keras, CNN, mnist手写数字识别,实例

import numpy as np
from keras.datasets import mnist
from keras.utils import np_utils
from keras.models import Sequential
from keras.layers import Dense,Dropout,Convolution2D,MaxPooling2D,Flatten
from keras.optimizers import SGD,Adam#导入SGD优化器,Adam优化器

#载入数据
(x_train,y_train),(x_test,y_test)=mnist.load_data()
#(60000,28,28)
#print('x_shape:',x_train.shape)
#(60000)
#print('y_shape:',y_train.shape)

#(60000,28,28)->(60000,28,28,1)
x_train=x_train.reshape(-1,28,28,1)/255.0 #除以255是归一化
x_test=x_test.reshape(-1,28,28,1)/255.0
#换one_hot 格式,把像素点转变成0、1形式
y_train=np_utils.to_categorical(y_train,num_classes=10)#把y_train分成10个类别
y_test=np_utils.to_categorical(y_test,num_classes=10)

#定义模型
model=Sequential()

#定义第一个卷积层
#input_shape输入平面
#filters 卷积核/滤波器个数
#kernel_size 卷积窗口的大小
#strides步长
#padding padding方式same/valid
#activation激活函数
model.add(Convolution2D(
    input_shape=(28,28,1),
    filters=32,
    kernel_size=5,
    strides=1,
    padding='same',
    activation='relu'
))

#第一个池化层
model.add(MaxPooling2D(
    pool_size=2,
    strides=2,
    padding='same'
))

#第二个卷积层
model.add(Convolution2D(64,5,strides=1,padding='same',activation='relu'))

#第二个池化层
model.add(MaxPooling2D(2,2,'same'))

#把第二个池化层的输出扁平化为1维
model.add(Flatten())

#第一个全连接层
model.add(Dense(1024,activation='relu'))

#Dropout
model.add(Dropout(0.5))

#第二个全连接层
model.add(Dense(10,activation='softmax'))

#定义优化器
#sgd=SGD(lr=0.2)
adam=Adam(lr=0.001)#lr是学习率

#定义优化器,loss function,训练过程中计算准确率,二次代价函数改为categorical_crossentropy交叉熵函数
model.compile(optimizer=adam, loss='categorical_crossentropy',metrics=['accuracy'])#这里还可以计算准确率

#训练模型,可以用fit函数
model.fit(x_train,y_train,batch_size=64,epochs=10)#从60000张图中每次拿64张来训练,60000张图训练完叫一个周期,一共训练10个周期

#评估模型,用evaluate()函数
loss,accuracy=model.evaluate(x_test,y_test)
print('\ntest loss',loss)
print('test accuracy',accuracy)

loss,accuracy=model.evaluate(x_train,y_train)
print('\ntrain loss',loss)
print('train accuracy',accuracy)




 

 

结果:

   64/60000 [..............................] - ETA: 16:50 - loss: 2.3219 - acc: 0.0938
  128/60000 [..............................] - ETA: 9:59 - loss: 2.2821 - acc: 0.0938 
  192/60000 [..............................] - ETA: 7:41 - loss: 2.2642 - acc: 0.1354
  256/60000 [..............................] - ETA: 6:29 - loss: 2.2262 - acc: 0.1719
  320/60000 [..............................] - ETA: 5:49 - loss: 2.1814 - acc: 0.2031
  384/60000 [..............................] - ETA: 5:21 - loss: 2.1218 - acc: 0.2448
  448/60000 [..............................] - ETA: 5:02 - loss: 2.0731 - acc: 0.2723
  512/60000 [..............................] - ETA: 4:47 - loss: 2.0063 - acc: 0.3125
  576/60000 [..............................] - ETA: 4:36 - loss: 1.9392 - acc: 0.3420
  640/60000 [..............................] - ETA: 4:26 - loss: 1.8558 - acc: 0.3688
  704/60000 [..............................] - ETA: 4:19 - loss: 1.7813 - acc: 0.3963
  768/60000 [..............................] - ETA: 4:12 - loss: 1.7195 - acc: 0.4115
  832/60000 [..............................] - ETA: 4:07 - loss: 1.6562 - acc: 0.4363
  896/60000 [..............................] - ETA: 4:01 - loss: 1.6220 - acc: 0.4531
  960/60000 [..............................] - ETA: 3:58 - loss: 1.5736 - acc: 0.4677
 1024/60000 [..............................] - ETA: 3:54 - loss: 1.5154 - acc: 0.4883
 1088/60000 [..............................] - ETA: 3:51 - loss: 1.4860 - acc: 0.4982
 1152/60000 [..............................] - ETA: 3:48 - loss: 1.4471 - acc: 0.5095
 1216/60000 [..............................] - ETA: 3:46 - loss: 1.4101 - acc: 0.5247
 1280/60000 [..............................] - ETA: 3:44 - loss: 1.3781 - acc: 0.5320
 1344/60000 [..............................] - ETA: 3:41 - loss: 1.3467 - acc: 0.5432
 1408/60000 [..............................] - ETA: 3:39 - loss: 1.3130 - acc: 0.5575
 1472/60000 [..............................] - ETA: 3:37 - loss: 1.2813 - acc: 0.5693
 1536/60000 [..............................] - ETA: 3:35 - loss: 1.2444 - acc: 0.5820
 1600/60000 [..............................] - ETA: 3:34 - loss: 1.2207 - acc: 0.5881
 1664/60000 [..............................] - ETA: 3:32 - loss: 1.1949 - acc: 0.5962
 1728/60000 [..............................] - ETA: 3:31 - loss: 1.1709 - acc: 0.6047
 1792/60000 [..............................] - ETA: 3:30 - loss: 1.1415 - acc: 0.6150
 1856/60000 [..............................] - ETA: 3:29 - loss: 1.1249 - acc: 0.6207
 1920/60000 [..............................] - ETA: 3:28 - loss: 1.0994 - acc: 0.6307
 1984/60000 [..............................] - ETA: 3:27 - loss: 1.0769 - acc: 0.6381
 2048/60000 [>.............................] - ETA: 3:26 - loss: 1.0590 - acc: 0.6445
 2112/60000 [>.............................] - ETA: 3:25 - loss: 1.0398 - acc: 0.6501
 2176/60000 [>.............................] - ETA: 3:24 - loss: 1.0250 - acc: 0.6549
 2240/60000 [>.............................] - ETA: 3:23 - loss: 1.0023 - acc: 0.6634
 2304/60000 [>.............................] - ETA: 3:22 - loss: 0.9898 - acc: 0.6684
 2368/60000 [>.............................] - ETA: 3:22 - loss: 0.9716 - acc: 0.6748
 2432/60000 [>.............................] - ETA: 3:21 - loss: 0.9528 - acc: 0.6817
 2496/60000 [>.............................] - ETA: 3:21 - loss: 0.9372 - acc: 0.6867
 2560/60000 [>.............................] - ETA: 3:20 - loss: 0.9193 - acc: 0.6926
 2624/60000 [>.............................] - ETA: 3:19 - loss: 0.9054 - acc: 0.6978
 2688/60000 [>.............................] - ETA: 3:18 - loss: 0.8924 - acc: 0.7028
 2752/60000 [>.............................] - ETA: 3:18 - loss: 0.8855 - acc: 0.7071
 2816/60000 [>.............................] - ETA: 3:17 - loss: 0.8747 - acc: 0.7113
 2880/60000 [>.............................] - ETA: 3:16 - loss: 0.8627 - acc: 0.7153
 2944/60000 [>.............................] - ETA: 3:16 - loss: 0.8507 - acc: 0.7191
 3008/60000 [>.............................] - ETA: 3:15 - loss: 0.8382 - acc: 0.7234
 3072/60000 [>.............................] - ETA: 3:15 - loss: 0.8243 - acc: 0.7282
 3136/60000 [>.............................] - ETA: 3:14 - loss: 0.8119 - acc: 0.7325
 3200/60000 [>.............................] - ETA: 3:14 - loss: 0.8047 - acc: 0.7356
 3264/60000 [>.............................] - ETA: 3:13 - loss: 0.7925 - acc: 0.7396
 3328/60000 [>.............................] - ETA: 3:13 - loss: 0.7857 - acc: 0.7428
 3392/60000 [>.............................] - ETA: 3:12 - loss: 0.7779 - acc: 0.7456
 3456/60000 [>.............................] - ETA: 3:11 - loss: 0.7685 - acc: 0.7486
 3520/60000 [>.............................] - ETA: 3:11 - loss: 0.7589 - acc: 0.7520
 3584/60000 [>.............................] - ETA: 3:11 - loss: 0.7553 - acc: 0.7536
 3648/60000 [>.............................] - ETA: 3:10 - loss: 0.7472 - acc: 0.7566
 3712/60000 [>.............................] - ETA: 3:10 - loss: 0.7395 - acc: 0.7589
 3776/60000 [>.............................] - ETA: 3:09 - loss: 0.7296 - acc: 0.7622
 3840/60000 [>.............................] - ETA: 3:09 - loss: 0.7221 - acc: 0.7643
 3904/60000 [>.............................] - ETA: 3:09 - loss: 0.7154 - acc: 0.7659
 3968/60000 [>.............................] - ETA: 3:08 - loss: 0.7081 - acc: 0.7684
 4032/60000 [=>............................] - ETA: 3:08 - loss: 0.7007 - acc: 0.7713
 4096/60000 [=>............................] - ETA: 3:07 - loss: 0.6941 - acc: 0.7739
 4160/60000 [=>............................] - ETA: 3:07 - loss: 0.6857 - acc: 0.7762
 4224/60000 [=>............................] - ETA: 3:06 - loss: 0.6800 - acc: 0.7779
 4288/60000 [=>............................] - ETA: 3:06 - loss: 0.6726 - acc: 0.7801
 4352/60000 [=>............................] - ETA: 3:05 - loss: 0.6686 - acc: 0.7815
 4416/60000 [=>............................] - ETA: 3:05 - loss: 0.6636 - acc: 0.7835
 4480/60000 [=>............................] - ETA: 3:04 - loss: 0.6576 - acc: 0.7853
 4544/60000 [=>............................] - ETA: 3:04 - loss: 0.6534 - acc: 0.7865
 4608/60000 [=>............................] - ETA: 3:03 - loss: 0.6467 - acc: 0.7888
 4672/60000 [=>............................] - ETA: 3:03 - loss: 0.6431 - acc: 0.7905
 4736/60000 [=>............................] - ETA: 3:03 - loss: 0.6388 - acc: 0.7920
 4800/60000 [=>............................] - ETA: 3:02 - loss: 0.6328 - acc: 0.7944
 4864/60000 [=>............................] - ETA: 3:02 - loss: 0.6288 - acc: 0.7952
 4928/60000 [=>............................] - ETA: 3:02 - loss: 0.6246 - acc: 0.7971
 4992/60000 [=>............................] - ETA: 3:01 - loss: 0.6193 - acc: 0.7987
 5056/60000 [=>............................] - ETA: 3:01 - loss: 0.6151 - acc: 0.8002
 5120/60000 [=>............................] - ETA: 3:00 - loss: 0.6100 - acc: 0.8018
 5184/60000 [=>............................] - ETA: 3:00 - loss: 0.6051 - acc: 0.8036
 5248/60000 [=>............................] - ETA: 3:00 - loss: 0.6001 - acc: 0.8051
 5312/60000 [=>............................] - ETA: 2:59 - loss: 0.5949 - acc: 0.8067
 5376/60000 [=>............................] - ETA: 2:59 - loss: 0.5921 - acc: 0.8077
 5440/60000 [=>............................] - ETA: 2:59 - loss: 0.5892 - acc: 0.8086
 5504/60000 [=>............................] - ETA: 2:59 - loss: 0.5845 - acc: 0.8101
 5568/60000 [=>............................] - ETA: 2:58 - loss: 0.5798 - acc: 0.8118
 5632/60000 [=>............................] - ETA: 2:58 - loss: 0.5754 - acc: 0.8130
 5696/60000 [=>............................] - ETA: 2:58 - loss: 0.5705 - acc: 0.8146
 5760/60000 [=>............................] - ETA: 2:57 - loss: 0.5676 - acc: 0.8151
 5824/60000 [=>............................] - ETA: 2:57 - loss: 0.5637 - acc: 0.8164
 5888/60000 [=>............................] - ETA: 2:57 - loss: 0.5600 - acc: 0.8178
 5952/60000 [=>............................] - ETA: 2:56 - loss: 0.5573 - acc: 0.8187
 6016/60000 [==>...........................] - ETA: 2:56 - loss: 0.5534 - acc: 0.8198
 6080/60000 [==>...........................] - ETA: 2:56 - loss: 0.5485 - acc: 0.8217
 6144/60000 [==>...........................] - ETA: 2:55 - loss: 0.5443 - acc: 0.8231
 6208/60000 [==>...........................] - ETA: 2:55 - loss: 0.5401 - acc: 0.8244
 6272/60000 [==>...........................] - ETA: 2:55 - loss: 0.5357 - acc: 0.8259
 6336/60000 [==>...........................] - ETA: 2:54 - loss: 0.5314 - acc: 0.8272
 6400/60000 [==>...........................] - ETA: 2:54 - loss: 0.5289 - acc: 0.8283
 6464/60000 [==>...........................] - ETA: 2:54 - loss: 0.5250 - acc: 0.8295
 6528/60000 [==>...........................] - ETA: 2:54 - loss: 0.5202 - acc: 0.8312
 6592/60000 [==>...........................] - ETA: 2:54 - loss: 0.5171 - acc: 0.8324
 6656/60000 [==>...........................] - ETA: 2:53 - loss: 0.5140 - acc: 0.8328
 6720/60000 [==>...........................] - ETA: 2:53 - loss: 0.5111 - acc: 0.8341
 6784/60000 [==>...........................] - ETA: 2:53 - loss: 0.5071 - acc: 0.8352
 6848/60000 [==>...........................] - ETA: 2:53 - loss: 0.5032 - acc: 0.8363
 6912/60000 [==>...........................] - ETA: 2:52 - loss: 0.5006 - acc: 0.8371
 6976/60000 [==>...........................] - ETA: 2:52 - loss: 0.4981 - acc: 0.8377
 7040/60000 [==>...........................] - ETA: 2:52 - loss: 0.4945 - acc: 0.8389
 7104/60000 [==>...........................] - ETA: 2:52 - loss: 0.4909 - acc: 0.8402
 7168/60000 [==>...........................] - ETA: 2:52 - loss: 0.4871 - acc: 0.8415
 7232/60000 [==>...........................] - ETA: 2:51 - loss: 0.4834 - acc: 0.8428
 7296/60000 [==>...........................] - ETA: 2:51 - loss: 0.4802 - acc: 0.8439
 7360/60000 [==>...........................] - ETA: 2:51 - loss: 0.4778 - acc: 0.8446
 7424/60000 [==>...........................] - ETA: 2:51 - loss: 0.4745 - acc: 0.8456
 7488/60000 [==>...........................] - ETA: 2:51 - loss: 0.4714 - acc: 0.8466
 7552/60000 [==>...........................] - ETA: 2:51 - loss: 0.4678 - acc: 0.8477
 7616/60000 [==>...........................] - ETA: 2:51 - loss: 0.4649 - acc: 0.8487
 7680/60000 [==>...........................] - ETA: 2:50 - loss: 0.4625 - acc: 0.8496
 7744/60000 [==>...........................] - ETA: 2:50 - loss: 0.4609 - acc: 0.8502
 7808/60000 [==>...........................] - ETA: 2:50 - loss: 0.4582 - acc: 0.8509
 7872/60000 [==>...........................] - ETA: 2:50 - loss: 0.4559 - acc: 0.8515
 7936/60000 [==>...........................] - ETA: 2:50 - loss: 0.4542 - acc: 0.8523
 8000/60000 [===>..........................] - ETA: 2:50 - loss: 0.4525 - acc: 0.8532
 8064/60000 [===>..........................] - ETA: 2:50 - loss: 0.4504 - acc: 0.8540
 8128/60000 [===>..........................] - ETA: 2:50 - loss: 0.4487 - acc: 0.8547
 8192/60000 [===>..........................] - ETA: 2:50 - loss: 0.4465 - acc: 0.8552
 8256/60000 [===>..........................] - ETA: 2:49 - loss: 0.4443 - acc: 0.8560
 8320/60000 [===>..........................] - ETA: 2:49 - loss: 0.4413 - acc: 0.8571
 8384/60000 [===>..........................] - ETA: 2:49 - loss: 0.4383 - acc: 0.8579
 8448/60000 [===>..........................] - ETA: 2:49 - loss: 0.4360 - acc: 0.8585
 8512/60000 [===>..........................] - ETA: 2:49 - loss: 0.4345 - acc: 0.8591
 8576/60000 [===>..........................] - ETA: 2:49 - loss: 0.4320 - acc: 0.8600
 8640/60000 [===>..........................] - ETA: 2:49 - loss: 0.4301 - acc: 0.8605
 8704/60000 [===>..........................] - ETA: 2:49 - loss: 0.4278 - acc: 0.8613
 8768/60000 [===>..........................] - ETA: 2:48 - loss: 0.4257 - acc: 0.8619
 8832/60000 [===>..........................] - ETA: 2:48 - loss: 0.4233 - acc: 0.8627
 8896/60000 [===>..........................] - ETA: 2:48 - loss: 0.4215 - acc: 0.8631
 8960/60000 [===>..........................] - ETA: 2:48 - loss: 0.4193 - acc: 0.8638
 9024/60000 [===>..........................] - ETA: 2:48 - loss: 0.4175 - acc: 0.8645
 9088/60000 [===>..........................] - ETA: 2:48 - loss: 0.4160 - acc: 0.8650
 9152/60000 [===>..........................] - ETA: 2:47 - loss: 0.4146 - acc: 0.8655
 9216/60000 [===>..........................] - ETA: 2:47 - loss: 0.4131 - acc: 0.8660
 9280/60000 [===>..........................] - ETA: 2:47 - loss: 0.4116 - acc: 0.8664
 9344/60000 [===>..........................] - ETA: 2:47 - loss: 0.4102 - acc: 0.8669
 9408/60000 [===>..........................] - ETA: 2:46 - loss: 0.4085 - acc: 0.8673
 9472/60000 [===>..........................] - ETA: 2:46 - loss: 0.4063 - acc: 0.8681
 9536/60000 [===>..........................] - ETA: 2:46 - loss: 0.4037 - acc: 0.8690
 9600/60000 [===>..........................] - ETA: 2:46 - loss: 0.4021 - acc: 0.8697
 9664/60000 [===>..........................] - ETA: 2:46 - loss: 0.3997 - acc: 0.8704
 9728/60000 [===>..........................] - ETA: 2:45 - loss: 0.3974 - acc: 0.8712
 9792/60000 [===>..........................] - ETA: 2:45 - loss: 0.3951 - acc: 0.8720
 9856/60000 [===>..........................] - ETA: 2:45 - loss: 0.3937 - acc: 0.8725
 9920/60000 [===>..........................] - ETA: 2:45 - loss: 0.3931 - acc: 0.8728
 9984/60000 [===>..........................] - ETA: 2:45 - loss: 0.3909 - acc: 0.8735
10048/60000 [====>.........................] - ETA: 2:44 - loss: 0.3896 - acc: 0.8738
10112/60000 [====>.........................] - ETA: 2:44 - loss: 0.3880 - acc: 0.8742
10176/60000 [====>.........................] - ETA: 2:44 - loss: 0.3871 - acc: 0.8746
10240/60000 [====>.........................] - ETA: 2:44 - loss: 0.3860 - acc: 0.8751
10304/60000 [====>.........................] - ETA: 2:43 - loss: 0.3847 - acc: 0.8755
10368/60000 [====>.........................] - ETA: 2:43 - loss: 0.3841 - acc: 0.8756
10432/60000 [====>.........................] - ETA: 2:43 - loss: 0.3829 - acc: 0.8762
10496/60000 [====>.........................] - ETA: 2:43 - loss: 0.3810 - acc: 0.8768
10560/60000 [====>.........................] - ETA: 2:43 - loss: 0.3800 - acc: 0.8773
10624/60000 [====>.........................] - ETA: 2:42 - loss: 0.3798 - acc: 0.8774
10688/60000 [====>.........................] - ETA: 2:42 - loss: 0.3779 - acc: 0.8781
10752/60000 [====>.........................] - ETA: 2:42 - loss: 0.3762 - acc: 0.8787
10816/60000 [====>.........................] - ETA: 2:42 - loss: 0.3748 - acc: 0.8793
10880/60000 [====>.........................] - ETA: 2:42 - loss: 0.3733 - acc: 0.8798
10944/60000 [====>.........................] - ETA: 2:41 - loss: 0.3720 - acc: 0.8802
11008/60000 [====>.........................] - ETA: 2:41 - loss: 0.3704 - acc: 0.8805
11072/60000 [====>.........................] - ETA: 2:41 - loss: 0.3688 - acc: 0.8811
11136/60000 [====>.........................] - ETA: 2:41 - loss: 0.3684 - acc: 0.8813
11200/60000 [====>.........................] - ETA: 2:41 - loss: 0.3665 - acc: 0.8820
11264/60000 [====>.........................] - ETA: 2:40 - loss: 0.3651 - acc: 0.8825
11328/60000 [====>.........................] - ETA: 2:40 - loss: 0.3635 - acc: 0.8830
11392/60000 [====>.........................] - ETA: 2:40 - loss: 0.3618 - acc: 0.8837
11456/60000 [====>.........................] - ETA: 2:40 - loss: 0.3601 - acc: 0.8842
11520/60000 [====>.........................] - ETA: 2:40 - loss: 0.3586 - acc: 0.8846
11584/60000 [====>.........................] - ETA: 2:39 - loss: 0.3570 - acc: 0.8852
11648/60000 [====>.........................] - ETA: 2:39 - loss: 0.3554 - acc: 0.8857
11712/60000 [====>.........................] - ETA: 2:39 - loss: 0.3541 - acc: 0.8861
11776/60000 [====>.........................] - ETA: 2:39 - loss: 0.3524 - acc: 0.8865
11840/60000 [====>.........................] - ETA: 2:39 - loss: 0.3508 - acc: 0.8870
11904/60000 [====>.........................] - ETA: 2:38 - loss: 0.3490 - acc: 0.8876
11968/60000 [====>.........................] - ETA: 2:38 - loss: 0.3474 - acc: 0.8881
12032/60000 [=====>........................] - ETA: 2:38 - loss: 0.3468 - acc: 0.8884
12096/60000 [=====>........................] - ETA: 2:38 - loss: 0.3451 - acc: 0.8890
12160/60000 [=====>........................] - ETA: 2:37 - loss: 0.3436 - acc: 0.8895
12224/60000 [=====>........................] - ETA: 2:37 - loss: 0.3439 - acc: 0.8896
12288/60000 [=====>........................] - ETA: 2:37 - loss: 0.3430 - acc: 0.8899
12352/60000 [=====>........................] - ETA: 2:37 - loss: 0.3419 - acc: 0.8903
12416/60000 [=====>........................] - ETA: 2:37 - loss: 0.3405 - acc: 0.8907
12480/60000 [=====>........................] - ETA: 2:37 - loss: 0.3395 - acc: 0.8911
12544/60000 [=====>........................] - ETA: 2:37 - loss: 0.3392 - acc: 0.8913
12608/60000 [=====>........................] - ETA: 2:36 - loss: 0.3386 - acc: 0.8913
12672/60000 [=====>........................] - ETA: 2:36 - loss: 0.3372 - acc: 0.8917
12736/60000 [=====>........................] - ETA: 2:36 - loss: 0.3359 - acc: 0.8922
12800/60000 [=====>........................] - ETA: 2:36 - loss: 0.3348 - acc: 0.8925
12864/60000 [=====>........................] - ETA: 2:35 - loss: 0.3335 - acc: 0.8930
12928/60000 [=====>........................] - ETA: 2:35 - loss: 0.3326 - acc: 0.8933
12992/60000 [=====>........................] - ETA: 2:35 - loss: 0.3316 - acc: 0.8936
13056/60000 [=====>........................] - ETA: 2:35 - loss: 0.3301 - acc: 0.8941
13120/60000 [=====>........................] - ETA: 2:35 - loss: 0.3294 - acc: 0.8944
13184/60000 [=====>........................] - ETA: 2:34 - loss: 0.3285 - acc: 0.8947
13248/60000 [=====>........................] - ETA: 2:34 - loss: 0.3280 - acc: 0.8948
13312/60000 [=====>........................] - ETA: 2:34 - loss: 0.3276 - acc: 0.8949
13376/60000 [=====>........................] - ETA: 2:34 - loss: 0.3266 - acc: 0.8953
13440/60000 [=====>........................] - ETA: 2:34 - loss: 0.3255 - acc: 0.8957
13504/60000 [=====>........................] - ETA: 2:33 - loss: 0.3245 - acc: 0.8960
13568/60000 [=====>........................] - ETA: 2:33 - loss: 0.3234 - acc: 0.8962
13632/60000 [=====>........................] - ETA: 2:33 - loss: 0.3223 - acc: 0.8966
13696/60000 [=====>........................] - ETA: 2:33 - loss: 0.3217 - acc: 0.8968
13760/60000 [=====>........................] - ETA: 2:33 - loss: 0.3206 - acc: 0.8972
13824/60000 [=====>........................] - ETA: 2:33 - loss: 0.3196 - acc: 0.8976
13888/60000 [=====>........................] - ETA: 2:32 - loss: 0.3187 - acc: 0.8980
13952/60000 [=====>........................] - ETA: 2:32 - loss: 0.3178 - acc: 0.8983
14016/60000 [======>.......................] - ETA: 2:32 - loss: 0.3167 - acc: 0.8986
14080/60000 [======>.......................] - ETA: 2:32 - loss: 0.3159 - acc: 0.8989
14144/60000 [======>.......................] - ETA: 2:31 - loss: 0.3147 - acc: 0.8993
14208/60000 [======>.......................] - ETA: 2:31 - loss: 0.3135 - acc: 0.8997
14272/60000 [======>.......................] - ETA: 2:31 - loss: 0.3127 - acc: 0.8999
14336/60000 [======>.......................] - ETA: 2:31 - loss: 0.3117 - acc: 0.9001
14400/60000 [======>.......................] - ETA: 2:31 - loss: 0.3104 - acc: 0.9006
14464/60000 [======>.......................] - ETA: 2:30 - loss: 0.3093 - acc: 0.9010
14528/60000 [======>.......................] - ETA: 2:30 - loss: 0.3082 - acc: 0.9014
14592/60000 [======>.......................] - ETA: 2:30 - loss: 0.3072 - acc: 0.9017
14656/60000 [======>.......................] - ETA: 2:30 - loss: 0.3063 - acc: 0.9020
14720/60000 [======>.......................] - ETA: 2:30 - loss: 0.3055 - acc: 0.9022
14784/60000 [======>.......................] - ETA: 2:29 - loss: 0.3048 - acc: 0.9024
14848/60000 [======>.......................] - ETA: 2:29 - loss: 0.3037 - acc: 0.9027
14912/60000 [======>.......................] - ETA: 2:29 - loss: 0.3028 - acc: 0.9030
14976/60000 [======>.......................] - ETA: 2:29 - loss: 0.3020 - acc: 0.9033
15040/60000 [======>.......................] - ETA: 2:29 - loss: 0.3010 - acc: 0.9036
15104/60000 [======>.......................] - ETA: 2:28 - loss: 0.2999 - acc: 0.9039
15168/60000 [======>.......................] - ETA: 2:28 - loss: 0.2989 - acc: 0.9042
15232/60000 [======>.......................] - ETA: 2:28 - loss: 0.2981 - acc: 0.9045
15296/60000 [======>.......................] - ETA: 2:28 - loss: 0.2972 - acc: 0.9048
15360/60000 [======>.......................] - ETA: 2:27 - loss: 0.2962 - acc: 0.9051
15424/60000 [======>.......................] - ETA: 2:27 - loss: 0.2951 - acc: 0.9054
15488/60000 [======>.......................] - ETA: 2:27 - loss: 0.2940 - acc: 0.9058
15552/60000 [======>.......................] - ETA: 2:27 - loss: 0.2932 - acc: 0.9060
15616/60000 [======>.......................] - ETA: 2:27 - loss: 0.2924 - acc: 0.9062
15680/60000 [======>.......................] - ETA: 2:26 - loss: 0.2913 - acc: 0.9066
15744/60000 [======>.......................] - ETA: 2:26 - loss: 0.2902 - acc: 0.9070
15808/60000 [======>.......................] - ETA: 2:26 - loss: 0.2893 - acc: 0.9073
15872/60000 [======>.......................] - ETA: 2:26 - loss: 0.2884 - acc: 0.9076
15936/60000 [======>.......................] - ETA: 2:26 - loss: 0.2875 - acc: 0.9079
16000/60000 [=======>......................] - ETA: 2:25 - loss: 0.2865 - acc: 0.9081
16064/60000 [=======>......................] - ETA: 2:25 - loss: 0.2856 - acc: 0.9084
16128/60000 [=======>......................] - ETA: 2:25 - loss: 0.2847 - acc: 0.9086
16192/60000 [=======>......................] - ETA: 2:25 - loss: 0.2838 - acc: 0.9089
16256/60000 [=======>......................] - ETA: 2:25 - loss: 0.2830 - acc: 0.9091
16320/60000 [=======>......................] - ETA: 2:25 - loss: 0.2822 - acc: 0.9093
16384/60000 [=======>......................] - ETA: 2:24 - loss: 0.2816 - acc: 0.9095
16448/60000 [=======>......................] - ETA: 2:24 - loss: 0.2808 - acc: 0.9097
16512/60000 [=======>......................] - ETA: 2:24 - loss: 0.2798 - acc: 0.9101
16576/60000 [=======>......................] - ETA: 2:24 - loss: 0.2792 - acc: 0.9102
16640/60000 [=======>......................] - ETA: 2:24 - loss: 0.2784 - acc: 0.9104
16704/60000 [=======>......................] - ETA: 2:23 - loss: 0.2776 - acc: 0.9106
16768/60000 [=======>......................] - ETA: 2:23 - loss: 0.2768 - acc: 0.9108
16832/60000 [=======>......................] - ETA: 2:23 - loss: 0.2764 - acc: 0.9110
16896/60000 [=======>......................] - ETA: 2:23 - loss: 0.2756 - acc: 0.9113
16960/60000 [=======>......................] - ETA: 2:23 - loss: 0.2746 - acc: 0.9116
17024/60000 [=======>......................] - ETA: 2:22 - loss: 0.2740 - acc: 0.9119
17088/60000 [=======>......................] - ETA: 2:22 - loss: 0.2734 - acc: 0.9122
17152/60000 [=======>......................] - ETA: 2:22 - loss: 0.2740 - acc: 0.9123
17216/60000 [=======>......................] - ETA: 2:22 - loss: 0.2732 - acc: 0.9125
17280/60000 [=======>......................] - ETA: 2:22 - loss: 0.2726 - acc: 0.9127
17344/60000 [=======>......................] - ETA: 2:21 - loss: 0.2718 - acc: 0.9129
17408/60000 [=======>......................] - ETA: 2:21 - loss: 0.2715 - acc: 0.9130
17472/60000 [=======>......................] - ETA: 2:21 - loss: 0.2706 - acc: 0.9133
17536/60000 [=======>......................] - ETA: 2:21 - loss: 0.2701 - acc: 0.9135
17600/60000 [=======>......................] - ETA: 2:21 - loss: 0.2695 - acc: 0.9137
17664/60000 [=======>......................] - ETA: 2:21 - loss: 0.2691 - acc: 0.9139
17728/60000 [=======>......................] - ETA: 2:20 - loss: 0.2682 - acc: 0.9142
17792/60000 [=======>......................] - ETA: 2:20 - loss: 0.2681 - acc: 0.9143
17856/60000 [=======>......................] - ETA: 2:20 - loss: 0.2674 - acc: 0.9146
17920/60000 [=======>......................] - ETA: 2:20 - loss: 0.2666 - acc: 0.9149
17984/60000 [=======>......................] - ETA: 2:20 - loss: 0.2663 - acc: 0.9150
18048/60000 [========>.....................] - ETA: 2:19 - loss: 0.2657 - acc: 0.9152
18112/60000 [========>.....................] - ETA: 2:19 - loss: 0.2650 - acc: 0.9155
18176/60000 [========>.....................] - ETA: 2:19 - loss: 0.2644 - acc: 0.9157
18240/60000 [========>.....................] - ETA: 2:19 - loss: 0.2636 - acc: 0.9159
18304/60000 [========>.....................] - ETA: 2:19 - loss: 0.2630 - acc: 0.9161
18368/60000 [========>.....................] - ETA: 2:19 - loss: 0.2627 - acc: 0.9162
18432/60000 [========>.....................] - ETA: 2:18 - loss: 0.2621 - acc: 0.9164
18496/60000 [========>.....................] - ETA: 2:18 - loss: 0.2616 - acc: 0.9166
18560/60000 [========>.....................] - ETA: 2:18 - loss: 0.2609 - acc: 0.9168
18624/60000 [========>.....................] - ETA: 2:18 - loss: 0.2606 - acc: 0.9168
18688/60000 [========>.....................] - ETA: 2:18 - loss: 0.2600 - acc: 0.9170
18752/60000 [========>.....................] - ETA: 2:17 - loss: 0.2599 - acc: 0.9170
18816/60000 [========>.....................] - ETA: 2:17 - loss: 0.2593 - acc: 0.9172
18880/60000 [========>.....................] - ETA: 2:17 - loss: 0.2589 - acc: 0.9174
18944/60000 [========>.....................] - ETA: 2:17 - loss: 0.2581 - acc: 0.9177
19008/60000 [========>.....................] - ETA: 2:17 - loss: 0.2579 - acc: 0.9177
19072/60000 [========>.....................] - ETA: 2:16 - loss: 0.2575 - acc: 0.9178
19136/60000 [========>.....................] - ETA: 2:16 - loss: 0.2570 - acc: 0.9180
19200/60000 [========>.....................] - ETA: 2:16 - loss: 0.2564 - acc: 0.9181
19264/60000 [========>.....................] - ETA: 2:16 - loss: 0.2559 - acc: 0.9183
19328/60000 [========>.....................] - ETA: 2:15 - loss: 0.2554 - acc: 0.9184
19392/60000 [========>.....................] - ETA: 2:15 - loss: 0.2550 - acc: 0.9185
19456/60000 [========>.....................] - ETA: 2:15 - loss: 0.2544 - acc: 0.9187
19520/60000 [========>.....................] - ETA: 2:15 - loss: 0.2542 - acc: 0.9188
19584/60000 [========>.....................] - ETA: 2:15 - loss: 0.2536 - acc: 0.9191
19648/60000 [========>.....................] - ETA: 2:14 - loss: 0.2531 - acc: 0.9193
19712/60000 [========>.....................] - ETA: 2:14 - loss: 0.2524 - acc: 0.9195
19776/60000 [========>.....................] - ETA: 2:14 - loss: 0.2526 - acc: 0.9195
19840/60000 [========>.....................] - ETA: 2:14 - loss: 0.2521 - acc: 0.9197
19904/60000 [========>.....................] - ETA: 2:14 - loss: 0.2518 - acc: 0.9198
19968/60000 [========>.....................] - ETA: 2:13 - loss: 0.2511 - acc: 0.9200
20032/60000 [=========>....................] - ETA: 2:13 - loss: 0.2508 - acc: 0.9201
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20160/60000 [=========>....................] - ETA: 2:13 - loss: 0.2496 - acc: 0.9204
20224/60000 [=========>....................] - ETA: 2:13 - loss: 0.2490 - acc: 0.9206
20288/60000 [=========>....................] - ETA: 2:12 - loss: 0.2484 - acc: 0.9207
20352/60000 [=========>....................] - ETA: 2:12 - loss: 0.2479 - acc: 0.9208
20416/60000 [=========>....................] - ETA: 2:12 - loss: 0.2471 - acc: 0.9211
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20544/60000 [=========>....................] - ETA: 2:12 - loss: 0.2468 - acc: 0.9212
20608/60000 [=========>....................] - ETA: 2:11 - loss: 0.2464 - acc: 0.9214
20672/60000 [=========>....................] - ETA: 2:11 - loss: 0.2461 - acc: 0.9215
20736/60000 [=========>....................] - ETA: 2:11 - loss: 0.2455 - acc: 0.9217
20800/60000 [=========>....................] - ETA: 2:11 - loss: 0.2448 - acc: 0.9220
20864/60000 [=========>....................] - ETA: 2:11 - loss: 0.2442 - acc: 0.9222
20928/60000 [=========>....................] - ETA: 2:11 - loss: 0.2441 - acc: 0.9221
20992/60000 [=========>....................] - ETA: 2:10 - loss: 0.2435 - acc: 0.9223
21056/60000 [=========>....................] - ETA: 2:10 - loss: 0.2429 - acc: 0.9225
21120/60000 [=========>....................] - ETA: 2:10 - loss: 0.2422 - acc: 0.9228
21184/60000 [=========>....................] - ETA: 2:10 - loss: 0.2417 - acc: 0.9230
21248/60000 [=========>....................] - ETA: 2:09 - loss: 0.2412 - acc: 0.9231
21312/60000 [=========>....................] - ETA: 2:09 - loss: 0.2405 - acc: 0.9233
21376/60000 [=========>....................] - ETA: 2:09 - loss: 0.2406 - acc: 0.9233
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21504/60000 [=========>....................] - ETA: 2:09 - loss: 0.2398 - acc: 0.9235
21568/60000 [=========>....................] - ETA: 2:08 - loss: 0.2393 - acc: 0.9237
21632/60000 [=========>....................] - ETA: 2:08 - loss: 0.2388 - acc: 0.9238
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21760/60000 [=========>....................] - ETA: 2:08 - loss: 0.2387 - acc: 0.9239
21824/60000 [=========>....................] - ETA: 2:08 - loss: 0.2383 - acc: 0.9240
21888/60000 [=========>....................] - ETA: 2:07 - loss: 0.2377 - acc: 0.9242
21952/60000 [=========>....................] - ETA: 2:07 - loss: 0.2375 - acc: 0.9243
22016/60000 [==========>...................] - ETA: 2:07 - loss: 0.2369 - acc: 0.9245
22080/60000 [==========>...................] - ETA: 2:07 - loss: 0.2363 - acc: 0.9247
22144/60000 [==========>...................] - ETA: 2:07 - loss: 0.2360 - acc: 0.9248
22208/60000 [==========>...................] - ETA: 2:06 - loss: 0.2354 - acc: 0.9250
22272/60000 [==========>...................] - ETA: 2:06 - loss: 0.2350 - acc: 0.9251
22336/60000 [==========>...................] - ETA: 2:06 - loss: 0.2346 - acc: 0.9253
22400/60000 [==========>...................] - ETA: 2:06 - loss: 0.2343 - acc: 0.9254
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22528/60000 [==========>...................] - ETA: 2:05 - loss: 0.2342 - acc: 0.9255
22592/60000 [==========>...................] - ETA: 2:05 - loss: 0.2337 - acc: 0.9257
22656/60000 [==========>...................] - ETA: 2:05 - loss: 0.2330 - acc: 0.9259
22720/60000 [==========>...................] - ETA: 2:05 - loss: 0.2325 - acc: 0.9261
22784/60000 [==========>...................] - ETA: 2:04 - loss: 0.2319 - acc: 0.9263
22848/60000 [==========>...................] - ETA: 2:04 - loss: 0.2314 - acc: 0.9264
22912/60000 [==========>...................] - ETA: 2:04 - loss: 0.2308 - acc: 0.9266
22976/60000 [==========>...................] - ETA: 2:04 - loss: 0.2303 - acc: 0.9267
23040/60000 [==========>...................] - ETA: 2:03 - loss: 0.2299 - acc: 0.9268
23104/60000 [==========>...................] - ETA: 2:03 - loss: 0.2294 - acc: 0.9270
23168/60000 [==========>...................] - ETA: 2:03 - loss: 0.2292 - acc: 0.9270
23232/60000 [==========>...................] - ETA: 2:03 - loss: 0.2290 - acc: 0.9271
23296/60000 [==========>...................] - ETA: 2:03 - loss: 0.2284 - acc: 0.9273
23360/60000 [==========>...................] - ETA: 2:02 - loss: 0.2282 - acc: 0.9274
23424/60000 [==========>...................] - ETA: 2:02 - loss: 0.2278 - acc: 0.9275
23488/60000 [==========>...................] - ETA: 2:02 - loss: 0.2273 - acc: 0.9277
23552/60000 [==========>...................] - ETA: 2:02 - loss: 0.2271 - acc: 0.9277
23616/60000 [==========>...................] - ETA: 2:01 - loss: 0.2265 - acc: 0.9279
23680/60000 [==========>...................] - ETA: 2:01 - loss: 0.2260 - acc: 0.9281
23744/60000 [==========>...................] - ETA: 2:01 - loss: 0.2255 - acc: 0.9282
23808/60000 [==========>...................] - ETA: 2:01 - loss: 0.2250 - acc: 0.9284
23872/60000 [==========>...................] - ETA: 2:01 - loss: 0.2245 - acc: 0.9286
23936/60000 [==========>...................] - ETA: 2:01 - loss: 0.2242 - acc: 0.9286
24000/60000 [===========>..................] - ETA: 2:00 - loss: 0.2238 - acc: 0.9287
24064/60000 [===========>..................] - ETA: 2:00 - loss: 0.2235 - acc: 0.9289
24128/60000 [===========>..................] - ETA: 2:00 - loss: 0.2231 - acc: 0.9290
24192/60000 [===========>..................] - ETA: 2:00 - loss: 0.2226 - acc: 0.9292
24256/60000 [===========>..................] - ETA: 2:00 - loss: 0.2225 - acc: 0.9293
24320/60000 [===========>..................] - ETA: 1:59 - loss: 0.2219 - acc: 0.9295
24384/60000 [===========>..................] - ETA: 1:59 - loss: 0.2216 - acc: 0.9296
24448/60000 [===========>..................] - ETA: 1:59 - loss: 0.2212 - acc: 0.9297
24512/60000 [===========>..................] - ETA: 1:59 - loss: 0.2207 - acc: 0.9299
24576/60000 [===========>..................] - ETA: 1:58 - loss: 0.2202 - acc: 0.9301
24640/60000 [===========>..................] - ETA: 1:58 - loss: 0.2198 - acc: 0.9302
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24768/60000 [===========>..................] - ETA: 1:58 - loss: 0.2193 - acc: 0.9304
24832/60000 [===========>..................] - ETA: 1:58 - loss: 0.2190 - acc: 0.9305
24896/60000 [===========>..................] - ETA: 1:57 - loss: 0.2189 - acc: 0.9305
24960/60000 [===========>..................] - ETA: 1:57 - loss: 0.2184 - acc: 0.9307
25024/60000 [===========>..................] - ETA: 1:57 - loss: 0.2180 - acc: 0.9308
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25152/60000 [===========>..................] - ETA: 1:56 - loss: 0.2173 - acc: 0.9311
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25280/60000 [===========>..................] - ETA: 1:56 - loss: 0.2166 - acc: 0.9313
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25408/60000 [===========>..................] - ETA: 1:56 - loss: 0.2157 - acc: 0.9316
25472/60000 [===========>..................] - ETA: 1:55 - loss: 0.2152 - acc: 0.9318
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25792/60000 [===========>..................] - ETA: 1:55 - loss: 0.2133 - acc: 0.9323
25856/60000 [===========>..................] - ETA: 1:54 - loss: 0.2129 - acc: 0.9325
25920/60000 [===========>..................] - ETA: 1:54 - loss: 0.2124 - acc: 0.9326
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26368/60000 [============>.................] - ETA: 1:53 - loss: 0.2105 - acc: 0.9333
26432/60000 [============>.................] - ETA: 1:52 - loss: 0.2101 - acc: 0.9334
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26688/60000 [============>.................] - ETA: 1:52 - loss: 0.2086 - acc: 0.9339
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27200/60000 [============>.................] - ETA: 1:50 - loss: 0.2069 - acc: 0.9345
27264/60000 [============>.................] - ETA: 1:49 - loss: 0.2064 - acc: 0.9347
27328/60000 [============>.................] - ETA: 1:49 - loss: 0.2063 - acc: 0.9348
27392/60000 [============>.................] - ETA: 1:49 - loss: 0.2059 - acc: 0.9349
27456/60000 [============>.................] - ETA: 1:49 - loss: 0.2058 - acc: 0.9350
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27584/60000 [============>.................] - ETA: 1:48 - loss: 0.2051 - acc: 0.9351
27648/60000 [============>.................] - ETA: 1:48 - loss: 0.2049 - acc: 0.9352
27712/60000 [============>.................] - ETA: 1:48 - loss: 0.2047 - acc: 0.9353
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27840/60000 [============>.................] - ETA: 1:47 - loss: 0.2040 - acc: 0.9355
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60000/60000 [==============================] - 187s 3ms/step - loss: 0.1301 - acc: 0.9594
Epoch 2/10

