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
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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
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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
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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
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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
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23616/60000 [==========>...................] - ETA: 2:01 - loss: 0.2265 - acc: 0.9279
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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
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24192/60000 [===========>..................] - ETA: 2:00 - loss: 0.2226 - acc: 0.9292
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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
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24640/60000 [===========>..................] - ETA: 1:58 - loss: 0.2198 - acc: 0.9302
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24832/60000 [===========>..................] - ETA: 1:58 - loss: 0.2190 - acc: 0.9305
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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
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25792/60000 [===========>..................] - ETA: 1:55 - loss: 0.2133 - acc: 0.9323
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25920/60000 [===========>..................] - ETA: 1:54 - loss: 0.2124 - acc: 0.9326
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27264/60000 [============>.................] - ETA: 1:49 - loss: 0.2064 - acc: 0.9347
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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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28288/60000 [=============>................] - ETA: 1:46 - loss: 0.2022 - acc: 0.9359
28352/60000 [=============>................] - ETA: 1:45 - loss: 0.2018 - acc: 0.9361
28416/60000 [=============>................] - ETA: 1:45 - loss: 0.2015 - acc: 0.9361
28480/60000 [=============>................] - ETA: 1:45 - loss: 0.2011 - acc: 0.9363
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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
8832/60000 [===>..........................] - ETA: 2:30 - loss: 0.0458 - acc: 0.9855
8896/60000 [===>..........................] - ETA: 2:30 - loss: 0.0462 - acc: 0.9854
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
9344/60000 [===>..........................] - ETA: 2:28 - loss: 0.0489 - acc: 0.9851
9408/60000 [===>..........................] - ETA: 2:28 - loss: 0.0491 - acc: 0.9850
9472/60000 [===>..........................] - ETA: 2:28 - loss: 0.0489 - acc: 0.9851
9536/60000 [===>..........................] - ETA: 2:28 - loss: 0.0486 - acc: 0.9852
9600/60000 [===>..........................] - ETA: 2:28 - loss: 0.0484 - acc: 0.9853
9664/60000 [===>..........................] - ETA: 2:28 - loss: 0.0483 - acc: 0.9854
9728/60000 [===>..........................] - ETA: 2:27 - loss: 0.0480 - acc: 0.9855
9792/60000 [===>..........................] - ETA: 2:27 - loss: 0.0478 - acc: 0.9856
9856/60000 [===>..........................] - ETA: 2:27 - loss: 0.0477 - acc: 0.9857
9920/60000 [===>..........................] - ETA: 2:27 - loss: 0.0475 - acc: 0.9858
9984/60000 [===>..........................] - ETA: 2:27 - loss: 0.0472 - acc: 0.9859
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
12096/60000 [=====>........................] - ETA: 2:20 - loss: 0.0464 - acc: 0.9857
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
15040/60000 [======>.......................] - ETA: 2:10 - loss: 0.0449 - acc: 0.9860
15104/60000 [======>.......................] - ETA: 2:09 - loss: 0.0447 - acc: 0.9860
