [====>.........................] - ETA: 10s - loss: 0.0776 - acc: 0.9764
11264/60000 [====>.........................] - ETA: 9s - loss: 0.0771 - acc: 0.9766
11648/60000 [====>.........................] - ETA: 9s - loss: 0.0770 - acc: 0.9765
12032/60000 [=====>........................] - ETA: 9s - loss: 0.0760 - acc: 0.9767
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12800/60000 [=====>........................] - ETA: 9s - loss: 0.0748 - acc: 0.9773
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13568/60000 [=====>........................] - ETA: 9s - loss: 0.0732 - acc: 0.9777
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15744/60000 [======>.......................] - ETA: 8s - loss: 0.0777 - acc: 0.9764
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22016/60000 [==========>...................] - ETA: 7s - loss: 0.0787 - acc: 0.9758
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23936/60000 [==========>...................] - ETA: 7s - loss: 0.0777 - acc: 0.9761
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27264/60000 [============>.................] - ETA: 6s - loss: 0.0780 - acc: 0.9759
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28032/60000 [=============>................] - ETA: 6s - loss: 0.0787 - acc: 0.9758
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28800/60000 [=============>................] - ETA: 6s - loss: 0.0782 - acc: 0.9759
29184/60000 [=============>................] - ETA: 6s - loss: 0.0777 - acc: 0.9760
29568/60000 [=============>................] - ETA: 6s - loss: 0.0775 - acc: 0.9761
29952/60000 [=============>................] - ETA: 6s - loss: 0.0776 - acc: 0.9762
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31872/60000 [==============>...............] - ETA: 5s - loss: 0.0773 - acc: 0.9762
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38784/60000 [==================>...........] - ETA: 4s - loss: 0.0753 - acc: 0.9771
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39552/60000 [==================>...........] - ETA: 4s - loss: 0.0752 - acc: 0.9771
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59904/60000 [============================>.] - ETA: 0s - loss: 0.0752 - acc: 0.9771
60000/60000 [==============================] - 13s 213us/step - loss: 0.0751 - acc: 0.9772 - val_loss: 0.0851 - val_acc: 0.9763
Epoch 4/20128/60000 [..............................] - ETA: 14s - loss: 0.0910 - acc: 0.9766512/60000 [..............................] - ETA: 12s - loss: 0.0643 - acc: 0.9824896/60000 [..............................] - ETA: 11s - loss: 0.0445 - acc: 0.98881152/60000 [..............................] - ETA: 11s - loss: 0.0457 - acc: 0.98961536/60000 [..............................] - ETA: 11s - loss: 0.0527 - acc: 0.98631920/60000 [..............................] - ETA: 11s - loss: 0.0540 - acc: 0.98592304/60000 [>.............................] - ETA: 11s - loss: 0.0645 - acc: 0.98222688/60000 [>.............................] - ETA: 11s - loss: 0.0616 - acc: 0.98253072/60000 [>.............................] - ETA: 11s - loss: 0.0625 - acc: 0.98213456/60000 [>.............................] - ETA: 11s - loss: 0.0613 - acc: 0.98183712/60000 [>.............................] - ETA: 11s - loss: 0.0582 - acc: 0.98284096/60000 [=>............................] - ETA: 11s - loss: 0.0560 - acc: 0.98324352/60000 [=>............................] - ETA: 11s - loss: 0.0537 - acc: 0.98394736/60000 [=>............................] - ETA: 11s - loss: 0.0508 - acc: 0.98485120/60000 [=>............................] - ETA: 11s - loss: 0.0497 - acc: 0.98545504/60000 [=>............................] - ETA: 11s - loss: 0.0508 - acc: 0.98585888/60000 [=>............................] - ETA: 11s - loss: 0.0513 - acc: 0.98516272/60000 [==>...........................] - ETA: 10s - loss: 0.0518 - acc: 0.98476528/60000 [==>...........................] - ETA: 10s - loss: 0.0531 - acc: 0.98426912/60000 [==>...........................] - ETA: 10s - loss: 0.0539 - acc: 0.98417296/60000 [==>...........................] - ETA: 10s - loss: 0.0552 - acc: 0.98377680/60000 [==>...........................] - ETA: 10s - loss: 0.0567 - acc: 0.98368064/60000 [===>..........................] - ETA: 10s - loss: 0.0577 - acc: 0.98388448/60000 [===>..........................] - ETA: 10s - loss: 0.0571 - acc: 0.98388704/60000 [===>..........................] - ETA: 10s - loss: 0.0560 - acc: 0.98409088/60000 [===>..........................] - ETA: 10s - loss: 0.0556 - acc: 0.98399344/60000 [===>..........................] - ETA: 10s - loss: 0.0560 - acc: 0.98369728/60000 [===>..........................] - ETA: 10s - loss: 0.0549 - acc: 0.9839
10112/60000 [====>.........................] - ETA: 10s - loss: 0.0553 - acc: 0.9834
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16896/60000 [=======>......................] - ETA: 8s - loss: 0.0581 - acc: 0.9830
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59648/60000 [============================>.] - ETA: 0s - loss: 0.0605 - acc: 0.9812
60000/60000 [==============================] - 13s 214us/step - loss: 0.0607 - acc: 0.9811 - val_loss: 0.0932 - val_acc: 0.9728
Epoch 5/20128/60000 [..............................] - ETA: 14s - loss: 0.0881 - acc: 0.9844384/60000 [..............................] - ETA: 14s - loss: 0.0844 - acc: 0.9766640/60000 [..............................] - ETA: 14s - loss: 0.0748 - acc: 0.97811024/60000 [..............................] - ETA: 15s - loss: 0.0641 - acc: 0.97851280/60000 [..............................] - ETA: 15s - loss: 0.0629 - acc: 0.98051536/60000 [..............................] - ETA: 16s - loss: 0.0596 - acc: 0.98241792/60000 [..............................] - ETA: 15s - loss: 0.0578 - acc: 0.98382176/60000 [>.............................] - ETA: 14s - loss: 0.0524 - acc: 0.98392560/60000 [>.............................] - ETA: 14s - loss: 0.0496 - acc: 0.98402944/60000 [>.............................] - ETA: 13s - loss: 0.0466 - acc: 0.98443200/60000 [>.............................] - ETA: 13s - loss: 0.0491 - acc: 0.98413456/60000 [>.............................] - ETA: 13s - loss: 0.0478 - acc: 0.98413712/60000 [>.............................] - ETA: 13s - loss: 0.0467 - acc: 0.98443968/60000 [>.............................] - ETA: 13s - loss: 0.0457 - acc: 0.98464352/60000 [=>............................] - ETA: 13s - loss: 0.0472 - acc: 0.98464608/60000 [=>............................] - ETA: 13s - loss: 0.0463 - acc: 0.98464992/60000 [=>............................] - ETA: 13s - loss: 0.0460 - acc: 0.98545376/60000 [=>............................] - ETA: 12s - loss: 0.0451 - acc: 0.98575760/60000 [=>............................] - ETA: 12s - loss: 0.0439 - acc: 0.98616144/60000 [==>...........................] - ETA: 12s - loss: 0.0448 - acc: 0.98606528/60000 [==>...........................] - ETA: 12s - loss: 0.0454 - acc: 0.98586912/60000 [==>...........................] - ETA: 12s - loss: 0.0449 - acc: 0.98617168/60000 [==>...........................] - ETA: 12s - loss: 0.0464 - acc: 0.98587552/60000 [==>...........................] - ETA: 11s - loss: 0.0469 - acc: 0.98567808/60000 [==>...........................] - ETA: 11s - loss: 0.0462 - acc: 0.98588192/60000 [===>..........................] - ETA: 11s - loss: 0.0471 - acc: 0.98528448/60000 [===>..........................] - ETA: 11s - loss: 0.0491 - acc: 0.98468832/60000 [===>..........................] - ETA: 11s - loss: 0.0498 - acc: 0.98479216/60000 [===>..........................] - ETA: 11s - loss: 0.0498 - acc: 0.98479344/60000 [===>..........................] - ETA: 11s - loss: 0.0496 - acc: 0.98489472/60000 [===>..........................] - ETA: 11s - loss: 0.0491 - acc: 0.98499728/60000 [===>..........................] - ETA: 11s - loss: 0.0488 - acc: 0.98489984/60000 [===>..........................] - ETA: 11s - loss: 0.0488 - acc: 0.9847
10368/60000 [====>.........................] - ETA: 11s - loss: 0.0495 - acc: 0.9846
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59776/60000 [============================>.] - ETA: 0s - loss: 0.0503 - acc: 0.9852
60000/60000 [==============================] - 20s 326us/step - loss: 0.0502 - acc: 0.9852 - val_loss: 0.0801 - val_acc: 0.9801
Epoch 6/20128/60000 [..............................] - ETA: 14s - loss: 0.0468 - acc: 0.9766384/60000 [..............................] - ETA: 14s - loss: 0.0382 - acc: 0.9844640/60000 [..............................] - ETA: 14s - loss: 0.0407 - acc: 0.9859896/60000 [..............................] - ETA: 14s - loss: 0.0407 - acc: 0.98661152/60000 [..............................] - ETA: 14s - loss: 0.0410 - acc: 0.98781536/60000 [..............................] - ETA: 13s - loss: 0.0387 - acc: 0.98761920/60000 [..............................] - ETA: 12s - loss: 0.0493 - acc: 0.98592176/60000 [>.............................] - ETA: 12s - loss: 0.0471 - acc: 0.98532432/60000 [>.............................] - ETA: 12s - loss: 0.0512 - acc: 0.98442816/60000 [>.............................] - ETA: 12s - loss: 0.0476 - acc: 0.98513072/60000 [>.............................] - ETA: 12s - loss: 0.0446 - acc: 0.98603456/60000 [>.............................] - ETA: 12s - loss: 0.0418 - acc: 0.98703712/60000 [>.............................] - ETA: 12s - loss: 0.0424 - acc: 0.98653968/60000 [>.............................] - ETA: 12s - loss: 0.0437 - acc: 0.98594224/60000 [=>............................] - ETA: 12s - loss: 0.0424 - acc: 0.98634608/60000 [=>............................] - ETA: 12s - loss: 0.0425 - acc: 0.98634992/60000 [=>............................] - ETA: 12s - loss: 0.0445 - acc: 0.98645248/60000 [=>............................] - ETA: 12s - loss: 0.0431 - acc: 0.98695632/60000 [=>............................] - ETA: 11s - loss: 0.0434 - acc: 0.98706016/60000 [==>...........................] - ETA: 11s - loss: 0.0443 - acc: 0.98646400/60000 [==>...........................] - ETA: 11s - loss: 0.0451 - acc: 0.98616784/60000 [==>...........................] - ETA: 11s - loss: 0.0458 - acc: 0.98607168/60000 [==>...........................] - ETA: 11s - loss: 0.0446 - acc: 0.98607552/60000 [==>...........................] - ETA: 11s - loss: 0.0429 - acc: 0.98667808/60000 [==>...........................] - ETA: 11s - loss: 0.0422 - acc: 0.98688064/60000 [===>..........................] - ETA: 11s - loss: 0.0413 - acc: 0.98728448/60000 [===>..........................] - ETA: 11s - loss: 0.0408 - acc: 0.98728704/60000 [===>..........................] - ETA: 11s - loss: 0.0425 - acc: 0.98749088/60000 [===>..........................] - ETA: 11s - loss: 0.0432 - acc: 0.98709472/60000 [===>..........................] - ETA: 10s - loss: 0.0431 - acc: 0.98689856/60000 [===>..........................] - ETA: 10s - loss: 0.0426 - acc: 0.9870