   64/60000 [..............................] - ETA: 2:40 - loss: 0.0018 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:43 - loss: 0.0078 - acc: 1.0000
  192/60000 [..............................] - ETA: 2:43 - loss: 0.0305 - acc: 0.9896
  256/60000 [..............................] - ETA: 2:43 - loss: 0.0247 - acc: 0.9922
  320/60000 [..............................] - ETA: 2:44 - loss: 0.0379 - acc: 0.9875
  384/60000 [..............................] - ETA: 2:43 - loss: 0.0366 - acc: 0.9870
  448/60000 [..............................] - ETA: 2:43 - loss: 0.0384 - acc: 0.9844
  512/60000 [..............................] - ETA: 2:43 - loss: 0.0399 - acc: 0.9844
  576/60000 [..............................] - ETA: 2:43 - loss: 0.0359 - acc: 0.9861
  640/60000 [..............................] - ETA: 2:43 - loss: 0.0478 - acc: 0.9812
  704/60000 [..............................] - ETA: 2:43 - loss: 0.0449 - acc: 0.9830
  768/60000 [..............................] - ETA: 2:42 - loss: 0.0426 - acc: 0.9844
  832/60000 [..............................] - ETA: 2:42 - loss: 0.0459 - acc: 0.9832
  896/60000 [..............................] - ETA: 2:43 - loss: 0.0451 - acc: 0.9833
  960/60000 [..............................] - ETA: 2:43 - loss: 0.0426 - acc: 0.9844
 1024/60000 [..............................] - ETA: 2:43 - loss: 0.0430 - acc: 0.9844
 1088/60000 [..............................] - ETA: 2:43 - loss: 0.0411 - acc: 0.9853
 1152/60000 [..............................] - ETA: 2:43 - loss: 0.0475 - acc: 0.9844
 1216/60000 [..............................] - ETA: 2:43 - loss: 0.0467 - acc: 0.9852
 1280/60000 [..............................] - ETA: 2:43 - loss: 0.0479 - acc: 0.9852
 1344/60000 [..............................] - ETA: 2:43 - loss: 0.0462 - acc: 0.9859
 1408/60000 [..............................] - ETA: 2:42 - loss: 0.0447 - acc: 0.9865
 1472/60000 [..............................] - ETA: 2:42 - loss: 0.0438 - acc: 0.9864
 1536/60000 [..............................] - ETA: 2:42 - loss: 0.0450 - acc: 0.9863
 1600/60000 [..............................] - ETA: 2:42 - loss: 0.0501 - acc: 0.9856
 1664/60000 [..............................] - ETA: 2:42 - loss: 0.0506 - acc: 0.9850
 1728/60000 [..............................] - ETA: 2:42 - loss: 0.0494 - acc: 0.9850
 1792/60000 [..............................] - ETA: 2:42 - loss: 0.0480 - acc: 0.9855
 1856/60000 [..............................] - ETA: 2:42 - loss: 0.0464 - acc: 0.9860
 1920/60000 [..............................] - ETA: 2:42 - loss: 0.0460 - acc: 0.9859
 1984/60000 [..............................] - ETA: 2:42 - loss: 0.0453 - acc: 0.9859
 2048/60000 [>.............................] - ETA: 2:42 - loss: 0.0446 - acc: 0.9863
 2112/60000 [>.............................] - ETA: 2:42 - loss: 0.0433 - acc: 0.9867
 2176/60000 [>.............................] - ETA: 2:42 - loss: 0.0442 - acc: 0.9867
 2240/60000 [>.............................] - ETA: 2:42 - loss: 0.0457 - acc: 0.9866
 2304/60000 [>.............................] - ETA: 2:43 - loss: 0.0456 - acc: 0.9865
 2368/60000 [>.............................] - ETA: 2:44 - loss: 0.0454 - acc: 0.9861
 2432/60000 [>.............................] - ETA: 2:43 - loss: 0.0454 - acc: 0.9856
 2496/60000 [>.............................] - ETA: 2:44 - loss: 0.0487 - acc: 0.9848
 2560/60000 [>.............................] - ETA: 2:45 - loss: 0.0489 - acc: 0.9848
 2624/60000 [>.............................] - ETA: 2:45 - loss: 0.0506 - acc: 0.9844
 2688/60000 [>.............................] - ETA: 2:45 - loss: 0.0512 - acc: 0.9844
 2752/60000 [>.............................] - ETA: 2:45 - loss: 0.0513 - acc: 0.9844
 2816/60000 [>.............................] - ETA: 2:45 - loss: 0.0509 - acc: 0.9844
 2880/60000 [>.............................] - ETA: 2:45 - loss: 0.0502 - acc: 0.9847
 2944/60000 [>.............................] - ETA: 2:44 - loss: 0.0506 - acc: 0.9844
 3008/60000 [>.............................] - ETA: 2:44 - loss: 0.0501 - acc: 0.9844
 3072/60000 [>.............................] - ETA: 2:44 - loss: 0.0514 - acc: 0.9844
 3136/60000 [>.............................] - ETA: 2:44 - loss: 0.0524 - acc: 0.9841
 3200/60000 [>.............................] - ETA: 2:44 - loss: 0.0523 - acc: 0.9841
 3264/60000 [>.............................] - ETA: 2:44 - loss: 0.0518 - acc: 0.9841
 3328/60000 [>.............................] - ETA: 2:44 - loss: 0.0511 - acc: 0.9844
 3392/60000 [>.............................] - ETA: 2:43 - loss: 0.0506 - acc: 0.9844
 3456/60000 [>.............................] - ETA: 2:43 - loss: 0.0500 - acc: 0.9847
 3520/60000 [>.............................] - ETA: 2:43 - loss: 0.0495 - acc: 0.9849
 3584/60000 [>.............................] - ETA: 2:43 - loss: 0.0512 - acc: 0.9847
 3648/60000 [>.............................] - ETA: 2:43 - loss: 0.0506 - acc: 0.9849
 3712/60000 [>.............................] - ETA: 2:43 - loss: 0.0500 - acc: 0.9852
 3776/60000 [>.............................] - ETA: 2:42 - loss: 0.0492 - acc: 0.9854
 3840/60000 [>.............................] - ETA: 2:42 - loss: 0.0488 - acc: 0.9857
 3904/60000 [>.............................] - ETA: 2:43 - loss: 0.0499 - acc: 0.9854
 3968/60000 [>.............................] - ETA: 2:44 - loss: 0.0508 - acc: 0.9849
 4032/60000 [=>............................] - ETA: 2:44 - loss: 0.0508 - acc: 0.9849
 4096/60000 [=>............................] - ETA: 2:44 - loss: 0.0503 - acc: 0.9851
 4160/60000 [=>............................] - ETA: 2:43 - loss: 0.0498 - acc: 0.9851
 4224/60000 [=>............................] - ETA: 2:43 - loss: 0.0514 - acc: 0.9851
 4288/60000 [=>............................] - ETA: 2:43 - loss: 0.0507 - acc: 0.9853
 4352/60000 [=>............................] - ETA: 2:43 - loss: 0.0502 - acc: 0.9855
 4416/60000 [=>............................] - ETA: 2:42 - loss: 0.0509 - acc: 0.9853
 4480/60000 [=>............................] - ETA: 2:42 - loss: 0.0505 - acc: 0.9853
 4544/60000 [=>............................] - ETA: 2:42 - loss: 0.0520 - acc: 0.9850
 4608/60000 [=>............................] - ETA: 2:41 - loss: 0.0521 - acc: 0.9848
 4672/60000 [=>............................] - ETA: 2:41 - loss: 0.0515 - acc: 0.9850
 4736/60000 [=>............................] - ETA: 2:41 - loss: 0.0515 - acc: 0.9850
 4800/60000 [=>............................] - ETA: 2:41 - loss: 0.0514 - acc: 0.9850
 4864/60000 [=>............................] - ETA: 2:41 - loss: 0.0510 - acc: 0.9850
 4928/60000 [=>............................] - ETA: 2:41 - loss: 0.0504 - acc: 0.9852
 4992/60000 [=>............................] - ETA: 2:40 - loss: 0.0500 - acc: 0.9854
 5056/60000 [=>............................] - ETA: 2:40 - loss: 0.0495 - acc: 0.9856
 5120/60000 [=>............................] - ETA: 2:40 - loss: 0.0505 - acc: 0.9854
 5184/60000 [=>............................] - ETA: 2:40 - loss: 0.0505 - acc: 0.9853
 5248/60000 [=>............................] - ETA: 2:39 - loss: 0.0503 - acc: 0.9853
 5312/60000 [=>............................] - ETA: 2:39 - loss: 0.0502 - acc: 0.9853
 5376/60000 [=>............................] - ETA: 2:39 - loss: 0.0497 - acc: 0.9855
 5440/60000 [=>............................] - ETA: 2:39 - loss: 0.0493 - acc: 0.9857
 5504/60000 [=>............................] - ETA: 2:39 - loss: 0.0495 - acc: 0.9855
 5568/60000 [=>............................] - ETA: 2:39 - loss: 0.0490 - acc: 0.9856
 5632/60000 [=>............................] - ETA: 2:39 - loss: 0.0491 - acc: 0.9856
 5696/60000 [=>............................] - ETA: 2:39 - loss: 0.0499 - acc: 0.9856
 5760/60000 [=>............................] - ETA: 2:39 - loss: 0.0501 - acc: 0.9856
 5824/60000 [=>............................] - ETA: 2:39 - loss: 0.0505 - acc: 0.9854
 5888/60000 [=>............................] - ETA: 2:39 - loss: 0.0507 - acc: 0.9852
 5952/60000 [=>............................] - ETA: 2:39 - loss: 0.0504 - acc: 0.9854
 6016/60000 [==>...........................] - ETA: 2:39 - loss: 0.0500 - acc: 0.9855
 6080/60000 [==>...........................] - ETA: 2:39 - loss: 0.0498 - acc: 0.9855
 6144/60000 [==>...........................] - ETA: 2:38 - loss: 0.0498 - acc: 0.9855
 6208/60000 [==>...........................] - ETA: 2:38 - loss: 0.0498 - acc: 0.9855
 6272/60000 [==>...........................] - ETA: 2:38 - loss: 0.0496 - acc: 0.9855
 6336/60000 [==>...........................] - ETA: 2:38 - loss: 0.0501 - acc: 0.9852
 6400/60000 [==>...........................] - ETA: 2:38 - loss: 0.0497 - acc: 0.9853
 6464/60000 [==>...........................] - ETA: 2:38 - loss: 0.0497 - acc: 0.9851
 6528/60000 [==>...........................] - ETA: 2:37 - loss: 0.0493 - acc: 0.9853
 6592/60000 [==>...........................] - ETA: 2:37 - loss: 0.0491 - acc: 0.9853
 6656/60000 [==>...........................] - ETA: 2:37 - loss: 0.0488 - acc: 0.9853
 6720/60000 [==>...........................] - ETA: 2:36 - loss: 0.0487 - acc: 0.9853
 6784/60000 [==>...........................] - ETA: 2:36 - loss: 0.0483 - acc: 0.9854
 6848/60000 [==>...........................] - ETA: 2:36 - loss: 0.0482 - acc: 0.9854
 6912/60000 [==>...........................] - ETA: 2:36 - loss: 0.0479 - acc: 0.9855
 6976/60000 [==>...........................] - ETA: 2:35 - loss: 0.0480 - acc: 0.9855
 7040/60000 [==>...........................] - ETA: 2:35 - loss: 0.0478 - acc: 0.9855
 7104/60000 [==>...........................] - ETA: 2:35 - loss: 0.0474 - acc: 0.9856
 7168/60000 [==>...........................] - ETA: 2:34 - loss: 0.0474 - acc: 0.9856
 7232/60000 [==>...........................] - ETA: 2:34 - loss: 0.0470 - acc: 0.9858
 7296/60000 [==>...........................] - ETA: 2:34 - loss: 0.0469 - acc: 0.9856
 7360/60000 [==>...........................] - ETA: 2:34 - loss: 0.0466 - acc: 0.9857
 7424/60000 [==>...........................] - ETA: 2:33 - loss: 0.0466 - acc: 0.9857
 7488/60000 [==>...........................] - ETA: 2:33 - loss: 0.0463 - acc: 0.9858
 7552/60000 [==>...........................] - ETA: 2:33 - loss: 0.0462 - acc: 0.9858
 7616/60000 [==>...........................] - ETA: 2:33 - loss: 0.0463 - acc: 0.9857
 7680/60000 [==>...........................] - ETA: 2:33 - loss: 0.0471 - acc: 0.9855
 7744/60000 [==>...........................] - ETA: 2:33 - loss: 0.0471 - acc: 0.9854
 7808/60000 [==>...........................] - ETA: 2:33 - loss: 0.0471 - acc: 0.9854
 7872/60000 [==>...........................] - ETA: 2:33 - loss: 0.0473 - acc: 0.9853
 7936/60000 [==>...........................] - ETA: 2:33 - loss: 0.0473 - acc: 0.9851
 8000/60000 [===>..........................] - ETA: 2:33 - loss: 0.0471 - acc: 0.9852
 8064/60000 [===>..........................] - ETA: 2:32 - loss: 0.0471 - acc: 0.9852
 8128/60000 [===>..........................] - ETA: 2:32 - loss: 0.0471 - acc: 0.9851
 8192/60000 [===>..........................] - ETA: 2:32 - loss: 0.0472 - acc: 0.9851
 8256/60000 [===>..........................] - ETA: 2:32 - loss: 0.0471 - acc: 0.9851
 8320/60000 [===>..........................] - ETA: 2:31 - loss: 0.0469 - acc: 0.9852
 8384/60000 [===>..........................] - ETA: 2:31 - loss: 0.0468 - acc: 0.9852
 8448/60000 [===>..........................] - ETA: 2:31 - loss: 0.0467 - acc: 0.9852
 8512/60000 [===>..........................] - ETA: 2:31 - loss: 0.0465 - acc: 0.9852
 8576/60000 [===>..........................] - ETA: 2:30 - loss: 0.0462 - acc: 0.9853
 8640/60000 [===>..........................] - ETA: 2:30 - loss: 0.0459 - acc: 0.9854
 8704/60000 [===>..........................] - ETA: 2:30 - loss: 0.0456 - acc: 0.9855
 8768/60000 [===>..........................] - ETA: 2:30 - loss: 0.0457 - acc: 0.9855
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 8960/60000 [===>..........................] - ETA: 2:30 - loss: 0.0461 - acc: 0.9855
 9024/60000 [===>..........................] - ETA: 2:29 - loss: 0.0462 - acc: 0.9855
 9088/60000 [===>..........................] - ETA: 2:29 - loss: 0.0462 - acc: 0.9854
 9152/60000 [===>..........................] - ETA: 2:29 - loss: 0.0475 - acc: 0.9852
 9216/60000 [===>..........................] - ETA: 2:29 - loss: 0.0477 - acc: 0.9852
 9280/60000 [===>..........................] - ETA: 2:29 - loss: 0.0487 - acc: 0.9851
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 9600/60000 [===>..........................] - ETA: 2:28 - loss: 0.0484 - acc: 0.9853
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 9856/60000 [===>..........................] - ETA: 2:27 - loss: 0.0477 - acc: 0.9857
 9920/60000 [===>..........................] - ETA: 2:27 - loss: 0.0475 - acc: 0.9858
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10048/60000 [====>.........................] - ETA: 2:27 - loss: 0.0477 - acc: 0.9857
10112/60000 [====>.........................] - ETA: 2:26 - loss: 0.0475 - acc: 0.9858
10176/60000 [====>.........................] - ETA: 2:26 - loss: 0.0473 - acc: 0.9858
10240/60000 [====>.........................] - ETA: 2:26 - loss: 0.0473 - acc: 0.9857
10304/60000 [====>.........................] - ETA: 2:26 - loss: 0.0474 - acc: 0.9857
10368/60000 [====>.........................] - ETA: 2:25 - loss: 0.0473 - acc: 0.9857
10432/60000 [====>.........................] - ETA: 2:25 - loss: 0.0470 - acc: 0.9858
10496/60000 [====>.........................] - ETA: 2:25 - loss: 0.0469 - acc: 0.9859
10560/60000 [====>.........................] - ETA: 2:25 - loss: 0.0468 - acc: 0.9858
10624/60000 [====>.........................] - ETA: 2:24 - loss: 0.0472 - acc: 0.9856
10688/60000 [====>.........................] - ETA: 2:24 - loss: 0.0470 - acc: 0.9857
10752/60000 [====>.........................] - ETA: 2:24 - loss: 0.0468 - acc: 0.9858
10816/60000 [====>.........................] - ETA: 2:24 - loss: 0.0466 - acc: 0.9859
10880/60000 [====>.........................] - ETA: 2:23 - loss: 0.0465 - acc: 0.9858
10944/60000 [====>.........................] - ETA: 2:23 - loss: 0.0465 - acc: 0.9858
11008/60000 [====>.........................] - ETA: 2:23 - loss: 0.0468 - acc: 0.9857
11072/60000 [====>.........................] - ETA: 2:23 - loss: 0.0466 - acc: 0.9857
11136/60000 [====>.........................] - ETA: 2:23 - loss: 0.0466 - acc: 0.9857
11200/60000 [====>.........................] - ETA: 2:22 - loss: 0.0464 - acc: 0.9858
11264/60000 [====>.........................] - ETA: 2:22 - loss: 0.0462 - acc: 0.9859
11328/60000 [====>.........................] - ETA: 2:22 - loss: 0.0460 - acc: 0.9860
11392/60000 [====>.........................] - ETA: 2:22 - loss: 0.0463 - acc: 0.9860
11456/60000 [====>.........................] - ETA: 2:22 - loss: 0.0462 - acc: 0.9859
11520/60000 [====>.........................] - ETA: 2:21 - loss: 0.0461 - acc: 0.9859
11584/60000 [====>.........................] - ETA: 2:21 - loss: 0.0468 - acc: 0.9858
11648/60000 [====>.........................] - ETA: 2:21 - loss: 0.0470 - acc: 0.9857
11712/60000 [====>.........................] - ETA: 2:21 - loss: 0.0469 - acc: 0.9857
11776/60000 [====>.........................] - ETA: 2:20 - loss: 0.0469 - acc: 0.9856
11840/60000 [====>.........................] - ETA: 2:21 - loss: 0.0466 - acc: 0.9857
11904/60000 [====>.........................] - ETA: 2:20 - loss: 0.0465 - acc: 0.9858
11968/60000 [====>.........................] - ETA: 2:20 - loss: 0.0465 - acc: 0.9857
12032/60000 [=====>........................] - ETA: 2:20 - loss: 0.0465 - acc: 0.9857
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12160/60000 [=====>........................] - ETA: 2:20 - loss: 0.0469 - acc: 0.9856
12224/60000 [=====>........................] - ETA: 2:19 - loss: 0.0467 - acc: 0.9857
12288/60000 [=====>........................] - ETA: 2:19 - loss: 0.0466 - acc: 0.9857
12352/60000 [=====>........................] - ETA: 2:19 - loss: 0.0464 - acc: 0.9858
12416/60000 [=====>........................] - ETA: 2:19 - loss: 0.0462 - acc: 0.9858
12480/60000 [=====>........................] - ETA: 2:18 - loss: 0.0461 - acc: 0.9858
12544/60000 [=====>........................] - ETA: 2:18 - loss: 0.0459 - acc: 0.9858
12608/60000 [=====>........................] - ETA: 2:18 - loss: 0.0459 - acc: 0.9858
12672/60000 [=====>........................] - ETA: 2:18 - loss: 0.0458 - acc: 0.9859
12736/60000 [=====>........................] - ETA: 2:18 - loss: 0.0459 - acc: 0.9857
12800/60000 [=====>........................] - ETA: 2:17 - loss: 0.0462 - acc: 0.9855
12864/60000 [=====>........................] - ETA: 2:17 - loss: 0.0460 - acc: 0.9856
12928/60000 [=====>........................] - ETA: 2:17 - loss: 0.0458 - acc: 0.9857
12992/60000 [=====>........................] - ETA: 2:17 - loss: 0.0458 - acc: 0.9857
13056/60000 [=====>........................] - ETA: 2:16 - loss: 0.0456 - acc: 0.9858
13120/60000 [=====>........................] - ETA: 2:16 - loss: 0.0454 - acc: 0.9858
13184/60000 [=====>........................] - ETA: 2:16 - loss: 0.0452 - acc: 0.9859
13248/60000 [=====>........................] - ETA: 2:16 - loss: 0.0451 - acc: 0.9860
13312/60000 [=====>........................] - ETA: 2:16 - loss: 0.0449 - acc: 0.9860
13376/60000 [=====>........................] - ETA: 2:15 - loss: 0.0447 - acc: 0.9861
13440/60000 [=====>........................] - ETA: 2:15 - loss: 0.0449 - acc: 0.9859
13504/60000 [=====>........................] - ETA: 2:15 - loss: 0.0451 - acc: 0.9859
13568/60000 [=====>........................] - ETA: 2:15 - loss: 0.0450 - acc: 0.9858
13632/60000 [=====>........................] - ETA: 2:14 - loss: 0.0449 - acc: 0.9859
13696/60000 [=====>........................] - ETA: 2:14 - loss: 0.0448 - acc: 0.9860
13760/60000 [=====>........................] - ETA: 2:14 - loss: 0.0448 - acc: 0.9860
13824/60000 [=====>........................] - ETA: 2:14 - loss: 0.0447 - acc: 0.9860
13888/60000 [=====>........................] - ETA: 2:14 - loss: 0.0446 - acc: 0.9861
13952/60000 [=====>........................] - ETA: 2:13 - loss: 0.0450 - acc: 0.9860
14016/60000 [======>.......................] - ETA: 2:13 - loss: 0.0449 - acc: 0.9861
14080/60000 [======>.......................] - ETA: 2:13 - loss: 0.0450 - acc: 0.9860
14144/60000 [======>.......................] - ETA: 2:13 - loss: 0.0449 - acc: 0.9860
14208/60000 [======>.......................] - ETA: 2:12 - loss: 0.0447 - acc: 0.9861
14272/60000 [======>.......................] - ETA: 2:12 - loss: 0.0448 - acc: 0.9861
14336/60000 [======>.......................] - ETA: 2:12 - loss: 0.0446 - acc: 0.9861
14400/60000 [======>.......................] - ETA: 2:12 - loss: 0.0446 - acc: 0.9860
14464/60000 [======>.......................] - ETA: 2:12 - loss: 0.0444 - acc: 0.9861
14528/60000 [======>.......................] - ETA: 2:11 - loss: 0.0445 - acc: 0.9860
14592/60000 [======>.......................] - ETA: 2:11 - loss: 0.0449 - acc: 0.9860
14656/60000 [======>.......................] - ETA: 2:11 - loss: 0.0447 - acc: 0.9861
14720/60000 [======>.......................] - ETA: 2:11 - loss: 0.0450 - acc: 0.9860
14784/60000 [======>.......................] - ETA: 2:10 - loss: 0.0449 - acc: 0.9861
14848/60000 [======>.......................] - ETA: 2:10 - loss: 0.0449 - acc: 0.9860
14912/60000 [======>.......................] - ETA: 2:10 - loss: 0.0448 - acc: 0.9861
14976/60000 [======>.......................] - ETA: 2:10 - loss: 0.0447 - acc: 0.9860
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15616/60000 [======>.......................] - ETA: 2:08 - loss: 0.0440 - acc: 0.9862
15680/60000 [======>.......................] - ETA: 2:08 - loss: 0.0439 - acc: 0.9862
15744/60000 [======>.......................] - ETA: 2:08 - loss: 0.0444 - acc: 0.9862
15808/60000 [======>.......................] - ETA: 2:08 - loss: 0.0442 - acc: 0.9862
15872/60000 [======>.......................] - ETA: 2:08 - loss: 0.0444 - acc: 0.9861
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16128/60000 [=======>......................] - ETA: 2:07 - loss: 0.0445 - acc: 0.9860
16192/60000 [=======>......................] - ETA: 2:07 - loss: 0.0445 - acc: 0.9859
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60000/60000 [==============================] - 172s 3ms/step - loss: 0.0434 - acc: 0.9863
Epoch 3/10