15168/60000 [======>.......................] - ETA: 2:09 - loss: 0.0446 - acc: 0.9860
15232/60000 [======>.......................] - ETA: 2:09 - loss: 0.0445 - acc: 0.9861
15296/60000 [======>.......................] - ETA: 2:09 - loss: 0.0444 - acc: 0.9861
15360/60000 [======>.......................] - ETA: 2:09 - loss: 0.0443 - acc: 0.9861
15424/60000 [======>.......................] - ETA: 2:08 - loss: 0.0442 - acc: 0.9861
15488/60000 [======>.......................] - ETA: 2:08 - loss: 0.0442 - acc: 0.9861
15552/60000 [======>.......................] - ETA: 2:08 - loss: 0.0441 - acc: 0.9862
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15680/60000 [======>.......................] - ETA: 2:08 - loss: 0.0439 - acc: 0.9862
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15808/60000 [======>.......................] - ETA: 2:08 - loss: 0.0442 - acc: 0.9862
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15936/60000 [======>.......................] - ETA: 2:07 - 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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832/60000 [..............................] - ETA: 2:48 - loss: 0.0416 - acc: 0.9868
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960/60000 [..............................] - ETA: 2:47 - loss: 0.0380 - acc: 0.9885
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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
16960/60000 [=======>......................] - ETA: 2:02 - loss: 0.0322 - acc: 0.9902
17024/60000 [=======>......................] - ETA: 2:02 - loss: 0.0321 - acc: 0.9902
17088/60000 [=======>......................] - ETA: 2:02 - loss: 0.0320 - acc: 0.9903
17152/60000 [=======>......................] - ETA: 2:02 - loss: 0.0322 - acc: 0.9902
17216/60000 [=======>......................] - ETA: 2:02 - loss: 0.0322 - acc: 0.9902
17280/60000 [=======>......................] - ETA: 2:01 - loss: 0.0322 - acc: 0.9903
17344/60000 [=======>......................] - ETA: 2:01 - loss: 0.0320 - acc: 0.9903
17408/60000 [=======>......................] - ETA: 2:01 - loss: 0.0321 - acc: 0.9903
17472/60000 [=======>......................] - ETA: 2:01 - loss: 0.0320 - acc: 0.9903
17536/60000 [=======>......................] - ETA: 2:01 - loss: 0.0323 - acc: 0.9903
17600/60000 [=======>......................] - ETA: 2:01 - loss: 0.0322 - acc: 0.9903
17664/60000 [=======>......................] - ETA: 2:00 - loss: 0.0321 - acc: 0.9904
17728/60000 [=======>......................] - ETA: 2:00 - loss: 0.0322 - acc: 0.9904
17792/60000 [=======>......................] - ETA: 2:00 - loss: 0.0321 - acc: 0.9904
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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
192/60000 [..............................] - ETA: 2:41 - loss: 0.0050 - acc: 1.0000
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
448/60000 [..............................] - ETA: 2:43 - loss: 0.0196 - acc: 0.9911
512/60000 [..............................] - ETA: 2:44 - loss: 0.0178 - acc: 0.9922
576/60000 [..............................] - ETA: 2:44 - loss: 0.0168 - acc: 0.9931
640/60000 [..............................] - ETA: 2:44 - loss: 0.0154 - acc: 0.9938
704/60000 [..............................] - ETA: 2:44 - loss: 0.0182 - acc: 0.9929
768/60000 [..............................] - ETA: 2:45 - loss: 0.0294 - acc: 0.9922
832/60000 [..............................] - ETA: 2:46 - loss: 0.0289 - acc: 0.9916
896/60000 [..............................] - ETA: 2:46 - loss: 0.0281 - acc: 0.9911
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1024/60000 [..............................] - ETA: 2:45 - loss: 0.0283 - acc: 0.9912
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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
18752/60000 [========>.....................] - ETA: 2:01 - loss: 0.0239 - acc: 0.9921