10112/60000 [====>.........................] - ETA: 10s - loss: 0.0436 - acc: 0.9866
10368/60000 [====>.........................] - ETA: 10s - loss: 0.0434 - acc: 0.9867
10752/60000 [====>.........................] - ETA: 10s - loss: 0.0422 - acc: 0.9872
11008/60000 [====>.........................] - ETA: 10s - loss: 0.0419 - acc: 0.9873
11392/60000 [====>.........................] - ETA: 10s - loss: 0.0419 - acc: 0.9873
11776/60000 [====>.........................] - ETA: 10s - loss: 0.0412 - acc: 0.9874
12160/60000 [=====>........................] - ETA: 10s - loss: 0.0412 - acc: 0.9874
12416/60000 [=====>........................] - ETA: 10s - loss: 0.0412 - acc: 0.9875
12800/60000 [=====>........................] - ETA: 10s - loss: 0.0413 - acc: 0.9876
13184/60000 [=====>........................] - ETA: 10s - loss: 0.0419 - acc: 0.9873
13440/60000 [=====>........................] - ETA: 9s - loss: 0.0416 - acc: 0.9874
13824/60000 [=====>........................] - ETA: 9s - loss: 0.0411 - acc: 0.9875
14208/60000 [======>.......................] - ETA: 9s - loss: 0.0421 - acc: 0.9874
14464/60000 [======>.......................] - ETA: 9s - loss: 0.0418 - acc: 0.9875
14848/60000 [======>.......................] - ETA: 9s - loss: 0.0412 - acc: 0.9875
15104/60000 [======>.......................] - ETA: 9s - loss: 0.0408 - acc: 0.9877
15488/60000 [======>.......................] - ETA: 9s - loss: 0.0403 - acc: 0.9877
15872/60000 [======>.......................] - ETA: 9s - loss: 0.0399 - acc: 0.9877
16256/60000 [=======>......................] - ETA: 9s - loss: 0.0394 - acc: 0.9878
16512/60000 [=======>......................] - ETA: 9s - loss: 0.0397 - acc: 0.9877
16896/60000 [=======>......................] - ETA: 9s - loss: 0.0394 - acc: 0.9877
17280/60000 [=======>......................] - ETA: 8s - loss: 0.0388 - acc: 0.9880
17536/60000 [=======>......................] - ETA: 8s - loss: 0.0391 - acc: 0.9877
17920/60000 [=======>......................] - ETA: 8s - loss: 0.0389 - acc: 0.9877
18176/60000 [========>.....................] - ETA: 8s - loss: 0.0394 - acc: 0.9876
18560/60000 [========>.....................] - ETA: 8s - loss: 0.0392 - acc: 0.9877
18944/60000 [========>.....................] - ETA: 8s - loss: 0.0393 - acc: 0.9876
19200/60000 [========>.....................] - ETA: 8s - loss: 0.0392 - acc: 0.9877
19584/60000 [========>.....................] - ETA: 8s - loss: 0.0388 - acc: 0.9878
19840/60000 [========>.....................] - ETA: 8s - loss: 0.0386 - acc: 0.9879
20224/60000 [=========>....................] - ETA: 8s - loss: 0.0387 - acc: 0.9879
20608/60000 [=========>....................] - ETA: 8s - loss: 0.0390 - acc: 0.9879
20992/60000 [=========>....................] - ETA: 8s - loss: 0.0390 - acc: 0.9878
21376/60000 [=========>....................] - ETA: 8s - loss: 0.0388 - acc: 0.9878
21632/60000 [=========>....................] - ETA: 8s - loss: 0.0388 - acc: 0.9877
22016/60000 [==========>...................] - ETA: 7s - loss: 0.0387 - acc: 0.9877
22272/60000 [==========>...................] - ETA: 7s - loss: 0.0387 - acc: 0.9878
22656/60000 [==========>...................] - ETA: 7s - loss: 0.0391 - acc: 0.9876
23040/60000 [==========>...................] - ETA: 7s - loss: 0.0387 - acc: 0.9877
23424/60000 [==========>...................] - ETA: 7s - loss: 0.0386 - acc: 0.9877
23808/60000 [==========>...................] - ETA: 7s - loss: 0.0389 - acc: 0.9878
24192/60000 [===========>..................] - ETA: 7s - loss: 0.0391 - acc: 0.9877
24576/60000 [===========>..................] - ETA: 7s - loss: 0.0395 - acc: 0.9875
24960/60000 [===========>..................] - ETA: 7s - loss: 0.0395 - acc: 0.9874
25216/60000 [===========>..................] - ETA: 7s - loss: 0.0396 - acc: 0.9874
25600/60000 [===========>..................] - ETA: 7s - loss: 0.0403 - acc: 0.9872
25984/60000 [===========>..................] - ETA: 7s - loss: 0.0401 - acc: 0.9873
26368/60000 [============>.................] - ETA: 6s - loss: 0.0401 - acc: 0.9872
26752/60000 [============>.................] - ETA: 6s - loss: 0.0398 - acc: 0.9873
27136/60000 [============>.................] - ETA: 6s - loss: 0.0399 - acc: 0.9872
27392/60000 [============>.................] - ETA: 6s - loss: 0.0399 - acc: 0.9872
27776/60000 [============>.................] - ETA: 6s - loss: 0.0395 - acc: 0.9873
28160/60000 [=============>................] - ETA: 6s - loss: 0.0395 - acc: 0.9873
28416/60000 [=============>................] - ETA: 6s - loss: 0.0393 - acc: 0.9874
28800/60000 [=============>................] - ETA: 6s - loss: 0.0392 - acc: 0.9875
29184/60000 [=============>................] - ETA: 6s - loss: 0.0395 - acc: 0.9874
29568/60000 [=============>................] - ETA: 6s - loss: 0.0400 - acc: 0.9873
29952/60000 [=============>................] - ETA: 6s - loss: 0.0401 - acc: 0.9872
30336/60000 [==============>...............] - ETA: 6s - loss: 0.0399 - acc: 0.9873
30720/60000 [==============>...............] - ETA: 6s - loss: 0.0402 - acc: 0.9874
31104/60000 [==============>...............] - ETA: 5s - loss: 0.0411 - acc: 0.9872
31488/60000 [==============>...............] - ETA: 5s - loss: 0.0413 - acc: 0.9871
31872/60000 [==============>...............] - ETA: 5s - loss: 0.0412 - acc: 0.9871
32128/60000 [===============>..............] - ETA: 5s - loss: 0.0412 - acc: 0.9871
32512/60000 [===============>..............] - ETA: 5s - loss: 0.0411 - acc: 0.9871
32896/60000 [===============>..............] - ETA: 5s - loss: 0.0412 - acc: 0.9871
33152/60000 [===============>..............] - ETA: 5s - loss: 0.0411 - acc: 0.9872
33536/60000 [===============>..............] - ETA: 5s - loss: 0.0413 - acc: 0.9872
33920/60000 [===============>..............] - ETA: 5s - loss: 0.0418 - acc: 0.9871
34304/60000 [================>.............] - ETA: 5s - loss: 0.0418 - acc: 0.9871
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35712/60000 [================>.............] - ETA: 5s - loss: 0.0415 - acc: 0.9872
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36608/60000 [=================>............] - ETA: 4s - loss: 0.0415 - acc: 0.9872
36992/60000 [=================>............] - ETA: 4s - loss: 0.0414 - acc: 0.9872
37376/60000 [=================>............] - ETA: 4s - loss: 0.0416 - acc: 0.9871
37760/60000 [=================>............] - ETA: 4s - loss: 0.0416 - acc: 0.9871
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38400/60000 [==================>...........] - ETA: 4s - loss: 0.0415 - acc: 0.9871
38656/60000 [==================>...........] - ETA: 4s - loss: 0.0415 - acc: 0.9871
39040/60000 [==================>...........] - ETA: 4s - loss: 0.0412 - acc: 0.9872
39296/60000 [==================>...........] - ETA: 4s - loss: 0.0415 - acc: 0.9871
39552/60000 [==================>...........] - ETA: 4s - loss: 0.0415 - acc: 0.9871
39936/60000 [==================>...........] - ETA: 4s - loss: 0.0417 - acc: 0.9870
40192/60000 [===================>..........] - ETA: 4s - loss: 0.0416 - acc: 0.9870
40576/60000 [===================>..........] - ETA: 4s - loss: 0.0413 - acc: 0.9871
40960/60000 [===================>..........] - ETA: 3s - loss: 0.0414 - acc: 0.9870
41344/60000 [===================>..........] - ETA: 3s - loss: 0.0414 - acc: 0.9870
41728/60000 [===================>..........] - ETA: 3s - loss: 0.0411 - acc: 0.9871
42112/60000 [====================>.........] - ETA: 3s - loss: 0.0412 - acc: 0.9871
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42752/60000 [====================>.........] - ETA: 3s - loss: 0.0417 - acc: 0.9870
43136/60000 [====================>.........] - ETA: 3s - loss: 0.0419 - acc: 0.9870
43520/60000 [====================>.........] - ETA: 3s - loss: 0.0420 - acc: 0.9871
43904/60000 [====================>.........] - ETA: 3s - loss: 0.0424 - acc: 0.9870
44288/60000 [=====================>........] - ETA: 3s - loss: 0.0423 - acc: 0.9871
44672/60000 [=====================>........] - ETA: 3s - loss: 0.0424 - acc: 0.9870
45056/60000 [=====================>........] - ETA: 3s - loss: 0.0427 - acc: 0.9870
45440/60000 [=====================>........] - ETA: 2s - loss: 0.0428 - acc: 0.9870
45824/60000 [=====================>........] - ETA: 2s - loss: 0.0428 - acc: 0.9870
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46592/60000 [======================>.......] - ETA: 2s - loss: 0.0425 - acc: 0.9871
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47744/60000 [======================>.......] - ETA: 2s - loss: 0.0426 - acc: 0.9871
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48512/60000 [=======================>......] - ETA: 2s - loss: 0.0424 - acc: 0.9872
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49280/60000 [=======================>......] - ETA: 2s - loss: 0.0422 - acc: 0.9872
49664/60000 [=======================>......] - ETA: 2s - loss: 0.0424 - acc: 0.9872
49920/60000 [=======================>......] - ETA: 2s - loss: 0.0426 - acc: 0.9872
50304/60000 [========================>.....] - ETA: 1s - loss: 0.0429 - acc: 0.9871
50560/60000 [========================>.....] - ETA: 1s - loss: 0.0431 - acc: 0.9871
50944/60000 [========================>.....] - ETA: 1s - loss: 0.0432 - acc: 0.9871
51328/60000 [========================>.....] - ETA: 1s - loss: 0.0431 - acc: 0.9871
51584/60000 [========================>.....] - ETA: 1s - loss: 0.0433 - acc: 0.9871
51968/60000 [========================>.....] - ETA: 1s - loss: 0.0431 - acc: 0.9871