   64/60000 [..............................] - ETA: 3:08 - loss: 0.0024 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:59 - loss: 0.0474 - acc: 0.9844
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  640/60000 [..............................] - ETA: 2:49 - loss: 0.0388 - acc: 0.9859
  704/60000 [..............................] - ETA: 2:48 - loss: 0.0372 - acc: 0.9872
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 1920/60000 [..............................] - ETA: 2:41 - loss: 0.0297 - acc: 0.9911
 1984/60000 [..............................] - ETA: 2:41 - loss: 0.0297 - acc: 0.9909
 2048/60000 [>.............................] - ETA: 2:40 - loss: 0.0289 - acc: 0.9912
 2112/60000 [>.............................] - ETA: 2:40 - loss: 0.0294 - acc: 0.9910
 2176/60000 [>.............................] - ETA: 2:40 - loss: 0.0287 - acc: 0.9913
 2240/60000 [>.............................] - ETA: 2:40 - loss: 0.0279 - acc: 0.9915
 2304/60000 [>.............................] - ETA: 2:40 - loss: 0.0289 - acc: 0.9909
 2368/60000 [>.............................] - ETA: 2:42 - loss: 0.0286 - acc: 0.9911
 2432/60000 [>.............................] - ETA: 2:43 - loss: 0.0280 - acc: 0.9914
 2496/60000 [>.............................] - ETA: 2:43 - loss: 0.0279 - acc: 0.9912
 2560/60000 [>.............................] - ETA: 2:43 - loss: 0.0285 - acc: 0.9910
 2624/60000 [>.............................] - ETA: 2:44 - loss: 0.0284 - acc: 0.9909
 2688/60000 [>.............................] - ETA: 2:45 - loss: 0.0315 - acc: 0.9896
 2752/60000 [>.............................] - ETA: 2:45 - loss: 0.0312 - acc: 0.9895
 2816/60000 [>.............................] - ETA: 2:46 - loss: 0.0313 - acc: 0.9890
 2880/60000 [>.............................] - ETA: 2:47 - loss: 0.0316 - acc: 0.9889
 2944/60000 [>.............................] - ETA: 2:47 - loss: 0.0315 - acc: 0.9888
 3008/60000 [>.............................] - ETA: 2:47 - loss: 0.0319 - acc: 0.9887
 3072/60000 [>.............................] - ETA: 2:48 - loss: 0.0326 - acc: 0.9886
 3136/60000 [>.............................] - ETA: 2:48 - loss: 0.0326 - acc: 0.9885
 3200/60000 [>.............................] - ETA: 2:48 - loss: 0.0320 - acc: 0.9888
 3264/60000 [>.............................] - ETA: 2:48 - loss: 0.0316 - acc: 0.9890
 3328/60000 [>.............................] - ETA: 2:47 - loss: 0.0319 - acc: 0.9889
 3392/60000 [>.............................] - ETA: 2:47 - loss: 0.0325 - acc: 0.9885
 3456/60000 [>.............................] - ETA: 2:47 - loss: 0.0331 - acc: 0.9884
 3520/60000 [>.............................] - ETA: 2:46 - loss: 0.0333 - acc: 0.9881
 3584/60000 [>.............................] - ETA: 2:46 - loss: 0.0328 - acc: 0.9883
 3648/60000 [>.............................] - ETA: 2:45 - loss: 0.0323 - acc: 0.9885
 3712/60000 [>.............................] - ETA: 2:45 - loss: 0.0319 - acc: 0.9887
 3776/60000 [>.............................] - ETA: 2:45 - loss: 0.0318 - acc: 0.9886
 3840/60000 [>.............................] - ETA: 2:44 - loss: 0.0322 - acc: 0.9885
 3904/60000 [>.............................] - ETA: 2:44 - loss: 0.0318 - acc: 0.9887
 3968/60000 [>.............................] - ETA: 2:43 - loss: 0.0316 - acc: 0.9887
 4032/60000 [=>............................] - ETA: 2:43 - loss: 0.0319 - acc: 0.9886
 4096/60000 [=>............................] - ETA: 2:43 - loss: 0.0316 - acc: 0.9885
 4160/60000 [=>............................] - ETA: 2:43 - loss: 0.0315 - acc: 0.9885
 4224/60000 [=>............................] - ETA: 2:42 - loss: 0.0311 - acc: 0.9886
 4288/60000 [=>............................] - ETA: 2:42 - loss: 0.0306 - acc: 0.9888
 4352/60000 [=>............................] - ETA: 2:42 - loss: 0.0308 - acc: 0.9887
 4416/60000 [=>............................] - ETA: 2:41 - loss: 0.0318 - acc: 0.9885
 4480/60000 [=>............................] - ETA: 2:41 - loss: 0.0316 - acc: 0.9884
 4544/60000 [=>............................] - ETA: 2:41 - loss: 0.0319 - acc: 0.9881
 4608/60000 [=>............................] - ETA: 2:40 - loss: 0.0326 - acc: 0.9881
 4672/60000 [=>............................] - ETA: 2:40 - loss: 0.0324 - acc: 0.9880
 4736/60000 [=>............................] - ETA: 2:40 - loss: 0.0333 - acc: 0.9878
 4800/60000 [=>............................] - ETA: 2:40 - loss: 0.0329 - acc: 0.9879
 4864/60000 [=>............................] - ETA: 2:39 - loss: 0.0339 - acc: 0.9875
 4928/60000 [=>............................] - ETA: 2:39 - loss: 0.0335 - acc: 0.9876
 4992/60000 [=>............................] - ETA: 2:39 - loss: 0.0339 - acc: 0.9874
 5056/60000 [=>............................] - ETA: 2:38 - loss: 0.0345 - acc: 0.9873
 5120/60000 [=>............................] - ETA: 2:38 - loss: 0.0341 - acc: 0.9875
 5184/60000 [=>............................] - ETA: 2:38 - loss: 0.0339 - acc: 0.9877
 5248/60000 [=>............................] - ETA: 2:38 - loss: 0.0337 - acc: 0.9878
 5312/60000 [=>............................] - ETA: 2:37 - loss: 0.0335 - acc: 0.9880
 5376/60000 [=>............................] - ETA: 2:37 - loss: 0.0335 - acc: 0.9879
 5440/60000 [=>............................] - ETA: 2:37 - loss: 0.0333 - acc: 0.9879
 5504/60000 [=>............................] - ETA: 2:36 - loss: 0.0334 - acc: 0.9878
 5568/60000 [=>............................] - ETA: 2:36 - loss: 0.0336 - acc: 0.9876
 5632/60000 [=>............................] - ETA: 2:36 - loss: 0.0333 - acc: 0.9877
 5696/60000 [=>............................] - ETA: 2:36 - loss: 0.0331 - acc: 0.9879
 5760/60000 [=>............................] - ETA: 2:35 - loss: 0.0328 - acc: 0.9880
 5824/60000 [=>............................] - ETA: 2:35 - loss: 0.0331 - acc: 0.9880
 5888/60000 [=>............................] - ETA: 2:35 - loss: 0.0331 - acc: 0.9879
 5952/60000 [=>............................] - ETA: 2:35 - loss: 0.0328 - acc: 0.9881
 6016/60000 [==>...........................] - ETA: 2:35 - loss: 0.0325 - acc: 0.9882
 6080/60000 [==>...........................] - ETA: 2:34 - loss: 0.0322 - acc: 0.9883
 6144/60000 [==>...........................] - ETA: 2:34 - loss: 0.0319 - acc: 0.9884
 6208/60000 [==>...........................] - ETA: 2:34 - loss: 0.0316 - acc: 0.9886
 6272/60000 [==>...........................] - ETA: 2:34 - loss: 0.0322 - acc: 0.9885
 6336/60000 [==>...........................] - ETA: 2:34 - loss: 0.0319 - acc: 0.9886
 6400/60000 [==>...........................] - ETA: 2:34 - loss: 0.0317 - acc: 0.9888
 6464/60000 [==>...........................] - ETA: 2:33 - loss: 0.0319 - acc: 0.9887
 6528/60000 [==>...........................] - ETA: 2:33 - loss: 0.0316 - acc: 0.9888
 6592/60000 [==>...........................] - ETA: 2:33 - loss: 0.0313 - acc: 0.9889
 6656/60000 [==>...........................] - ETA: 2:33 - loss: 0.0311 - acc: 0.9890
 6720/60000 [==>...........................] - ETA: 2:33 - loss: 0.0308 - acc: 0.9891
 6784/60000 [==>...........................] - ETA: 2:32 - loss: 0.0306 - acc: 0.9892
 6848/60000 [==>...........................] - ETA: 2:32 - loss: 0.0316 - acc: 0.9892
 6912/60000 [==>...........................] - ETA: 2:32 - loss: 0.0314 - acc: 0.9893
 6976/60000 [==>...........................] - ETA: 2:32 - loss: 0.0316 - acc: 0.9892
 7040/60000 [==>...........................] - ETA: 2:32 - loss: 0.0314 - acc: 0.9893
 7104/60000 [==>...........................] - ETA: 2:31 - loss: 0.0311 - acc: 0.9894
 7168/60000 [==>...........................] - ETA: 2:31 - loss: 0.0309 - acc: 0.9895
 7232/60000 [==>...........................] - ETA: 2:31 - loss: 0.0307 - acc: 0.9896
 7296/60000 [==>...........................] - ETA: 2:31 - loss: 0.0311 - acc: 0.9896
 7360/60000 [==>...........................] - ETA: 2:31 - loss: 0.0310 - acc: 0.9897
 7424/60000 [==>...........................] - ETA: 2:30 - loss: 0.0312 - acc: 0.9895
 7488/60000 [==>...........................] - ETA: 2:30 - loss: 0.0312 - acc: 0.9894
 7552/60000 [==>...........................] - ETA: 2:30 - loss: 0.0310 - acc: 0.9895
 7616/60000 [==>...........................] - ETA: 2:30 - loss: 0.0308 - acc: 0.9896
 7680/60000 [==>...........................] - ETA: 2:30 - loss: 0.0310 - acc: 0.9896
 7744/60000 [==>...........................] - ETA: 2:29 - loss: 0.0308 - acc: 0.9897
 7808/60000 [==>...........................] - ETA: 2:29 - loss: 0.0306 - acc: 0.9898
 7872/60000 [==>...........................] - ETA: 2:29 - loss: 0.0304 - acc: 0.9898
 7936/60000 [==>...........................] - ETA: 2:29 - loss: 0.0302 - acc: 0.9899
 8000/60000 [===>..........................] - ETA: 2:28 - loss: 0.0300 - acc: 0.9900
 8064/60000 [===>..........................] - ETA: 2:28 - loss: 0.0298 - acc: 0.9901
 8128/60000 [===>..........................] - ETA: 2:28 - loss: 0.0299 - acc: 0.9899
 8192/60000 [===>..........................] - ETA: 2:28 - loss: 0.0299 - acc: 0.9899
 8256/60000 [===>..........................] - ETA: 2:27 - loss: 0.0297 - acc: 0.9899
 8320/60000 [===>..........................] - ETA: 2:27 - loss: 0.0296 - acc: 0.9900
 8384/60000 [===>..........................] - ETA: 2:27 - loss: 0.0293 - acc: 0.9901
 8448/60000 [===>..........................] - ETA: 2:27 - loss: 0.0295 - acc: 0.9901
 8512/60000 [===>..........................] - ETA: 2:26 - loss: 0.0293 - acc: 0.9901
 8576/60000 [===>..........................] - ETA: 2:26 - loss: 0.0294 - acc: 0.9901
 8640/60000 [===>..........................] - ETA: 2:26 - loss: 0.0298 - acc: 0.9899
 8704/60000 [===>..........................] - ETA: 2:26 - loss: 0.0296 - acc: 0.9900
 8768/60000 [===>..........................] - ETA: 2:26 - loss: 0.0294 - acc: 0.9901
 8832/60000 [===>..........................] - ETA: 2:25 - loss: 0.0292 - acc: 0.9901
 8896/60000 [===>..........................] - ETA: 2:25 - loss: 0.0294 - acc: 0.9900
 8960/60000 [===>..........................] - ETA: 2:25 - loss: 0.0293 - acc: 0.9900
 9024/60000 [===>..........................] - ETA: 2:25 - loss: 0.0300 - acc: 0.9899
 9088/60000 [===>..........................] - ETA: 2:24 - loss: 0.0299 - acc: 0.9899
 9152/60000 [===>..........................] - ETA: 2:24 - loss: 0.0299 - acc: 0.9898
 9216/60000 [===>..........................] - ETA: 2:24 - loss: 0.0298 - acc: 0.9899
 9280/60000 [===>..........................] - ETA: 2:24 - loss: 0.0296 - acc: 0.9900
 9344/60000 [===>..........................] - ETA: 2:24 - loss: 0.0295 - acc: 0.9900
 9408/60000 [===>..........................] - ETA: 2:23 - loss: 0.0297 - acc: 0.9900
 9472/60000 [===>..........................] - ETA: 2:23 - loss: 0.0301 - acc: 0.9900
 9536/60000 [===>..........................] - ETA: 2:23 - loss: 0.0299 - acc: 0.9900
 9600/60000 [===>..........................] - ETA: 2:23 - loss: 0.0299 - acc: 0.9901
 9664/60000 [===>..........................] - ETA: 2:23 - loss: 0.0297 - acc: 0.9902
 9728/60000 [===>..........................] - ETA: 2:22 - loss: 0.0296 - acc: 0.9902
 9792/60000 [===>..........................] - ETA: 2:22 - loss: 0.0302 - acc: 0.9900
 9856/60000 [===>..........................] - ETA: 2:22 - loss: 0.0301 - acc: 0.9901
 9920/60000 [===>..........................] - ETA: 2:22 - loss: 0.0310 - acc: 0.9899
 9984/60000 [===>..........................] - ETA: 2:22 - loss: 0.0311 - acc: 0.9899
10048/60000 [====>.........................] - ETA: 2:21 - loss: 0.0312 - acc: 0.9898
10112/60000 [====>.........................] - ETA: 2:21 - loss: 0.0312 - acc: 0.9898
10176/60000 [====>.........................] - ETA: 2:21 - loss: 0.0317 - acc: 0.9896
10240/60000 [====>.........................] - ETA: 2:21 - loss: 0.0316 - acc: 0.9896
10304/60000 [====>.........................] - ETA: 2:21 - loss: 0.0316 - acc: 0.9895
10368/60000 [====>.........................] - ETA: 2:20 - loss: 0.0315 - acc: 0.9895
10432/60000 [====>.........................] - ETA: 2:20 - loss: 0.0313 - acc: 0.9896
10496/60000 [====>.........................] - ETA: 2:20 - loss: 0.0312 - acc: 0.9896
10560/60000 [====>.........................] - ETA: 2:20 - loss: 0.0310 - acc: 0.9897
10624/60000 [====>.........................] - ETA: 2:20 - loss: 0.0309 - acc: 0.9897
10688/60000 [====>.........................] - ETA: 2:20 - loss: 0.0309 - acc: 0.9898
10752/60000 [====>.........................] - ETA: 2:20 - loss: 0.0311 - acc: 0.9898
10816/60000 [====>.........................] - ETA: 2:20 - loss: 0.0318 - acc: 0.9896
10880/60000 [====>.........................] - ETA: 2:19 - loss: 0.0316 - acc: 0.9897
10944/60000 [====>.........................] - ETA: 2:19 - loss: 0.0316 - acc: 0.9897
11008/60000 [====>.........................] - ETA: 2:19 - loss: 0.0315 - acc: 0.9897
11072/60000 [====>.........................] - ETA: 2:19 - loss: 0.0314 - acc: 0.9898
11136/60000 [====>.........................] - ETA: 2:19 - loss: 0.0312 - acc: 0.9899
11200/60000 [====>.........................] - ETA: 2:19 - loss: 0.0310 - acc: 0.9899
11264/60000 [====>.........................] - ETA: 2:18 - loss: 0.0309 - acc: 0.9900
11328/60000 [====>.........................] - ETA: 2:18 - loss: 0.0308 - acc: 0.9900
11392/60000 [====>.........................] - ETA: 2:18 - loss: 0.0311 - acc: 0.9900
11456/60000 [====>.........................] - ETA: 2:18 - loss: 0.0313 - acc: 0.9900
11520/60000 [====>.........................] - ETA: 2:18 - loss: 0.0313 - acc: 0.9899
11584/60000 [====>.........................] - ETA: 2:17 - loss: 0.0315 - acc: 0.9899
11648/60000 [====>.........................] - ETA: 2:17 - loss: 0.0314 - acc: 0.9900
11712/60000 [====>.........................] - ETA: 2:17 - loss: 0.0318 - acc: 0.9898
11776/60000 [====>.........................] - ETA: 2:17 - loss: 0.0317 - acc: 0.9899
11840/60000 [====>.........................] - ETA: 2:17 - loss: 0.0316 - acc: 0.9899
11904/60000 [====>.........................] - ETA: 2:16 - loss: 0.0318 - acc: 0.9899
11968/60000 [====>.........................] - ETA: 2:16 - loss: 0.0317 - acc: 0.9900
12032/60000 [=====>........................] - ETA: 2:16 - loss: 0.0316 - acc: 0.9900
12096/60000 [=====>........................] - ETA: 2:16 - loss: 0.0315 - acc: 0.9901
12160/60000 [=====>........................] - ETA: 2:16 - loss: 0.0315 - acc: 0.9900
12224/60000 [=====>........................] - ETA: 2:15 - loss: 0.0318 - acc: 0.9900
12288/60000 [=====>........................] - ETA: 2:15 - loss: 0.0316 - acc: 0.9901
12352/60000 [=====>........................] - ETA: 2:15 - loss: 0.0315 - acc: 0.9901
12416/60000 [=====>........................] - ETA: 2:15 - loss: 0.0314 - acc: 0.9902
12480/60000 [=====>........................] - ETA: 2:15 - loss: 0.0314 - acc: 0.9901
12544/60000 [=====>........................] - ETA: 2:14 - loss: 0.0312 - acc: 0.9902
12608/60000 [=====>........................] - ETA: 2:14 - loss: 0.0314 - acc: 0.9902
12672/60000 [=====>........................] - ETA: 2:14 - loss: 0.0313 - acc: 0.9902
12736/60000 [=====>........................] - ETA: 2:14 - loss: 0.0312 - acc: 0.9903
12800/60000 [=====>........................] - ETA: 2:14 - loss: 0.0316 - acc: 0.9902
12864/60000 [=====>........................] - ETA: 2:14 - loss: 0.0316 - acc: 0.9902
12928/60000 [=====>........................] - ETA: 2:14 - loss: 0.0314 - acc: 0.9903
12992/60000 [=====>........................] - ETA: 2:13 - loss: 0.0313 - acc: 0.9903
13056/60000 [=====>........................] - ETA: 2:13 - loss: 0.0319 - acc: 0.9902
13120/60000 [=====>........................] - ETA: 2:13 - loss: 0.0317 - acc: 0.9902
13184/60000 [=====>........................] - ETA: 2:13 - loss: 0.0316 - acc: 0.9903
13248/60000 [=====>........................] - ETA: 2:13 - loss: 0.0318 - acc: 0.9903
13312/60000 [=====>........................] - ETA: 2:12 - loss: 0.0318 - acc: 0.9902
13376/60000 [=====>........................] - ETA: 2:12 - loss: 0.0319 - acc: 0.9902
13440/60000 [=====>........................] - ETA: 2:12 - loss: 0.0318 - acc: 0.9903
13504/60000 [=====>........................] - ETA: 2:12 - loss: 0.0317 - acc: 0.9903
13568/60000 [=====>........................] - ETA: 2:12 - loss: 0.0317 - acc: 0.9903
13632/60000 [=====>........................] - ETA: 2:12 - loss: 0.0319 - acc: 0.9902
13696/60000 [=====>........................] - ETA: 2:12 - loss: 0.0318 - acc: 0.9902
13760/60000 [=====>........................] - ETA: 2:11 - loss: 0.0319 - acc: 0.9902
13824/60000 [=====>........................] - ETA: 2:11 - loss: 0.0318 - acc: 0.9902
13888/60000 [=====>........................] - ETA: 2:11 - loss: 0.0317 - acc: 0.9903
13952/60000 [=====>........................] - ETA: 2:11 - loss: 0.0316 - acc: 0.9903
14016/60000 [======>.......................] - ETA: 2:11 - loss: 0.0326 - acc: 0.9903
14080/60000 [======>.......................] - ETA: 2:10 - loss: 0.0325 - acc: 0.9903
14144/60000 [======>.......................] - ETA: 2:10 - loss: 0.0324 - acc: 0.9903
14208/60000 [======>.......................] - ETA: 2:10 - loss: 0.0323 - acc: 0.9904
14272/60000 [======>.......................] - ETA: 2:10 - loss: 0.0325 - acc: 0.9903
14336/60000 [======>.......................] - ETA: 2:10 - loss: 0.0331 - acc: 0.9902
14400/60000 [======>.......................] - ETA: 2:09 - loss: 0.0333 - acc: 0.9901
14464/60000 [======>.......................] - ETA: 2:09 - loss: 0.0333 - acc: 0.9901
14528/60000 [======>.......................] - ETA: 2:09 - loss: 0.0336 - acc: 0.9900
14592/60000 [======>.......................] - ETA: 2:09 - loss: 0.0335 - acc: 0.9900
14656/60000 [======>.......................] - ETA: 2:09 - loss: 0.0334 - acc: 0.9900
14720/60000 [======>.......................] - ETA: 2:08 - loss: 0.0332 - acc: 0.9901
14784/60000 [======>.......................] - ETA: 2:08 - loss: 0.0332 - acc: 0.9901
14848/60000 [======>.......................] - ETA: 2:08 - loss: 0.0331 - acc: 0.9902
14912/60000 [======>.......................] - ETA: 2:08 - loss: 0.0331 - acc: 0.9901
14976/60000 [======>.......................] - ETA: 2:08 - loss: 0.0330 - acc: 0.9902
15040/60000 [======>.......................] - ETA: 2:08 - loss: 0.0331 - acc: 0.9901
15104/60000 [======>.......................] - ETA: 2:07 - loss: 0.0330 - acc: 0.9901
15168/60000 [======>.......................] - ETA: 2:07 - loss: 0.0329 - acc: 0.9901
15232/60000 [======>.......................] - ETA: 2:07 - loss: 0.0328 - acc: 0.9902
15296/60000 [======>.......................] - ETA: 2:07 - loss: 0.0328 - acc: 0.9901
15360/60000 [======>.......................] - ETA: 2:07 - loss: 0.0329 - acc: 0.9901
15424/60000 [======>.......................] - ETA: 2:07 - loss: 0.0327 - acc: 0.9901
15488/60000 [======>.......................] - ETA: 2:06 - loss: 0.0327 - acc: 0.9902
15552/60000 [======>.......................] - ETA: 2:06 - loss: 0.0326 - acc: 0.9902
15616/60000 [======>.......................] - ETA: 2:06 - loss: 0.0325 - acc: 0.9902
15680/60000 [======>.......................] - ETA: 2:06 - loss: 0.0324 - acc: 0.9902
15744/60000 [======>.......................] - ETA: 2:06 - loss: 0.0324 - acc: 0.9903
15808/60000 [======>.......................] - ETA: 2:05 - loss: 0.0325 - acc: 0.9903
15872/60000 [======>.......................] - ETA: 2:05 - loss: 0.0325 - acc: 0.9902
15936/60000 [======>.......................] - ETA: 2:05 - loss: 0.0324 - acc: 0.9903
16000/60000 [=======>......................] - ETA: 2:05 - loss: 0.0323 - acc: 0.9903
16064/60000 [=======>......................] - ETA: 2:05 - loss: 0.0324 - acc: 0.9903
16128/60000 [=======>......................] - ETA: 2:05 - loss: 0.0323 - acc: 0.9903
16192/60000 [=======>......................] - ETA: 2:04 - loss: 0.0322 - acc: 0.9904
16256/60000 [=======>......................] - ETA: 2:04 - loss: 0.0325 - acc: 0.9902
16320/60000 [=======>......................] - ETA: 2:04 - loss: 0.0326 - acc: 0.9901
16384/60000 [=======>......................] - ETA: 2:04 - loss: 0.0325 - acc: 0.9902
16448/60000 [=======>......................] - ETA: 2:04 - loss: 0.0324 - acc: 0.9902
16512/60000 [=======>......................] - ETA: 2:04 - loss: 0.0325 - acc: 0.9902
16576/60000 [=======>......................] - ETA: 2:03 - loss: 0.0325 - acc: 0.9902
16640/60000 [=======>......................] - ETA: 2:03 - loss: 0.0324 - acc: 0.9902
16704/60000 [=======>......................] - ETA: 2:03 - loss: 0.0323 - acc: 0.9902
16768/60000 [=======>......................] - ETA: 2:03 - loss: 0.0322 - acc: 0.9903
16832/60000 [=======>......................] - ETA: 2:03 - loss: 0.0322 - acc: 0.9903
16896/60000 [=======>......................] - ETA: 2:03 - loss: 0.0323 - acc: 0.9902
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60000/60000 [==============================] - 175s 3ms/step - loss: 0.0325 - acc: 0.9898
Epoch 4/10