18816/60000 [========>.....................] - ETA: 2:00 - loss: 0.0239 - acc: 0.9921
18880/60000 [========>.....................] - ETA: 2:00 - loss: 0.0239 - acc: 0.9921
18944/60000 [========>.....................] - ETA: 2:00 - loss: 0.0238 - acc: 0.9921
19008/60000 [========>.....................] - ETA: 2:00 - loss: 0.0239 - acc: 0.9921
19072/60000 [========>.....................] - ETA: 2:00 - loss: 0.0238 - acc: 0.9921
19136/60000 [========>.....................] - ETA: 2:00 - loss: 0.0240 - acc: 0.9921
19200/60000 [========>.....................] - ETA: 2:00 - loss: 0.0239 - acc: 0.9921
19264/60000 [========>.....................] - ETA: 2:00 - loss: 0.0238 - acc: 0.9921
19328/60000 [========>.....................] - ETA: 2:00 - loss: 0.0240 - acc: 0.9920
19392/60000 [========>.....................] - ETA: 1:59 - loss: 0.0239 - acc: 0.9921
19456/60000 [========>.....................] - ETA: 1:59 - loss: 0.0238 - acc: 0.9921
19520/60000 [========>.....................] - ETA: 1:59 - loss: 0.0238 - acc: 0.9921
19584/60000 [========>.....................] - ETA: 1:59 - loss: 0.0237 - acc: 0.9921
19648/60000 [========>.....................] - ETA: 1:59 - loss: 0.0238 - acc: 0.9921
19712/60000 [========>.....................] - ETA: 1:59 - loss: 0.0239 - acc: 0.9920
19776/60000 [========>.....................] - ETA: 1:58 - loss: 0.0239 - acc: 0.9920
19840/60000 [========>.....................] - ETA: 1:58 - loss: 0.0239 - acc: 0.9920
19904/60000 [========>.....................] - ETA: 1:58 - loss: 0.0238 - acc: 0.9921
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59200/60000 [============================>.] - ETA: 2s - loss: 0.0242 - acc: 0.9919
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59328/60000 [============================>.] - ETA: 1s - loss: 0.0241 - acc: 0.9919
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59712/60000 [============================>.] - ETA: 0s - loss: 0.0242 - acc: 0.9919
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59968/60000 [============================>.] - ETA: 0s - loss: 0.0241 - acc: 0.9919
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
1088/60000 [..............................] - ETA: 2:41 - loss: 0.0218 - acc: 0.9936
1152/60000 [..............................] - ETA: 2:41 - loss: 0.0206 - acc: 0.9939
1216/60000 [..............................] - ETA: 2:41 - loss: 0.0197 - acc: 0.9942
1280/60000 [..............................] - ETA: 2:41 - loss: 0.0195 - acc: 0.9938
1344/60000 [..............................] - ETA: 2:40 - loss: 0.0190 - acc: 0.9940
1408/60000 [..............................] - ETA: 2:40 - loss: 0.0186 - acc: 0.9943
1472/60000 [..............................] - ETA: 2:40 - loss: 0.0182 - acc: 0.9946
1536/60000 [..............................] - ETA: 2:39 - loss: 0.0180 - acc: 0.9948
1600/60000 [..............................] - ETA: 2:40 - loss: 0.0174 - acc: 0.9950
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1728/60000 [..............................] - ETA: 2:40 - loss: 0.0164 - acc: 0.9954
1792/60000 [..............................] - ETA: 2:40 - loss: 0.0160 - acc: 0.9955
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1920/60000 [..............................] - ETA: 2:40 - loss: 0.0162 - acc: 0.9953
1984/60000 [..............................] - ETA: 2:40 - loss: 0.0157 - acc: 0.9955
2048/60000 [>.............................] - ETA: 2:40 - loss: 0.0156 - acc: 0.9956
2112/60000 [>.............................] - ETA: 2:40 - loss: 0.0197 - acc: 0.9953
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2304/60000 [>.............................] - ETA: 2:39 - loss: 0.0199 - acc: 0.9952
2368/60000 [>.............................] - ETA: 2:39 - loss: 0.0200 - acc: 0.9949
2432/60000 [>.............................] - ETA: 2:39 - loss: 0.0197 - acc: 0.9951
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2560/60000 [>.............................] - ETA: 2:38 - loss: 0.0209 - acc: 0.9949