52352/60000 [=========================>....] - ETA: 1s - loss: 0.0428 - acc: 0.9872
52736/60000 [=========================>....] - ETA: 1s - loss: 0.0430 - acc: 0.9871
52992/60000 [=========================>....] - ETA: 1s - loss: 0.0430 - acc: 0.9871
53376/60000 [=========================>....] - ETA: 1s - loss: 0.0429 - acc: 0.9871
53760/60000 [=========================>....] - ETA: 1s - loss: 0.0431 - acc: 0.9871
54016/60000 [==========================>...] - ETA: 1s - loss: 0.0431 - acc: 0.9871
54400/60000 [==========================>...] - ETA: 1s - loss: 0.0434 - acc: 0.9870
54784/60000 [==========================>...] - ETA: 1s - loss: 0.0435 - acc: 0.9870
55040/60000 [==========================>...] - ETA: 1s - loss: 0.0435 - acc: 0.9870
55424/60000 [==========================>...] - ETA: 0s - loss: 0.0433 - acc: 0.9871
55808/60000 [==========================>...] - ETA: 0s - loss: 0.0432 - acc: 0.9871
56064/60000 [===========================>..] - ETA: 0s - loss: 0.0432 - acc: 0.9871
56448/60000 [===========================>..] - ETA: 0s - loss: 0.0434 - acc: 0.9871
56704/60000 [===========================>..] - ETA: 0s - loss: 0.0435 - acc: 0.9871
57088/60000 [===========================>..] - ETA: 0s - loss: 0.0434 - acc: 0.9871
57472/60000 [===========================>..] - ETA: 0s - loss: 0.0434 - acc: 0.9871
57856/60000 [===========================>..] - ETA: 0s - loss: 0.0433 - acc: 0.9871
58240/60000 [============================>.] - ETA: 0s - loss: 0.0433 - acc: 0.9871
58496/60000 [============================>.] - ETA: 0s - loss: 0.0436 - acc: 0.9871
58880/60000 [============================>.] - ETA: 0s - loss: 0.0434 - acc: 0.9871
59264/60000 [============================>.] - ETA: 0s - loss: 0.0435 - acc: 0.9872
59648/60000 [============================>.] - ETA: 0s - loss: 0.0436 - acc: 0.9872
60000/60000 [==============================] - 13s 214us/step - loss: 0.0435 - acc: 0.9872 - val_loss: 0.0703 - val_acc: 0.9822
Epoch 7/20128/60000 [..............................] - ETA: 14s - loss: 0.0227 - acc: 0.9844512/60000 [..............................] - ETA: 12s - loss: 0.0537 - acc: 0.9805896/60000 [..............................] - ETA: 12s - loss: 0.0489 - acc: 0.98211280/60000 [..............................] - ETA: 12s - loss: 0.0418 - acc: 0.98591664/60000 [..............................] - ETA: 12s - loss: 0.0378 - acc: 0.98562048/60000 [>.............................] - ETA: 11s - loss: 0.0433 - acc: 0.98542432/60000 [>.............................] - ETA: 11s - loss: 0.0400 - acc: 0.98642816/60000 [>.............................] - ETA: 11s - loss: 0.0406 - acc: 0.98623200/60000 [>.............................] - ETA: 11s - loss: 0.0374 - acc: 0.98753456/60000 [>.............................] - ETA: 11s - loss: 0.0364 - acc: 0.98783840/60000 [>.............................] - ETA: 11s - loss: 0.0340 - acc: 0.98834224/60000 [=>............................] - ETA: 11s - loss: 0.0329 - acc: 0.98894608/60000 [=>............................] - ETA: 11s - loss: 0.0324 - acc: 0.98914992/60000 [=>............................] - ETA: 11s - loss: 0.0306 - acc: 0.98965376/60000 [=>............................] - ETA: 11s - loss: 0.0299 - acc: 0.99005760/60000 [=>............................] - ETA: 11s - loss: 0.0298 - acc: 0.99036144/60000 [==>...........................] - ETA: 10s - loss: 0.0289 - acc: 0.99066400/60000 [==>...........................] - ETA: 10s - loss: 0.0285 - acc: 0.99066784/60000 [==>...........................] - ETA: 10s - loss: 0.0275 - acc: 0.99097168/60000 [==>...........................] - ETA: 10s - loss: 0.0279 - acc: 0.99057552/60000 [==>...........................] - ETA: 10s - loss: 0.0271 - acc: 0.99097936/60000 [==>...........................] - ETA: 10s - loss: 0.0266 - acc: 0.99128320/60000 [===>..........................] - ETA: 10s - loss: 0.0276 - acc: 0.99098576/60000 [===>..........................] - ETA: 10s - loss: 0.0274 - acc: 0.99088832/60000 [===>..........................] - ETA: 10s - loss: 0.0277 - acc: 0.99089088/60000 [===>..........................] - ETA: 10s - loss: 0.0275 - acc: 0.99099344/60000 [===>..........................] - ETA: 10s - loss: 0.0274 - acc: 0.99089728/60000 [===>..........................] - ETA: 10s - loss: 0.0296 - acc: 0.9902
10112/60000 [====>.........................] - ETA: 10s - loss: 0.0317 - acc: 0.9899
10368/60000 [====>.........................] - ETA: 10s - loss: 0.0325 - acc: 0.9898
10624/60000 [====>.........................] - ETA: 10s - loss: 0.0320 - acc: 0.9900
11008/60000 [====>.........................] - ETA: 10s - loss: 0.0311 - acc: 0.9904
11264/60000 [====>.........................] - ETA: 10s - loss: 0.0319 - acc: 0.9901
11520/60000 [====>.........................] - ETA: 10s - loss: 0.0318 - acc: 0.9901
11776/60000 [====>.........................] - ETA: 10s - loss: 0.0316 - acc: 0.9901
12160/60000 [=====>........................] - ETA: 10s - loss: 0.0322 - acc: 0.9900
12416/60000 [=====>........................] - ETA: 10s - loss: 0.0324 - acc: 0.9899
12800/60000 [=====>........................] - ETA: 10s - loss: 0.0328 - acc: 0.9898
13184/60000 [=====>........................] - ETA: 9s - loss: 0.0331 - acc: 0.9895
13440/60000 [=====>........................] - ETA: 9s - loss: 0.0331 - acc: 0.9894
13696/60000 [=====>........................] - ETA: 9s - loss: 0.0334 - acc: 0.9894
14080/60000 [======>.......................] - ETA: 9s - loss: 0.0327 - acc: 0.9897
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14848/60000 [======>.......................] - ETA: 9s - loss: 0.0327 - acc: 0.9897
15232/60000 [======>.......................] - ETA: 9s - loss: 0.0323 - acc: 0.9898
15488/60000 [======>.......................] - ETA: 9s - loss: 0.0321 - acc: 0.9898
15872/60000 [======>.......................] - ETA: 9s - loss: 0.0326 - acc: 0.9898
16256/60000 [=======>......................] - ETA: 9s - loss: 0.0325 - acc: 0.9898
16640/60000 [=======>......................] - ETA: 9s - loss: 0.0324 - acc: 0.9897
16896/60000 [=======>......................] - ETA: 9s - loss: 0.0331 - acc: 0.9896
17280/60000 [=======>......................] - ETA: 8s - loss: 0.0330 - acc: 0.9896
17664/60000 [=======>......................] - ETA: 8s - loss: 0.0325 - acc: 0.9898
17920/60000 [=======>......................] - ETA: 8s - loss: 0.0333 - acc: 0.9895
18176/60000 [========>.....................] - ETA: 8s - loss: 0.0337 - acc: 0.9893
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19200/60000 [========>.....................] - ETA: 8s - loss: 0.0331 - acc: 0.9895
19584/60000 [========>.....................] - ETA: 8s - loss: 0.0328 - acc: 0.9897
19840/60000 [========>.....................] - ETA: 8s - loss: 0.0331 - acc: 0.9897
20224/60000 [=========>....................] - ETA: 8s - loss: 0.0336 - acc: 0.9895
20480/60000 [=========>....................] - ETA: 8s - loss: 0.0334 - acc: 0.9895
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20992/60000 [=========>....................] - ETA: 8s - loss: 0.0330 - acc: 0.9896
21248/60000 [=========>....................] - ETA: 8s - loss: 0.0334 - acc: 0.9895
21632/60000 [=========>....................] - ETA: 8s - loss: 0.0337 - acc: 0.9894
22016/60000 [==========>...................] - ETA: 8s - loss: 0.0339 - acc: 0.9894
22272/60000 [==========>...................] - ETA: 8s - loss: 0.0340 - acc: 0.9893
22656/60000 [==========>...................] - ETA: 8s - loss: 0.0340 - acc: 0.9894
23040/60000 [==========>...................] - ETA: 8s - loss: 0.0342 - acc: 0.9893
23296/60000 [==========>...................] - ETA: 7s - loss: 0.0347 - acc: 0.9893
23680/60000 [==========>...................] - ETA: 7s - loss: 0.0345 - acc: 0.9894
24064/60000 [===========>..................] - ETA: 7s - loss: 0.0346 - acc: 0.9893
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60000/60000 [==============================] - 13s 215us/step - loss: 0.0387 - acc: 0.9888 - val_loss: 0.0740 - val_acc: 0.9821
Epoch 8/20128/60000 [..............................] - ETA: 14s - loss: 0.0404 - acc: 0.9844512/60000 [..............................] - ETA: 12s - loss: 0.0175 - acc: 0.9941896/60000 [..............................] - ETA: 11s - loss: 0.0148 - acc: 0.99441152/60000 [..............................] - ETA: 11s - loss: 0.0225 - acc: 0.99311536/60000 [..............................] - ETA: 11s - loss: 0.0218 - acc: 0.99351792/60000 [..............................] - ETA: 11s - loss: 0.0201 - acc: 0.99392176/60000 [>.............................] - ETA: 11s - loss: 0.0193 - acc: 0.99402560/60000 [>.............................] - ETA: 11s - loss: 0.0213 - acc: 0.99342944/60000 [>.............................] - ETA: 11s - loss: 0.0234 - acc: 0.99253200/60000 [>.............................] - ETA: 11s - loss: 0.0269 - acc: 0.99283584/60000 [>.............................] - ETA: 11s - loss: 0.0267 - acc: 0.99193840/60000 [>.............................] - ETA: 11s - loss: 0.0290 - acc: 0.99144224/60000 [=>............................] - ETA: 11s - loss: 0.0268 - acc: 0.99224608/60000 [=>............................] - ETA: 10s - loss: 0.0260 - acc: 0.99264864/60000 [=>............................] - ETA: 10s - loss: 0.0298 - acc: 0.99225120/60000 [=>............................] - ETA: 11s - loss: 0.0288 - acc: 0.99245376/60000 [=>............................] - ETA: 11s - loss: 0.0288 - acc: 0.99245632/60000 [=>............................] - ETA: 11s - loss: 0.0288 - acc: 0.99256016/60000 [==>...........................] - ETA: 11s - loss: 0.0279 - acc: 0.99296400/60000 [==>...........................] - ETA: 10s - loss: 0.0277 - acc: 0.99286784/60000 [==>...........................] - ETA: 10s - loss: 0.0284 - acc: 0.99267040/60000 [==>...........................] - ETA: 10s - loss: 0.0279 - acc: 0.99287424/60000 [==>...........................] - ETA: 10s - loss: 0.0280 - acc: 0.99237808/60000 [==>...........................] - ETA: 10s - loss: 0.0310 - acc: 0.99178064/60000 [===>..........................] - ETA: 10s - loss: 0.0301 - acc: 0.99188448/60000 [===>..........................] - ETA: 10s - loss: 0.0311 - acc: 0.99178704/60000 [===>..........................] - ETA: 10s - loss: 0.0305 - acc: 0.99189088/60000 [===>..........................] - ETA: 10s - loss: 0.0306 - acc: 0.99209472/60000 [===>..........................] - ETA: 10s - loss: 0.0303 - acc: 0.99209856/60000 [===>..........................] - ETA: 10s - loss: 0.0305 - acc: 0.9917