   64/60000 [..............................] - ETA: 2:45 - loss: 0.0021 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:44 - loss: 0.0016 - acc: 1.0000
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  256/60000 [..............................] - ETA: 2:40 - loss: 0.0141 - acc: 0.9922
  320/60000 [..............................] - ETA: 2:42 - loss: 0.0249 - acc: 0.9875
  384/60000 [..............................] - ETA: 2:41 - loss: 0.0224 - acc: 0.9896
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 3776/60000 [>.............................] - ETA: 2:35 - loss: 0.0235 - acc: 0.9934
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 3904/60000 [>.............................] - ETA: 2:35 - loss: 0.0237 - acc: 0.9933
 3968/60000 [>.............................] - ETA: 2:35 - loss: 0.0233 - acc: 0.9934
 4032/60000 [=>............................] - ETA: 2:34 - loss: 0.0230 - acc: 0.9936
 4096/60000 [=>............................] - ETA: 2:34 - loss: 0.0228 - acc: 0.9937
 4160/60000 [=>............................] - ETA: 2:34 - loss: 0.0232 - acc: 0.9935
 4224/60000 [=>............................] - ETA: 2:34 - loss: 0.0229 - acc: 0.9936
 4288/60000 [=>............................] - ETA: 2:34 - loss: 0.0226 - acc: 0.9937
 4352/60000 [=>............................] - ETA: 2:33 - loss: 0.0223 - acc: 0.9938
 4416/60000 [=>............................] - ETA: 2:33 - loss: 0.0221 - acc: 0.9939
 4480/60000 [=>............................] - ETA: 2:33 - loss: 0.0228 - acc: 0.9935
 4544/60000 [=>............................] - ETA: 2:33 - loss: 0.0232 - acc: 0.9934
 4608/60000 [=>............................] - ETA: 2:33 - loss: 0.0231 - acc: 0.9935
 4672/60000 [=>............................] - ETA: 2:33 - loss: 0.0233 - acc: 0.9934
 4736/60000 [=>............................] - ETA: 2:32 - loss: 0.0232 - acc: 0.9935
 4800/60000 [=>............................] - ETA: 2:32 - loss: 0.0230 - acc: 0.9935
 4864/60000 [=>............................] - ETA: 2:32 - loss: 0.0227 - acc: 0.9936
 4928/60000 [=>............................] - ETA: 2:32 - loss: 0.0227 - acc: 0.9935
 4992/60000 [=>............................] - ETA: 2:32 - loss: 0.0226 - acc: 0.9936
 5056/60000 [=>............................] - ETA: 2:32 - loss: 0.0227 - acc: 0.9933
 5120/60000 [=>............................] - ETA: 2:31 - loss: 0.0225 - acc: 0.9934
 5184/60000 [=>............................] - ETA: 2:31 - loss: 0.0223 - acc: 0.9934
 5248/60000 [=>............................] - ETA: 2:31 - loss: 0.0228 - acc: 0.9933
 5312/60000 [=>............................] - ETA: 2:31 - loss: 0.0225 - acc: 0.9934
 5376/60000 [=>............................] - ETA: 2:31 - loss: 0.0231 - acc: 0.9933
 5440/60000 [=>............................] - ETA: 2:31 - loss: 0.0229 - acc: 0.9934
 5504/60000 [=>............................] - ETA: 2:30 - loss: 0.0228 - acc: 0.9933
 5568/60000 [=>............................] - ETA: 2:30 - loss: 0.0231 - acc: 0.9930
 5632/60000 [=>............................] - ETA: 2:30 - loss: 0.0229 - acc: 0.9931
 5696/60000 [=>............................] - ETA: 2:30 - loss: 0.0227 - acc: 0.9932
 5760/60000 [=>............................] - ETA: 2:30 - loss: 0.0226 - acc: 0.9932
 5824/60000 [=>............................] - ETA: 2:30 - loss: 0.0225 - acc: 0.9933
 5888/60000 [=>............................] - ETA: 2:30 - loss: 0.0223 - acc: 0.9934
 5952/60000 [=>............................] - ETA: 2:29 - loss: 0.0222 - acc: 0.9934
 6016/60000 [==>...........................] - ETA: 2:29 - loss: 0.0228 - acc: 0.9932
 6080/60000 [==>...........................] - ETA: 2:29 - loss: 0.0227 - acc: 0.9933
 6144/60000 [==>...........................] - ETA: 2:29 - loss: 0.0225 - acc: 0.9933
 6208/60000 [==>...........................] - ETA: 2:29 - loss: 0.0223 - acc: 0.9934
 6272/60000 [==>...........................] - ETA: 2:29 - loss: 0.0221 - acc: 0.9935
 6336/60000 [==>...........................] - ETA: 2:28 - loss: 0.0222 - acc: 0.9934
 6400/60000 [==>...........................] - ETA: 2:28 - loss: 0.0220 - acc: 0.9934
 6464/60000 [==>...........................] - ETA: 2:28 - loss: 0.0218 - acc: 0.9935
 6528/60000 [==>...........................] - ETA: 2:28 - loss: 0.0215 - acc: 0.9936
 6592/60000 [==>...........................] - ETA: 2:28 - loss: 0.0218 - acc: 0.9933
 6656/60000 [==>...........................] - ETA: 2:27 - loss: 0.0217 - acc: 0.9934
 6720/60000 [==>...........................] - ETA: 2:27 - loss: 0.0216 - acc: 0.9935
 6784/60000 [==>...........................] - ETA: 2:27 - loss: 0.0214 - acc: 0.9935
 6848/60000 [==>...........................] - ETA: 2:27 - loss: 0.0215 - acc: 0.9934
 6912/60000 [==>...........................] - ETA: 2:27 - loss: 0.0213 - acc: 0.9935
 6976/60000 [==>...........................] - ETA: 2:26 - loss: 0.0211 - acc: 0.9935
 7040/60000 [==>...........................] - ETA: 2:26 - loss: 0.0210 - acc: 0.9936
 7104/60000 [==>...........................] - ETA: 2:26 - loss: 0.0209 - acc: 0.9937
 7168/60000 [==>...........................] - ETA: 2:26 - loss: 0.0208 - acc: 0.9937
 7232/60000 [==>...........................] - ETA: 2:26 - loss: 0.0206 - acc: 0.9938
 7296/60000 [==>...........................] - ETA: 2:26 - loss: 0.0205 - acc: 0.9938
 7360/60000 [==>...........................] - ETA: 2:26 - loss: 0.0205 - acc: 0.9938
 7424/60000 [==>...........................] - ETA: 2:26 - loss: 0.0203 - acc: 0.9938
 7488/60000 [==>...........................] - ETA: 2:25 - loss: 0.0202 - acc: 0.9939
 7552/60000 [==>...........................] - ETA: 2:25 - loss: 0.0203 - acc: 0.9936
 7616/60000 [==>...........................] - ETA: 2:25 - loss: 0.0202 - acc: 0.9937
 7680/60000 [==>...........................] - ETA: 2:25 - loss: 0.0202 - acc: 0.9936
 7744/60000 [==>...........................] - ETA: 2:25 - loss: 0.0212 - acc: 0.9934
 7808/60000 [==>...........................] - ETA: 2:25 - loss: 0.0210 - acc: 0.9935
 7872/60000 [==>...........................] - ETA: 2:25 - loss: 0.0209 - acc: 0.9935
 7936/60000 [==>...........................] - ETA: 2:24 - loss: 0.0211 - acc: 0.9934
 8000/60000 [===>..........................] - ETA: 2:24 - loss: 0.0215 - acc: 0.9932
 8064/60000 [===>..........................] - ETA: 2:24 - loss: 0.0217 - acc: 0.9932
 8128/60000 [===>..........................] - ETA: 2:24 - loss: 0.0217 - acc: 0.9931
 8192/60000 [===>..........................] - ETA: 2:24 - loss: 0.0216 - acc: 0.9932
 8256/60000 [===>..........................] - ETA: 2:24 - loss: 0.0219 - acc: 0.9930
 8320/60000 [===>..........................] - ETA: 2:24 - loss: 0.0218 - acc: 0.9930
 8384/60000 [===>..........................] - ETA: 2:23 - loss: 0.0217 - acc: 0.9930
 8448/60000 [===>..........................] - ETA: 2:23 - loss: 0.0218 - acc: 0.9929
 8512/60000 [===>..........................] - ETA: 2:23 - loss: 0.0217 - acc: 0.9930
 8576/60000 [===>..........................] - ETA: 2:23 - loss: 0.0216 - acc: 0.9930
 8640/60000 [===>..........................] - ETA: 2:23 - loss: 0.0217 - acc: 0.9929
 8704/60000 [===>..........................] - ETA: 2:23 - loss: 0.0217 - acc: 0.9930
 8768/60000 [===>..........................] - ETA: 2:22 - loss: 0.0216 - acc: 0.9930
 8832/60000 [===>..........................] - ETA: 2:22 - loss: 0.0215 - acc: 0.9931
 8896/60000 [===>..........................] - ETA: 2:22 - loss: 0.0214 - acc: 0.9931
 8960/60000 [===>..........................] - ETA: 2:22 - loss: 0.0217 - acc: 0.9931
 9024/60000 [===>..........................] - ETA: 2:22 - loss: 0.0215 - acc: 0.9931
 9088/60000 [===>..........................] - ETA: 2:21 - loss: 0.0217 - acc: 0.9931
 9152/60000 [===>..........................] - ETA: 2:21 - loss: 0.0217 - acc: 0.9930
 9216/60000 [===>..........................] - ETA: 2:21 - loss: 0.0216 - acc: 0.9931
 9280/60000 [===>..........................] - ETA: 2:21 - loss: 0.0216 - acc: 0.9930
 9344/60000 [===>..........................] - ETA: 2:20 - loss: 0.0219 - acc: 0.9929
 9408/60000 [===>..........................] - ETA: 2:20 - loss: 0.0218 - acc: 0.9930
 9472/60000 [===>..........................] - ETA: 2:20 - loss: 0.0217 - acc: 0.9930
 9536/60000 [===>..........................] - ETA: 2:20 - loss: 0.0218 - acc: 0.9929
 9600/60000 [===>..........................] - ETA: 2:20 - loss: 0.0224 - acc: 0.9927
 9664/60000 [===>..........................] - ETA: 2:20 - loss: 0.0224 - acc: 0.9927
 9728/60000 [===>..........................] - ETA: 2:19 - loss: 0.0223 - acc: 0.9927
 9792/60000 [===>..........................] - ETA: 2:19 - loss: 0.0222 - acc: 0.9927
 9856/60000 [===>..........................] - ETA: 2:19 - loss: 0.0223 - acc: 0.9927
 9920/60000 [===>..........................] - ETA: 2:19 - loss: 0.0222 - acc: 0.9927
 9984/60000 [===>..........................] - ETA: 2:19 - loss: 0.0224 - acc: 0.9927
10048/60000 [====>.........................] - ETA: 2:18 - loss: 0.0225 - acc: 0.9926
10112/60000 [====>.........................] - ETA: 2:18 - loss: 0.0225 - acc: 0.9927
10176/60000 [====>.........................] - ETA: 2:18 - loss: 0.0224 - acc: 0.9927
10240/60000 [====>.........................] - ETA: 2:18 - loss: 0.0225 - acc: 0.9927
10304/60000 [====>.........................] - ETA: 2:18 - loss: 0.0224 - acc: 0.9927
10368/60000 [====>.........................] - ETA: 2:18 - loss: 0.0223 - acc: 0.9928
10432/60000 [====>.........................] - ETA: 2:17 - loss: 0.0221 - acc: 0.9928
10496/60000 [====>.........................] - ETA: 2:17 - loss: 0.0221 - acc: 0.9929
10560/60000 [====>.........................] - ETA: 2:17 - loss: 0.0220 - acc: 0.9929
10624/60000 [====>.........................] - ETA: 2:17 - loss: 0.0220 - acc: 0.9928
10688/60000 [====>.........................] - ETA: 2:17 - loss: 0.0219 - acc: 0.9929
10752/60000 [====>.........................] - ETA: 2:16 - loss: 0.0219 - acc: 0.9928
10816/60000 [====>.........................] - ETA: 2:16 - loss: 0.0218 - acc: 0.9929
10880/60000 [====>.........................] - ETA: 2:16 - loss: 0.0217 - acc: 0.9929
10944/60000 [====>.........................] - ETA: 2:16 - loss: 0.0216 - acc: 0.9930
11008/60000 [====>.........................] - ETA: 2:16 - loss: 0.0215 - acc: 0.9930
11072/60000 [====>.........................] - ETA: 2:16 - loss: 0.0214 - acc: 0.9930
11136/60000 [====>.........................] - ETA: 2:16 - loss: 0.0214 - acc: 0.9930
11200/60000 [====>.........................] - ETA: 2:15 - loss: 0.0213 - acc: 0.9930
11264/60000 [====>.........................] - ETA: 2:15 - loss: 0.0213 - acc: 0.9930
11328/60000 [====>.........................] - ETA: 2:15 - loss: 0.0214 - acc: 0.9929
11392/60000 [====>.........................] - ETA: 2:15 - loss: 0.0217 - acc: 0.9929
11456/60000 [====>.........................] - ETA: 2:15 - loss: 0.0216 - acc: 0.9929
11520/60000 [====>.........................] - ETA: 2:15 - loss: 0.0219 - acc: 0.9928
11584/60000 [====>.........................] - ETA: 2:15 - loss: 0.0218 - acc: 0.9928
11648/60000 [====>.........................] - ETA: 2:15 - loss: 0.0217 - acc: 0.9929
11712/60000 [====>.........................] - ETA: 2:15 - loss: 0.0216 - acc: 0.9929
11776/60000 [====>.........................] - ETA: 2:15 - loss: 0.0215 - acc: 0.9930
11840/60000 [====>.........................] - ETA: 2:15 - loss: 0.0214 - acc: 0.9930
11904/60000 [====>.........................] - ETA: 2:15 - loss: 0.0213 - acc: 0.9930
11968/60000 [====>.........................] - ETA: 2:15 - loss: 0.0213 - acc: 0.9931
12032/60000 [=====>........................] - ETA: 2:14 - loss: 0.0213 - acc: 0.9930
12096/60000 [=====>........................] - ETA: 2:14 - loss: 0.0213 - acc: 0.9930
12160/60000 [=====>........................] - ETA: 2:14 - loss: 0.0212 - acc: 0.9930
12224/60000 [=====>........................] - ETA: 2:14 - loss: 0.0211 - acc: 0.9930
12288/60000 [=====>........................] - ETA: 2:14 - loss: 0.0211 - acc: 0.9931
12352/60000 [=====>........................] - ETA: 2:14 - loss: 0.0210 - acc: 0.9931
12416/60000 [=====>........................] - ETA: 2:14 - loss: 0.0213 - acc: 0.9931
12480/60000 [=====>........................] - ETA: 2:14 - loss: 0.0220 - acc: 0.9929
12544/60000 [=====>........................] - ETA: 2:14 - loss: 0.0219 - acc: 0.9929
12608/60000 [=====>........................] - ETA: 2:14 - loss: 0.0218 - acc: 0.9929
12672/60000 [=====>........................] - ETA: 2:13 - loss: 0.0219 - acc: 0.9929
12736/60000 [=====>........................] - ETA: 2:13 - loss: 0.0218 - acc: 0.9929
12800/60000 [=====>........................] - ETA: 2:13 - loss: 0.0218 - acc: 0.9930
12864/60000 [=====>........................] - ETA: 2:13 - loss: 0.0217 - acc: 0.9930
12928/60000 [=====>........................] - ETA: 2:13 - loss: 0.0217 - acc: 0.9930
12992/60000 [=====>........................] - ETA: 2:13 - loss: 0.0218 - acc: 0.9928
13056/60000 [=====>........................] - ETA: 2:13 - loss: 0.0219 - acc: 0.9928
13120/60000 [=====>........................] - ETA: 2:13 - loss: 0.0218 - acc: 0.9928
13184/60000 [=====>........................] - ETA: 2:13 - loss: 0.0218 - acc: 0.9929
13248/60000 [=====>........................] - ETA: 2:13 - loss: 0.0217 - acc: 0.9929
13312/60000 [=====>........................] - ETA: 2:13 - loss: 0.0220 - acc: 0.9929
13376/60000 [=====>........................] - ETA: 2:13 - loss: 0.0223 - acc: 0.9928
13440/60000 [=====>........................] - ETA: 2:13 - loss: 0.0222 - acc: 0.9929
13504/60000 [=====>........................] - ETA: 2:13 - loss: 0.0221 - acc: 0.9929
13568/60000 [=====>........................] - ETA: 2:12 - loss: 0.0220 - acc: 0.9929
13632/60000 [=====>........................] - ETA: 2:12 - loss: 0.0222 - acc: 0.9929
13696/60000 [=====>........................] - ETA: 2:12 - loss: 0.0223 - acc: 0.9928
13760/60000 [=====>........................] - ETA: 2:12 - loss: 0.0223 - acc: 0.9929
13824/60000 [=====>........................] - ETA: 2:12 - loss: 0.0223 - acc: 0.9928
13888/60000 [=====>........................] - ETA: 2:12 - loss: 0.0222 - acc: 0.9929
13952/60000 [=====>........................] - ETA: 2:12 - loss: 0.0224 - acc: 0.9928
14016/60000 [======>.......................] - ETA: 2:12 - loss: 0.0223 - acc: 0.9929
14080/60000 [======>.......................] - ETA: 2:12 - loss: 0.0222 - acc: 0.9929
14144/60000 [======>.......................] - ETA: 2:11 - loss: 0.0225 - acc: 0.9927
14208/60000 [======>.......................] - ETA: 2:11 - loss: 0.0227 - acc: 0.9927
14272/60000 [======>.......................] - ETA: 2:11 - loss: 0.0226 - acc: 0.9927
14336/60000 [======>.......................] - ETA: 2:11 - loss: 0.0226 - acc: 0.9927
14400/60000 [======>.......................] - ETA: 2:11 - loss: 0.0226 - acc: 0.9926
14464/60000 [======>.......................] - ETA: 2:11 - loss: 0.0225 - acc: 0.9927
14528/60000 [======>.......................] - ETA: 2:11 - loss: 0.0226 - acc: 0.9926
14592/60000 [======>.......................] - ETA: 2:10 - loss: 0.0225 - acc: 0.9927
14656/60000 [======>.......................] - ETA: 2:10 - loss: 0.0224 - acc: 0.9927
14720/60000 [======>.......................] - ETA: 2:10 - loss: 0.0223 - acc: 0.9927
14784/60000 [======>.......................] - ETA: 2:10 - loss: 0.0222 - acc: 0.9928
14848/60000 [======>.......................] - ETA: 2:10 - loss: 0.0227 - acc: 0.9927
14912/60000 [======>.......................] - ETA: 2:10 - loss: 0.0227 - acc: 0.9927
14976/60000 [======>.......................] - ETA: 2:09 - loss: 0.0226 - acc: 0.9927
15040/60000 [======>.......................] - ETA: 2:09 - loss: 0.0225 - acc: 0.9928
15104/60000 [======>.......................] - ETA: 2:09 - loss: 0.0224 - acc: 0.9928
15168/60000 [======>.......................] - ETA: 2:09 - loss: 0.0226 - acc: 0.9926
15232/60000 [======>.......................] - ETA: 2:09 - loss: 0.0228 - acc: 0.9925
15296/60000 [======>.......................] - ETA: 2:09 - loss: 0.0227 - acc: 0.9925
15360/60000 [======>.......................] - ETA: 2:09 - loss: 0.0228 - acc: 0.9924
15424/60000 [======>.......................] - ETA: 2:09 - loss: 0.0228 - acc: 0.9924
15488/60000 [======>.......................] - ETA: 2:08 - loss: 0.0227 - acc: 0.9924
15552/60000 [======>.......................] - ETA: 2:08 - loss: 0.0226 - acc: 0.9925
15616/60000 [======>.......................] - ETA: 2:08 - loss: 0.0227 - acc: 0.9924
15680/60000 [======>.......................] - ETA: 2:08 - loss: 0.0226 - acc: 0.9925
15744/60000 [======>.......................] - ETA: 2:08 - loss: 0.0226 - acc: 0.9925
15808/60000 [======>.......................] - ETA: 2:08 - loss: 0.0225 - acc: 0.9925
15872/60000 [======>.......................] - ETA: 2:08 - loss: 0.0230 - acc: 0.9925
15936/60000 [======>.......................] - ETA: 2:07 - loss: 0.0230 - acc: 0.9925
16000/60000 [=======>......................] - ETA: 2:07 - loss: 0.0231 - acc: 0.9924
16064/60000 [=======>......................] - ETA: 2:07 - loss: 0.0234 - acc: 0.9924
16128/60000 [=======>......................] - ETA: 2:07 - loss: 0.0233 - acc: 0.9924
16192/60000 [=======>......................] - ETA: 2:07 - loss: 0.0232 - acc: 0.9925
16256/60000 [=======>......................] - ETA: 2:07 - loss: 0.0233 - acc: 0.9924
16320/60000 [=======>......................] - ETA: 2:07 - loss: 0.0234 - acc: 0.9923
16384/60000 [=======>......................] - ETA: 2:07 - loss: 0.0234 - acc: 0.9922
16448/60000 [=======>......................] - ETA: 2:06 - loss: 0.0234 - acc: 0.9923
16512/60000 [=======>......................] - ETA: 2:06 - loss: 0.0233 - acc: 0.9923
16576/60000 [=======>......................] - ETA: 2:06 - loss: 0.0233 - acc: 0.9923
16640/60000 [=======>......................] - ETA: 2:06 - loss: 0.0233 - acc: 0.9923
16704/60000 [=======>......................] - ETA: 2:06 - loss: 0.0232 - acc: 0.9923
16768/60000 [=======>......................] - ETA: 2:06 - loss: 0.0231 - acc: 0.9924
16832/60000 [=======>......................] - ETA: 2:05 - loss: 0.0231 - acc: 0.9924
16896/60000 [=======>......................] - ETA: 2:05 - loss: 0.0232 - acc: 0.9923
16960/60000 [=======>......................] - ETA: 2:05 - loss: 0.0232 - acc: 0.9923
17024/60000 [=======>......................] - ETA: 2:05 - loss: 0.0234 - acc: 0.9922
17088/60000 [=======>......................] - ETA: 2:05 - loss: 0.0233 - acc: 0.9922
17152/60000 [=======>......................] - ETA: 2:05 - loss: 0.0235 - acc: 0.9922
17216/60000 [=======>......................] - ETA: 2:04 - loss: 0.0235 - acc: 0.9922
17280/60000 [=======>......................] - ETA: 2:04 - loss: 0.0234 - acc: 0.9922
17344/60000 [=======>......................] - ETA: 2:04 - loss: 0.0233 - acc: 0.9922
17408/60000 [=======>......................] - ETA: 2:04 - loss: 0.0237 - acc: 0.9921
17472/60000 [=======>......................] - ETA: 2:04 - loss: 0.0236 - acc: 0.9922
17536/60000 [=======>......................] - ETA: 2:03 - loss: 0.0236 - acc: 0.9922
17600/60000 [=======>......................] - ETA: 2:03 - loss: 0.0235 - acc: 0.9922
17664/60000 [=======>......................] - ETA: 2:03 - loss: 0.0235 - acc: 0.9922
17728/60000 [=======>......................] - ETA: 2:03 - loss: 0.0234 - acc: 0.9923
17792/60000 [=======>......................] - ETA: 2:02 - loss: 0.0234 - acc: 0.9922
17856/60000 [=======>......................] - ETA: 2:02 - loss: 0.0234 - acc: 0.9923
17920/60000 [=======>......................] - ETA: 2:02 - loss: 0.0233 - acc: 0.9923
17984/60000 [=======>......................] - ETA: 2:02 - loss: 0.0233 - acc: 0.9922
18048/60000 [========>.....................] - ETA: 2:02 - loss: 0.0233 - acc: 0.9922
18112/60000 [========>.....................] - ETA: 2:02 - loss: 0.0232 - acc: 0.9923
18176/60000 [========>.....................] - ETA: 2:01 - loss: 0.0232 - acc: 0.9922
18240/60000 [========>.....................] - ETA: 2:01 - loss: 0.0233 - acc: 0.9922
18304/60000 [========>.....................] - ETA: 2:01 - loss: 0.0232 - acc: 0.9922
18368/60000 [========>.....................] - ETA: 2:01 - loss: 0.0234 - acc: 0.9922
18432/60000 [========>.....................] - ETA: 2:01 - loss: 0.0237 - acc: 0.9921
18496/60000 [========>.....................] - ETA: 2:01 - loss: 0.0237 - acc: 0.9921
18560/60000 [========>.....................] - ETA: 2:01 - loss: 0.0236 - acc: 0.9921
18624/60000 [========>.....................] - ETA: 2:01 - loss: 0.0240 - acc: 0.9921
18688/60000 [========>.....................] - ETA: 2:01 - loss: 0.0239 - acc: 0.9921
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59072/60000 [============================>.] - ETA: 2s - loss: 0.0242 - acc: 0.9919
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59200/60000 [============================>.] - ETA: 2s - loss: 0.0242 - acc: 0.9919
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59712/60000 [============================>.] - ETA: 0s - loss: 0.0242 - acc: 0.9919
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60000/60000 [==============================] - 174s 3ms/step - loss: 0.0241 - acc: 0.9919
Epoch 5/10

   64/60000 [..............................] - ETA: 2:44 - loss: 0.0071 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:44 - loss: 0.0037 - acc: 1.0000
  192/60000 [..............................] - ETA: 2:44 - loss: 0.0091 - acc: 0.9948
  256/60000 [..............................] - ETA: 2:42 - loss: 0.0086 - acc: 0.9961
  320/60000 [..............................] - ETA: 2:42 - loss: 0.0118 - acc: 0.9938
  384/60000 [..............................] - ETA: 2:42 - loss: 0.0199 - acc: 0.9922
  448/60000 [..............................] - ETA: 2:42 - loss: 0.0271 - acc: 0.9888
  512/60000 [..............................] - ETA: 2:40 - loss: 0.0238 - acc: 0.9902
  576/60000 [..............................] - ETA: 2:41 - loss: 0.0219 - acc: 0.9913
  640/60000 [..............................] - ETA: 2:41 - loss: 0.0198 - acc: 0.9922
  704/60000 [..............................] - ETA: 2:43 - loss: 0.0203 - acc: 0.9915
  768/60000 [..............................] - ETA: 2:43 - loss: 0.0187 - acc: 0.9922
  832/60000 [..............................] - ETA: 2:43 - loss: 0.0175 - acc: 0.9928
  896/60000 [..............................] - ETA: 2:42 - loss: 0.0167 - acc: 0.9933
  960/60000 [..............................] - ETA: 2:42 - loss: 0.0158 - acc: 0.9938
 1024/60000 [..............................] - ETA: 2:42 - loss: 0.0228 - acc: 0.9932
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 5952/60000 [=>............................] - ETA: 2:28 - loss: 0.0164 - acc: 0.9956
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 6080/60000 [==>...........................] - ETA: 2:28 - loss: 0.0161 - acc: 0.9957
 6144/60000 [==>...........................] - ETA: 2:28 - loss: 0.0175 - acc: 0.9956
 6208/60000 [==>...........................] - ETA: 2:28 - loss: 0.0174 - acc: 0.9957
 6272/60000 [==>...........................] - ETA: 2:27 - loss: 0.0178 - acc: 0.9955
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 6400/60000 [==>...........................] - ETA: 2:27 - loss: 0.0177 - acc: 0.9955
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 6528/60000 [==>...........................] - ETA: 2:26 - loss: 0.0175 - acc: 0.9956
 6592/60000 [==>...........................] - ETA: 2:26 - loss: 0.0173 - acc: 0.9956
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 6912/60000 [==>...........................] - ETA: 2:25 - loss: 0.0167 - acc: 0.9958
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 7040/60000 [==>...........................] - ETA: 2:25 - loss: 0.0165 - acc: 0.9959
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 7168/60000 [==>...........................] - ETA: 2:25 - loss: 0.0168 - acc: 0.9957
 7232/60000 [==>...........................] - ETA: 2:24 - loss: 0.0173 - acc: 0.9956
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 7488/60000 [==>...........................] - ETA: 2:24 - loss: 0.0169 - acc: 0.9956
 7552/60000 [==>...........................] - ETA: 2:23 - loss: 0.0170 - acc: 0.9955
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 7872/60000 [==>...........................] - ETA: 2:22 - loss: 0.0165 - acc: 0.9957
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 8000/60000 [===>..........................] - ETA: 2:22 - loss: 0.0171 - acc: 0.9956
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 8256/60000 [===>..........................] - ETA: 2:21 - loss: 0.0167 - acc: 0.9958
 8320/60000 [===>..........................] - ETA: 2:21 - loss: 0.0176 - acc: 0.9957
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10048/60000 [====>.........................] - ETA: 2:17 - loss: 0.0169 - acc: 0.9955
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10240/60000 [====>.........................] - ETA: 2:17 - loss: 0.0170 - acc: 0.9954
10304/60000 [====>.........................] - ETA: 2:17 - loss: 0.0169 - acc: 0.9954
10368/60000 [====>.........................] - ETA: 2:17 - loss: 0.0168 - acc: 0.9955
10432/60000 [====>.........................] - ETA: 2:16 - loss: 0.0167 - acc: 0.9955
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10560/60000 [====>.........................] - ETA: 2:16 - loss: 0.0167 - acc: 0.9955
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10688/60000 [====>.........................] - ETA: 2:16 - loss: 0.0166 - acc: 0.9956
10752/60000 [====>.........................] - ETA: 2:15 - loss: 0.0165 - acc: 0.9956
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11072/60000 [====>.........................] - ETA: 2:14 - loss: 0.0164 - acc: 0.9957
11136/60000 [====>.........................] - ETA: 2:14 - loss: 0.0163 - acc: 0.9957
11200/60000 [====>.........................] - ETA: 2:14 - loss: 0.0167 - acc: 0.9956
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11328/60000 [====>.........................] - ETA: 2:14 - loss: 0.0165 - acc: 0.9957
11392/60000 [====>.........................] - ETA: 2:13 - loss: 0.0166 - acc: 0.9956
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11712/60000 [====>.........................] - ETA: 2:13 - loss: 0.0171 - acc: 0.9955
11776/60000 [====>.........................] - ETA: 2:12 - loss: 0.0170 - acc: 0.9955
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12416/60000 [=====>........................] - ETA: 2:10 - loss: 0.0176 - acc: 0.9952
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15808/60000 [======>.......................] - ETA: 2:02 - loss: 0.0159 - acc: 0.9956
15872/60000 [======>.......................] - ETA: 2:01 - loss: 0.0159 - acc: 0.9957
15936/60000 [======>.......................] - ETA: 2:01 - loss: 0.0158 - acc: 0.9957
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16384/60000 [=======>......................] - ETA: 2:00 - loss: 0.0169 - acc: 0.9954
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16512/60000 [=======>......................] - ETA: 2:00 - loss: 0.0168 - acc: 0.9955
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16640/60000 [=======>......................] - ETA: 1:59 - loss: 0.0170 - acc: 0.9954
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16960/60000 [=======>......................] - ETA: 1:58 - loss: 0.0171 - acc: 0.9953
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17536/60000 [=======>......................] - ETA: 1:57 - loss: 0.0174 - acc: 0.9953
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17856/60000 [=======>......................] - ETA: 1:56 - loss: 0.0172 - acc: 0.9953
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59072/60000 [============================>.] - ETA: 2s - loss: 0.0179 - acc: 0.9946
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59200/60000 [============================>.] - ETA: 2s - loss: 0.0180 - acc: 0.9946
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59712/60000 [============================>.] - ETA: 0s - loss: 0.0180 - acc: 0.9946
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59968/60000 [============================>.] - ETA: 0s - loss: 0.0180 - acc: 0.9946
60000/60000 [==============================] - 171s 3ms/step - loss: 0.0180 - acc: 0.9946
Epoch 6/10