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2752/60000 [>.............................] - ETA: 2:38 - loss: 0.0212 - acc: 0.9949
2816/60000 [>.............................] - ETA: 2:38 - loss: 0.0220 - acc: 0.9947
2880/60000 [>.............................] - ETA: 2:38 - loss: 0.0226 - acc: 0.9944
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5056/60000 [=>............................] - ETA: 2:31 - loss: 0.0179 - acc: 0.9955
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5952/60000 [=>............................] - ETA: 2:28 - loss: 0.0164 - acc: 0.9956
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6272/60000 [==>...........................] - ETA: 2:27 - loss: 0.0178 - acc: 0.9955
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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
7104/60000 [==>...........................] - ETA: 2:25 - loss: 0.0164 - acc: 0.9959
7168/60000 [==>...........................] - ETA: 2:25 - loss: 0.0168 - acc: 0.9957
7232/60000 [==>...........................] - ETA: 2:24 - loss: 0.0173 - acc: 0.9956
7296/60000 [==>...........................] - ETA: 2:24 - loss: 0.0171 - acc: 0.9956
7360/60000 [==>...........................] - ETA: 2:24 - loss: 0.0170 - acc: 0.9957
7424/60000 [==>...........................] - ETA: 2:24 - loss: 0.0170 - acc: 0.9956
7488/60000 [==>...........................] - ETA: 2:24 - loss: 0.0169 - acc: 0.9956
7552/60000 [==>...........................] - ETA: 2:23 - loss: 0.0170 - acc: 0.9955
7616/60000 [==>...........................] - ETA: 2:23 - loss: 0.0169 - acc: 0.9955
7680/60000 [==>...........................] - ETA: 2:23 - loss: 0.0168 - acc: 0.9956
7744/60000 [==>...........................] - ETA: 2:23 - loss: 0.0167 - acc: 0.9956
7808/60000 [==>...........................] - ETA: 2:23 - loss: 0.0166 - acc: 0.9956
7872/60000 [==>...........................] - ETA: 2:22 - loss: 0.0165 - acc: 0.9957
7936/60000 [==>...........................] - ETA: 2:22 - loss: 0.0172 - acc: 0.9956
8000/60000 [===>..........................] - ETA: 2:22 - loss: 0.0171 - acc: 0.9956
8064/60000 [===>..........................] - ETA: 2:22 - loss: 0.0170 - acc: 0.9957
8128/60000 [===>..........................] - ETA: 2:22 - loss: 0.0169 - acc: 0.9957
8192/60000 [===>..........................] - ETA: 2:22 - loss: 0.0168 - acc: 0.9957
8256/60000 [===>..........................] - ETA: 2:21 - loss: 0.0167 - acc: 0.9958
8320/60000 [===>..........................] - ETA: 2:21 - loss: 0.0176 - acc: 0.9957
8384/60000 [===>..........................] - ETA: 2:21 - loss: 0.0175 - acc: 0.9957
8448/60000 [===>..........................] - ETA: 2:21 - loss: 0.0173 - acc: 0.9957
8512/60000 [===>..........................] - ETA: 2:21 - loss: 0.0172 - acc: 0.9958
8576/60000 [===>..........................] - ETA: 2:21 - loss: 0.0175 - acc: 0.9957
8640/60000 [===>..........................] - ETA: 2:21 - loss: 0.0176 - acc: 0.9956
8704/60000 [===>..........................] - ETA: 2:21 - loss: 0.0174 - acc: 0.9956
8768/60000 [===>..........................] - ETA: 2:20 - loss: 0.0174 - acc: 0.9957
8832/60000 [===>..........................] - ETA: 2:20 - loss: 0.0172 - acc: 0.9957
8896/60000 [===>..........................] - ETA: 2:20 - loss: 0.0171 - acc: 0.9957
8960/60000 [===>..........................] - ETA: 2:20 - loss: 0.0170 - acc: 0.9958
9024/60000 [===>..........................] - ETA: 2:20 - loss: 0.0169 - acc: 0.9958
9088/60000 [===>..........................] - ETA: 2:20 - loss: 0.0169 - acc: 0.9958
9152/60000 [===>..........................] - ETA: 2:20 - loss: 0.0167 - acc: 0.9958
9216/60000 [===>..........................] - ETA: 2:19 - loss: 0.0166 - acc: 0.9959
9280/60000 [===>..........................] - ETA: 2:19 - loss: 0.0165 - acc: 0.9959
9344/60000 [===>..........................] - ETA: 2:19 - loss: 0.0166 - acc: 0.9958