10112/60000 [====>.........................] - ETA: 10s - loss: 0.0300 - acc: 0.9918
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11904/60000 [====>.........................] - ETA: 9s - loss: 0.0288 - acc: 0.9916
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50688/60000 [========================>.....] - ETA: 1s - loss: 0.0324 - acc: 0.9903
50944/60000 [========================>.....] - ETA: 1s - loss: 0.0322 - acc: 0.9903
51328/60000 [========================>.....] - ETA: 1s - loss: 0.0322 - acc: 0.9903
51712/60000 [========================>.....] - ETA: 1s - loss: 0.0326 - acc: 0.9902
52096/60000 [=========================>....] - ETA: 1s - loss: 0.0328 - acc: 0.9902
52352/60000 [=========================>....] - ETA: 1s - loss: 0.0328 - acc: 0.9902
52736/60000 [=========================>....] - ETA: 1s - loss: 0.0331 - acc: 0.9902
53120/60000 [=========================>....] - ETA: 1s - loss: 0.0329 - acc: 0.9902
53376/60000 [=========================>....] - ETA: 1s - loss: 0.0328 - acc: 0.9902
53760/60000 [=========================>....] - ETA: 1s - loss: 0.0331 - acc: 0.9902
54144/60000 [==========================>...] - ETA: 1s - loss: 0.0330 - acc: 0.9902
54400/60000 [==========================>...] - ETA: 1s - loss: 0.0331 - acc: 0.9902
54784/60000 [==========================>...] - ETA: 1s - loss: 0.0330 - acc: 0.9902
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0331 - acc: 0.9902
55552/60000 [==========================>...] - ETA: 0s - loss: 0.0332 - acc: 0.9902
55936/60000 [==========================>...] - ETA: 0s - loss: 0.0335 - acc: 0.9901
56192/60000 [===========================>..] - ETA: 0s - loss: 0.0335 - acc: 0.9901
56576/60000 [===========================>..] - ETA: 0s - loss: 0.0336 - acc: 0.9900
56832/60000 [===========================>..] - ETA: 0s - loss: 0.0337 - acc: 0.9901
57216/60000 [===========================>..] - ETA: 0s - loss: 0.0338 - acc: 0.9900
57600/60000 [===========================>..] - ETA: 0s - loss: 0.0338 - acc: 0.9901
57984/60000 [===========================>..] - ETA: 0s - loss: 0.0338 - acc: 0.9900
58240/60000 [============================>.] - ETA: 0s - loss: 0.0338 - acc: 0.9900
58624/60000 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9900
58880/60000 [============================>.] - ETA: 0s - loss: 0.0335 - acc: 0.9901
59264/60000 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9900
59648/60000 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9900
60000/60000 [==============================] - 13s 212us/step - loss: 0.0336 - acc: 0.9899 - val_loss: 0.0809 - val_acc: 0.9819
Epoch 9/20128/60000 [..............................] - ETA: 14s - loss: 0.0015 - acc: 1.0000512/60000 [..............................] - ETA: 12s - loss: 0.0163 - acc: 0.9922896/60000 [..............................] - ETA: 11s - loss: 0.0172 - acc: 0.99441152/60000 [..............................] - ETA: 11s - loss: 0.0169 - acc: 0.99391536/60000 [..............................] - ETA: 11s - loss: 0.0175 - acc: 0.99481920/60000 [..............................] - ETA: 11s - loss: 0.0157 - acc: 0.99532176/60000 [>.............................] - ETA: 11s - loss: 0.0146 - acc: 0.99542560/60000 [>.............................] - ETA: 11s - loss: 0.0238 - acc: 0.99382944/60000 [>.............................] - ETA: 11s - loss: 0.0289 - acc: 0.99253328/60000 [>.............................] - ETA: 11s - loss: 0.0286 - acc: 0.99223584/60000 [>.............................] - ETA: 11s - loss: 0.0281 - acc: 0.99193968/60000 [>.............................] - ETA: 11s - loss: 0.0273 - acc: 0.99194352/60000 [=>............................] - ETA: 11s - loss: 0.0257 - acc: 0.99244736/60000 [=>............................] - ETA: 11s - loss: 0.0246 - acc: 0.99245120/60000 [=>............................] - ETA: 11s - loss: 0.0229 - acc: 0.99305376/60000 [=>............................] - ETA: 11s - loss: 0.0236 - acc: 0.99295760/60000 [=>............................] - ETA: 10s - loss: 0.0239 - acc: 0.99296016/60000 [==>...........................] - ETA: 10s - loss: 0.0231 - acc: 0.99326400/60000 [==>...........................] - ETA: 10s - loss: 0.0227 - acc: 0.99336656/60000 [==>...........................] - ETA: 10s - loss: 0.0226 - acc: 0.99317040/60000 [==>...........................] - ETA: 10s - loss: 0.0243 - acc: 0.99307424/60000 [==>...........................] - ETA: 10s - loss: 0.0236 - acc: 0.99317680/60000 [==>...........................] - ETA: 10s - loss: 0.0233 - acc: 0.99318064/60000 [===>..........................] - ETA: 10s - loss: 0.0250 - acc: 0.99328320/60000 [===>..........................] - ETA: 10s - loss: 0.0295 - acc: 0.99258704/60000 [===>..........................] - ETA: 10s - loss: 0.0292 - acc: 0.99259088/60000 [===>..........................] - ETA: 10s - loss: 0.0288 - acc: 0.99269344/60000 [===>..........................] - ETA: 10s - loss: 0.0287 - acc: 0.99259728/60000 [===>..........................] - ETA: 10s - loss: 0.0301 - acc: 0.9922
10112/60000 [====>.........................] - ETA: 10s - loss: 0.0292 - acc: 0.9925
10496/60000 [====>.........................] - ETA: 9s - loss: 0.0304 - acc: 0.9924
10752/60000 [====>.........................] - ETA: 9s - loss: 0.0298 - acc: 0.9926
11136/60000 [====>.........................] - ETA: 9s - loss: 0.0301 - acc: 0.9922
11520/60000 [====>.........................] - ETA: 9s - loss: 0.0300 - acc: 0.9920
11776/60000 [====>.........................] - ETA: 9s - loss: 0.0300 - acc: 0.9921
12160/60000 [=====>........................] - ETA: 9s - loss: 0.0295 - acc: 0.9922
12416/60000 [=====>........................] - ETA: 9s - loss: 0.0291 - acc: 0.9923
12800/60000 [=====>........................] - ETA: 9s - loss: 0.0289 - acc: 0.9923
13184/60000 [=====>........................] - ETA: 9s - loss: 0.0287 - acc: 0.9923
13568/60000 [=====>........................] - ETA: 9s - loss: 0.0288 - acc: 0.9922
13952/60000 [=====>........................] - ETA: 9s - loss: 0.0288 - acc: 0.9923
14208/60000 [======>.......................] - ETA: 9s - loss: 0.0283 - acc: 0.9924
14592/60000 [======>.......................] - ETA: 9s - loss: 0.0278 - acc: 0.9924
14848/60000 [======>.......................] - ETA: 9s - loss: 0.0274 - acc: 0.9925
15232/60000 [======>.......................] - ETA: 8s - loss: 0.0277 - acc: 0.9924
15616/60000 [======>.......................] - ETA: 8s - loss: 0.0272 - acc: 0.9925
15872/60000 [======>.......................] - ETA: 8s - loss: 0.0269 - acc: 0.9926
16256/60000 [=======>......................] - ETA: 8s - loss: 0.0268 - acc: 0.9925
16640/60000 [=======>......................] - ETA: 8s - loss: 0.0267 - acc: 0.9925
16896/60000 [=======>......................] - ETA: 8s - loss: 0.0264 - acc: 0.9925
17280/60000 [=======>......................] - ETA: 8s - loss: 0.0266 - acc: 0.9924
17664/60000 [=======>......................] - ETA: 8s - loss: 0.0276 - acc: 0.9921
17920/60000 [=======>......................] - ETA: 8s - loss: 0.0274 - acc: 0.9921
18304/60000 [========>.....................] - ETA: 8s - loss: 0.0279 - acc: 0.9920
18560/60000 [========>.....................] - ETA: 8s - loss: 0.0278 - acc: 0.9920
18944/60000 [========>.....................] - ETA: 8s - loss: 0.0276 - acc: 0.9920
19328/60000 [========>.....................] - ETA: 8s - loss: 0.0273 - acc: 0.9921
19584/60000 [========>.....................] - ETA: 8s - loss: 0.0272 - acc: 0.9920
19968/60000 [========>.....................] - ETA: 7s - loss: 0.0274 - acc: 0.9918
20224/60000 [=========>....................] - ETA: 7s - loss: 0.0275 - acc: 0.9917
20608/60000 [=========>....................] - ETA: 7s - loss: 0.0276 - acc: 0.9916
20992/60000 [=========>....................] - ETA: 7s - loss: 0.0276 - acc: 0.9917
21376/60000 [=========>....................] - ETA: 7s - loss: 0.0273 - acc: 0.9917
21632/60000 [=========>....................] - ETA: 7s - loss: 0.0271 - acc: 0.9918
22016/60000 [==========>...................] - ETA: 7s - loss: 0.0271 - acc: 0.9917
22400/60000 [==========>...................] - ETA: 7s - loss: 0.0278 - acc: 0.9917
22784/60000 [==========>...................] - ETA: 7s - loss: 0.0276 - acc: 0.9917
23168/60000 [==========>...................] - ETA: 7s - loss: 0.0281 - acc: 0.9916
23552/60000 [==========>...................] - ETA: 7s - loss: 0.0282 - acc: 0.9915
23808/60000 [==========>...................] - ETA: 7s - loss: 0.0280 - acc: 0.9915
24192/60000 [===========>..................] - ETA: 7s - loss: 0.0283 - acc: 0.9914
24448/60000 [===========>..................] - ETA: 7s - loss: 0.0283 - acc: 0.9915
24832/60000 [===========>..................] - ETA: 7s - loss: 0.0282 - acc: 0.9915
25216/60000 [===========>..................] - ETA: 6s - loss: 0.0280 - acc: 0.9916
25600/60000 [===========>..................] - ETA: 6s - loss: 0.0278 - acc: 0.9916
25856/60000 [===========>..................] - ETA: 6s - loss: 0.0277 - acc: 0.9916
26240/60000 [============>.................] - ETA: 6s - loss: 0.0280 - acc: 0.9916
26496/60000 [============>.................] - ETA: 6s - loss: 0.0280 - acc: 0.9916
26880/60000 [============>.................] - ETA: 6s - loss: 0.0285 - acc: 0.9914
27264/60000 [============>.................] - ETA: 6s - loss: 0.0284 - acc: 0.9914
27520/60000 [============>.................] - ETA: 6s - loss: 0.0291 - acc: 0.9913
27904/60000 [============>.................] - ETA: 6s - loss: 0.0290 - acc: 0.9913
28160/60000 [=============>................] - ETA: 6s - loss: 0.0292 - acc: 0.9913
28544/60000 [=============>................] - ETA: 6s - loss: 0.0290 - acc: 0.9912
28928/60000 [=============>................] - ETA: 6s - loss: 0.0288 - acc: 0.9913