   64/60000 [..............................] - ETA: 2:41 - loss: 0.0176 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:47 - loss: 0.0211 - acc: 0.9922
  192/60000 [..............................] - ETA: 2:48 - loss: 0.0176 - acc: 0.9948
  256/60000 [..............................] - ETA: 2:47 - loss: 0.0133 - acc: 0.9961
  320/60000 [..............................] - ETA: 2:47 - loss: 0.0122 - acc: 0.9969
  384/60000 [..............................] - ETA: 2:47 - loss: 0.0128 - acc: 0.9948
  448/60000 [..............................] - ETA: 2:47 - loss: 0.0133 - acc: 0.9933
  512/60000 [..............................] - ETA: 2:51 - loss: 0.0117 - acc: 0.9941
  576/60000 [..............................] - ETA: 2:59 - loss: 0.0106 - acc: 0.9948
  640/60000 [..............................] - ETA: 3:04 - loss: 0.0098 - acc: 0.9953
  704/60000 [..............................] - ETA: 3:03 - loss: 0.0090 - acc: 0.9957
  768/60000 [..............................] - ETA: 3:03 - loss: 0.0085 - acc: 0.9961
  832/60000 [..............................] - ETA: 3:01 - loss: 0.0080 - acc: 0.9964
  896/60000 [..............................] - ETA: 3:00 - loss: 0.0075 - acc: 0.9967
  960/60000 [..............................] - ETA: 2:59 - loss: 0.0070 - acc: 0.9969
 1024/60000 [..............................] - ETA: 3:00 - loss: 0.0097 - acc: 0.9961
 1088/60000 [..............................] - ETA: 3:00 - loss: 0.0103 - acc: 0.9954
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 1216/60000 [..............................] - ETA: 2:59 - loss: 0.0108 - acc: 0.9951
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 7872/60000 [==>...........................] - ETA: 2:29 - loss: 0.0144 - acc: 0.9952
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 8000/60000 [===>..........................] - ETA: 2:29 - loss: 0.0142 - acc: 0.9952
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 8192/60000 [===>..........................] - ETA: 2:28 - loss: 0.0141 - acc: 0.9954
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 8320/60000 [===>..........................] - ETA: 2:28 - loss: 0.0141 - acc: 0.9953
 8384/60000 [===>..........................] - ETA: 2:27 - loss: 0.0140 - acc: 0.9953
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10048/60000 [====>.........................] - ETA: 2:22 - loss: 0.0165 - acc: 0.9950
10112/60000 [====>.........................] - ETA: 2:22 - loss: 0.0165 - acc: 0.9951
10176/60000 [====>.........................] - ETA: 2:21 - loss: 0.0164 - acc: 0.9951
10240/60000 [====>.........................] - ETA: 2:21 - loss: 0.0164 - acc: 0.9950
10304/60000 [====>.........................] - ETA: 2:21 - loss: 0.0165 - acc: 0.9950
10368/60000 [====>.........................] - ETA: 2:21 - loss: 0.0164 - acc: 0.9950
10432/60000 [====>.........................] - ETA: 2:21 - loss: 0.0163 - acc: 0.9950
10496/60000 [====>.........................] - ETA: 2:21 - loss: 0.0163 - acc: 0.9950
10560/60000 [====>.........................] - ETA: 2:20 - loss: 0.0162 - acc: 0.9951
10624/60000 [====>.........................] - ETA: 2:20 - loss: 0.0165 - acc: 0.9949
10688/60000 [====>.........................] - ETA: 2:20 - loss: 0.0164 - acc: 0.9949
10752/60000 [====>.........................] - ETA: 2:20 - loss: 0.0163 - acc: 0.9950
10816/60000 [====>.........................] - ETA: 2:20 - loss: 0.0162 - acc: 0.9950
10880/60000 [====>.........................] - ETA: 2:19 - loss: 0.0163 - acc: 0.9949
10944/60000 [====>.........................] - ETA: 2:19 - loss: 0.0162 - acc: 0.9950
11008/60000 [====>.........................] - ETA: 2:19 - loss: 0.0162 - acc: 0.9950
11072/60000 [====>.........................] - ETA: 2:19 - loss: 0.0161 - acc: 0.9950
11136/60000 [====>.........................] - ETA: 2:19 - loss: 0.0161 - acc: 0.9950
11200/60000 [====>.........................] - ETA: 2:18 - loss: 0.0161 - acc: 0.9950
11264/60000 [====>.........................] - ETA: 2:18 - loss: 0.0161 - acc: 0.9949
11328/60000 [====>.........................] - ETA: 2:18 - loss: 0.0160 - acc: 0.9950
11392/60000 [====>.........................] - ETA: 2:18 - loss: 0.0159 - acc: 0.9950
11456/60000 [====>.........................] - ETA: 2:18 - loss: 0.0160 - acc: 0.9950
11520/60000 [====>.........................] - ETA: 2:18 - loss: 0.0159 - acc: 0.9951
11584/60000 [====>.........................] - ETA: 2:18 - loss: 0.0158 - acc: 0.9951
11648/60000 [====>.........................] - ETA: 2:17 - loss: 0.0157 - acc: 0.9951
11712/60000 [====>.........................] - ETA: 2:17 - loss: 0.0159 - acc: 0.9950
11776/60000 [====>.........................] - ETA: 2:17 - loss: 0.0159 - acc: 0.9951
11840/60000 [====>.........................] - ETA: 2:17 - loss: 0.0159 - acc: 0.9950
11904/60000 [====>.........................] - ETA: 2:16 - loss: 0.0158 - acc: 0.9950
11968/60000 [====>.........................] - ETA: 2:16 - loss: 0.0157 - acc: 0.9951
12032/60000 [=====>........................] - ETA: 2:16 - loss: 0.0156 - acc: 0.9951
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12224/60000 [=====>........................] - ETA: 2:15 - loss: 0.0157 - acc: 0.9951
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12544/60000 [=====>........................] - ETA: 2:14 - loss: 0.0156 - acc: 0.9951
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17728/60000 [=======>......................] - ETA: 1:59 - loss: 0.0156 - acc: 0.9951
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58752/60000 [============================>.] - ETA: 3s - loss: 0.0165 - acc: 0.9950
58816/60000 [============================>.] - ETA: 3s - loss: 0.0165 - acc: 0.9950
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58944/60000 [============================>.] - ETA: 2s - loss: 0.0165 - acc: 0.9950
59008/60000 [============================>.] - ETA: 2s - loss: 0.0165 - acc: 0.9950
59072/60000 [============================>.] - ETA: 2s - loss: 0.0165 - acc: 0.9950
59136/60000 [============================>.] - ETA: 2s - loss: 0.0165 - acc: 0.9950
59200/60000 [============================>.] - ETA: 2s - loss: 0.0165 - acc: 0.9950
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59328/60000 [============================>.] - ETA: 1s - loss: 0.0165 - acc: 0.9950
59392/60000 [============================>.] - ETA: 1s - loss: 0.0164 - acc: 0.9950
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59520/60000 [============================>.] - ETA: 1s - loss: 0.0164 - acc: 0.9950
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59648/60000 [============================>.] - ETA: 0s - loss: 0.0164 - acc: 0.9950
59712/60000 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.9950
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59968/60000 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.9950
60000/60000 [==============================] - 170s 3ms/step - loss: 0.0165 - acc: 0.9950
Epoch 7/10

   64/60000 [..............................] - ETA: 2:54 - loss: 0.0020 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:49 - loss: 0.0024 - acc: 1.0000
  192/60000 [..............................] - ETA: 2:51 - loss: 0.0061 - acc: 1.0000
  256/60000 [..............................] - ETA: 2:51 - loss: 0.0047 - acc: 1.0000
  320/60000 [..............................] - ETA: 2:51 - loss: 0.0042 - acc: 1.0000
  384/60000 [..............................] - ETA: 2:52 - loss: 0.0039 - acc: 1.0000
  448/60000 [..............................] - ETA: 2:51 - loss: 0.0081 - acc: 0.9978
  512/60000 [..............................] - ETA: 2:53 - loss: 0.0146 - acc: 0.9961
  576/60000 [..............................] - ETA: 2:55 - loss: 0.0151 - acc: 0.9948
  640/60000 [..............................] - ETA: 2:56 - loss: 0.0137 - acc: 0.9953
  704/60000 [..............................] - ETA: 2:57 - loss: 0.0178 - acc: 0.9943
  768/60000 [..............................] - ETA: 2:57 - loss: 0.0165 - acc: 0.9948
  832/60000 [..............................] - ETA: 2:58 - loss: 0.0153 - acc: 0.9952
  896/60000 [..............................] - ETA: 2:58 - loss: 0.0143 - acc: 0.9955
  960/60000 [..............................] - ETA: 2:57 - loss: 0.0134 - acc: 0.9958
 1024/60000 [..............................] - ETA: 2:57 - loss: 0.0128 - acc: 0.9961
 1088/60000 [..............................] - ETA: 2:57 - loss: 0.0121 - acc: 0.9963
 1152/60000 [..............................] - ETA: 2:59 - loss: 0.0118 - acc: 0.9965
 1216/60000 [..............................] - ETA: 3:00 - loss: 0.0113 - acc: 0.9967
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 1600/60000 [..............................] - ETA: 2:59 - loss: 0.0140 - acc: 0.9962
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 2048/60000 [>.............................] - ETA: 2:57 - loss: 0.0114 - acc: 0.9971
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 2240/60000 [>.............................] - ETA: 2:54 - loss: 0.0106 - acc: 0.9973
 2304/60000 [>.............................] - ETA: 2:54 - loss: 0.0104 - acc: 0.9974
 2368/60000 [>.............................] - ETA: 2:53 - loss: 0.0121 - acc: 0.9970
 2432/60000 [>.............................] - ETA: 2:53 - loss: 0.0118 - acc: 0.9971
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 2560/60000 [>.............................] - ETA: 2:52 - loss: 0.0115 - acc: 0.9973
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 2752/60000 [>.............................] - ETA: 2:50 - loss: 0.0108 - acc: 0.9975
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 2944/60000 [>.............................] - ETA: 2:49 - loss: 0.0102 - acc: 0.9976
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 4032/60000 [=>............................] - ETA: 2:43 - loss: 0.0098 - acc: 0.9975
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 9536/60000 [===>..........................] - ETA: 2:27 - loss: 0.0078 - acc: 0.9978
 9600/60000 [===>..........................] - ETA: 2:27 - loss: 0.0077 - acc: 0.9978
 9664/60000 [===>..........................] - ETA: 2:27 - loss: 0.0077 - acc: 0.9978
 9728/60000 [===>..........................] - ETA: 2:26 - loss: 0.0077 - acc: 0.9978
 9792/60000 [===>..........................] - ETA: 2:26 - loss: 0.0077 - acc: 0.9979
 9856/60000 [===>..........................] - ETA: 2:26 - loss: 0.0076 - acc: 0.9979
 9920/60000 [===>..........................] - ETA: 2:26 - loss: 0.0076 - acc: 0.9979
 9984/60000 [===>..........................] - ETA: 2:26 - loss: 0.0076 - acc: 0.9979
10048/60000 [====>.........................] - ETA: 2:26 - loss: 0.0075 - acc: 0.9979
10112/60000 [====>.........................] - ETA: 2:25 - loss: 0.0075 - acc: 0.9979
10176/60000 [====>.........................] - ETA: 2:25 - loss: 0.0075 - acc: 0.9979
10240/60000 [====>.........................] - ETA: 2:25 - loss: 0.0075 - acc: 0.9979
10304/60000 [====>.........................] - ETA: 2:25 - loss: 0.0075 - acc: 0.9980
10368/60000 [====>.........................] - ETA: 2:25 - loss: 0.0078 - acc: 0.9979
10432/60000 [====>.........................] - ETA: 2:24 - loss: 0.0078 - acc: 0.9979
10496/60000 [====>.........................] - ETA: 2:24 - loss: 0.0077 - acc: 0.9979
10560/60000 [====>.........................] - ETA: 2:24 - loss: 0.0078 - acc: 0.9978
10624/60000 [====>.........................] - ETA: 2:24 - loss: 0.0078 - acc: 0.9978
10688/60000 [====>.........................] - ETA: 2:23 - loss: 0.0077 - acc: 0.9978
10752/60000 [====>.........................] - ETA: 2:23 - loss: 0.0080 - acc: 0.9978
10816/60000 [====>.........................] - ETA: 2:23 - loss: 0.0079 - acc: 0.9978
10880/60000 [====>.........................] - ETA: 2:23 - loss: 0.0079 - acc: 0.9978
10944/60000 [====>.........................] - ETA: 2:22 - loss: 0.0080 - acc: 0.9977
11008/60000 [====>.........................] - ETA: 2:22 - loss: 0.0080 - acc: 0.9977
11072/60000 [====>.........................] - ETA: 2:22 - loss: 0.0079 - acc: 0.9977
11136/60000 [====>.........................] - ETA: 2:22 - loss: 0.0079 - acc: 0.9978
11200/60000 [====>.........................] - ETA: 2:22 - loss: 0.0079 - acc: 0.9978
11264/60000 [====>.........................] - ETA: 2:21 - loss: 0.0079 - acc: 0.9978
11328/60000 [====>.........................] - ETA: 2:21 - loss: 0.0079 - acc: 0.9978
11392/60000 [====>.........................] - ETA: 2:21 - loss: 0.0079 - acc: 0.9978
11456/60000 [====>.........................] - ETA: 2:21 - loss: 0.0078 - acc: 0.9978
11520/60000 [====>.........................] - ETA: 2:21 - loss: 0.0078 - acc: 0.9978
11584/60000 [====>.........................] - ETA: 2:20 - loss: 0.0078 - acc: 0.9978
11648/60000 [====>.........................] - ETA: 2:20 - loss: 0.0077 - acc: 0.9979
11712/60000 [====>.........................] - ETA: 2:20 - loss: 0.0077 - acc: 0.9979
11776/60000 [====>.........................] - ETA: 2:20 - loss: 0.0077 - acc: 0.9979
11840/60000 [====>.........................] - ETA: 2:19 - loss: 0.0076 - acc: 0.9979
11904/60000 [====>.........................] - ETA: 2:19 - loss: 0.0076 - acc: 0.9979
11968/60000 [====>.........................] - ETA: 2:19 - loss: 0.0077 - acc: 0.9978
12032/60000 [=====>........................] - ETA: 2:19 - loss: 0.0079 - acc: 0.9978
12096/60000 [=====>........................] - ETA: 2:18 - loss: 0.0081 - acc: 0.9977
12160/60000 [=====>........................] - ETA: 2:18 - loss: 0.0080 - acc: 0.9977
12224/60000 [=====>........................] - ETA: 2:18 - loss: 0.0080 - acc: 0.9977
12288/60000 [=====>........................] - ETA: 2:18 - loss: 0.0080 - acc: 0.9977
12352/60000 [=====>........................] - ETA: 2:18 - loss: 0.0079 - acc: 0.9977
12416/60000 [=====>........................] - ETA: 2:17 - loss: 0.0079 - acc: 0.9977
12480/60000 [=====>........................] - ETA: 2:17 - loss: 0.0080 - acc: 0.9977
12544/60000 [=====>........................] - ETA: 2:17 - loss: 0.0079 - acc: 0.9977
12608/60000 [=====>........................] - ETA: 2:17 - loss: 0.0080 - acc: 0.9976
12672/60000 [=====>........................] - ETA: 2:17 - loss: 0.0080 - acc: 0.9976
12736/60000 [=====>........................] - ETA: 2:17 - loss: 0.0085 - acc: 0.9976
12800/60000 [=====>........................] - ETA: 2:16 - loss: 0.0085 - acc: 0.9976
12864/60000 [=====>........................] - ETA: 2:16 - loss: 0.0086 - acc: 0.9975
12928/60000 [=====>........................] - ETA: 2:16 - loss: 0.0086 - acc: 0.9975
12992/60000 [=====>........................] - ETA: 2:16 - loss: 0.0086 - acc: 0.9975
13056/60000 [=====>........................] - ETA: 2:16 - loss: 0.0086 - acc: 0.9975
13120/60000 [=====>........................] - ETA: 2:15 - loss: 0.0086 - acc: 0.9975
13184/60000 [=====>........................] - ETA: 2:15 - loss: 0.0085 - acc: 0.9975
13248/60000 [=====>........................] - ETA: 2:15 - loss: 0.0085 - acc: 0.9975
13312/60000 [=====>........................] - ETA: 2:15 - loss: 0.0085 - acc: 0.9975
13376/60000 [=====>........................] - ETA: 2:15 - loss: 0.0085 - acc: 0.9975
13440/60000 [=====>........................] - ETA: 2:14 - loss: 0.0085 - acc: 0.9975
13504/60000 [=====>........................] - ETA: 2:14 - loss: 0.0085 - acc: 0.9976
13568/60000 [=====>........................] - ETA: 2:14 - loss: 0.0085 - acc: 0.9976
13632/60000 [=====>........................] - ETA: 2:14 - loss: 0.0084 - acc: 0.9976
13696/60000 [=====>........................] - ETA: 2:14 - loss: 0.0084 - acc: 0.9976
13760/60000 [=====>........................] - ETA: 2:13 - loss: 0.0084 - acc: 0.9976
13824/60000 [=====>........................] - ETA: 2:13 - loss: 0.0083 - acc: 0.9976
13888/60000 [=====>........................] - ETA: 2:13 - loss: 0.0083 - acc: 0.9976
13952/60000 [=====>........................] - ETA: 2:13 - loss: 0.0085 - acc: 0.9975
14016/60000 [======>.......................] - ETA: 2:13 - loss: 0.0085 - acc: 0.9975
14080/60000 [======>.......................] - ETA: 2:12 - loss: 0.0085 - acc: 0.9975
14144/60000 [======>.......................] - ETA: 2:12 - loss: 0.0084 - acc: 0.9975
14208/60000 [======>.......................] - ETA: 2:12 - loss: 0.0084 - acc: 0.9975
14272/60000 [======>.......................] - ETA: 2:12 - loss: 0.0083 - acc: 0.9975
14336/60000 [======>.......................] - ETA: 2:11 - loss: 0.0083 - acc: 0.9976
14400/60000 [======>.......................] - ETA: 2:11 - loss: 0.0083 - acc: 0.9976
14464/60000 [======>.......................] - ETA: 2:11 - loss: 0.0083 - acc: 0.9976
14528/60000 [======>.......................] - ETA: 2:11 - loss: 0.0083 - acc: 0.9976
14592/60000 [======>.......................] - ETA: 2:11 - loss: 0.0082 - acc: 0.9976
14656/60000 [======>.......................] - ETA: 2:10 - loss: 0.0082 - acc: 0.9976
14720/60000 [======>.......................] - ETA: 2:10 - loss: 0.0083 - acc: 0.9976
14784/60000 [======>.......................] - ETA: 2:10 - loss: 0.0083 - acc: 0.9976
14848/60000 [======>.......................] - ETA: 2:10 - loss: 0.0083 - acc: 0.9976
14912/60000 [======>.......................] - ETA: 2:10 - loss: 0.0083 - acc: 0.9976
14976/60000 [======>.......................] - ETA: 2:09 - loss: 0.0083 - acc: 0.9976
15040/60000 [======>.......................] - ETA: 2:09 - loss: 0.0082 - acc: 0.9976
15104/60000 [======>.......................] - ETA: 2:09 - loss: 0.0082 - acc: 0.9976
15168/60000 [======>.......................] - ETA: 2:09 - loss: 0.0083 - acc: 0.9976
15232/60000 [======>.......................] - ETA: 2:09 - loss: 0.0083 - acc: 0.9976
15296/60000 [======>.......................] - ETA: 2:08 - loss: 0.0083 - acc: 0.9976
15360/60000 [======>.......................] - ETA: 2:08 - loss: 0.0083 - acc: 0.9976
15424/60000 [======>.......................] - ETA: 2:08 - loss: 0.0082 - acc: 0.9976
15488/60000 [======>.......................] - ETA: 2:08 - loss: 0.0083 - acc: 0.9975
15552/60000 [======>.......................] - ETA: 2:07 - loss: 0.0083 - acc: 0.9976
15616/60000 [======>.......................] - ETA: 2:07 - loss: 0.0083 - acc: 0.9976
15680/60000 [======>.......................] - ETA: 2:07 - loss: 0.0083 - acc: 0.9976
15744/60000 [======>.......................] - ETA: 2:07 - loss: 0.0082 - acc: 0.9976
15808/60000 [======>.......................] - ETA: 2:07 - loss: 0.0085 - acc: 0.9975
15872/60000 [======>.......................] - ETA: 2:06 - loss: 0.0087 - acc: 0.9974
15936/60000 [======>.......................] - ETA: 2:06 - loss: 0.0086 - acc: 0.9974
16000/60000 [=======>......................] - ETA: 2:06 - loss: 0.0086 - acc: 0.9974
16064/60000 [=======>......................] - ETA: 2:06 - loss: 0.0086 - acc: 0.9974
16128/60000 [=======>......................] - ETA: 2:06 - loss: 0.0086 - acc: 0.9974
16192/60000 [=======>......................] - ETA: 2:05 - loss: 0.0087 - acc: 0.9973
16256/60000 [=======>......................] - ETA: 2:05 - loss: 0.0087 - acc: 0.9974
16320/60000 [=======>......................] - ETA: 2:05 - loss: 0.0087 - acc: 0.9974
16384/60000 [=======>......................] - ETA: 2:05 - loss: 0.0086 - acc: 0.9974
16448/60000 [=======>......................] - ETA: 2:05 - loss: 0.0086 - acc: 0.9974
16512/60000 [=======>......................] - ETA: 2:04 - loss: 0.0087 - acc: 0.9973
16576/60000 [=======>......................] - ETA: 2:04 - loss: 0.0086 - acc: 0.9973
16640/60000 [=======>......................] - ETA: 2:04 - loss: 0.0086 - acc: 0.9974
16704/60000 [=======>......................] - ETA: 2:04 - loss: 0.0086 - acc: 0.9974
16768/60000 [=======>......................] - ETA: 2:04 - loss: 0.0086 - acc: 0.9974
16832/60000 [=======>......................] - ETA: 2:03 - loss: 0.0085 - acc: 0.9974
16896/60000 [=======>......................] - ETA: 2:03 - loss: 0.0085 - acc: 0.9974
16960/60000 [=======>......................] - ETA: 2:03 - loss: 0.0089 - acc: 0.9973
17024/60000 [=======>......................] - ETA: 2:03 - loss: 0.0089 - acc: 0.9972
17088/60000 [=======>......................] - ETA: 2:02 - loss: 0.0091 - acc: 0.9972
17152/60000 [=======>......................] - ETA: 2:02 - loss: 0.0091 - acc: 0.9972
17216/60000 [=======>......................] - ETA: 2:02 - loss: 0.0091 - acc: 0.9972
17280/60000 [=======>......................] - ETA: 2:02 - loss: 0.0091 - acc: 0.9972
17344/60000 [=======>......................] - ETA: 2:02 - loss: 0.0090 - acc: 0.9972
17408/60000 [=======>......................] - ETA: 2:01 - loss: 0.0090 - acc: 0.9972
17472/60000 [=======>......................] - ETA: 2:01 - loss: 0.0092 - acc: 0.9971
17536/60000 [=======>......................] - ETA: 2:01 - loss: 0.0092 - acc: 0.9971
17600/60000 [=======>......................] - ETA: 2:01 - loss: 0.0092 - acc: 0.9971
17664/60000 [=======>......................] - ETA: 2:01 - loss: 0.0098 - acc: 0.9969
17728/60000 [=======>......................] - ETA: 2:00 - loss: 0.0098 - acc: 0.9969
17792/60000 [=======>......................] - ETA: 2:00 - loss: 0.0098 - acc: 0.9969
17856/60000 [=======>......................] - ETA: 2:00 - loss: 0.0098 - acc: 0.9969
17920/60000 [=======>......................] - ETA: 2:00 - loss: 0.0098 - acc: 0.9968
17984/60000 [=======>......................] - ETA: 2:00 - loss: 0.0098 - acc: 0.9968
18048/60000 [========>.....................] - ETA: 1:59 - loss: 0.0098 - acc: 0.9968
18112/60000 [========>.....................] - ETA: 1:59 - loss: 0.0098 - acc: 0.9969
18176/60000 [========>.....................] - ETA: 1:59 - loss: 0.0097 - acc: 0.9969
18240/60000 [========>.....................] - ETA: 1:59 - loss: 0.0097 - acc: 0.9968
18304/60000 [========>.....................] - ETA: 1:59 - loss: 0.0099 - acc: 0.9968
18368/60000 [========>.....................] - ETA: 1:58 - loss: 0.0099 - acc: 0.9968
18432/60000 [========>.....................] - ETA: 1:58 - loss: 0.0100 - acc: 0.9967
18496/60000 [========>.....................] - ETA: 1:58 - loss: 0.0101 - acc: 0.9966
18560/60000 [========>.....................] - ETA: 1:58 - loss: 0.0101 - acc: 0.9967
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18688/60000 [========>.....................] - ETA: 1:57 - loss: 0.0101 - acc: 0.9966
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19008/60000 [========>.....................] - ETA: 1:56 - loss: 0.0099 - acc: 0.9967
19072/60000 [========>.....................] - ETA: 1:56 - loss: 0.0101 - acc: 0.9966
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19392/60000 [========>.....................] - ETA: 1:55 - loss: 0.0100 - acc: 0.9967
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19584/60000 [========>.....................] - ETA: 1:55 - loss: 0.0100 - acc: 0.9967
19648/60000 [========>.....................] - ETA: 1:54 - loss: 0.0099 - acc: 0.9967
19712/60000 [========>.....................] - ETA: 1:54 - loss: 0.0099 - acc: 0.9968
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19968/60000 [========>.....................] - ETA: 1:53 - loss: 0.0099 - acc: 0.9967
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20544/60000 [=========>....................] - ETA: 1:52 - loss: 0.0096 - acc: 0.9968
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20672/60000 [=========>....................] - ETA: 1:51 - loss: 0.0096 - acc: 0.9969
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56384/60000 [===========================>..] - ETA: 10s - loss: 0.0138 - acc: 0.9954
56448/60000 [===========================>..] - ETA: 10s - loss: 0.0138 - acc: 0.9954
56512/60000 [===========================>..] - ETA: 9s - loss: 0.0138 - acc: 0.9955 
56576/60000 [===========================>..] - ETA: 9s - loss: 0.0137 - acc: 0.9955
56640/60000 [===========================>..] - ETA: 9s - loss: 0.0137 - acc: 0.9955
56704/60000 [===========================>..] - ETA: 9s - loss: 0.0137 - acc: 0.9955
56768/60000 [===========================>..] - ETA: 9s - loss: 0.0137 - acc: 0.9954
56832/60000 [===========================>..] - ETA: 9s - loss: 0.0141 - acc: 0.9954
56896/60000 [===========================>..] - ETA: 8s - loss: 0.0141 - acc: 0.9954
56960/60000 [===========================>..] - ETA: 8s - loss: 0.0141 - acc: 0.9954
57024/60000 [===========================>..] - ETA: 8s - loss: 0.0141 - acc: 0.9954
57088/60000 [===========================>..] - ETA: 8s - loss: 0.0140 - acc: 0.9954
57152/60000 [===========================>..] - ETA: 8s - loss: 0.0141 - acc: 0.9954
57216/60000 [===========================>..] - ETA: 7s - loss: 0.0140 - acc: 0.9954
57280/60000 [===========================>..] - ETA: 7s - loss: 0.0140 - acc: 0.9954
57344/60000 [===========================>..] - ETA: 7s - loss: 0.0140 - acc: 0.9954
57408/60000 [===========================>..] - ETA: 7s - loss: 0.0141 - acc: 0.9954
57472/60000 [===========================>..] - ETA: 7s - loss: 0.0141 - acc: 0.9954
57536/60000 [===========================>..] - ETA: 7s - loss: 0.0141 - acc: 0.9954
57600/60000 [===========================>..] - ETA: 6s - loss: 0.0140 - acc: 0.9954
57664/60000 [===========================>..] - ETA: 6s - loss: 0.0140 - acc: 0.9954
57728/60000 [===========================>..] - ETA: 6s - loss: 0.0140 - acc: 0.9954
57792/60000 [===========================>..] - ETA: 6s - loss: 0.0140 - acc: 0.9954
57856/60000 [===========================>..] - ETA: 6s - loss: 0.0140 - acc: 0.9954
57920/60000 [===========================>..] - ETA: 5s - loss: 0.0140 - acc: 0.9954
57984/60000 [===========================>..] - ETA: 5s - loss: 0.0140 - acc: 0.9954
58048/60000 [============================>.] - ETA: 5s - loss: 0.0139 - acc: 0.9955
58112/60000 [============================>.] - ETA: 5s - loss: 0.0139 - acc: 0.9955
58176/60000 [============================>.] - ETA: 5s - loss: 0.0139 - acc: 0.9955
58240/60000 [============================>.] - ETA: 5s - loss: 0.0139 - acc: 0.9955
58304/60000 [============================>.] - ETA: 4s - loss: 0.0140 - acc: 0.9955
58368/60000 [============================>.] - ETA: 4s - loss: 0.0140 - acc: 0.9955
58432/60000 [============================>.] - ETA: 4s - loss: 0.0140 - acc: 0.9955
58496/60000 [============================>.] - ETA: 4s - loss: 0.0141 - acc: 0.9954
58560/60000 [============================>.] - ETA: 4s - loss: 0.0141 - acc: 0.9954
58624/60000 [============================>.] - ETA: 3s - loss: 0.0141 - acc: 0.9954
58688/60000 [============================>.] - ETA: 3s - loss: 0.0141 - acc: 0.9954
58752/60000 [============================>.] - ETA: 3s - loss: 0.0141 - acc: 0.9954
58816/60000 [============================>.] - ETA: 3s - loss: 0.0141 - acc: 0.9954
58880/60000 [============================>.] - ETA: 3s - loss: 0.0141 - acc: 0.9954
58944/60000 [============================>.] - ETA: 3s - loss: 0.0141 - acc: 0.9954
59008/60000 [============================>.] - ETA: 2s - loss: 0.0141 - acc: 0.9954
59072/60000 [============================>.] - ETA: 2s - loss: 0.0141 - acc: 0.9954
59136/60000 [============================>.] - ETA: 2s - loss: 0.0141 - acc: 0.9954
59200/60000 [============================>.] - ETA: 2s - loss: 0.0142 - acc: 0.9954
59264/60000 [============================>.] - ETA: 2s - loss: 0.0142 - acc: 0.9954
59328/60000 [============================>.] - ETA: 1s - loss: 0.0141 - acc: 0.9954
59392/60000 [============================>.] - ETA: 1s - loss: 0.0142 - acc: 0.9954
59456/60000 [============================>.] - ETA: 1s - loss: 0.0142 - acc: 0.9954
59520/60000 [============================>.] - ETA: 1s - loss: 0.0142 - acc: 0.9954
59584/60000 [============================>.] - ETA: 1s - loss: 0.0143 - acc: 0.9954
59648/60000 [============================>.] - ETA: 1s - loss: 0.0143 - acc: 0.9954
59712/60000 [============================>.] - ETA: 0s - loss: 0.0143 - acc: 0.9954
59776/60000 [============================>.] - ETA: 0s - loss: 0.0143 - acc: 0.9954
59840/60000 [============================>.] - ETA: 0s - loss: 0.0143 - acc: 0.9954
59904/60000 [============================>.] - ETA: 0s - loss: 0.0143 - acc: 0.9954
59968/60000 [============================>.] - ETA: 0s - loss: 0.0144 - acc: 0.9953
60000/60000 [==============================] - 172s 3ms/step - loss: 0.0144 - acc: 0.9953
Epoch 8/10