9408/60000 [===>..........................] - ETA: 2:19 - loss: 0.0170 - acc: 0.9957
9472/60000 [===>..........................] - ETA: 2:19 - loss: 0.0169 - acc: 0.9958
9536/60000 [===>..........................] - ETA: 2:19 - loss: 0.0169 - acc: 0.9958
9600/60000 [===>..........................] - ETA: 2:19 - loss: 0.0168 - acc: 0.9958
9664/60000 [===>..........................] - ETA: 2:19 - loss: 0.0167 - acc: 0.9959
9728/60000 [===>..........................] - ETA: 2:18 - loss: 0.0169 - acc: 0.9957
9792/60000 [===>..........................] - ETA: 2:18 - loss: 0.0168 - acc: 0.9957
9856/60000 [===>..........................] - ETA: 2:18 - loss: 0.0169 - acc: 0.9956
9920/60000 [===>..........................] - ETA: 2:18 - loss: 0.0169 - acc: 0.9956
9984/60000 [===>..........................] - ETA: 2:18 - loss: 0.0170 - acc: 0.9955
10048/60000 [====>.........................] - ETA: 2:17 - loss: 0.0169 - acc: 0.9955
10112/60000 [====>.........................] - ETA: 2:17 - loss: 0.0168 - acc: 0.9955
10176/60000 [====>.........................] - ETA: 2:17 - loss: 0.0167 - acc: 0.9956
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
10496/60000 [====>.........................] - ETA: 2:16 - loss: 0.0167 - acc: 0.9955
10560/60000 [====>.........................] - ETA: 2:16 - loss: 0.0167 - acc: 0.9955
10624/60000 [====>.........................] - ETA: 2:16 - loss: 0.0166 - acc: 0.9956
10688/60000 [====>.........................] - ETA: 2:16 - loss: 0.0166 - acc: 0.9956
10752/60000 [====>.........................] - ETA: 2:15 - loss: 0.0165 - acc: 0.9956
10816/60000 [====>.........................] - ETA: 2:15 - loss: 0.0165 - acc: 0.9957
10880/60000 [====>.........................] - ETA: 2:15 - loss: 0.0164 - acc: 0.9957
10944/60000 [====>.........................] - ETA: 2:15 - loss: 0.0164 - acc: 0.9957
11008/60000 [====>.........................] - ETA: 2:15 - loss: 0.0164 - acc: 0.9957
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
11264/60000 [====>.........................] - ETA: 2:14 - loss: 0.0166 - acc: 0.9956
11328/60000 [====>.........................] - ETA: 2:14 - loss: 0.0165 - acc: 0.9957
11392/60000 [====>.........................] - ETA: 2:13 - loss: 0.0166 - acc: 0.9956
11456/60000 [====>.........................] - ETA: 2:13 - loss: 0.0166 - acc: 0.9955
11520/60000 [====>.........................] - ETA: 2:13 - loss: 0.0169 - acc: 0.9955
11584/60000 [====>.........................] - ETA: 2:13 - loss: 0.0168 - acc: 0.9955
11648/60000 [====>.........................] - ETA: 2:13 - loss: 0.0168 - acc: 0.9955
11712/60000 [====>.........................] - ETA: 2:13 - loss: 0.0171 - acc: 0.9955
11776/60000 [====>.........................] - ETA: 2:12 - loss: 0.0170 - acc: 0.9955
11840/60000 [====>.........................] - ETA: 2:12 - loss: 0.0169 - acc: 0.9955
11904/60000 [====>.........................] - ETA: 2:12 - loss: 0.0171 - acc: 0.9954
11968/60000 [====>.........................] - ETA: 2:12 - loss: 0.0171 - acc: 0.9954
12032/60000 [=====>........................] - ETA: 2:12 - loss: 0.0173 - acc: 0.9953
12096/60000 [=====>........................] - ETA: 2:11 - loss: 0.0174 - acc: 0.9953
12160/60000 [=====>........................] - ETA: 2:11 - loss: 0.0173 - acc: 0.9953
12224/60000 [=====>........................] - ETA: 2:11 - loss: 0.0172 - acc: 0.9953
12288/60000 [=====>........................] - ETA: 2:11 - loss: 0.0171 - acc: 0.9954
12352/60000 [=====>........................] - ETA: 2:11 - loss: 0.0172 - acc: 0.9953
12416/60000 [=====>........................] - ETA: 2:10 - loss: 0.0176 - acc: 0.9952
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12544/60000 [=====>........................] - ETA: 2:10 - loss: 0.0176 - acc: 0.9952
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12672/60000 [=====>........................] - ETA: 2:10 - loss: 0.0175 - acc: 0.9952