29312/60000 [=============>................] - ETA: 6s - loss: 0.0285 - acc: 0.9914
29568/60000 [=============>................] - ETA: 6s - loss: 0.0286 - acc: 0.9913
29952/60000 [=============>................] - ETA: 5s - loss: 0.0284 - acc: 0.9914
30208/60000 [==============>...............] - ETA: 5s - loss: 0.0282 - acc: 0.9914
30592/60000 [==============>...............] - ETA: 5s - loss: 0.0281 - acc: 0.9914
30848/60000 [==============>...............] - ETA: 5s - loss: 0.0286 - acc: 0.9913
31104/60000 [==============>...............] - ETA: 5s - loss: 0.0285 - acc: 0.9913
31488/60000 [==============>...............] - ETA: 5s - loss: 0.0284 - acc: 0.9913
31872/60000 [==============>...............] - ETA: 5s - loss: 0.0288 - acc: 0.9913
32256/60000 [===============>..............] - ETA: 5s - loss: 0.0292 - acc: 0.9912
32640/60000 [===============>..............] - ETA: 5s - loss: 0.0294 - acc: 0.9910
33024/60000 [===============>..............] - ETA: 5s - loss: 0.0297 - acc: 0.9910
33408/60000 [===============>..............] - ETA: 5s - loss: 0.0299 - acc: 0.9910
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34048/60000 [================>.............] - ETA: 5s - loss: 0.0297 - acc: 0.9911
34304/60000 [================>.............] - ETA: 5s - loss: 0.0302 - acc: 0.9909
34688/60000 [================>.............] - ETA: 5s - loss: 0.0303 - acc: 0.9909
35072/60000 [================>.............] - ETA: 5s - loss: 0.0303 - acc: 0.9909
35328/60000 [================>.............] - ETA: 4s - loss: 0.0307 - acc: 0.9909
35712/60000 [================>.............] - ETA: 4s - loss: 0.0308 - acc: 0.9908
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37120/60000 [=================>............] - ETA: 4s - loss: 0.0304 - acc: 0.9908
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37888/60000 [=================>............] - ETA: 4s - loss: 0.0301 - acc: 0.9909
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38912/60000 [==================>...........] - ETA: 4s - loss: 0.0298 - acc: 0.9910
39168/60000 [==================>...........] - ETA: 4s - loss: 0.0296 - acc: 0.9910
39552/60000 [==================>...........] - ETA: 4s - loss: 0.0302 - acc: 0.9909
39936/60000 [==================>...........] - ETA: 4s - loss: 0.0301 - acc: 0.9909
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40576/60000 [===================>..........] - ETA: 3s - loss: 0.0303 - acc: 0.9908
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42240/60000 [====================>.........] - ETA: 3s - loss: 0.0299 - acc: 0.9910
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45056/60000 [=====================>........] - ETA: 2s - loss: 0.0309 - acc: 0.9907
45440/60000 [=====================>........] - ETA: 2s - loss: 0.0311 - acc: 0.9907
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46080/60000 [======================>.......] - ETA: 2s - loss: 0.0315 - acc: 0.9906
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46720/60000 [======================>.......] - ETA: 2s - loss: 0.0315 - acc: 0.9907
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48512/60000 [=======================>......] - ETA: 2s - loss: 0.0317 - acc: 0.9908
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50688/60000 [========================>.....] - ETA: 1s - loss: 0.0315 - acc: 0.9908
50944/60000 [========================>.....] - ETA: 1s - loss: 0.0316 - acc: 0.9908
51328/60000 [========================>.....] - ETA: 1s - loss: 0.0317 - acc: 0.9908
51584/60000 [========================>.....] - ETA: 1s - loss: 0.0316 - acc: 0.9908
51968/60000 [========================>.....] - ETA: 1s - loss: 0.0314 - acc: 0.9908
52352/60000 [=========================>....] - ETA: 1s - loss: 0.0316 - acc: 0.9908
52608/60000 [=========================>....] - ETA: 1s - loss: 0.0317 - acc: 0.9908
52992/60000 [=========================>....] - ETA: 1s - loss: 0.0318 - acc: 0.9907
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54784/60000 [==========================>...] - ETA: 1s - loss: 0.0316 - acc: 0.9908
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0314 - acc: 0.9908
55424/60000 [==========================>...] - ETA: 0s - loss: 0.0314 - acc: 0.9908
55680/60000 [==========================>...] - ETA: 0s - loss: 0.0316 - acc: 0.9908
56064/60000 [===========================>..] - ETA: 0s - loss: 0.0315 - acc: 0.9908
56320/60000 [===========================>..] - ETA: 0s - loss: 0.0316 - acc: 0.9908
56576/60000 [===========================>..] - ETA: 0s - loss: 0.0316 - acc: 0.9908
56832/60000 [===========================>..] - ETA: 0s - loss: 0.0317 - acc: 0.9908
57088/60000 [===========================>..] - ETA: 0s - loss: 0.0317 - acc: 0.9908
57344/60000 [===========================>..] - ETA: 0s - loss: 0.0316 - acc: 0.9908
57600/60000 [===========================>..] - ETA: 0s - loss: 0.0318 - acc: 0.9907
57856/60000 [===========================>..] - ETA: 0s - loss: 0.0319 - acc: 0.9907
58112/60000 [============================>.] - ETA: 0s - loss: 0.0318 - acc: 0.9908
58368/60000 [============================>.] - ETA: 0s - loss: 0.0319 - acc: 0.9907
58624/60000 [============================>.] - ETA: 0s - loss: 0.0319 - acc: 0.9907
58880/60000 [============================>.] - ETA: 0s - loss: 0.0320 - acc: 0.9907
59136/60000 [============================>.] - ETA: 0s - loss: 0.0319 - acc: 0.9907
59520/60000 [============================>.] - ETA: 0s - loss: 0.0320 - acc: 0.9907
59904/60000 [============================>.] - ETA: 0s - loss: 0.0320 - acc: 0.9907
60000/60000 [==============================] - 13s 213us/step - loss: 0.0319 - acc: 0.9907 - val_loss: 0.0821 - val_acc: 0.9814
Epoch 10/20128/60000 [..............................] - ETA: 14s - loss: 0.0136 - acc: 0.9922384/60000 [..............................] - ETA: 14s - loss: 0.0305 - acc: 0.9922768/60000 [..............................] - ETA: 12s - loss: 0.0284 - acc: 0.99221152/60000 [..............................] - ETA: 11s - loss: 0.0222 - acc: 0.99391536/60000 [..............................] - ETA: 11s - loss: 0.0194 - acc: 0.99351920/60000 [..............................] - ETA: 11s - loss: 0.0194 - acc: 0.99222304/60000 [>.............................] - ETA: 11s - loss: 0.0194 - acc: 0.99222688/60000 [>.............................] - ETA: 11s - loss: 0.0191 - acc: 0.99263072/60000 [>.............................] - ETA: 11s - loss: 0.0198 - acc: 0.99283328/60000 [>.............................] - ETA: 11s - loss: 0.0189 - acc: 0.99313712/60000 [>.............................] - ETA: 11s - loss: 0.0250 - acc: 0.99254096/60000 [=>............................] - ETA: 11s - loss: 0.0234 - acc: 0.99244352/60000 [=>............................] - ETA: 11s - loss: 0.0240 - acc: 0.99204736/60000 [=>............................] - ETA: 11s - loss: 0.0251 - acc: 0.99205120/60000 [=>............................] - ETA: 11s - loss: 0.0254 - acc: 0.99205504/60000 [=>............................] - ETA: 10s - loss: 0.0248 - acc: 0.99205760/60000 [=>............................] - ETA: 10s - loss: 0.0242 - acc: 0.99206144/60000 [==>...........................] - ETA: 10s - loss: 0.0239 - acc: 0.99226528/60000 [==>...........................] - ETA: 10s - loss: 0.0231 - acc: 0.99236784/60000 [==>...........................] - ETA: 10s - loss: 0.0226 - acc: 0.99237168/60000 [==>...........................] - ETA: 10s - loss: 0.0242 - acc: 0.99207552/60000 [==>...........................] - ETA: 10s - loss: 0.0241 - acc: 0.99227936/60000 [==>...........................] - ETA: 10s - loss: 0.0233 - acc: 0.99238192/60000 [===>..........................] - ETA: 10s - loss: 0.0228 - acc: 0.99248576/60000 [===>..........................] - ETA: 10s - loss: 0.0248 - acc: 0.99188832/60000 [===>..........................] - ETA: 10s - loss: 0.0256 - acc: 0.99169216/60000 [===>..........................] - ETA: 10s - loss: 0.0248 - acc: 0.99209600/60000 [===>..........................] - ETA: 10s - loss: 0.0244 - acc: 0.99199984/60000 [===>..........................] - ETA: 10s - loss: 0.0249 - acc: 0.9917
10368/60000 [====>.........................] - ETA: 9s - loss: 0.0248 - acc: 0.9917
10752/60000 [====>.........................] - ETA: 9s - loss: 0.0243 - acc: 0.9918
11008/60000 [====>.........................] - ETA: 9s - loss: 0.0248 - acc: 0.9918
11392/60000 [====>.........................] - ETA: 9s - loss: 0.0245 - acc: 0.9917
11648/60000 [====>.........................] - ETA: 9s - loss: 0.0240 - acc: 0.9919
12032/60000 [=====>........................] - ETA: 9s - loss: 0.0239 - acc: 0.9920
12416/60000 [=====>........................] - ETA: 9s - loss: 0.0248 - acc: 0.9919
12800/60000 [=====>........................] - ETA: 9s - loss: 0.0243 - acc: 0.9922
13184/60000 [=====>........................] - ETA: 9s - loss: 0.0242 - acc: 0.9923
13568/60000 [=====>........................] - ETA: 9s - loss: 0.0240 - acc: 0.9923
13952/60000 [=====>........................] - ETA: 9s - loss: 0.0241 - acc: 0.9923
14208/60000 [======>.......................] - ETA: 9s - loss: 0.0238 - acc: 0.9925
14592/60000 [======>.......................] - ETA: 9s - loss: 0.0243 - acc: 0.9924
14848/60000 [======>.......................] - ETA: 9s - loss: 0.0241 - acc: 0.9925
15104/60000 [======>.......................] - ETA: 8s - loss: 0.0240 - acc: 0.9925
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17152/60000 [=======>......................] - ETA: 8s - loss: 0.0246 - acc: 0.9925
17536/60000 [=======>......................] - ETA: 8s - loss: 0.0247 - acc: 0.9924
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19200/60000 [========>.....................] - ETA: 8s - loss: 0.0255 - acc: 0.9927
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56192/60000 [===========================>..] - ETA: 0s - loss: 0.0282 - acc: 0.9920
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57984/60000 [===========================>..] - ETA: 0s - loss: 0.0283 - acc: 0.9919
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59776/60000 [============================>.] - ETA: 0s - loss: 0.0285 - acc: 0.9918