   64/60000 [..............................] - ETA: 2:42 - loss: 0.0052 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:40 - loss: 0.0027 - acc: 1.0000
  192/60000 [..............................] - ETA: 2:40 - loss: 0.0071 - acc: 0.9948
  256/60000 [..............................] - ETA: 2:38 - loss: 0.0062 - acc: 0.9961
  320/60000 [..............................] - ETA: 2:38 - loss: 0.0061 - acc: 0.9969
  384/60000 [..............................] - ETA: 2:39 - loss: 0.0055 - acc: 0.9974
  448/60000 [..............................] - ETA: 2:39 - loss: 0.0067 - acc: 0.9978
  512/60000 [..............................] - ETA: 2:38 - loss: 0.0081 - acc: 0.9961
  576/60000 [..............................] - ETA: 2:39 - loss: 0.0263 - acc: 0.9931
  640/60000 [..............................] - ETA: 2:38 - loss: 0.0239 - acc: 0.9938
  704/60000 [..............................] - ETA: 2:38 - loss: 0.0219 - acc: 0.9943
  768/60000 [..............................] - ETA: 2:38 - loss: 0.0269 - acc: 0.9935
  832/60000 [..............................] - ETA: 2:39 - loss: 0.0258 - acc: 0.9928
  896/60000 [..............................] - ETA: 2:38 - loss: 0.0241 - acc: 0.9933
  960/60000 [..............................] - ETA: 2:38 - loss: 0.0226 - acc: 0.9938
 1024/60000 [..............................] - ETA: 2:38 - loss: 0.0212 - acc: 0.9941
 1088/60000 [..............................] - ETA: 2:38 - loss: 0.0200 - acc: 0.9945
 1152/60000 [..............................] - ETA: 2:38 - loss: 0.0191 - acc: 0.9948
 1216/60000 [..............................] - ETA: 2:38 - loss: 0.0181 - acc: 0.9951
 1280/60000 [..............................] - ETA: 2:38 - loss: 0.0172 - acc: 0.9953
 1344/60000 [..............................] - ETA: 2:38 - loss: 0.0174 - acc: 0.9948
 1408/60000 [..............................] - ETA: 2:38 - loss: 0.0167 - acc: 0.9950
 1472/60000 [..............................] - ETA: 2:37 - loss: 0.0160 - acc: 0.9952
 1536/60000 [..............................] - ETA: 2:37 - loss: 0.0155 - acc: 0.9954
 1600/60000 [..............................] - ETA: 2:37 - loss: 0.0150 - acc: 0.9956
 1664/60000 [..............................] - ETA: 2:37 - loss: 0.0144 - acc: 0.9958
 1728/60000 [..............................] - ETA: 2:37 - loss: 0.0141 - acc: 0.9959
 1792/60000 [..............................] - ETA: 2:38 - loss: 0.0137 - acc: 0.9961
 1856/60000 [..............................] - ETA: 2:38 - loss: 0.0142 - acc: 0.9957
 1920/60000 [..............................] - ETA: 2:38 - loss: 0.0138 - acc: 0.9958
 1984/60000 [..............................] - ETA: 2:38 - loss: 0.0142 - acc: 0.9955
 2048/60000 [>.............................] - ETA: 2:38 - loss: 0.0138 - acc: 0.9956
 2112/60000 [>.............................] - ETA: 2:39 - loss: 0.0134 - acc: 0.9957
 2176/60000 [>.............................] - ETA: 2:39 - loss: 0.0130 - acc: 0.9959
 2240/60000 [>.............................] - ETA: 2:39 - loss: 0.0126 - acc: 0.9960
 2304/60000 [>.............................] - ETA: 2:39 - loss: 0.0123 - acc: 0.9961
 2368/60000 [>.............................] - ETA: 2:38 - loss: 0.0121 - acc: 0.9962
 2432/60000 [>.............................] - ETA: 2:38 - loss: 0.0119 - acc: 0.9963
 2496/60000 [>.............................] - ETA: 2:38 - loss: 0.0128 - acc: 0.9960
 2560/60000 [>.............................] - ETA: 2:38 - loss: 0.0126 - acc: 0.9961
 2624/60000 [>.............................] - ETA: 2:38 - loss: 0.0123 - acc: 0.9962
 2688/60000 [>.............................] - ETA: 2:38 - loss: 0.0127 - acc: 0.9959
 2752/60000 [>.............................] - ETA: 2:40 - loss: 0.0124 - acc: 0.9960
 2816/60000 [>.............................] - ETA: 2:40 - loss: 0.0122 - acc: 0.9961
 2880/60000 [>.............................] - ETA: 2:40 - loss: 0.0119 - acc: 0.9962
 2944/60000 [>.............................] - ETA: 2:40 - loss: 0.0116 - acc: 0.9963
 3008/60000 [>.............................] - ETA: 2:40 - loss: 0.0114 - acc: 0.9963
 3072/60000 [>.............................] - ETA: 2:40 - loss: 0.0122 - acc: 0.9961
 3136/60000 [>.............................] - ETA: 2:41 - loss: 0.0119 - acc: 0.9962
 3200/60000 [>.............................] - ETA: 2:42 - loss: 0.0117 - acc: 0.9962
 3264/60000 [>.............................] - ETA: 2:42 - loss: 0.0115 - acc: 0.9963
 3328/60000 [>.............................] - ETA: 2:42 - loss: 0.0113 - acc: 0.9964
 3392/60000 [>.............................] - ETA: 2:43 - loss: 0.0111 - acc: 0.9965
 3456/60000 [>.............................] - ETA: 2:44 - loss: 0.0109 - acc: 0.9965
 3520/60000 [>.............................] - ETA: 2:44 - loss: 0.0109 - acc: 0.9966
 3584/60000 [>.............................] - ETA: 2:43 - loss: 0.0109 - acc: 0.9967
 3648/60000 [>.............................] - ETA: 2:43 - loss: 0.0108 - acc: 0.9967
 3712/60000 [>.............................] - ETA: 2:44 - loss: 0.0108 - acc: 0.9968
 3776/60000 [>.............................] - ETA: 2:44 - loss: 0.0106 - acc: 0.9968
 3840/60000 [>.............................] - ETA: 2:44 - loss: 0.0109 - acc: 0.9966
 3904/60000 [>.............................] - ETA: 2:44 - loss: 0.0109 - acc: 0.9967
 3968/60000 [>.............................] - ETA: 2:43 - loss: 0.0109 - acc: 0.9967
 4032/60000 [=>............................] - ETA: 2:43 - loss: 0.0107 - acc: 0.9968
 4096/60000 [=>............................] - ETA: 2:42 - loss: 0.0118 - acc: 0.9966
 4160/60000 [=>............................] - ETA: 2:42 - loss: 0.0116 - acc: 0.9966
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 4800/60000 [=>............................] - ETA: 2:41 - loss: 0.0110 - acc: 0.9967
 4864/60000 [=>............................] - ETA: 2:41 - loss: 0.0109 - acc: 0.9967
 4928/60000 [=>............................] - ETA: 2:41 - loss: 0.0107 - acc: 0.9968
 4992/60000 [=>............................] - ETA: 2:41 - loss: 0.0108 - acc: 0.9966
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 5120/60000 [=>............................] - ETA: 2:41 - loss: 0.0108 - acc: 0.9967
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 5376/60000 [=>............................] - ETA: 2:42 - loss: 0.0105 - acc: 0.9968
 5440/60000 [=>............................] - ETA: 2:41 - loss: 0.0104 - acc: 0.9969
 5504/60000 [=>............................] - ETA: 2:41 - loss: 0.0107 - acc: 0.9967
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 6016/60000 [==>...........................] - ETA: 2:41 - loss: 0.0105 - acc: 0.9965
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 8000/60000 [===>..........................] - ETA: 2:35 - loss: 0.0123 - acc: 0.9964
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10048/60000 [====>.........................] - ETA: 2:29 - loss: 0.0117 - acc: 0.9967
10112/60000 [====>.........................] - ETA: 2:29 - loss: 0.0119 - acc: 0.9966
10176/60000 [====>.........................] - ETA: 2:29 - loss: 0.0118 - acc: 0.9967
10240/60000 [====>.........................] - ETA: 2:28 - loss: 0.0118 - acc: 0.9966
10304/60000 [====>.........................] - ETA: 2:28 - loss: 0.0117 - acc: 0.9966
10368/60000 [====>.........................] - ETA: 2:28 - loss: 0.0117 - acc: 0.9966
10432/60000 [====>.........................] - ETA: 2:28 - loss: 0.0117 - acc: 0.9965
10496/60000 [====>.........................] - ETA: 2:27 - loss: 0.0117 - acc: 0.9966
10560/60000 [====>.........................] - ETA: 2:27 - loss: 0.0116 - acc: 0.9966
10624/60000 [====>.........................] - ETA: 2:27 - loss: 0.0118 - acc: 0.9965
10688/60000 [====>.........................] - ETA: 2:26 - loss: 0.0118 - acc: 0.9964
10752/60000 [====>.........................] - ETA: 2:26 - loss: 0.0118 - acc: 0.9965
10816/60000 [====>.........................] - ETA: 2:26 - loss: 0.0117 - acc: 0.9965
10880/60000 [====>.........................] - ETA: 2:26 - loss: 0.0116 - acc: 0.9965
10944/60000 [====>.........................] - ETA: 2:25 - loss: 0.0116 - acc: 0.9965
11008/60000 [====>.........................] - ETA: 2:25 - loss: 0.0115 - acc: 0.9965
11072/60000 [====>.........................] - ETA: 2:25 - loss: 0.0115 - acc: 0.9966
11136/60000 [====>.........................] - ETA: 2:25 - loss: 0.0115 - acc: 0.9965
11200/60000 [====>.........................] - ETA: 2:25 - loss: 0.0114 - acc: 0.9965
11264/60000 [====>.........................] - ETA: 2:24 - loss: 0.0114 - acc: 0.9965
11328/60000 [====>.........................] - ETA: 2:24 - loss: 0.0113 - acc: 0.9966
11392/60000 [====>.........................] - ETA: 2:24 - loss: 0.0112 - acc: 0.9966
11456/60000 [====>.........................] - ETA: 2:24 - loss: 0.0112 - acc: 0.9966
11520/60000 [====>.........................] - ETA: 2:23 - loss: 0.0111 - acc: 0.9966
11584/60000 [====>.........................] - ETA: 2:23 - loss: 0.0111 - acc: 0.9966
11648/60000 [====>.........................] - ETA: 2:23 - loss: 0.0110 - acc: 0.9967
11712/60000 [====>.........................] - ETA: 2:23 - loss: 0.0111 - acc: 0.9966
11776/60000 [====>.........................] - ETA: 2:22 - loss: 0.0110 - acc: 0.9966
11840/60000 [====>.........................] - ETA: 2:22 - loss: 0.0110 - acc: 0.9966
11904/60000 [====>.........................] - ETA: 2:22 - loss: 0.0109 - acc: 0.9966
11968/60000 [====>.........................] - ETA: 2:22 - loss: 0.0109 - acc: 0.9966
12032/60000 [=====>........................] - ETA: 2:21 - loss: 0.0109 - acc: 0.9966
12096/60000 [=====>........................] - ETA: 2:21 - loss: 0.0108 - acc: 0.9966
12160/60000 [=====>........................] - ETA: 2:21 - loss: 0.0108 - acc: 0.9966
12224/60000 [=====>........................] - ETA: 2:21 - loss: 0.0107 - acc: 0.9966
12288/60000 [=====>........................] - ETA: 2:21 - loss: 0.0107 - acc: 0.9967
12352/60000 [=====>........................] - ETA: 2:20 - loss: 0.0108 - acc: 0.9965
12416/60000 [=====>........................] - ETA: 2:20 - loss: 0.0109 - acc: 0.9965
12480/60000 [=====>........................] - ETA: 2:20 - loss: 0.0109 - acc: 0.9964
12544/60000 [=====>........................] - ETA: 2:20 - loss: 0.0109 - acc: 0.9964
12608/60000 [=====>........................] - ETA: 2:20 - loss: 0.0109 - acc: 0.9964
12672/60000 [=====>........................] - ETA: 2:19 - loss: 0.0108 - acc: 0.9964
12736/60000 [=====>........................] - ETA: 2:19 - loss: 0.0107 - acc: 0.9965
12800/60000 [=====>........................] - ETA: 2:19 - loss: 0.0107 - acc: 0.9965
12864/60000 [=====>........................] - ETA: 2:19 - loss: 0.0107 - acc: 0.9965
12928/60000 [=====>........................] - ETA: 2:19 - loss: 0.0106 - acc: 0.9965
12992/60000 [=====>........................] - ETA: 2:18 - loss: 0.0107 - acc: 0.9965
13056/60000 [=====>........................] - ETA: 2:18 - loss: 0.0106 - acc: 0.9965
13120/60000 [=====>........................] - ETA: 2:18 - loss: 0.0106 - acc: 0.9965
13184/60000 [=====>........................] - ETA: 2:18 - loss: 0.0105 - acc: 0.9965
13248/60000 [=====>........................] - ETA: 2:17 - loss: 0.0105 - acc: 0.9965
13312/60000 [=====>........................] - ETA: 2:17 - loss: 0.0104 - acc: 0.9965
13376/60000 [=====>........................] - ETA: 2:17 - loss: 0.0104 - acc: 0.9966
13440/60000 [=====>........................] - ETA: 2:17 - loss: 0.0103 - acc: 0.9966
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13568/60000 [=====>........................] - ETA: 2:16 - loss: 0.0103 - acc: 0.9966
13632/60000 [=====>........................] - ETA: 2:16 - loss: 0.0103 - acc: 0.9966
13696/60000 [=====>........................] - ETA: 2:16 - loss: 0.0102 - acc: 0.9966
13760/60000 [=====>........................] - ETA: 2:16 - loss: 0.0102 - acc: 0.9967
13824/60000 [=====>........................] - ETA: 2:16 - loss: 0.0101 - acc: 0.9967
13888/60000 [=====>........................] - ETA: 2:15 - loss: 0.0101 - acc: 0.9967
13952/60000 [=====>........................] - ETA: 2:15 - loss: 0.0101 - acc: 0.9967
14016/60000 [======>.......................] - ETA: 2:15 - loss: 0.0100 - acc: 0.9967
14080/60000 [======>.......................] - ETA: 2:15 - loss: 0.0100 - acc: 0.9967
14144/60000 [======>.......................] - ETA: 2:15 - loss: 0.0099 - acc: 0.9967
14208/60000 [======>.......................] - ETA: 2:15 - loss: 0.0099 - acc: 0.9968
14272/60000 [======>.......................] - ETA: 2:14 - loss: 0.0099 - acc: 0.9968
14336/60000 [======>.......................] - ETA: 2:14 - loss: 0.0099 - acc: 0.9968
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14464/60000 [======>.......................] - ETA: 2:14 - loss: 0.0099 - acc: 0.9968
14528/60000 [======>.......................] - ETA: 2:14 - loss: 0.0098 - acc: 0.9968
14592/60000 [======>.......................] - ETA: 2:13 - loss: 0.0098 - acc: 0.9968
14656/60000 [======>.......................] - ETA: 2:13 - loss: 0.0097 - acc: 0.9969
14720/60000 [======>.......................] - ETA: 2:13 - loss: 0.0097 - acc: 0.9969
14784/60000 [======>.......................] - ETA: 2:13 - loss: 0.0097 - acc: 0.9969
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14912/60000 [======>.......................] - ETA: 2:12 - loss: 0.0097 - acc: 0.9969
14976/60000 [======>.......................] - ETA: 2:12 - loss: 0.0096 - acc: 0.9969
15040/60000 [======>.......................] - ETA: 2:12 - loss: 0.0096 - acc: 0.9969
15104/60000 [======>.......................] - ETA: 2:12 - loss: 0.0096 - acc: 0.9970
15168/60000 [======>.......................] - ETA: 2:12 - loss: 0.0096 - acc: 0.9970
15232/60000 [======>.......................] - ETA: 2:11 - loss: 0.0095 - acc: 0.9970
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15360/60000 [======>.......................] - ETA: 2:11 - loss: 0.0094 - acc: 0.9970
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15488/60000 [======>.......................] - ETA: 2:11 - loss: 0.0096 - acc: 0.9969
15552/60000 [======>.......................] - ETA: 2:10 - loss: 0.0095 - acc: 0.9969
15616/60000 [======>.......................] - ETA: 2:10 - loss: 0.0095 - acc: 0.9969
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15744/60000 [======>.......................] - ETA: 2:10 - loss: 0.0094 - acc: 0.9970
15808/60000 [======>.......................] - ETA: 2:09 - loss: 0.0094 - acc: 0.9970
15872/60000 [======>.......................] - ETA: 2:09 - loss: 0.0093 - acc: 0.9970
15936/60000 [======>.......................] - ETA: 2:09 - loss: 0.0093 - acc: 0.9970
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16064/60000 [=======>......................] - ETA: 2:08 - loss: 0.0097 - acc: 0.9969
16128/60000 [=======>......................] - ETA: 2:08 - loss: 0.0096 - acc: 0.9969
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16320/60000 [=======>......................] - ETA: 2:08 - loss: 0.0095 - acc: 0.9969
16384/60000 [=======>......................] - ETA: 2:07 - loss: 0.0095 - acc: 0.9969
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16640/60000 [=======>......................] - ETA: 2:07 - loss: 0.0094 - acc: 0.9969
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16768/60000 [=======>......................] - ETA: 2:07 - loss: 0.0094 - acc: 0.9970
16832/60000 [=======>......................] - ETA: 2:06 - loss: 0.0094 - acc: 0.9970
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16960/60000 [=======>......................] - ETA: 2:06 - loss: 0.0093 - acc: 0.9970
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17088/60000 [=======>......................] - ETA: 2:06 - loss: 0.0092 - acc: 0.9970
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17216/60000 [=======>......................] - ETA: 2:06 - loss: 0.0094 - acc: 0.9969
17280/60000 [=======>......................] - ETA: 2:06 - loss: 0.0093 - acc: 0.9969
17344/60000 [=======>......................] - ETA: 2:05 - loss: 0.0093 - acc: 0.9969
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17792/60000 [=======>......................] - ETA: 2:04 - loss: 0.0091 - acc: 0.9970
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58624/60000 [============================>.] - ETA: 3s - loss: 0.0115 - acc: 0.9965
58688/60000 [============================>.] - ETA: 3s - loss: 0.0115 - acc: 0.9965
58752/60000 [============================>.] - ETA: 3s - loss: 0.0115 - acc: 0.9965
58816/60000 [============================>.] - ETA: 3s - loss: 0.0115 - acc: 0.9965
58880/60000 [============================>.] - ETA: 3s - loss: 0.0118 - acc: 0.9965
58944/60000 [============================>.] - ETA: 3s - loss: 0.0118 - acc: 0.9965
59008/60000 [============================>.] - ETA: 2s - loss: 0.0117 - acc: 0.9965
59072/60000 [============================>.] - ETA: 2s - loss: 0.0117 - acc: 0.9965
59136/60000 [============================>.] - ETA: 2s - loss: 0.0118 - acc: 0.9964
59200/60000 [============================>.] - ETA: 2s - loss: 0.0118 - acc: 0.9965
59264/60000 [============================>.] - ETA: 2s - loss: 0.0118 - acc: 0.9965
59328/60000 [============================>.] - ETA: 1s - loss: 0.0118 - acc: 0.9965
59392/60000 [============================>.] - ETA: 1s - loss: 0.0118 - acc: 0.9965
59456/60000 [============================>.] - ETA: 1s - loss: 0.0118 - acc: 0.9965
59520/60000 [============================>.] - ETA: 1s - loss: 0.0117 - acc: 0.9965
59584/60000 [============================>.] - ETA: 1s - loss: 0.0117 - acc: 0.9965
59648/60000 [============================>.] - ETA: 1s - loss: 0.0117 - acc: 0.9965
59712/60000 [============================>.] - ETA: 0s - loss: 0.0117 - acc: 0.9965
59776/60000 [============================>.] - ETA: 0s - loss: 0.0119 - acc: 0.9965
59840/60000 [============================>.] - ETA: 0s - loss: 0.0119 - acc: 0.9965
59904/60000 [============================>.] - ETA: 0s - loss: 0.0119 - acc: 0.9965
59968/60000 [============================>.] - ETA: 0s - loss: 0.0119 - acc: 0.9965
60000/60000 [==============================] - 173s 3ms/step - loss: 0.0119 - acc: 0.9965
Epoch 9/10