12736/60000 [=====>........................] - ETA: 2:10 - loss: 0.0176 - acc: 0.9951
12800/60000 [=====>........................] - ETA: 2:09 - loss: 0.0175 - acc: 0.9952
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12928/60000 [=====>........................] - ETA: 2:09 - loss: 0.0174 - acc: 0.9952
12992/60000 [=====>........................] - ETA: 2:09 - loss: 0.0176 - acc: 0.9951
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14912/60000 [======>.......................] - ETA: 2:03 - loss: 0.0167 - acc: 0.9954
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15168/60000 [======>.......................] - ETA: 2:03 - loss: 0.0164 - acc: 0.9955
15232/60000 [======>.......................] - ETA: 2:02 - loss: 0.0164 - acc: 0.9955
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15360/60000 [======>.......................] - ETA: 2:02 - loss: 0.0163 - acc: 0.9955
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15488/60000 [======>.......................] - ETA: 2:02 - loss: 0.0162 - acc: 0.9955
15552/60000 [======>.......................] - ETA: 2:02 - loss: 0.0161 - acc: 0.9956
15616/60000 [======>.......................] - ETA: 2:02 - loss: 0.0161 - acc: 0.9956
15680/60000 [======>.......................] - ETA: 2:02 - loss: 0.0160 - acc: 0.9956
15744/60000 [======>.......................] - ETA: 2:02 - loss: 0.0160 - acc: 0.9956
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
16000/60000 [=======>......................] - ETA: 2:01 - loss: 0.0158 - acc: 0.9957
16064/60000 [=======>......................] - ETA: 2:01 - loss: 0.0167 - acc: 0.9955
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16256/60000 [=======>......................] - ETA: 2:00 - loss: 0.0166 - acc: 0.9955
16320/60000 [=======>......................] - ETA: 2:00 - loss: 0.0167 - acc: 0.9955
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
16576/60000 [=======>......................] - ETA: 1:59 - loss: 0.0168 - acc: 0.9954
16640/60000 [=======>......................] - ETA: 1:59 - loss: 0.0170 - acc: 0.9954
16704/60000 [=======>......................] - ETA: 1:59 - loss: 0.0173 - acc: 0.9953
16768/60000 [=======>......................] - ETA: 1:59 - loss: 0.0172 - acc: 0.9953
16832/60000 [=======>......................] - ETA: 1:59 - loss: 0.0172 - acc: 0.9953
16896/60000 [=======>......................] - ETA: 1:59 - loss: 0.0172 - acc: 0.9953
16960/60000 [=======>......................] - ETA: 1:58 - loss: 0.0171 - acc: 0.9953
17024/60000 [=======>......................] - ETA: 1:58 - loss: 0.0171 - acc: 0.9954
17088/60000 [=======>......................] - ETA: 1:58 - loss: 0.0170 - acc: 0.9954
17152/60000 [=======>......................] - ETA: 1:58 - loss: 0.0172 - acc: 0.9953
17216/60000 [=======>......................] - ETA: 1:58 - loss: 0.0172 - acc: 0.9954
17280/60000 [=======>......................] - ETA: 1:57 - loss: 0.0173 - acc: 0.9953
17344/60000 [=======>......................] - ETA: 1:57 - loss: 0.0173 - acc: 0.9953
17408/60000 [=======>......................] - ETA: 1:57 - loss: 0.0175 - acc: 0.9952
17472/60000 [=======>......................] - ETA: 1:57 - loss: 0.0174 - acc: 0.9952
17536/60000 [=======>......................] - ETA: 1:57 - loss: 0.0174 - acc: 0.9953
17600/60000 [=======>......................] - ETA: 1:56 - loss: 0.0173 - acc: 0.9953
17664/60000 [=======>......................] - ETA: 1:56 - loss: 0.0173 - acc: 0.9953
17728/60000 [=======>......................] - ETA: 1:56 - loss: 0.0173 - acc: 0.9953
17792/60000 [=======>......................] - ETA: 1:56 - loss: 0.0173 - acc: 0.9953
17856/60000 [=======>......................] - ETA: 1:56 - loss: 0.0172 - acc: 0.9953
17920/60000 [=======>......................] - ETA: 1:56 - loss: 0.0172 - acc: 0.9953
17984/60000 [=======>......................] - ETA: 1:55 - loss: 0.0175 - acc: 0.9952