60000/60000 [==============================] - 13s 210us/step - loss: 0.0284 - acc: 0.9919 - val_loss: 0.0974 - val_acc: 0.9820
Epoch 11/20128/60000 [..............................] - ETA: 14s - loss: 0.0127 - acc: 0.9922512/60000 [..............................] - ETA: 12s - loss: 0.0139 - acc: 0.9941896/60000 [..............................] - ETA: 12s - loss: 0.0288 - acc: 0.99111280/60000 [..............................] - ETA: 11s - loss: 0.0229 - acc: 0.99301536/60000 [..............................] - ETA: 11s - loss: 0.0223 - acc: 0.99221792/60000 [..............................] - ETA: 12s - loss: 0.0195 - acc: 0.99332176/60000 [>.............................] - ETA: 11s - loss: 0.0184 - acc: 0.99402432/60000 [>.............................] - ETA: 11s - loss: 0.0173 - acc: 0.99422816/60000 [>.............................] - ETA: 11s - loss: 0.0163 - acc: 0.99433200/60000 [>.............................] - ETA: 11s - loss: 0.0166 - acc: 0.99413584/60000 [>.............................] - ETA: 11s - loss: 0.0159 - acc: 0.99413968/60000 [>.............................] - ETA: 11s - loss: 0.0152 - acc: 0.99454352/60000 [=>............................] - ETA: 11s - loss: 0.0153 - acc: 0.99434736/60000 [=>............................] - ETA: 11s - loss: 0.0159 - acc: 0.99415120/60000 [=>............................] - ETA: 11s - loss: 0.0162 - acc: 0.99415504/60000 [=>............................] - ETA: 11s - loss: 0.0157 - acc: 0.99445888/60000 [=>............................] - ETA: 11s - loss: 0.0162 - acc: 0.99416272/60000 [==>...........................] - ETA: 10s - loss: 0.0172 - acc: 0.99396656/60000 [==>...........................] - ETA: 10s - loss: 0.0193 - acc: 0.99347040/60000 [==>...........................] - ETA: 10s - loss: 0.0192 - acc: 0.99367296/60000 [==>...........................] - ETA: 10s - loss: 0.0188 - acc: 0.99387680/60000 [==>...........................] - ETA: 10s - loss: 0.0203 - acc: 0.99368064/60000 [===>..........................] - ETA: 10s - loss: 0.0199 - acc: 0.99368320/60000 [===>..........................] - ETA: 10s - loss: 0.0218 - acc: 0.99318704/60000 [===>..........................] - ETA: 10s - loss: 0.0213 - acc: 0.99339088/60000 [===>..........................] - ETA: 10s - loss: 0.0214 - acc: 0.99349472/60000 [===>..........................] - ETA: 10s - loss: 0.0207 - acc: 0.99379856/60000 [===>..........................] - ETA: 10s - loss: 0.0205 - acc: 0.9935
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60000/60000 [==============================] - 13s 211us/step - loss: 0.0247 - acc: 0.9930 - val_loss: 0.0820 - val_acc: 0.9849
Epoch 12/20128/60000 [..............................] - ETA: 14s - loss: 0.0298 - acc: 0.9922512/60000 [..............................] - ETA: 12s - loss: 0.0116 - acc: 0.9961896/60000 [..............................] - ETA: 12s - loss: 0.0131 - acc: 0.99331280/60000 [..............................] - ETA: 12s - loss: 0.0280 - acc: 0.99221664/60000 [..............................] - ETA: 12s - loss: 0.0224 - acc: 0.99342048/60000 [>.............................] - ETA: 11s - loss: 0.0195 - acc: 0.99412304/60000 [>.............................] - ETA: 12s - loss: 0.0196 - acc: 0.99352688/60000 [>.............................] - ETA: 11s - loss: 0.0185 - acc: 0.99373072/60000 [>.............................] - ETA: 11s - loss: 0.0170 - acc: 0.99413456/60000 [>.............................] - ETA: 11s - loss: 0.0157 - acc: 0.99453840/60000 [>.............................] - ETA: 11s - loss: 0.0164 - acc: 0.99454096/60000 [=>............................] - ETA: 11s - loss: 0.0190 - acc: 0.99394480/60000 [=>............................] - ETA: 11s - loss: 0.0202 - acc: 0.99404736/60000 [=>............................] - ETA: 11s - loss: 0.0193 - acc: 0.99435120/60000 [=>............................] - ETA: 11s - loss: 0.0182 - acc: 0.99455504/60000 [=>............................] - ETA: 11s - loss: 0.0184 - acc: 0.99455888/60000 [=>............................] - ETA: 11s - loss: 0.0191 - acc: 0.99466272/60000 [==>...........................] - ETA: 11s - loss: 0.0189 - acc: 0.99466656/60000 [==>...........................] - ETA: 11s - loss: 0.0201 - acc: 0.99407040/60000 [==>...........................] - ETA: 11s - loss: 0.0192 - acc: 0.99437424/60000 [==>...........................] - ETA: 10s - loss: 0.0192 - acc: 0.99417808/60000 [==>...........................] - ETA: 10s - loss: 0.0195 - acc: 0.99398192/60000 [===>..........................] - ETA: 10s - loss: 0.0190 - acc: 0.99388576/60000 [===>..........................] - ETA: 10s - loss: 0.0204 - acc: 0.99358960/60000 [===>..........................] - ETA: 10s - loss: 0.0206 - acc: 0.99349216/60000 [===>..........................] - ETA: 10s - loss: 0.0207 - acc: 0.99349600/60000 [===>..........................] - ETA: 10s - loss: 0.0206 - acc: 0.99339984/60000 [===>..........................] - ETA: 10s - loss: 0.0202 - acc: 0.9935
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60000/60000 [==============================] - 13s 224us/step - loss: 0.0238 - acc: 0.9929 - val_loss: 0.1042 - val_acc: 0.9811
Epoch 13/20128/60000 [..............................] - ETA: 14s - loss: 0.0120 - acc: 0.9922512/60000 [..............................] - ETA: 12s - loss: 0.0169 - acc: 0.9941896/60000 [..............................] - ETA: 12s - loss: 0.0388 - acc: 0.99001152/60000 [..............................] - ETA: 12s - loss: 0.0336 - acc: 0.99051536/60000 [..............................] - ETA: 12s - loss: 0.0322 - acc: 0.98961920/60000 [..............................] - ETA: 12s - loss: 0.0303 - acc: 0.99012304/60000 [>.............................] - ETA: 12s - loss: 0.0299 - acc: 0.99002688/60000 [>.............................] - ETA: 11s - loss: 0.0276 - acc: 0.99033072/60000 [>.............................] - ETA: 11s - loss: 0.0246 - acc: 0.99153456/60000 [>.............................] - ETA: 11s - loss: 0.0236 - acc: 0.99223712/60000 [>.............................] - ETA: 11s - loss: 0.0220 - acc: 0.99274096/60000 [=>............................] - ETA: 11s - loss: 0.0258 - acc: 0.99274480/60000 [=>............................] - ETA: 11s - loss: 0.0262 - acc: 0.99264864/60000 [=>............................] - ETA: 11s - loss: 0.0259 - acc: 0.99265248/60000 [=>............................] - ETA: 11s - loss: 0.0245 - acc: 0.99295632/60000 [=>............................] - ETA: 11s - loss: 0.0243 - acc: 0.99316016/60000 [==>...........................] - ETA: 10s - loss: 0.0235 - acc: 0.99346272/60000 [==>...........................] - ETA: 10s - loss: 0.0228 - acc: 0.99366656/60000 [==>...........................] - ETA: 10s - loss: 0.0232 - acc: 0.99357040/60000 [==>...........................] - ETA: 10s - loss: 0.0221 - acc: 0.99397424/60000 [==>...........................] - ETA: 10s - loss: 0.0233 - acc: 0.99387808/60000 [==>...........................] - ETA: 10s - loss: 0.0269 - acc: 0.99338192/60000 [===>..........................] - ETA: 10s - loss: 0.0272 - acc: 0.99328448/60000 [===>..........................] - ETA: 10s - loss: 0.0268 - acc: 0.99338832/60000 [===>..........................] - ETA: 10s - loss: 0.0267 - acc: 0.99329216/60000 [===>..........................] - ETA: 10s - loss: 0.0264 - acc: 0.99339600/60000 [===>..........................] - ETA: 10s - loss: 0.0276 - acc: 0.99299984/60000 [===>..........................] - ETA: 10s - loss: 0.0274 - acc: 0.9928
10240/60000 [====>.........................] - ETA: 10s - loss: 0.0268 - acc: 0.9930
10624/60000 [====>.........................] - ETA: 9s - loss: 0.0267 - acc: 0.9928
10880/60000 [====>.........................] - ETA: 9s - loss: 0.0269 - acc: 0.9928
11264/60000 [====>.........................] - ETA: 9s - loss: 0.0264 - acc: 0.9929
11648/60000 [====>.........................] - ETA: 9s - loss: 0.0261 - acc: 0.9929
11904/60000 [====>.........................] - ETA: 9s - loss: 0.0256 - acc: 0.9930
12288/60000 [=====>........................] - ETA: 9s - loss: 0.0248 - acc: 0.9932
12672/60000 [=====>........................] - ETA: 9s - loss: 0.0241 - acc: 0.9935
13056/60000 [=====>........................] - ETA: 9s - loss: 0.0239 - acc: 0.9934
13440/60000 [=====>........................] - ETA: 9s - loss: 0.0237 - acc: 0.9935
13696/60000 [=====>........................] - ETA: 9s - loss: 0.0242 - acc: 0.9933
14080/60000 [======>.......................] - ETA: 9s - loss: 0.0241 - acc: 0.9934
14464/60000 [======>.......................] - ETA: 9s - loss: 0.0240 - acc: 0.9934
14720/60000 [======>.......................] - ETA: 9s - loss: 0.0246 - acc: 0.9933
15104/60000 [======>.......................] - ETA: 8s - loss: 0.0243 - acc: 0.9934
15360/60000 [======>.......................] - ETA: 8s - loss: 0.0239 - acc: 0.9935
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16128/60000 [=======>......................] - ETA: 8s - loss: 0.0234 - acc: 0.9934
16384/60000 [=======>......................] - ETA: 8s - loss: 0.0233 - acc: 0.9935
16640/60000 [=======>......................] - ETA: 8s - loss: 0.0230 - acc: 0.9936
17024/60000 [=======>......................] - ETA: 8s - loss: 0.0227 - acc: 0.9937
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19840/60000 [========>.....................] - ETA: 8s - loss: 0.0215 - acc: 0.9939
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23424/60000 [==========>...................] - ETA: 7s - loss: 0.0204 - acc: 0.9940
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32512/60000 [===============>..............] - ETA: 5s - loss: 0.0217 - acc: 0.9935
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55168/60000 [==========================>...] - ETA: 0s - loss: 0.0217 - acc: 0.9934
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55936/60000 [==========================>...] - ETA: 0s - loss: 0.0217 - acc: 0.9934
56320/60000 [===========================>..] - ETA: 0s - loss: 0.0220 - acc: 0.9934
56704/60000 [===========================>..] - ETA: 0s - loss: 0.0219 - acc: 0.9934
56960/60000 [===========================>..] - ETA: 0s - loss: 0.0218 - acc: 0.9935