   64/60000 [..............................] - ETA: 2:38 - loss: 0.0022 - acc: 1.0000
  128/60000 [..............................] - ETA: 2:44 - loss: 0.0012 - acc: 1.0000
  192/60000 [..............................] - ETA: 2:42 - loss: 0.0254 - acc: 0.9948
  256/60000 [..............................] - ETA: 2:42 - loss: 0.0252 - acc: 0.9922
  320/60000 [..............................] - ETA: 2:42 - loss: 0.0203 - acc: 0.9938
  384/60000 [..............................] - ETA: 2:41 - loss: 0.0179 - acc: 0.9948
  448/60000 [..............................] - ETA: 2:41 - loss: 0.0159 - acc: 0.9955
  512/60000 [..............................] - ETA: 2:42 - loss: 0.0145 - acc: 0.9961
  576/60000 [..............................] - ETA: 2:41 - loss: 0.0129 - acc: 0.9965
  640/60000 [..............................] - ETA: 2:41 - loss: 0.0121 - acc: 0.9969
  704/60000 [..............................] - ETA: 2:40 - loss: 0.0111 - acc: 0.9972
  768/60000 [..............................] - ETA: 2:40 - loss: 0.0103 - acc: 0.9974
  832/60000 [..............................] - ETA: 2:40 - loss: 0.0095 - acc: 0.9976
  896/60000 [..............................] - ETA: 2:40 - loss: 0.0090 - acc: 0.9978
  960/60000 [..............................] - ETA: 2:40 - loss: 0.0084 - acc: 0.9979
 1024/60000 [..............................] - ETA: 2:40 - loss: 0.0079 - acc: 0.9980
 1088/60000 [..............................] - ETA: 2:40 - loss: 0.0075 - acc: 0.9982
 1152/60000 [..............................] - ETA: 2:39 - loss: 0.0117 - acc: 0.9974
 1216/60000 [..............................] - ETA: 2:40 - loss: 0.0112 - acc: 0.9975
 1280/60000 [..............................] - ETA: 2:40 - loss: 0.0107 - acc: 0.9977
 1344/60000 [..............................] - ETA: 2:44 - loss: 0.0103 - acc: 0.9978
 1408/60000 [..............................] - ETA: 2:45 - loss: 0.0102 - acc: 0.9979
 1472/60000 [..............................] - ETA: 2:45 - loss: 0.0122 - acc: 0.9973
 1536/60000 [..............................] - ETA: 2:45 - loss: 0.0117 - acc: 0.9974
 1600/60000 [..............................] - ETA: 2:45 - loss: 0.0112 - acc: 0.9975
 1664/60000 [..............................] - ETA: 2:45 - loss: 0.0108 - acc: 0.9976
 1728/60000 [..............................] - ETA: 2:45 - loss: 0.0104 - acc: 0.9977
 1792/60000 [..............................] - ETA: 2:45 - loss: 0.0102 - acc: 0.9978
 1856/60000 [..............................] - ETA: 2:44 - loss: 0.0116 - acc: 0.9973
 1920/60000 [..............................] - ETA: 2:44 - loss: 0.0112 - acc: 0.9974
 1984/60000 [..............................] - ETA: 2:44 - loss: 0.0190 - acc: 0.9970
 2048/60000 [>.............................] - ETA: 2:45 - loss: 0.0186 - acc: 0.9971
 2112/60000 [>.............................] - ETA: 2:46 - loss: 0.0181 - acc: 0.9972
 2176/60000 [>.............................] - ETA: 2:47 - loss: 0.0176 - acc: 0.9972
 2240/60000 [>.............................] - ETA: 2:47 - loss: 0.0171 - acc: 0.9973
 2304/60000 [>.............................] - ETA: 2:46 - loss: 0.0166 - acc: 0.9974
 2368/60000 [>.............................] - ETA: 2:46 - loss: 0.0163 - acc: 0.9975
 2432/60000 [>.............................] - ETA: 2:46 - loss: 0.0159 - acc: 0.9975
 2496/60000 [>.............................] - ETA: 2:46 - loss: 0.0164 - acc: 0.9972
 2560/60000 [>.............................] - ETA: 2:45 - loss: 0.0160 - acc: 0.9973
 2624/60000 [>.............................] - ETA: 2:45 - loss: 0.0165 - acc: 0.9970
 2688/60000 [>.............................] - ETA: 2:45 - loss: 0.0161 - acc: 0.9970
 2752/60000 [>.............................] - ETA: 2:45 - loss: 0.0159 - acc: 0.9971
 2816/60000 [>.............................] - ETA: 2:44 - loss: 0.0155 - acc: 0.9972
 2880/60000 [>.............................] - ETA: 2:44 - loss: 0.0156 - acc: 0.9969
 2944/60000 [>.............................] - ETA: 2:44 - loss: 0.0153 - acc: 0.9969
 3008/60000 [>.............................] - ETA: 2:44 - loss: 0.0150 - acc: 0.9970
 3072/60000 [>.............................] - ETA: 2:44 - loss: 0.0150 - acc: 0.9971
 3136/60000 [>.............................] - ETA: 2:43 - loss: 0.0147 - acc: 0.9971
 3200/60000 [>.............................] - ETA: 2:44 - loss: 0.0144 - acc: 0.9972
 3264/60000 [>.............................] - ETA: 2:43 - loss: 0.0141 - acc: 0.9972
 3328/60000 [>.............................] - ETA: 2:43 - loss: 0.0154 - acc: 0.9970
 3392/60000 [>.............................] - ETA: 2:43 - loss: 0.0151 - acc: 0.9971
 3456/60000 [>.............................] - ETA: 2:43 - loss: 0.0149 - acc: 0.9971
 3520/60000 [>.............................] - ETA: 2:43 - loss: 0.0147 - acc: 0.9972
 3584/60000 [>.............................] - ETA: 2:43 - loss: 0.0144 - acc: 0.9972
 3648/60000 [>.............................] - ETA: 2:43 - loss: 0.0142 - acc: 0.9973
 3712/60000 [>.............................] - ETA: 2:43 - loss: 0.0139 - acc: 0.9973
 3776/60000 [>.............................] - ETA: 2:42 - loss: 0.0138 - acc: 0.9974
 3840/60000 [>.............................] - ETA: 2:42 - loss: 0.0136 - acc: 0.9974
 3904/60000 [>.............................] - ETA: 2:42 - loss: 0.0135 - acc: 0.9972
 3968/60000 [>.............................] - ETA: 2:42 - loss: 0.0133 - acc: 0.9972
 4032/60000 [=>............................] - ETA: 2:42 - loss: 0.0131 - acc: 0.9973
 4096/60000 [=>............................] - ETA: 2:41 - loss: 0.0129 - acc: 0.9973
 4160/60000 [=>............................] - ETA: 2:41 - loss: 0.0127 - acc: 0.9974
 4224/60000 [=>............................] - ETA: 2:41 - loss: 0.0126 - acc: 0.9974
 4288/60000 [=>............................] - ETA: 2:41 - loss: 0.0124 - acc: 0.9974
 4352/60000 [=>............................] - ETA: 2:41 - loss: 0.0122 - acc: 0.9975
 4416/60000 [=>............................] - ETA: 2:40 - loss: 0.0121 - acc: 0.9975
 4480/60000 [=>............................] - ETA: 2:40 - loss: 0.0119 - acc: 0.9975
 4544/60000 [=>............................] - ETA: 2:40 - loss: 0.0118 - acc: 0.9976
 4608/60000 [=>............................] - ETA: 2:40 - loss: 0.0116 - acc: 0.9976
 4672/60000 [=>............................] - ETA: 2:40 - loss: 0.0115 - acc: 0.9976
 4736/60000 [=>............................] - ETA: 2:39 - loss: 0.0113 - acc: 0.9977
 4800/60000 [=>............................] - ETA: 2:39 - loss: 0.0112 - acc: 0.9977
 4864/60000 [=>............................] - ETA: 2:39 - loss: 0.0111 - acc: 0.9977
 4928/60000 [=>............................] - ETA: 2:39 - loss: 0.0110 - acc: 0.9978
 4992/60000 [=>............................] - ETA: 2:38 - loss: 0.0109 - acc: 0.9978
 5056/60000 [=>............................] - ETA: 2:38 - loss: 0.0107 - acc: 0.9978
 5120/60000 [=>............................] - ETA: 2:38 - loss: 0.0106 - acc: 0.9979
 5184/60000 [=>............................] - ETA: 2:38 - loss: 0.0106 - acc: 0.9979
 5248/60000 [=>............................] - ETA: 2:37 - loss: 0.0105 - acc: 0.9979
 5312/60000 [=>............................] - ETA: 2:37 - loss: 0.0103 - acc: 0.9979
 5376/60000 [=>............................] - ETA: 2:37 - loss: 0.0102 - acc: 0.9980
 5440/60000 [=>............................] - ETA: 2:36 - loss: 0.0101 - acc: 0.9980
 5504/60000 [=>............................] - ETA: 2:36 - loss: 0.0102 - acc: 0.9978
 5568/60000 [=>............................] - ETA: 2:36 - loss: 0.0101 - acc: 0.9978
 5632/60000 [=>............................] - ETA: 2:35 - loss: 0.0101 - acc: 0.9979
 5696/60000 [=>............................] - ETA: 2:35 - loss: 0.0100 - acc: 0.9979
 5760/60000 [=>............................] - ETA: 2:35 - loss: 0.0099 - acc: 0.9979
 5824/60000 [=>............................] - ETA: 2:35 - loss: 0.0098 - acc: 0.9979
 5888/60000 [=>............................] - ETA: 2:35 - loss: 0.0097 - acc: 0.9980
 5952/60000 [=>............................] - ETA: 2:34 - loss: 0.0096 - acc: 0.9980
 6016/60000 [==>...........................] - ETA: 2:34 - loss: 0.0095 - acc: 0.9980
 6080/60000 [==>...........................] - ETA: 2:34 - loss: 0.0094 - acc: 0.9980
 6144/60000 [==>...........................] - ETA: 2:34 - loss: 0.0093 - acc: 0.9980
 6208/60000 [==>...........................] - ETA: 2:33 - loss: 0.0092 - acc: 0.9981
 6272/60000 [==>...........................] - ETA: 2:33 - loss: 0.0091 - acc: 0.9981
 6336/60000 [==>...........................] - ETA: 2:33 - loss: 0.0090 - acc: 0.9981
 6400/60000 [==>...........................] - ETA: 2:33 - loss: 0.0089 - acc: 0.9981
 6464/60000 [==>...........................] - ETA: 2:32 - loss: 0.0089 - acc: 0.9981
 6528/60000 [==>...........................] - ETA: 2:32 - loss: 0.0088 - acc: 0.9982
 6592/60000 [==>...........................] - ETA: 2:32 - loss: 0.0087 - acc: 0.9982
 6656/60000 [==>...........................] - ETA: 2:32 - loss: 0.0086 - acc: 0.9982
 6720/60000 [==>...........................] - ETA: 2:31 - loss: 0.0086 - acc: 0.9982
 6784/60000 [==>...........................] - ETA: 2:31 - loss: 0.0085 - acc: 0.9982
 6848/60000 [==>...........................] - ETA: 2:31 - loss: 0.0085 - acc: 0.9982
 6912/60000 [==>...........................] - ETA: 2:31 - loss: 0.0084 - acc: 0.9983
 6976/60000 [==>...........................] - ETA: 2:30 - loss: 0.0083 - acc: 0.9983
 7040/60000 [==>...........................] - ETA: 2:30 - loss: 0.0082 - acc: 0.9983
 7104/60000 [==>...........................] - ETA: 2:30 - loss: 0.0082 - acc: 0.9983
 7168/60000 [==>...........................] - ETA: 2:30 - loss: 0.0081 - acc: 0.9983
 7232/60000 [==>...........................] - ETA: 2:29 - loss: 0.0081 - acc: 0.9983
 7296/60000 [==>...........................] - ETA: 2:29 - loss: 0.0082 - acc: 0.9982
 7360/60000 [==>...........................] - ETA: 2:29 - loss: 0.0081 - acc: 0.9982
 7424/60000 [==>...........................] - ETA: 2:29 - loss: 0.0081 - acc: 0.9982
 7488/60000 [==>...........................] - ETA: 2:28 - loss: 0.0080 - acc: 0.9983
 7552/60000 [==>...........................] - ETA: 2:28 - loss: 0.0079 - acc: 0.9983
 7616/60000 [==>...........................] - ETA: 2:28 - loss: 0.0079 - acc: 0.9983
 7680/60000 [==>...........................] - ETA: 2:28 - loss: 0.0078 - acc: 0.9983
 7744/60000 [==>...........................] - ETA: 2:27 - loss: 0.0078 - acc: 0.9983
 7808/60000 [==>...........................] - ETA: 2:27 - loss: 0.0077 - acc: 0.9983
 7872/60000 [==>...........................] - ETA: 2:27 - loss: 0.0080 - acc: 0.9982
 7936/60000 [==>...........................] - ETA: 2:27 - loss: 0.0079 - acc: 0.9982
 8000/60000 [===>..........................] - ETA: 2:27 - loss: 0.0079 - acc: 0.9982
 8064/60000 [===>..........................] - ETA: 2:26 - loss: 0.0078 - acc: 0.9983
 8128/60000 [===>..........................] - ETA: 2:26 - loss: 0.0078 - acc: 0.9983
 8192/60000 [===>..........................] - ETA: 2:26 - loss: 0.0078 - acc: 0.9983
 8256/60000 [===>..........................] - ETA: 2:26 - loss: 0.0077 - acc: 0.9983
 8320/60000 [===>..........................] - ETA: 2:25 - loss: 0.0077 - acc: 0.9983
 8384/60000 [===>..........................] - ETA: 2:25 - loss: 0.0077 - acc: 0.9983
 8448/60000 [===>..........................] - ETA: 2:25 - loss: 0.0076 - acc: 0.9983
 8512/60000 [===>..........................] - ETA: 2:25 - loss: 0.0076 - acc: 0.9984
 8576/60000 [===>..........................] - ETA: 2:24 - loss: 0.0076 - acc: 0.9984
 8640/60000 [===>..........................] - ETA: 2:24 - loss: 0.0075 - acc: 0.9984
 8704/60000 [===>..........................] - ETA: 2:24 - loss: 0.0075 - acc: 0.9984
 8768/60000 [===>..........................] - ETA: 2:24 - loss: 0.0074 - acc: 0.9984
 8832/60000 [===>..........................] - ETA: 2:24 - loss: 0.0074 - acc: 0.9984
 8896/60000 [===>..........................] - ETA: 2:23 - loss: 0.0074 - acc: 0.9984
 8960/60000 [===>..........................] - ETA: 2:23 - loss: 0.0073 - acc: 0.9984
 9024/60000 [===>..........................] - ETA: 2:23 - loss: 0.0073 - acc: 0.9984
 9088/60000 [===>..........................] - ETA: 2:23 - loss: 0.0072 - acc: 0.9985
 9152/60000 [===>..........................] - ETA: 2:23 - loss: 0.0072 - acc: 0.9985
 9216/60000 [===>..........................] - ETA: 2:22 - loss: 0.0071 - acc: 0.9985
 9280/60000 [===>..........................] - ETA: 2:22 - loss: 0.0071 - acc: 0.9985
 9344/60000 [===>..........................] - ETA: 2:22 - loss: 0.0070 - acc: 0.9985
 9408/60000 [===>..........................] - ETA: 2:22 - loss: 0.0070 - acc: 0.9985
 9472/60000 [===>..........................] - ETA: 2:21 - loss: 0.0069 - acc: 0.9985
 9536/60000 [===>..........................] - ETA: 2:21 - loss: 0.0069 - acc: 0.9985
 9600/60000 [===>..........................] - ETA: 2:21 - loss: 0.0068 - acc: 0.9985
 9664/60000 [===>..........................] - ETA: 2:21 - loss: 0.0068 - acc: 0.9986
 9728/60000 [===>..........................] - ETA: 2:21 - loss: 0.0070 - acc: 0.9985
 9792/60000 [===>..........................] - ETA: 2:20 - loss: 0.0069 - acc: 0.9985
 9856/60000 [===>..........................] - ETA: 2:20 - loss: 0.0069 - acc: 0.9985
 9920/60000 [===>..........................] - ETA: 2:20 - loss: 0.0069 - acc: 0.9985
 9984/60000 [===>..........................] - ETA: 2:20 - loss: 0.0068 - acc: 0.9985
10048/60000 [====>.........................] - ETA: 2:20 - loss: 0.0068 - acc: 0.9985
10112/60000 [====>.........................] - ETA: 2:19 - loss: 0.0067 - acc: 0.9985
10176/60000 [====>.........................] - ETA: 2:19 - loss: 0.0067 - acc: 0.9985
10240/60000 [====>.........................] - ETA: 2:19 - loss: 0.0066 - acc: 0.9985
10304/60000 [====>.........................] - ETA: 2:19 - loss: 0.0066 - acc: 0.9985
10368/60000 [====>.........................] - ETA: 2:19 - loss: 0.0066 - acc: 0.9986
10432/60000 [====>.........................] - ETA: 2:18 - loss: 0.0065 - acc: 0.9986
10496/60000 [====>.........................] - ETA: 2:18 - loss: 0.0065 - acc: 0.9986
10560/60000 [====>.........................] - ETA: 2:18 - loss: 0.0065 - acc: 0.9986
10624/60000 [====>.........................] - ETA: 2:18 - loss: 0.0064 - acc: 0.9986
10688/60000 [====>.........................] - ETA: 2:18 - loss: 0.0064 - acc: 0.9986
10752/60000 [====>.........................] - ETA: 2:17 - loss: 0.0064 - acc: 0.9986
10816/60000 [====>.........................] - ETA: 2:17 - loss: 0.0064 - acc: 0.9986
10880/60000 [====>.........................] - ETA: 2:17 - loss: 0.0065 - acc: 0.9986
10944/60000 [====>.........................] - ETA: 2:17 - loss: 0.0064 - acc: 0.9986
11008/60000 [====>.........................] - ETA: 2:17 - loss: 0.0064 - acc: 0.9986
11072/60000 [====>.........................] - ETA: 2:16 - loss: 0.0063 - acc: 0.9986
11136/60000 [====>.........................] - ETA: 2:16 - loss: 0.0063 - acc: 0.9987
11200/60000 [====>.........................] - ETA: 2:16 - loss: 0.0063 - acc: 0.9987
11264/60000 [====>.........................] - ETA: 2:16 - loss: 0.0062 - acc: 0.9987
11328/60000 [====>.........................] - ETA: 2:16 - loss: 0.0062 - acc: 0.9987
11392/60000 [====>.........................] - ETA: 2:15 - loss: 0.0062 - acc: 0.9987
11456/60000 [====>.........................] - ETA: 2:15 - loss: 0.0062 - acc: 0.9987
11520/60000 [====>.........................] - ETA: 2:15 - loss: 0.0061 - acc: 0.9987
11584/60000 [====>.........................] - ETA: 2:15 - loss: 0.0061 - acc: 0.9987
11648/60000 [====>.........................] - ETA: 2:15 - loss: 0.0061 - acc: 0.9987
11712/60000 [====>.........................] - ETA: 2:14 - loss: 0.0061 - acc: 0.9987
11776/60000 [====>.........................] - ETA: 2:14 - loss: 0.0061 - acc: 0.9987
11840/60000 [====>.........................] - ETA: 2:14 - loss: 0.0060 - acc: 0.9987
11904/60000 [====>.........................] - ETA: 2:14 - loss: 0.0060 - acc: 0.9987
11968/60000 [====>.........................] - ETA: 2:14 - loss: 0.0060 - acc: 0.9987
12032/60000 [=====>........................] - ETA: 2:13 - loss: 0.0059 - acc: 0.9988
12096/60000 [=====>........................] - ETA: 2:13 - loss: 0.0059 - acc: 0.9988
12160/60000 [=====>........................] - ETA: 2:13 - loss: 0.0059 - acc: 0.9988
12224/60000 [=====>........................] - ETA: 2:13 - loss: 0.0059 - acc: 0.9988
12288/60000 [=====>........................] - ETA: 2:13 - loss: 0.0059 - acc: 0.9988
12352/60000 [=====>........................] - ETA: 2:12 - loss: 0.0060 - acc: 0.9987
12416/60000 [=====>........................] - ETA: 2:12 - loss: 0.0059 - acc: 0.9987
12480/60000 [=====>........................] - ETA: 2:12 - loss: 0.0059 - acc: 0.9987
12544/60000 [=====>........................] - ETA: 2:12 - loss: 0.0061 - acc: 0.9986
12608/60000 [=====>........................] - ETA: 2:12 - loss: 0.0061 - acc: 0.9987
12672/60000 [=====>........................] - ETA: 2:11 - loss: 0.0060 - acc: 0.9987
12736/60000 [=====>........................] - ETA: 2:11 - loss: 0.0060 - acc: 0.9987
12800/60000 [=====>........................] - ETA: 2:11 - loss: 0.0060 - acc: 0.9987
12864/60000 [=====>........................] - ETA: 2:11 - loss: 0.0060 - acc: 0.9987
12928/60000 [=====>........................] - ETA: 2:11 - loss: 0.0059 - acc: 0.9987
12992/60000 [=====>........................] - ETA: 2:10 - loss: 0.0059 - acc: 0.9987
13056/60000 [=====>........................] - ETA: 2:10 - loss: 0.0059 - acc: 0.9986
13120/60000 [=====>........................] - ETA: 2:10 - loss: 0.0059 - acc: 0.9986
13184/60000 [=====>........................] - ETA: 2:10 - loss: 0.0059 - acc: 0.9986
13248/60000 [=====>........................] - ETA: 2:10 - loss: 0.0059 - acc: 0.9986
13312/60000 [=====>........................] - ETA: 2:10 - loss: 0.0058 - acc: 0.9986
13376/60000 [=====>........................] - ETA: 2:10 - loss: 0.0058 - acc: 0.9987
13440/60000 [=====>........................] - ETA: 2:10 - loss: 0.0058 - acc: 0.9987
13504/60000 [=====>........................] - ETA: 2:10 - loss: 0.0058 - acc: 0.9987
13568/60000 [=====>........................] - ETA: 2:10 - loss: 0.0058 - acc: 0.9987
13632/60000 [=====>........................] - ETA: 2:09 - loss: 0.0057 - acc: 0.9987
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14720/60000 [======>.......................] - ETA: 2:08 - loss: 0.0059 - acc: 0.9985
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16960/60000 [=======>......................] - ETA: 2:02 - loss: 0.0058 - acc: 0.9983
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17088/60000 [=======>......................] - ETA: 2:02 - loss: 0.0062 - acc: 0.9982
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17216/60000 [=======>......................] - ETA: 2:02 - loss: 0.0064 - acc: 0.9981
17280/60000 [=======>......................] - ETA: 2:02 - loss: 0.0063 - acc: 0.9981
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60000/60000 [==============================] - 173s 3ms/step - loss: 0.0095 - acc: 0.9970
Epoch 10/10

   64/60000 [..............................] - ETA: 3:00 - loss: 3.0521e-04 - acc: 1.0000
  128/60000 [..............................] - ETA: 3:27 - loss: 0.0032 - acc: 1.0000    
  192/60000 [..............................] - ETA: 3:24 - loss: 0.0040 - acc: 1.0000
  256/60000 [..............................] - ETA: 3:22 - loss: 0.0033 - acc: 1.0000
  320/60000 [..............................] - ETA: 3:28 - loss: 0.0217 - acc: 0.9938
  384/60000 [..............................] - ETA: 3:22 - loss: 0.0182 - acc: 0.9948
  448/60000 [..............................] - ETA: 3:26 - loss: 0.0202 - acc: 0.9933
  512/60000 [..............................] - ETA: 3:28 - loss: 0.0335 - acc: 0.9922
  576/60000 [..............................] - ETA: 3:26 - loss: 0.0298 - acc: 0.9931
  640/60000 [..............................] - ETA: 3:27 - loss: 0.0276 - acc: 0.9938
  704/60000 [..............................] - ETA: 3:24 - loss: 0.0254 - acc: 0.9943
  768/60000 [..............................] - ETA: 3:21 - loss: 0.0233 - acc: 0.9948
  832/60000 [..............................] - ETA: 3:21 - loss: 0.0260 - acc: 0.9940
  896/60000 [..............................] - ETA: 3:23 - loss: 0.0403 - acc: 0.9922
  960/60000 [..............................] - ETA: 3:21 - loss: 0.0376 - acc: 0.9927
 1024/60000 [..............................] - ETA: 3:18 - loss: 0.0365 - acc: 0.9922
 1088/60000 [..............................] - ETA: 3:16 - loss: 0.0344 - acc: 0.9926
 1152/60000 [..............................] - ETA: 3:18 - loss: 0.0326 - acc: 0.9931
 1216/60000 [..............................] - ETA: 3:17 - loss: 0.0331 - acc: 0.9926
 1280/60000 [..............................] - ETA: 3:16 - loss: 0.0316 - acc: 0.9930
 1344/60000 [..............................] - ETA: 3:17 - loss: 0.0336 - acc: 0.9926
 1408/60000 [..............................] - ETA: 3:17 - loss: 0.0327 - acc: 0.9922
 1472/60000 [..............................] - ETA: 3:15 - loss: 0.0313 - acc: 0.9925
 1536/60000 [..............................] - ETA: 3:15 - loss: 0.0308 - acc: 0.9922
 1600/60000 [..............................] - ETA: 3:16 - loss: 0.0295 - acc: 0.9925
 1664/60000 [..............................] - ETA: 3:15 - loss: 0.0299 - acc: 0.9922
 1728/60000 [..............................] - ETA: 3:14 - loss: 0.0288 - acc: 0.9925
 1792/60000 [..............................] - ETA: 3:14 - loss: 0.0281 - acc: 0.9927
 1856/60000 [..............................] - ETA: 3:14 - loss: 0.0272 - acc: 0.9930
 1920/60000 [..............................] - ETA: 3:14 - loss: 0.0264 - acc: 0.9932
 1984/60000 [..............................] - ETA: 3:15 - loss: 0.0256 - acc: 0.9934
 2048/60000 [>.............................] - ETA: 3:15 - loss: 0.0248 - acc: 0.9937
 2112/60000 [>.............................] - ETA: 3:14 - loss: 0.0250 - acc: 0.9934
 2176/60000 [>.............................] - ETA: 3:15 - loss: 0.0243 - acc: 0.9936
 2240/60000 [>.............................] - ETA: 3:14 - loss: 0.0236 - acc: 0.9938
 2304/60000 [>.............................] - ETA: 3:13 - loss: 0.0245 - acc: 0.9931
 2368/60000 [>.............................] - ETA: 3:11 - loss: 0.0249 - acc: 0.9928
 2432/60000 [>.............................] - ETA: 3:11 - loss: 0.0243 - acc: 0.9930
 2496/60000 [>.............................] - ETA: 3:09 - loss: 0.0237 - acc: 0.9932
 2560/60000 [>.............................] - ETA: 3:08 - loss: 0.0239 - acc: 0.9930
 2624/60000 [>.............................] - ETA: 3:07 - loss: 0.0233 - acc: 0.9931
 2688/60000 [>.............................] - ETA: 3:06 - loss: 0.0228 - acc: 0.9933
 2752/60000 [>.............................] - ETA: 3:05 - loss: 0.0223 - acc: 0.9935
 2816/60000 [>.............................] - ETA: 3:04 - loss: 0.0218 - acc: 0.9936
 2880/60000 [>.............................] - ETA: 3:03 - loss: 0.0218 - acc: 0.9934
 2944/60000 [>.............................] - ETA: 3:02 - loss: 0.0214 - acc: 0.9935
 3008/60000 [>.............................] - ETA: 3:02 - loss: 0.0210 - acc: 0.9937
 3072/60000 [>.............................] - ETA: 3:03 - loss: 0.0205 - acc: 0.9938
 3136/60000 [>.............................] - ETA: 3:02 - loss: 0.0201 - acc: 0.9939
 3200/60000 [>.............................] - ETA: 3:02 - loss: 0.0200 - acc: 0.9941
 3264/60000 [>.............................] - ETA: 3:02 - loss: 0.0196 - acc: 0.9942
 3328/60000 [>.............................] - ETA: 3:02 - loss: 0.0241 - acc: 0.9940
 3392/60000 [>.............................] - ETA: 3:02 - loss: 0.0236 - acc: 0.9941
 3456/60000 [>.............................] - ETA: 3:02 - loss: 0.0233 - acc: 0.9942
 3520/60000 [>.............................] - ETA: 3:02 - loss: 0.0228 - acc: 0.9943
 3584/60000 [>.............................] - ETA: 3:01 - loss: 0.0226 - acc: 0.9944
 3648/60000 [>.............................] - ETA: 3:01 - loss: 0.0223 - acc: 0.9945
 3712/60000 [>.............................] - ETA: 3:00 - loss: 0.0221 - acc: 0.9946
 3776/60000 [>.............................] - ETA: 3:00 - loss: 0.0219 - acc: 0.9947
 3840/60000 [>.............................] - ETA: 2:59 - loss: 0.0216 - acc: 0.9948
 3904/60000 [>.............................] - ETA: 2:59 - loss: 0.0212 - acc: 0.9949
 3968/60000 [>.............................] - ETA: 2:58 - loss: 0.0210 - acc: 0.9950
 4032/60000 [=>............................] - ETA: 2:58 - loss: 0.0206 - acc: 0.9950
 4096/60000 [=>............................] - ETA: 2:57 - loss: 0.0203 - acc: 0.9951
 4160/60000 [=>............................] - ETA: 2:57 - loss: 0.0200 - acc: 0.9952
 4224/60000 [=>............................] - ETA: 2:57 - loss: 0.0197 - acc: 0.9953
 4288/60000 [=>............................] - ETA: 2:56 - loss: 0.0194 - acc: 0.9953
 4352/60000 [=>............................] - ETA: 2:56 - loss: 0.0201 - acc: 0.9952
 4416/60000 [=>............................] - ETA: 2:55 - loss: 0.0198 - acc: 0.9952
 4480/60000 [=>............................] - ETA: 2:55 - loss: 0.0200 - acc: 0.9951
 4544/60000 [=>............................] - ETA: 2:54 - loss: 0.0198 - acc: 0.9952
 4608/60000 [=>............................] - ETA: 2:54 - loss: 0.0195 - acc: 0.9952
 4672/60000 [=>............................] - ETA: 2:53 - loss: 0.0192 - acc: 0.9953
 4736/60000 [=>............................] - ETA: 2:53 - loss: 0.0197 - acc: 0.9951
 4800/60000 [=>............................] - ETA: 2:53 - loss: 0.0195 - acc: 0.9952
 4864/60000 [=>............................] - ETA: 2:52 - loss: 0.0192 - acc: 0.9953
 4928/60000 [=>............................] - ETA: 2:52 - loss: 0.0190 - acc: 0.9953
 4992/60000 [=>............................] - ETA: 2:51 - loss: 0.0192 - acc: 0.9952
 5056/60000 [=>............................] - ETA: 2:51 - loss: 0.0190 - acc: 0.9953
 5120/60000 [=>............................] - ETA: 2:51 - loss: 0.0187 - acc: 0.9953
 5184/60000 [=>............................] - ETA: 2:50 - loss: 0.0185 - acc: 0.9954
 5248/60000 [=>............................] - ETA: 2:50 - loss: 0.0184 - acc: 0.9954
 5312/60000 [=>............................] - ETA: 2:50 - loss: 0.0183 - acc: 0.9955
 5376/60000 [=>............................] - ETA: 2:49 - loss: 0.0181 - acc: 0.9955
 5440/60000 [=>............................] - ETA: 2:49 - loss: 0.0179 - acc: 0.9956
 5504/60000 [=>............................] - ETA: 2:49 - loss: 0.0178 - acc: 0.9956
 5568/60000 [=>............................] - ETA: 2:48 - loss: 0.0176 - acc: 0.9957
 5632/60000 [=>............................] - ETA: 2:48 - loss: 0.0174 - acc: 0.9957
 5696/60000 [=>............................] - ETA: 2:47 - loss: 0.0173 - acc: 0.9956
 5760/60000 [=>............................] - ETA: 2:47 - loss: 0.0172 - acc: 0.9957
 5824/60000 [=>............................] - ETA: 2:46 - loss: 0.0170 - acc: 0.9957
 5888/60000 [=>............................] - ETA: 2:46 - loss: 0.0168 - acc: 0.9958
 5952/60000 [=>............................] - ETA: 2:46 - loss: 0.0178 - acc: 0.9956
 6016/60000 [==>...........................] - ETA: 2:45 - loss: 0.0177 - acc: 0.9957
 6080/60000 [==>...........................] - ETA: 2:45 - loss: 0.0175 - acc: 0.9957
 6144/60000 [==>...........................] - ETA: 2:45 - loss: 0.0173 - acc: 0.9958
 6208/60000 [==>...........................] - ETA: 2:44 - loss: 0.0171 - acc: 0.9958
 6272/60000 [==>...........................] - ETA: 2:44 - loss: 0.0170 - acc: 0.9959
 6336/60000 [==>...........................] - ETA: 2:43 - loss: 0.0168 - acc: 0.9959
 6400/60000 [==>...........................] - ETA: 2:43 - loss: 0.0166 - acc: 0.9959
 6464/60000 [==>...........................] - ETA: 2:43 - loss: 0.0168 - acc: 0.9958
 6528/60000 [==>...........................] - ETA: 2:42 - loss: 0.0166 - acc: 0.9959
 6592/60000 [==>...........................] - ETA: 2:42 - loss: 0.0168 - acc: 0.9958
 6656/60000 [==>...........................] - ETA: 2:42 - loss: 0.0166 - acc: 0.9958
 6720/60000 [==>...........................] - ETA: 2:41 - loss: 0.0166 - acc: 0.9957
 6784/60000 [==>...........................] - ETA: 2:41 - loss: 0.0164 - acc: 0.9957
 6848/60000 [==>...........................] - ETA: 2:41 - loss: 0.0163 - acc: 0.9958
 6912/60000 [==>...........................] - ETA: 2:40 - loss: 0.0162 - acc: 0.9958
 6976/60000 [==>...........................] - ETA: 2:40 - loss: 0.0161 - acc: 0.9958
 7040/60000 [==>...........................] - ETA: 2:40 - loss: 0.0160 - acc: 0.9959
 7104/60000 [==>...........................] - ETA: 2:39 - loss: 0.0159 - acc: 0.9959
 7168/60000 [==>...........................] - ETA: 2:39 - loss: 0.0157 - acc: 0.9960
 7232/60000 [==>...........................] - ETA: 2:39 - loss: 0.0156 - acc: 0.9960
 7296/60000 [==>...........................] - ETA: 2:38 - loss: 0.0155 - acc: 0.9960
 7360/60000 [==>...........................] - ETA: 2:38 - loss: 0.0154 - acc: 0.9961
 7424/60000 [==>...........................] - ETA: 2:38 - loss: 0.0152 - acc: 0.9961
 7488/60000 [==>...........................] - ETA: 2:37 - loss: 0.0151 - acc: 0.9961
 7552/60000 [==>...........................] - ETA: 2:37 - loss: 0.0150 - acc: 0.9962
 7616/60000 [==>...........................] - ETA: 2:37 - loss: 0.0149 - acc: 0.9962
 7680/60000 [==>...........................] - ETA: 2:36 - loss: 0.0147 - acc: 0.9962
 7744/60000 [==>...........................] - ETA: 2:36 - loss: 0.0148 - acc: 0.9961
 7808/60000 [==>...........................] - ETA: 2:36 - loss: 0.0147 - acc: 0.9962
 7872/60000 [==>...........................] - ETA: 2:35 - loss: 0.0146 - acc: 0.9962
 7936/60000 [==>...........................] - ETA: 2:35 - loss: 0.0145 - acc: 0.9962
 8000/60000 [===>..........................] - ETA: 2:35 - loss: 0.0148 - acc: 0.9961
 8064/60000 [===>..........................] - ETA: 2:35 - loss: 0.0147 - acc: 0.9962
 8128/60000 [===>..........................] - ETA: 2:34 - loss: 0.0147 - acc: 0.9962
 8192/60000 [===>..........................] - ETA: 2:34 - loss: 0.0146 - acc: 0.9962
 8256/60000 [===>..........................] - ETA: 2:34 - loss: 0.0145 - acc: 0.9962
 8320/60000 [===>..........................] - ETA: 2:33 - loss: 0.0143 - acc: 0.9963
 8384/60000 [===>..........................] - ETA: 2:33 - loss: 0.0146 - acc: 0.9962
 8448/60000 [===>..........................] - ETA: 2:33 - loss: 0.0145 - acc: 0.9962
 8512/60000 [===>..........................] - ETA: 2:33 - loss: 0.0144 - acc: 0.9962
 8576/60000 [===>..........................] - ETA: 2:32 - loss: 0.0143 - acc: 0.9963
 8640/60000 [===>..........................] - ETA: 2:32 - loss: 0.0142 - acc: 0.9963
 8704/60000 [===>..........................] - ETA: 2:32 - loss: 0.0141 - acc: 0.9963
 8768/60000 [===>..........................] - ETA: 2:31 - loss: 0.0140 - acc: 0.9964
 8832/60000 [===>..........................] - ETA: 2:31 - loss: 0.0139 - acc: 0.9964
 8896/60000 [===>..........................] - ETA: 2:31 - loss: 0.0138 - acc: 0.9964
 8960/60000 [===>..........................] - ETA: 2:31 - loss: 0.0139 - acc: 0.9963
 9024/60000 [===>..........................] - ETA: 2:30 - loss: 0.0138 - acc: 0.9963
 9088/60000 [===>..........................] - ETA: 2:30 - loss: 0.0137 - acc: 0.9964
 9152/60000 [===>..........................] - ETA: 2:30 - loss: 0.0136 - acc: 0.9964
 9216/60000 [===>..........................] - ETA: 2:30 - loss: 0.0135 - acc: 0.9964
 9280/60000 [===>..........................] - ETA: 2:29 - loss: 0.0135 - acc: 0.9963
 9344/60000 [===>..........................] - ETA: 2:29 - loss: 0.0135 - acc: 0.9964
 9408/60000 [===>..........................] - ETA: 2:29 - loss: 0.0134 - acc: 0.9964
 9472/60000 [===>..........................] - ETA: 2:29 - loss: 0.0134 - acc: 0.9964
 9536/60000 [===>..........................] - ETA: 2:28 - loss: 0.0134 - acc: 0.9964
 9600/60000 [===>..........................] - ETA: 2:28 - loss: 0.0133 - acc: 0.9965
 9664/60000 [===>..........................] - ETA: 2:28 - loss: 0.0132 - acc: 0.9965
 9728/60000 [===>..........................] - ETA: 2:27 - loss: 0.0131 - acc: 0.9965
 9792/60000 [===>..........................] - ETA: 2:27 - loss: 0.0138 - acc: 0.9964
 9856/60000 [===>..........................] - ETA: 2:27 - loss: 0.0137 - acc: 0.9964
 9920/60000 [===>..........................] - ETA: 2:27 - loss: 0.0136 - acc: 0.9965
 9984/60000 [===>..........................] - ETA: 2:26 - loss: 0.0135 - acc: 0.9965
10048/60000 [====>.........................] - ETA: 2:26 - loss: 0.0135 - acc: 0.9965
10112/60000 [====>.........................] - ETA: 2:26 - loss: 0.0134 - acc: 0.9965
10176/60000 [====>.........................] - ETA: 2:26 - loss: 0.0133 - acc: 0.9966
10240/60000 [====>.........................] - ETA: 2:25 - loss: 0.0133 - acc: 0.9966
10304/60000 [====>.........................] - ETA: 2:25 - loss: 0.0133 - acc: 0.9965
10368/60000 [====>.........................] - ETA: 2:25 - loss: 0.0133 - acc: 0.9964
10432/60000 [====>.........................] - ETA: 2:25 - loss: 0.0132 - acc: 0.9965
10496/60000 [====>.........................] - ETA: 2:24 - loss: 0.0133 - acc: 0.9964
10560/60000 [====>.........................] - ETA: 2:24 - loss: 0.0132 - acc: 0.9964
10624/60000 [====>.........................] - ETA: 2:24 - loss: 0.0132 - acc: 0.9964
10688/60000 [====>.........................] - ETA: 2:24 - loss: 0.0131 - acc: 0.9964
10752/60000 [====>.........................] - ETA: 2:23 - loss: 0.0131 - acc: 0.9965
10816/60000 [====>.........................] - ETA: 2:23 - loss: 0.0130 - acc: 0.9965
10880/60000 [====>.........................] - ETA: 2:23 - loss: 0.0129 - acc: 0.9965
10944/60000 [====>.........................] - ETA: 2:23 - loss: 0.0129 - acc: 0.9965
11008/60000 [====>.........................] - ETA: 2:22 - loss: 0.0128 - acc: 0.9965
11072/60000 [====>.........................] - ETA: 2:22 - loss: 0.0127 - acc: 0.9966
11136/60000 [====>.........................] - ETA: 2:22 - loss: 0.0127 - acc: 0.9966
11200/60000 [====>.........................] - ETA: 2:22 - loss: 0.0126 - acc: 0.9966
11264/60000 [====>.........................] - ETA: 2:21 - loss: 0.0125 - acc: 0.9966
11328/60000 [====>.........................] - ETA: 2:21 - loss: 0.0125 - acc: 0.9966
11392/60000 [====>.........................] - ETA: 2:21 - loss: 0.0124 - acc: 0.9967
11456/60000 [====>.........................] - ETA: 2:21 - loss: 0.0123 - acc: 0.9967
11520/60000 [====>.........................] - ETA: 2:20 - loss: 0.0123 - acc: 0.9967
11584/60000 [====>.........................] - ETA: 2:20 - loss: 0.0130 - acc: 0.9966
11648/60000 [====>.........................] - ETA: 2:20 - loss: 0.0130 - acc: 0.9967
11712/60000 [====>.........................] - ETA: 2:20 - loss: 0.0129 - acc: 0.9967
11776/60000 [====>.........................] - ETA: 2:19 - loss: 0.0128 - acc: 0.9967
11840/60000 [====>.........................] - ETA: 2:19 - loss: 0.0128 - acc: 0.9967
11904/60000 [====>.........................] - ETA: 2:19 - loss: 0.0127 - acc: 0.9967
11968/60000 [====>.........................] - ETA: 2:19 - loss: 0.0127 - acc: 0.9967
12032/60000 [=====>........................] - ETA: 2:19 - loss: 0.0126 - acc: 0.9968
12096/60000 [=====>........................] - ETA: 2:18 - loss: 0.0126 - acc: 0.9968
12160/60000 [=====>........................] - ETA: 2:18 - loss: 0.0125 - acc: 0.9968
12224/60000 [=====>........................] - ETA: 2:18 - loss: 0.0125 - acc: 0.9968
12288/60000 [=====>........................] - ETA: 2:18 - loss: 0.0125 - acc: 0.9967
12352/60000 [=====>........................] - ETA: 2:18 - loss: 0.0124 - acc: 0.9968
12416/60000 [=====>........................] - ETA: 2:17 - loss: 0.0124 - acc: 0.9968
12480/60000 [=====>........................] - ETA: 2:17 - loss: 0.0125 - acc: 0.9967
12544/60000 [=====>........................] - ETA: 2:17 - loss: 0.0124 - acc: 0.9967
12608/60000 [=====>........................] - ETA: 2:17 - loss: 0.0124 - acc: 0.9967
12672/60000 [=====>........................] - ETA: 2:17 - loss: 0.0124 - acc: 0.9968
12736/60000 [=====>........................] - ETA: 2:17 - loss: 0.0123 - acc: 0.9968
12800/60000 [=====>........................] - ETA: 2:16 - loss: 0.0127 - acc: 0.9966
12864/60000 [=====>........................] - ETA: 2:16 - loss: 0.0127 - acc: 0.9967
12928/60000 [=====>........................] - ETA: 2:16 - loss: 0.0126 - acc: 0.9967
12992/60000 [=====>........................] - ETA: 2:16 - loss: 0.0126 - acc: 0.9967
13056/60000 [=====>........................] - ETA: 2:15 - loss: 0.0125 - acc: 0.9967
13120/60000 [=====>........................] - ETA: 2:15 - loss: 0.0125 - acc: 0.9967
13184/60000 [=====>........................] - ETA: 2:15 - loss: 0.0124 - acc: 0.9967
13248/60000 [=====>........................] - ETA: 2:15 - loss: 0.0124 - acc: 0.9968
13312/60000 [=====>........................] - ETA: 2:15 - loss: 0.0124 - acc: 0.9968
13376/60000 [=====>........................] - ETA: 2:14 - loss: 0.0125 - acc: 0.9967
13440/60000 [=====>........................] - ETA: 2:14 - loss: 0.0124 - acc: 0.9967
13504/60000 [=====>........................] - ETA: 2:14 - loss: 0.0126 - acc: 0.9967
13568/60000 [=====>........................] - ETA: 2:14 - loss: 0.0129 - acc: 0.9966
13632/60000 [=====>........................] - ETA: 2:14 - loss: 0.0129 - acc: 0.9966
13696/60000 [=====>........................] - ETA: 2:13 - loss: 0.0128 - acc: 0.9966
13760/60000 [=====>........................] - ETA: 2:13 - loss: 0.0128 - acc: 0.9966
13824/60000 [=====>........................] - ETA: 2:13 - loss: 0.0127 - acc: 0.9966
13888/60000 [=====>........................] - ETA: 2:13 - loss: 0.0127 - acc: 0.9966
13952/60000 [=====>........................] - ETA: 2:13 - loss: 0.0126 - acc: 0.9966
14016/60000 [======>.......................] - ETA: 2:12 - loss: 0.0126 - acc: 0.9966
14080/60000 [======>.......................] - ETA: 2:12 - loss: 0.0125 - acc: 0.9967
14144/60000 [======>.......................] - ETA: 2:12 - loss: 0.0125 - acc: 0.9967
14208/60000 [======>.......................] - ETA: 2:12 - loss: 0.0124 - acc: 0.9967
14272/60000 [======>.......................] - ETA: 2:12 - loss: 0.0124 - acc: 0.9967
14336/60000 [======>.......................] - ETA: 2:12 - loss: 0.0123 - acc: 0.9967
14400/60000 [======>.......................] - ETA: 2:12 - loss: 0.0123 - acc: 0.9967
14464/60000 [======>.......................] - ETA: 2:11 - loss: 0.0124 - acc: 0.9967
14528/60000 [======>.......................] - ETA: 2:11 - loss: 0.0123 - acc: 0.9967
14592/60000 [======>.......................] - ETA: 2:11 - loss: 0.0123 - acc: 0.9966
14656/60000 [======>.......................] - ETA: 2:11 - loss: 0.0124 - acc: 0.9966
14720/60000 [======>.......................] - ETA: 2:11 - loss: 0.0126 - acc: 0.9965
14784/60000 [======>.......................] - ETA: 2:10 - loss: 0.0125 - acc: 0.9966
14848/60000 [======>.......................] - ETA: 2:10 - loss: 0.0125 - acc: 0.9966
14912/60000 [======>.......................] - ETA: 2:10 - loss: 0.0125 - acc: 0.9966
14976/60000 [======>.......................] - ETA: 2:10 - loss: 0.0124 - acc: 0.9966
15040/60000 [======>.......................] - ETA: 2:10 - loss: 0.0124 - acc: 0.9966
15104/60000 [======>.......................] - ETA: 2:09 - loss: 0.0123 - acc: 0.9966
15168/60000 [======>.......................] - ETA: 2:09 - loss: 0.0123 - acc: 0.9966
15232/60000 [======>.......................] - ETA: 2:09 - loss: 0.0122 - acc: 0.9967
15296/60000 [======>.......................] - ETA: 2:09 - loss: 0.0122 - acc: 0.9967
15360/60000 [======>.......................] - ETA: 2:09 - loss: 0.0121 - acc: 0.9967
15424/60000 [======>.......................] - ETA: 2:09 - loss: 0.0121 - acc: 0.9967
15488/60000 [======>.......................] - ETA: 2:08 - loss: 0.0120 - acc: 0.9967
15552/60000 [======>.......................] - ETA: 2:08 - loss: 0.0120 - acc: 0.9967
15616/60000 [======>.......................] - ETA: 2:08 - loss: 0.0120 - acc: 0.9967
15680/60000 [======>.......................] - ETA: 2:08 - loss: 0.0120 - acc: 0.9967
15744/60000 [======>.......................] - ETA: 2:08 - loss: 0.0119 - acc: 0.9967
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 7936/10000 [======================>.......] - ETA: 1s
 8032/10000 [=======================>......] - ETA: 1s
 8128/10000 [=======================>......] - ETA: 1s
 8224/10000 [=======================>......] - ETA: 1s
 8320/10000 [=======================>......] - ETA: 1s
 8416/10000 [========================>.....] - ETA: 1s
 8512/10000 [========================>.....] - ETA: 1s
 8608/10000 [========================>.....] - ETA: 0s
 8704/10000 [=========================>....] - ETA: 0s
 8768/10000 [=========================>....] - ETA: 0s
 8864/10000 [=========================>....] - ETA: 0s
 8960/10000 [=========================>....] - ETA: 0s
 9056/10000 [==========================>...] - ETA: 0s
 9152/10000 [==========================>...] - ETA: 0s
 9248/10000 [==========================>...] - ETA: 0s
 9344/10000 [===========================>..] - ETA: 0s
 9440/10000 [===========================>..] - ETA: 0s
 9536/10000 [===========================>..] - ETA: 0s
 9632/10000 [===========================>..] - ETA: 0s
 9728/10000 [============================>.] - ETA: 0s
 9824/10000 [============================>.] - ETA: 0s
 9920/10000 [============================>.] - ETA: 0s
10000/10000 [==============================] - 7s 704us/step