18048/60000 [========>.....................] - ETA: 1:55 - loss: 0.0174 - acc: 0.9952
18112/60000 [========>.....................] - ETA: 1:55 - loss: 0.0176 - acc: 0.9951
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18240/60000 [========>.....................] - ETA: 1:55 - loss: 0.0179 - acc: 0.9951
18304/60000 [========>.....................] - ETA: 1:54 - loss: 0.0179 - acc: 0.9951
18368/60000 [========>.....................] - ETA: 1:54 - loss: 0.0179 - acc: 0.9950
18432/60000 [========>.....................] - ETA: 1:54 - loss: 0.0180 - acc: 0.9950
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18752/60000 [========>.....................] - ETA: 1:53 - loss: 0.0177 - acc: 0.9951
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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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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
1152/60000 [..............................] - ETA: 3:00 - loss: 0.0098 - acc: 0.9957
1216/60000 [..............................] - ETA: 2:59 - loss: 0.0108 - acc: 0.9951
1280/60000 [..............................] - ETA: 2:58 - loss: 0.0104 - acc: 0.9953
1344/60000 [..............................] - ETA: 2:57 - loss: 0.0103 - acc: 0.9955
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1600/60000 [..............................] - ETA: 2:55 - loss: 0.0202 - acc: 0.9950
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2048/60000 [>.............................] - ETA: 2:54 - loss: 0.0170 - acc: 0.9956
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9728/60000 [===>..........................] - ETA: 2:23 - loss: 0.0170 - acc: 0.9949
9792/60000 [===>..........................] - ETA: 2:22 - loss: 0.0169 - acc: 0.9949
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10368/60000 [====>.........................] - ETA: 2:21 - loss: 0.0164 - acc: 0.9950
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10688/60000 [====>.........................] - ETA: 2:20 - loss: 0.0164 - acc: 0.9949
10752/60000 [====>.........................] - ETA: 2:20 - loss: 0.0163 - acc: 0.9950
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10880/60000 [====>.........................] - ETA: 2:19 - loss: 0.0163 - acc: 0.9949
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11200/60000 [====>.........................] - ETA: 2:18 - loss: 0.0161 - acc: 0.9950
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11392/60000 [====>.........................] - ETA: 2:18 - loss: 0.0159 - acc: 0.9950
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11648/60000 [====>.........................] - ETA: 2:17 - loss: 0.0157 - acc: 0.9951
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56128/60000 [===========================>..] - ETA: 10s - loss: 0.0163 - acc: 0.9950
56192/60000 [===========================>..] - ETA: 10s - loss: 0.0164 - acc: 0.9949
56256/60000 [===========================>..] - ETA: 10s - loss: 0.0165 - acc: 0.9949
56320/60000 [===========================>..] - ETA: 10s - loss: 0.0165 - acc: 0.9949
56384/60000 [===========================>..] - ETA: 10s - loss: 0.0165 - acc: 0.9949
56448/60000 [===========================>..] - ETA: 10s - loss: 0.0165 - acc: 0.9949
56512/60000 [===========================>..] - ETA: 9s - loss: 0.0165 - acc: 0.9949
56576/60000 [===========================>..] - ETA: 9s - loss: 0.0165 - acc: 0.9949
56640/60000 [===========================>..] - ETA: 9s - loss: 0.0165 - acc: 0.9949
56704/60000 [===========================>..] - ETA: 9s - loss: 0.0165 - acc: 0.9949
56768/60000 [===========================>..] - ETA: 9s - loss: 0.0165 - acc: 0.9949
56832/60000 [===========================>..] - ETA: 8s - loss: 0.0165 - acc: 0.9949
56896/60000 [===========================>..] - ETA: 8s - loss: 0.0165 - acc: 0.9949
56960/60000 [===========================>..] - ETA: 8s - loss: 0.0165 - acc: 0.9949