57344/60000 [===========================>..] - ETA: 0s - loss: 0.0218 - acc: 0.9935
57728/60000 [===========================>..] - ETA: 0s - loss: 0.0219 - acc: 0.9935
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58368/60000 [============================>.] - ETA: 0s - loss: 0.0220 - acc: 0.9935
58752/60000 [============================>.] - ETA: 0s - loss: 0.0219 - acc: 0.9935
59136/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9935
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59904/60000 [============================>.] - ETA: 0s - loss: 0.0225 - acc: 0.9934
60000/60000 [==============================] - 13s 212us/step - loss: 0.0225 - acc: 0.9934 - val_loss: 0.0924 - val_acc: 0.9828
Epoch 14/20128/60000 [..............................] - ETA: 7s - loss: 6.6560e-04 - acc: 1.0000384/60000 [..............................] - ETA: 12s - loss: 0.0276 - acc: 0.9922768/60000 [..............................] - ETA: 12s - loss: 0.0509 - acc: 0.98701024/60000 [..............................] - ETA: 12s - loss: 0.0383 - acc: 0.99021408/60000 [..............................] - ETA: 12s - loss: 0.0306 - acc: 0.99151792/60000 [..............................] - ETA: 12s - loss: 0.0262 - acc: 0.99272176/60000 [>.............................] - ETA: 12s - loss: 0.0249 - acc: 0.99262560/60000 [>.............................] - ETA: 11s - loss: 0.0216 - acc: 0.99382944/60000 [>.............................] - ETA: 11s - loss: 0.0204 - acc: 0.99423200/60000 [>.............................] - ETA: 11s - loss: 0.0190 - acc: 0.99473584/60000 [>.............................] - ETA: 11s - loss: 0.0206 - acc: 0.99443968/60000 [>.............................] - ETA: 11s - loss: 0.0195 - acc: 0.99454352/60000 [=>............................] - ETA: 11s - loss: 0.0197 - acc: 0.99454736/60000 [=>............................] - ETA: 11s - loss: 0.0187 - acc: 0.99474992/60000 [=>............................] - ETA: 11s - loss: 0.0200 - acc: 0.99425376/60000 [=>............................] - ETA: 11s - loss: 0.0216 - acc: 0.99395760/60000 [=>............................] - ETA: 11s - loss: 0.0223 - acc: 0.99386016/60000 [==>...........................] - ETA: 11s - loss: 0.0214 - acc: 0.99406400/60000 [==>...........................] - ETA: 11s - loss: 0.0213 - acc: 0.99426784/60000 [==>...........................] - ETA: 11s - loss: 0.0219 - acc: 0.99387168/60000 [==>...........................] - ETA: 10s - loss: 0.0215 - acc: 0.99397552/60000 [==>...........................] - ETA: 10s - loss: 0.0236 - acc: 0.99317936/60000 [==>...........................] - ETA: 10s - loss: 0.0226 - acc: 0.99348320/60000 [===>..........................] - ETA: 10s - loss: 0.0243 - acc: 0.99308704/60000 [===>..........................] - ETA: 10s - loss: 0.0246 - acc: 0.99309088/60000 [===>..........................] - ETA: 10s - loss: 0.0241 - acc: 0.99329472/60000 [===>..........................] - ETA: 10s - loss: 0.0235 - acc: 0.99339856/60000 [===>..........................] - ETA: 10s - loss: 0.0229 - acc: 0.9935
10240/60000 [====>.........................] - ETA: 10s - loss: 0.0225 - acc: 0.9936
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11008/60000 [====>.........................] - ETA: 9s - loss: 0.0243 - acc: 0.9933
11264/60000 [====>.........................] - ETA: 9s - loss: 0.0244 - acc: 0.9933
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12032/60000 [=====>........................] - ETA: 9s - loss: 0.0244 - acc: 0.9932
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60000/60000 [==============================] - 13s 215us/step - loss: 0.0237 - acc: 0.9935 - val_loss: 0.1085 - val_acc: 0.9815
Epoch 15/20128/60000 [..............................] - ETA: 14s - loss: 0.0221 - acc: 0.9922512/60000 [..............................] - ETA: 12s - loss: 0.0192 - acc: 0.9922896/60000 [..............................] - ETA: 12s - loss: 0.0196 - acc: 0.99331280/60000 [..............................] - ETA: 12s - loss: 0.0168 - acc: 0.99381664/60000 [..............................] - ETA: 12s - loss: 0.0247 - acc: 0.99342048/60000 [>.............................] - ETA: 11s - loss: 0.0208 - acc: 0.99412432/60000 [>.............................] - ETA: 11s - loss: 0.0228 - acc: 0.99422816/60000 [>.............................] - ETA: 11s - loss: 0.0209 - acc: 0.99433072/60000 [>.............................] - ETA: 11s - loss: 0.0201 - acc: 0.99413456/60000 [>.............................] - ETA: 11s - loss: 0.0184 - acc: 0.99483840/60000 [>.............................] - ETA: 11s - loss: 0.0185 - acc: 0.99454224/60000 [=>............................] - ETA: 11s - loss: 0.0173 - acc: 0.99484480/60000 [=>............................] - ETA: 11s - loss: 0.0166 - acc: 0.99514864/60000 [=>............................] - ETA: 11s - loss: 0.0161 - acc: 0.99515248/60000 [=>............................] - ETA: 11s - loss: 0.0154 - acc: 0.99525632/60000 [=>............................] - ETA: 10s - loss: 0.0145 - acc: 0.99565888/60000 [=>............................] - ETA: 10s - loss: 0.0146 - acc: 0.99566272/60000 [==>...........................] - ETA: 10s - loss: 0.0138 - acc: 0.99596656/60000 [==>...........................] - ETA: 10s - loss: 0.0141 - acc: 0.99566912/60000 [==>...........................] - ETA: 10s - loss: 0.0139 - acc: 0.99577296/60000 [==>...........................] - ETA: 10s - loss: 0.0132 - acc: 0.99597680/60000 [==>...........................] - ETA: 10s - loss: 0.0165 - acc: 0.99568064/60000 [===>..........................] - ETA: 10s - loss: 0.0159 - acc: 0.99578448/60000 [===>..........................] - ETA: 10s - loss: 0.0187 - acc: 0.99508704/60000 [===>..........................] - ETA: 10s - loss: 0.0194 - acc: 0.99499088/60000 [===>..........................] - ETA: 10s - loss: 0.0190 - acc: 0.99499344/60000 [===>..........................] - ETA: 10s - loss: 0.0188 - acc: 0.99509728/60000 [===>..........................] - ETA: 10s - loss: 0.0193 - acc: 0.9949
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59648/60000 [============================>.] - ETA: 0s - loss: 0.0214 - acc: 0.9940
60000/60000 [==============================] - 13s 213us/step - loss: 0.0213 - acc: 0.9940 - val_loss: 0.1002 - val_acc: 0.9843
Epoch 16/20128/60000 [..............................] - ETA: 14s - loss: 0.0015 - acc: 1.0000512/60000 [..............................] - ETA: 10s - loss: 0.0035 - acc: 0.9980768/60000 [..............................] - ETA: 12s - loss: 0.0040 - acc: 0.99741152/60000 [..............................] - ETA: 11s - loss: 0.0089 - acc: 0.99741536/60000 [..............................] - ETA: 11s - loss: 0.0118 - acc: 0.99741792/60000 [..............................] - ETA: 11s - loss: 0.0108 - acc: 0.99782176/60000 [>.............................] - ETA: 11s - loss: 0.0104 - acc: 0.99722560/60000 [>.............................] - ETA: 11s - loss: 0.0092 - acc: 0.99732816/60000 [>.............................] - ETA: 11s - loss: 0.0092 - acc: 0.99723200/60000 [>.............................] - ETA: 11s - loss: 0.0125 - acc: 0.99663456/60000 [>.............................] - ETA: 11s - loss: 0.0124 - acc: 0.99623840/60000 [>.............................] - ETA: 11s - loss: 0.0170 - acc: 0.99614224/60000 [=>............................] - ETA: 11s - loss: 0.0157 - acc: 0.99624608/60000 [=>............................] - ETA: 11s - loss: 0.0167 - acc: 0.99574992/60000 [=>............................] - ETA: 11s - loss: 0.0155 - acc: 0.99605376/60000 [=>............................] - ETA: 10s - loss: 0.0146 - acc: 0.99635632/60000 [=>............................] - ETA: 10s - loss: 0.0143 - acc: 0.99636016/60000 [==>...........................] - ETA: 10s - loss: 0.0162 - acc: 0.99576400/60000 [==>...........................] - ETA: 10s - loss: 0.0163 - acc: 0.99566656/60000 [==>...........................] - ETA: 10s - loss: 0.0163 - acc: 0.99557040/60000 [==>...........................] - ETA: 10s - loss: 0.0172 - acc: 0.99567424/60000 [==>...........................] - ETA: 10s - loss: 0.0176 - acc: 0.99547808/60000 [==>...........................] - ETA: 10s - loss: 0.0168 - acc: 0.99568064/60000 [===>..........................] - ETA: 10s - loss: 0.0166 - acc: 0.99578448/60000 [===>..........................] - ETA: 10s - loss: 0.0160 - acc: 0.99598704/60000 [===>..........................] - ETA: 10s - loss: 0.0157 - acc: 0.99599088/60000 [===>..........................] - ETA: 10s - loss: 0.0156 - acc: 0.99579472/60000 [===>..........................] - ETA: 9s - loss: 0.0158 - acc: 0.99579728/60000 [===>..........................] - ETA: 9s - loss: 0.0159 - acc: 0.9955
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60000/60000 [==============================] - 13s 209us/step - loss: 0.0180 - acc: 0.9945 - val_loss: 0.1146 - val_acc: 0.9826
Epoch 17/20128/60000 [..............................] - ETA: 14s - loss: 0.0019 - acc: 1.0000512/60000 [..............................] - ETA: 12s - loss: 0.0232 - acc: 0.9980896/60000 [..............................] - ETA: 11s - loss: 0.0154 - acc: 0.99781152/60000 [..............................] - ETA: 11s - loss: 0.0123 - acc: 0.99831536/60000 [..............................] - ETA: 11s - loss: 0.0095 - acc: 0.99871920/60000 [..............................] - ETA: 11s - loss: 0.0146 - acc: 0.99692304/60000 [>.............................] - ETA: 11s - loss: 0.0156 - acc: 0.99702560/60000 [>.............................] - ETA: 11s - loss: 0.0140 - acc: 0.99732944/60000 [>.............................] - ETA: 11s - loss: 0.0137 - acc: 0.99693328/60000 [>.............................] - ETA: 11s - loss: 0.0128 - acc: 0.99703584/60000 [>.............................] - ETA: 11s - loss: 0.0131 - acc: 0.99643968/60000 [>.............................] - ETA: 11s - loss: 0.0125 - acc: 0.99654352/60000 [=>............................] - ETA: 11s - loss: 0.0119 - acc: 0.99664736/60000 [=>............................] - ETA: 10s - loss: 0.0143 - acc: 0.99624992/60000 [=>............................] - ETA: 11s - loss: 0.0169 - acc: 0.99605376/60000 [=>............................] - ETA: 10s - loss: 0.0166 - acc: 0.99615632/60000 [=>............................] - ETA: 10s - loss: 0.0161 - acc: 0.99616016/60000 [==>...........................] - ETA: 10s - loss: 0.0153 - acc: 0.99626400/60000 [==>...........................] - ETA: 10s - loss: 0.0162 - acc: 0.99586784/60000 [==>...........................] - ETA: 10s - loss: 0.0158 - acc: 0.99597040/60000 [==>...........................] - ETA: 10s - loss: 0.0154 - acc: 0.99597424/60000 [==>...........................] - ETA: 10s - loss: 0.0169 - acc: 0.99567680/60000 [==>...........................] - ETA: 10s - loss: 0.0167 - acc: 0.99568064/60000 [===>..........................] - ETA: 10s - loss: 0.0170 - acc: 0.99548448/60000 [===>..........................] - ETA: 10s - loss: 0.0178 - acc: 0.99518832/60000 [===>..........................] - ETA: 10s - loss: 0.0181 - acc: 0.99509088/60000 [===>..........................] - ETA: 10s - loss: 0.0177 - acc: 0.99529472/60000 [===>..........................] - ETA: 10s - loss: 0.0183 - acc: 0.99509856/60000 [===>..........................] - ETA: 9s - loss: 0.0184 - acc: 0.9950