test loss 0.029891645393227327
test accuracy 0.9921

   32/60000 [..............................] - ETA: 39s
  128/60000 [..............................] - ETA: 39s
  224/60000 [..............................] - ETA: 43s
  288/60000 [..............................] - ETA: 46s
  384/60000 [..............................] - ETA: 45s
  480/60000 [..............................] - ETA: 44s
  576/60000 [..............................] - ETA: 43s
  672/60000 [..............................] - ETA: 43s
  768/60000 [..............................] - ETA: 43s
  864/60000 [..............................] - ETA: 43s
  960/60000 [..............................] - ETA: 42s
 1056/60000 [..............................] - ETA: 42s
 1152/60000 [..............................] - ETA: 42s
 1248/60000 [..............................] - ETA: 42s
 1344/60000 [..............................] - ETA: 42s
 1440/60000 [..............................] - ETA: 41s
 1536/60000 [..............................] - ETA: 41s
 1632/60000 [..............................] - ETA: 41s
 1728/60000 [..............................] - ETA: 41s
 1824/60000 [..............................] - ETA: 41s
 1920/60000 [..............................] - ETA: 41s
 2016/60000 [>.............................] - ETA: 40s
 2112/60000 [>.............................] - ETA: 40s
 2208/60000 [>.............................] - ETA: 40s
 2304/60000 [>.............................] - ETA: 40s
 2400/60000 [>.............................] - ETA: 40s
 2496/60000 [>.............................] - ETA: 40s
 2592/60000 [>.............................] - ETA: 40s
 2688/60000 [>.............................] - ETA: 40s
 2784/60000 [>.............................] - ETA: 40s
 2880/60000 [>.............................] - ETA: 40s
 2976/60000 [>.............................] - ETA: 39s
 3072/60000 [>.............................] - ETA: 39s
 3168/60000 [>.............................] - ETA: 39s
 3264/60000 [>.............................] - ETA: 39s
 3360/60000 [>.............................] - ETA: 39s
 3456/60000 [>.............................] - ETA: 39s
 3552/60000 [>.............................] - ETA: 39s
 3648/60000 [>.............................] - ETA: 39s
 3744/60000 [>.............................] - ETA: 39s
 3840/60000 [>.............................] - ETA: 39s
 3936/60000 [>.............................] - ETA: 39s
 4032/60000 [=>............................] - ETA: 39s
 4128/60000 [=>............................] - ETA: 39s
 4224/60000 [=>............................] - ETA: 38s
 4320/60000 [=>............................] - ETA: 38s
 4416/60000 [=>............................] - ETA: 38s
 4512/60000 [=>............................] - ETA: 38s
 4608/60000 [=>............................] - ETA: 38s
 4704/60000 [=>............................] - ETA: 38s
 4800/60000 [=>............................] - ETA: 38s
 4896/60000 [=>............................] - ETA: 38s
 4992/60000 [=>............................] - ETA: 38s
 5088/60000 [=>............................] - ETA: 38s
 5184/60000 [=>............................] - ETA: 38s
 5280/60000 [=>............................] - ETA: 38s
 5376/60000 [=>............................] - ETA: 38s
 5472/60000 [=>............................] - ETA: 37s
 5568/60000 [=>............................] - ETA: 37s
 5664/60000 [=>............................] - ETA: 37s
 5760/60000 [=>............................] - ETA: 37s
 5856/60000 [=>............................] - ETA: 37s
 5952/60000 [=>............................] - ETA: 37s
 6048/60000 [==>...........................] - ETA: 37s
 6144/60000 [==>...........................] - ETA: 37s
 6240/60000 [==>...........................] - ETA: 37s
 6336/60000 [==>...........................] - ETA: 37s
 6432/60000 [==>...........................] - ETA: 37s
 6528/60000 [==>...........................] - ETA: 37s
 6624/60000 [==>...........................] - ETA: 37s
 6720/60000 [==>...........................] - ETA: 37s
 6816/60000 [==>...........................] - ETA: 37s
 6912/60000 [==>...........................] - ETA: 36s
 7008/60000 [==>...........................] - ETA: 36s
 7104/60000 [==>...........................] - ETA: 36s
 7200/60000 [==>...........................] - ETA: 36s
 7296/60000 [==>...........................] - ETA: 36s
 7392/60000 [==>...........................] - ETA: 36s
 7488/60000 [==>...........................] - ETA: 36s
 7584/60000 [==>...........................] - ETA: 36s
 7680/60000 [==>...........................] - ETA: 36s
 7776/60000 [==>...........................] - ETA: 36s
 7872/60000 [==>...........................] - ETA: 36s
 7968/60000 [==>...........................] - ETA: 36s
 8064/60000 [===>..........................] - ETA: 36s
 8160/60000 [===>..........................] - ETA: 36s
 8256/60000 [===>..........................] - ETA: 35s
 8352/60000 [===>..........................] - ETA: 35s
 8448/60000 [===>..........................] - ETA: 35s
 8544/60000 [===>..........................] - ETA: 35s
 8640/60000 [===>..........................] - ETA: 35s
 8736/60000 [===>..........................] - ETA: 35s
 8832/60000 [===>..........................] - ETA: 35s
 8928/60000 [===>..........................] - ETA: 35s
 9024/60000 [===>..........................] - ETA: 35s
 9120/60000 [===>..........................] - ETA: 35s
 9216/60000 [===>..........................] - ETA: 35s
 9312/60000 [===>..........................] - ETA: 35s
 9376/60000 [===>..........................] - ETA: 35s
 9472/60000 [===>..........................] - ETA: 35s
 9536/60000 [===>..........................] - ETA: 35s
 9632/60000 [===>..........................] - ETA: 35s
 9728/60000 [===>..........................] - ETA: 35s
 9824/60000 [===>..........................] - ETA: 34s
 9920/60000 [===>..........................] - ETA: 34s
 9984/60000 [===>..........................] - ETA: 34s
10048/60000 [====>.........................] - ETA: 34s
10144/60000 [====>.........................] - ETA: 34s
10208/60000 [====>.........................] - ETA: 34s
10304/60000 [====>.........................] - ETA: 34s
10400/60000 [====>.........................] - ETA: 34s
10464/60000 [====>.........................] - ETA: 34s
10560/60000 [====>.........................] - ETA: 34s
10624/60000 [====>.........................] - ETA: 34s
10720/60000 [====>.........................] - ETA: 34s
10816/60000 [====>.........................] - ETA: 34s
10880/60000 [====>.........................] - ETA: 34s
10976/60000 [====>.........................] - ETA: 34s
11072/60000 [====>.........................] - ETA: 34s
11136/60000 [====>.........................] - ETA: 34s
11232/60000 [====>.........................] - ETA: 34s
11296/60000 [====>.........................] - ETA: 34s
11360/60000 [====>.........................] - ETA: 34s
11456/60000 [====>.........................] - ETA: 34s
11552/60000 [====>.........................] - ETA: 34s
11616/60000 [====>.........................] - ETA: 34s
11712/60000 [====>.........................] - ETA: 34s
11808/60000 [====>.........................] - ETA: 34s
11904/60000 [====>.........................] - ETA: 34s
12000/60000 [=====>........................] - ETA: 34s
12096/60000 [=====>........................] - ETA: 34s
12192/60000 [=====>........................] - ETA: 34s
12288/60000 [=====>........................] - ETA: 34s
12384/60000 [=====>........................] - ETA: 33s
12480/60000 [=====>........................] - ETA: 33s
12576/60000 [=====>........................] - ETA: 33s
12672/60000 [=====>........................] - ETA: 33s
12768/60000 [=====>........................] - ETA: 33s
12832/60000 [=====>........................] - ETA: 33s
12928/60000 [=====>........................] - ETA: 33s
13024/60000 [=====>........................] - ETA: 33s
13088/60000 [=====>........................] - ETA: 33s
13184/60000 [=====>........................] - ETA: 33s
13280/60000 [=====>........................] - ETA: 33s
13344/60000 [=====>........................] - ETA: 33s
13440/60000 [=====>........................] - ETA: 33s
13536/60000 [=====>........................] - ETA: 33s
13600/60000 [=====>........................] - ETA: 33s
13696/60000 [=====>........................] - ETA: 33s
13792/60000 [=====>........................] - ETA: 33s
13888/60000 [=====>........................] - ETA: 33s
13984/60000 [=====>........................] - ETA: 32s
14080/60000 [======>.......................] - ETA: 32s
14176/60000 [======>.......................] - ETA: 32s
14272/60000 [======>.......................] - ETA: 32s
14368/60000 [======>.......................] - ETA: 32s
14464/60000 [======>.......................] - ETA: 32s
14560/60000 [======>.......................] - ETA: 32s
14656/60000 [======>.......................] - ETA: 32s
14752/60000 [======>.......................] - ETA: 32s
14848/60000 [======>.......................] - ETA: 32s
14944/60000 [======>.......................] - ETA: 32s
15040/60000 [======>.......................] - ETA: 32s
15136/60000 [======>.......................] - ETA: 32s
15232/60000 [======>.......................] - ETA: 31s
15328/60000 [======>.......................] - ETA: 31s
15424/60000 [======>.......................] - ETA: 31s
15520/60000 [======>.......................] - ETA: 31s
15616/60000 [======>.......................] - ETA: 31s
15712/60000 [======>.......................] - ETA: 31s
15808/60000 [======>.......................] - ETA: 31s
15904/60000 [======>.......................] - ETA: 31s
16000/60000 [=======>......................] - ETA: 31s
16096/60000 [=======>......................] - ETA: 31s
16192/60000 [=======>......................] - ETA: 31s
16288/60000 [=======>......................] - ETA: 31s
16384/60000 [=======>......................] - ETA: 31s
16480/60000 [=======>......................] - ETA: 31s
16576/60000 [=======>......................] - ETA: 30s
16672/60000 [=======>......................] - ETA: 30s
16768/60000 [=======>......................] - ETA: 30s
16864/60000 [=======>......................] - ETA: 30s
16960/60000 [=======>......................] - ETA: 30s
17024/60000 [=======>......................] - ETA: 30s
17120/60000 [=======>......................] - ETA: 30s
17216/60000 [=======>......................] - ETA: 30s
17280/60000 [=======>......................] - ETA: 30s
17376/60000 [=======>......................] - ETA: 30s
17472/60000 [=======>......................] - ETA: 30s
17536/60000 [=======>......................] - ETA: 30s
17632/60000 [=======>......................] - ETA: 30s
17696/60000 [=======>......................] - ETA: 30s
17792/60000 [=======>......................] - ETA: 30s
17888/60000 [=======>......................] - ETA: 30s
17952/60000 [=======>......................] - ETA: 30s
18048/60000 [========>.....................] - ETA: 30s
18144/60000 [========>.....................] - ETA: 30s
18240/60000 [========>.....................] - ETA: 29s
18336/60000 [========>.....................] - ETA: 29s
18432/60000 [========>.....................] - ETA: 29s
18528/60000 [========>.....................] - ETA: 29s
18624/60000 [========>.....................] - ETA: 29s
18720/60000 [========>.....................] - ETA: 29s
18816/60000 [========>.....................] - ETA: 29s
18912/60000 [========>.....................] - ETA: 29s
19008/60000 [========>.....................] - ETA: 29s
19104/60000 [========>.....................] - ETA: 29s
19168/60000 [========>.....................] - ETA: 29s
19264/60000 [========>.....................] - ETA: 29s
19360/60000 [========>.....................] - ETA: 29s
19456/60000 [========>.....................] - ETA: 29s
19552/60000 [========>.....................] - ETA: 29s
19648/60000 [========>.....................] - ETA: 28s
19744/60000 [========>.....................] - ETA: 28s
19840/60000 [========>.....................] - ETA: 28s
19936/60000 [========>.....................] - ETA: 28s
20032/60000 [=========>....................] - ETA: 28s
20128/60000 [=========>....................] - ETA: 28s
20224/60000 [=========>....................] - ETA: 28s
20320/60000 [=========>....................] - ETA: 28s
20416/60000 [=========>....................] - ETA: 28s
20512/60000 [=========>....................] - ETA: 28s
20608/60000 [=========>....................] - ETA: 28s
20704/60000 [=========>....................] - ETA: 28s
20800/60000 [=========>....................] - ETA: 28s
20896/60000 [=========>....................] - ETA: 27s
20992/60000 [=========>....................] - ETA: 27s
21088/60000 [=========>....................] - ETA: 27s
21184/60000 [=========>....................] - ETA: 27s
21280/60000 [=========>....................] - ETA: 27s
21376/60000 [=========>....................] - ETA: 27s
21472/60000 [=========>....................] - ETA: 27s
21568/60000 [=========>....................] - ETA: 27s
21664/60000 [=========>....................] - ETA: 27s
21760/60000 [=========>....................] - ETA: 27s
21856/60000 [=========>....................] - ETA: 27s
21952/60000 [=========>....................] - ETA: 27s
22048/60000 [==========>...................] - ETA: 27s
22112/60000 [==========>...................] - ETA: 27s
22208/60000 [==========>...................] - ETA: 27s
22304/60000 [==========>...................] - ETA: 26s
22400/60000 [==========>...................] - ETA: 26s
22496/60000 [==========>...................] - ETA: 26s
22592/60000 [==========>...................] - ETA: 26s
22688/60000 [==========>...................] - ETA: 26s
22784/60000 [==========>...................] - ETA: 26s
22880/60000 [==========>...................] - ETA: 26s
22976/60000 [==========>...................] - ETA: 26s
23072/60000 [==========>...................] - ETA: 26s
23168/60000 [==========>...................] - ETA: 26s
23264/60000 [==========>...................] - ETA: 26s
23328/60000 [==========>...................] - ETA: 26s
23424/60000 [==========>...................] - ETA: 26s
23520/60000 [==========>...................] - ETA: 26s
23616/60000 [==========>...................] - ETA: 25s
23712/60000 [==========>...................] - ETA: 25s
23808/60000 [==========>...................] - ETA: 25s
23872/60000 [==========>...................] - ETA: 25s
23968/60000 [==========>...................] - ETA: 25s
24064/60000 [===========>..................] - ETA: 25s
24160/60000 [===========>..................] - ETA: 25s
24256/60000 [===========>..................] - ETA: 25s
24352/60000 [===========>..................] - ETA: 25s
24416/60000 [===========>..................] - ETA: 25s
24512/60000 [===========>..................] - ETA: 25s
24608/60000 [===========>..................] - ETA: 25s
24704/60000 [===========>..................] - ETA: 25s
24800/60000 [===========>..................] - ETA: 25s
24896/60000 [===========>..................] - ETA: 25s
24992/60000 [===========>..................] - ETA: 25s
25088/60000 [===========>..................] - ETA: 24s
25184/60000 [===========>..................] - ETA: 24s
25280/60000 [===========>..................] - ETA: 24s
25376/60000 [===========>..................] - ETA: 24s
25472/60000 [===========>..................] - ETA: 24s
25568/60000 [===========>..................] - ETA: 24s
25664/60000 [===========>..................] - ETA: 24s
25760/60000 [===========>..................] - ETA: 24s
25856/60000 [===========>..................] - ETA: 24s
25952/60000 [===========>..................] - ETA: 24s
26048/60000 [============>.................] - ETA: 24s
26144/60000 [============>.................] - ETA: 24s
26240/60000 [============>.................] - ETA: 24s
26336/60000 [============>.................] - ETA: 24s
26432/60000 [============>.................] - ETA: 23s
26528/60000 [============>.................] - ETA: 23s
26624/60000 [============>.................] - ETA: 23s
26720/60000 [============>.................] - ETA: 23s
26816/60000 [============>.................] - ETA: 23s
26912/60000 [============>.................] - ETA: 23s
27008/60000 [============>.................] - ETA: 23s
27104/60000 [============>.................] - ETA: 23s
27200/60000 [============>.................] - ETA: 23s
27296/60000 [============>.................] - ETA: 23s
27392/60000 [============>.................] - ETA: 23s
27488/60000 [============>.................] - ETA: 23s
27584/60000 [============>.................] - ETA: 23s
27680/60000 [============>.................] - ETA: 23s
27776/60000 [============>.................] - ETA: 22s
27872/60000 [============>.................] - ETA: 22s
27968/60000 [============>.................] - ETA: 22s
28064/60000 [=============>................] - ETA: 22s
28160/60000 [=============>................] - ETA: 22s
28256/60000 [=============>................] - ETA: 22s
28352/60000 [=============>................] - ETA: 22s
28448/60000 [=============>................] - ETA: 22s
28544/60000 [=============>................] - ETA: 22s
28608/60000 [=============>................] - ETA: 22s
28704/60000 [=============>................] - ETA: 22s
28800/60000 [=============>................] - ETA: 22s
28896/60000 [=============>................] - ETA: 22s
28992/60000 [=============>................] - ETA: 22s
29088/60000 [=============>................] - ETA: 22s
29184/60000 [=============>................] - ETA: 21s
29280/60000 [=============>................] - ETA: 21s
29376/60000 [=============>................] - ETA: 21s
29472/60000 [=============>................] - ETA: 21s
29568/60000 [=============>................] - ETA: 21s
29664/60000 [=============>................] - ETA: 21s
29760/60000 [=============>................] - ETA: 21s
29856/60000 [=============>................] - ETA: 21s
29952/60000 [=============>................] - ETA: 21s
30048/60000 [==============>...............] - ETA: 21s
30144/60000 [==============>...............] - ETA: 21s
30240/60000 [==============>...............] - ETA: 21s
30336/60000 [==============>...............] - ETA: 21s
30432/60000 [==============>...............] - ETA: 21s
30528/60000 [==============>...............] - ETA: 20s
30624/60000 [==============>...............] - ETA: 20s
30720/60000 [==============>...............] - ETA: 20s
30816/60000 [==============>...............] - ETA: 20s
30912/60000 [==============>...............] - ETA: 20s
31008/60000 [==============>...............] - ETA: 20s
31104/60000 [==============>...............] - ETA: 20s
31200/60000 [==============>...............] - ETA: 20s
31296/60000 [==============>...............] - ETA: 20s
31392/60000 [==============>...............] - ETA: 20s
31488/60000 [==============>...............] - ETA: 20s
31584/60000 [==============>...............] - ETA: 20s
31680/60000 [==============>...............] - ETA: 20s
31776/60000 [==============>...............] - ETA: 20s
31872/60000 [==============>...............] - ETA: 19s
31968/60000 [==============>...............] - ETA: 19s
32064/60000 [===============>..............] - ETA: 19s
32160/60000 [===============>..............] - ETA: 19s
32256/60000 [===============>..............] - ETA: 19s
32352/60000 [===============>..............] - ETA: 19s
32448/60000 [===============>..............] - ETA: 19s
32544/60000 [===============>..............] - ETA: 19s
32640/60000 [===============>..............] - ETA: 19s
32736/60000 [===============>..............] - ETA: 19s
32832/60000 [===============>..............] - ETA: 19s
32928/60000 [===============>..............] - ETA: 19s
33024/60000 [===============>..............] - ETA: 19s
33120/60000 [===============>..............] - ETA: 19s
33216/60000 [===============>..............] - ETA: 19s
33312/60000 [===============>..............] - ETA: 18s
33408/60000 [===============>..............] - ETA: 18s
33504/60000 [===============>..............] - ETA: 18s
33600/60000 [===============>..............] - ETA: 18s
33696/60000 [===============>..............] - ETA: 18s
33792/60000 [===============>..............] - ETA: 18s
33888/60000 [===============>..............] - ETA: 18s
33984/60000 [===============>..............] - ETA: 18s
34080/60000 [================>.............] - ETA: 18s
34176/60000 [================>.............] - ETA: 18s
34240/60000 [================>.............] - ETA: 18s
34336/60000 [================>.............] - ETA: 18s
34432/60000 [================>.............] - ETA: 18s
34528/60000 [================>.............] - ETA: 18s
34624/60000 [================>.............] - ETA: 17s
34720/60000 [================>.............] - ETA: 17s
34816/60000 [================>.............] - ETA: 17s
34912/60000 [================>.............] - ETA: 17s
35008/60000 [================>.............] - ETA: 17s
35104/60000 [================>.............] - ETA: 17s
35200/60000 [================>.............] - ETA: 17s
35296/60000 [================>.............] - ETA: 17s
35392/60000 [================>.............] - ETA: 17s
35488/60000 [================>.............] - ETA: 17s
35584/60000 [================>.............] - ETA: 17s
35680/60000 [================>.............] - ETA: 17s
35776/60000 [================>.............] - ETA: 17s
35872/60000 [================>.............] - ETA: 17s
35968/60000 [================>.............] - ETA: 17s
36064/60000 [=================>............] - ETA: 16s
36160/60000 [=================>............] - ETA: 16s
36256/60000 [=================>............] - ETA: 16s
36352/60000 [=================>............] - ETA: 16s
36448/60000 [=================>............] - ETA: 16s
36544/60000 [=================>............] - ETA: 16s
36640/60000 [=================>............] - ETA: 16s
36736/60000 [=================>............] - ETA: 16s
36832/60000 [=================>............] - ETA: 16s
36928/60000 [=================>............] - ETA: 16s
37024/60000 [=================>............] - ETA: 16s
37120/60000 [=================>............] - ETA: 16s
37216/60000 [=================>............] - ETA: 16s
37312/60000 [=================>............] - ETA: 16s
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60000/60000 [==============================] - 43s 709us/step

train loss 0.002970422632746522
train accuracy 0.99905

进程已结束,退出代码0
 

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