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60000/60000 [==============================] - 13s 210us/step - loss: 0.0199 - acc: 0.9944 - val_loss: 0.1051 - val_acc: 0.9832
Epoch 18/20128/60000 [..............................] - ETA: 7s - loss: 0.0100 - acc: 0.9922384/60000 [..............................] - ETA: 12s - loss: 0.0128 - acc: 0.9948768/60000 [..............................] - ETA: 10s - loss: 0.0215 - acc: 0.99351024/60000 [..............................] - ETA: 11s - loss: 0.0172 - acc: 0.99511408/60000 [..............................] - ETA: 11s - loss: 0.0149 - acc: 0.99571792/60000 [..............................] - ETA: 11s - loss: 0.0202 - acc: 0.99502048/60000 [>.............................] - ETA: 11s - loss: 0.0179 - acc: 0.99562432/60000 [>.............................] - ETA: 11s - loss: 0.0161 - acc: 0.99592816/60000 [>.............................] - ETA: 11s - loss: 0.0153 - acc: 0.99573200/60000 [>.............................] - ETA: 11s - loss: 0.0203 - acc: 0.99533456/60000 [>.............................] - ETA: 11s - loss: 0.0189 - acc: 0.99573840/60000 [>.............................] - ETA: 11s - loss: 0.0178 - acc: 0.99584096/60000 [=>............................] - ETA: 11s - loss: 0.0171 - acc: 0.99584480/60000 [=>............................] - ETA: 11s - loss: 0.0158 - acc: 0.99624864/60000 [=>............................] - ETA: 11s - loss: 0.0152 - acc: 0.99615248/60000 [=>............................] - ETA: 11s - loss: 0.0155 - acc: 0.99565632/60000 [=>............................] - ETA: 11s - loss: 0.0173 - acc: 0.99546016/60000 [==>...........................] - ETA: 11s - loss: 0.0165 - acc: 0.99556272/60000 [==>...........................] - ETA: 11s - loss: 0.0159 - acc: 0.99576656/60000 [==>...........................] - ETA: 11s - loss: 0.0159 - acc: 0.99587040/60000 [==>...........................] - ETA: 10s - loss: 0.0174 - acc: 0.99557424/60000 [==>...........................] - ETA: 10s - loss: 0.0197 - acc: 0.99507808/60000 [==>...........................] - ETA: 10s - loss: 0.0190 - acc: 0.99518192/60000 [===>..........................] - ETA: 10s - loss: 0.0190 - acc: 0.99518576/60000 [===>..........................] - ETA: 10s - loss: 0.0185 - acc: 0.99528960/60000 [===>..........................] - ETA: 10s - loss: 0.0186 - acc: 0.99539344/60000 [===>..........................] - ETA: 10s - loss: 0.0184 - acc: 0.99529728/60000 [===>..........................] - ETA: 10s - loss: 0.0182 - acc: 0.9952
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60000/60000 [==============================] - 13s 219us/step - loss: 0.0202 - acc: 0.9950 - val_loss: 0.1088 - val_acc: 0.9839
Epoch 19/20128/60000 [..............................] - ETA: 14s - loss: 0.0197 - acc: 0.9922384/60000 [..............................] - ETA: 14s - loss: 0.0208 - acc: 0.9922768/60000 [..............................] - ETA: 13s - loss: 0.0115 - acc: 0.99611152/60000 [..............................] - ETA: 12s - loss: 0.0157 - acc: 0.99481408/60000 [..............................] - ETA: 13s - loss: 0.0135 - acc: 0.99571664/60000 [..............................] - ETA: 13s - loss: 0.0120 - acc: 0.99641920/60000 [..............................] - ETA: 14s - loss: 0.0119 - acc: 0.99582176/60000 [>.............................] - ETA: 14s - loss: 0.0121 - acc: 0.99592432/60000 [>.............................] - ETA: 14s - loss: 0.0135 - acc: 0.99552816/60000 [>.............................] - ETA: 13s - loss: 0.0126 - acc: 0.99573200/60000 [>.............................] - ETA: 13s - loss: 0.0127 - acc: 0.99563584/60000 [>.............................] - ETA: 13s - loss: 0.0117 - acc: 0.99583968/60000 [>.............................] - ETA: 12s - loss: 0.0112 - acc: 0.99604352/60000 [=>............................] - ETA: 12s - loss: 0.0128 - acc: 0.99594736/60000 [=>............................] - ETA: 12s - loss: 0.0125 - acc: 0.99585120/60000 [=>............................] - ETA: 12s - loss: 0.0131 - acc: 0.99595504/60000 [=>............................] - ETA: 12s - loss: 0.0131 - acc: 0.99565888/60000 [=>............................] - ETA: 11s - loss: 0.0134 - acc: 0.99566144/60000 [==>...........................] - ETA: 11s - loss: 0.0156 - acc: 0.99566528/60000 [==>...........................] - ETA: 11s - loss: 0.0163 - acc: 0.99536912/60000 [==>...........................] - ETA: 11s - loss: 0.0166 - acc: 0.99547296/60000 [==>...........................] - ETA: 11s - loss: 0.0163 - acc: 0.99557552/60000 [==>...........................] - ETA: 11s - loss: 0.0164 - acc: 0.99557936/60000 [==>...........................] - ETA: 11s - loss: 0.0162 - acc: 0.99558192/60000 [===>..........................] - ETA: 11s - loss: 0.0160 - acc: 0.99558576/60000 [===>..........................] - ETA: 10s - loss: 0.0157 - acc: 0.99558960/60000 [===>..........................] - ETA: 10s - loss: 0.0153 - acc: 0.99559216/60000 [===>..........................] - ETA: 10s - loss: 0.0157 - acc: 0.99539600/60000 [===>..........................] - ETA: 10s - loss: 0.0152 - acc: 0.99559984/60000 [===>..........................] - ETA: 10s - loss: 0.0154 - acc: 0.9955
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60000/60000 [==============================] - 13s 215us/step - loss: 0.0166 - acc: 0.9954 - val_loss: 0.1161 - val_acc: 0.9837
Epoch 20/20128/60000 [..............................] - ETA: 14s - loss: 6.8186e-04 - acc: 1.0000512/60000 [..............................] - ETA: 12s - loss: 0.0088 - acc: 0.9980768/60000 [..............................] - ETA: 13s - loss: 0.0313 - acc: 0.99351152/60000 [..............................] - ETA: 12s - loss: 0.0236 - acc: 0.99391536/60000 [..............................] - ETA: 12s - loss: 0.0181 - acc: 0.99541792/60000 [..............................] - ETA: 12s - loss: 0.0187 - acc: 0.99552176/60000 [>.............................] - ETA: 12s - loss: 0.0159 - acc: 0.99632432/60000 [>.............................] - ETA: 12s - loss: 0.0145 - acc: 0.99672816/60000 [>.............................] - ETA: 12s - loss: 0.0135 - acc: 0.99643200/60000 [>.............................] - ETA: 12s - loss: 0.0151 - acc: 0.99593456/60000 [>.............................] - ETA: 12s - loss: 0.0145 - acc: 0.99593840/60000 [>.............................] - ETA: 12s - loss: 0.0150 - acc: 0.99584224/60000 [=>............................] - ETA: 11s - loss: 0.0138 - acc: 0.99624608/60000 [=>............................] - ETA: 11s - loss: 0.0129 - acc: 0.99634992/60000 [=>............................] - ETA: 11s - loss: 0.0132 - acc: 0.99625376/60000 [=>............................] - ETA: 11s - loss: 0.0133 - acc: 0.99595760/60000 [=>............................] - ETA: 11s - loss: 0.0127 - acc: 0.99606016/60000 [==>...........................] - ETA: 11s - loss: 0.0125 - acc: 0.99606400/60000 [==>...........................] - ETA: 11s - loss: 0.0117 - acc: 0.99626784/60000 [==>...........................] - ETA: 11s - loss: 0.0113 - acc: 0.99657168/60000 [==>...........................] - ETA: 11s - loss: 0.0108 - acc: 0.99677424/60000 [==>...........................] - ETA: 11s - loss: 0.0104 - acc: 0.99687808/60000 [==>...........................] - ETA: 10s - loss: 0.0104 - acc: 0.99688192/60000 [===>..........................] - ETA: 10s - loss: 0.0099 - acc: 0.99698576/60000 [===>..........................] - ETA: 10s - loss: 0.0096 - acc: 0.99718960/60000 [===>..........................] - ETA: 10s - loss: 0.0092 - acc: 0.99729216/60000 [===>..........................] - ETA: 10s - loss: 0.0103 - acc: 0.99729600/60000 [===>..........................] - ETA: 10s - loss: 0.0109 - acc: 0.99709984/60000 [===>..........................] - ETA: 10s - loss: 0.0105 - acc: 0.9971
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60000/60000 [==============================] - 13s 214us/step - loss: 0.0164 - acc: 0.9961 - val_loss: 0.1066 - val_acc: 0.9832
start date 2018-08-19 08:43:06
end date 2018-08-19 08:47:33
Time 0:04:27
Saved trained model at E:\kr\saved_models\keras_mnist_trained_model.h5
Test score: 0.10662132105428614
Test accuracy: 0.9832
pre [[1.8101408e-34 1.1470230e-28 5.3757438e-21 ... 1.0000000e+009.7174846e-28 1.5832522e-21][5.8023610e-33 6.9432140e-27 1.0000000e+00 ... 0.0000000e+005.1996156e-33 0.0000000e+00][6.9044126e-20 1.0000000e+00 5.4696963e-14 ... 4.5096669e-121.7502184e-14 5.9029088e-20]...[2.6668243e-30 2.4999314e-23 5.2508785e-27 ... 1.9713911e-196.6499042e-25 1.7206230e-15][0.0000000e+00 0.0000000e+00 0.0000000e+00 ... 0.0000000e+004.4569587e-19 1.0308546e-37][9.1882149e-31 0.0000000e+00 2.6617548e-36 ... 0.0000000e+001.6043951e-32 5.4425209e-34]]Process finished with exit code 0
acc-loss图
Keras详细介绍
英文：https://keras.io/
中文：http://keras-cn.readthedocs.io/en/latest/
实例下载
https://github.com/keras-team/keras
https://github.com/keras-team/keras/tree/master/examples
完整项目下载
方便没积分童鞋，请加企鹅452205574，共享文件夹。
包括：代码、数据集合（图片）、已生成model、安装库文件等。
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