57024/60000 [===========================>..] - ETA: 8s - loss: 0.0165 - acc: 0.9949
57088/60000 [===========================>..] - ETA: 8s - loss: 0.0165 - acc: 0.9949
57152/60000 [===========================>..] - ETA: 8s - loss: 0.0165 - acc: 0.9949
57216/60000 [===========================>..] - ETA: 7s - loss: 0.0165 - acc: 0.9949
57280/60000 [===========================>..] - ETA: 7s - loss: 0.0165 - acc: 0.9949
57344/60000 [===========================>..] - ETA: 7s - loss: 0.0164 - acc: 0.9949
57408/60000 [===========================>..] - ETA: 7s - loss: 0.0164 - acc: 0.9949
57472/60000 [===========================>..] - ETA: 7s - loss: 0.0164 - acc: 0.9949
57536/60000 [===========================>..] - ETA: 6s - loss: 0.0164 - acc: 0.9949
57600/60000 [===========================>..] - ETA: 6s - loss: 0.0164 - acc: 0.9949
57664/60000 [===========================>..] - ETA: 6s - loss: 0.0165 - acc: 0.9949
57728/60000 [===========================>..] - ETA: 6s - loss: 0.0164 - acc: 0.9949
57792/60000 [===========================>..] - ETA: 6s - loss: 0.0166 - acc: 0.9949
57856/60000 [===========================>..] - ETA: 6s - loss: 0.0166 - acc: 0.9949
57920/60000 [===========================>..] - ETA: 5s - loss: 0.0166 - acc: 0.9949
57984/60000 [===========================>..] - ETA: 5s - loss: 0.0166 - acc: 0.9949
58048/60000 [============================>.] - ETA: 5s - loss: 0.0166 - acc: 0.9949
58112/60000 [============================>.] - ETA: 5s - loss: 0.0165 - acc: 0.9949
58176/60000 [============================>.] - ETA: 5s - loss: 0.0165 - acc: 0.9949
58240/60000 [============================>.] - ETA: 4s - loss: 0.0166 - acc: 0.9949
58304/60000 [============================>.] - ETA: 4s - loss: 0.0165 - acc: 0.9949
58368/60000 [============================>.] - ETA: 4s - loss: 0.0165 - acc: 0.9949
58432/60000 [============================>.] - ETA: 4s - loss: 0.0165 - acc: 0.9950
58496/60000 [============================>.] - ETA: 4s - loss: 0.0165 - acc: 0.9950
58560/60000 [============================>.] - ETA: 4s - loss: 0.0166 - acc: 0.9949
58624/60000 [============================>.] - ETA: 3s - loss: 0.0166 - acc: 0.9950
58688/60000 [============================>.] - ETA: 3s - loss: 0.0166 - acc: 0.9950
58752/60000 [============================>.] - ETA: 3s - loss: 0.0165 - acc: 0.9950
58816/60000 [============================>.] - ETA: 3s - loss: 0.0165 - acc: 0.9950
58880/60000 [============================>.] - ETA: 3s - loss: 0.0165 - acc: 0.9950
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
59264/60000 [============================>.] - ETA: 2s - loss: 0.0165 - acc: 0.9950
59328/60000 [============================>.] - ETA: 1s - loss: 0.0165 - acc: 0.9950
59392/60000 [============================>.] - ETA: 1s - loss: 0.0164 - acc: 0.9950
59456/60000 [============================>.] - ETA: 1s - loss: 0.0164 - acc: 0.9950
59520/60000 [============================>.] - ETA: 1s - loss: 0.0164 - acc: 0.9950
59584/60000 [============================>.] - ETA: 1s - loss: 0.0164 - acc: 0.9950
59648/60000 [============================>.] - ETA: 0s - loss: 0.0164 - acc: 0.9950
59712/60000 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.9950
59776/60000 [============================>.] - ETA: 0s - loss: 0.0164 - acc: 0.9950
59840/60000 [============================>.] - ETA: 0s - loss: 0.0164 - acc: 0.9950
59904/60000 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.9950
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
1280/60000 [..............................] - ETA: 3:01 - loss: 0.0109 - acc: 0.9969
1344/60000 [..............................] - ETA: 3:00 - loss: 0.0105 - acc: 0.9970
1408/60000 [..............................] - ETA: 2:59 - loss: 0.0105 - acc: 0.9972
1472/60000 [..............................] - ETA: 2:59 - loss: 0.0101 - acc: 0.9973
1536/60000 [..............................] - ETA: 2:58 - loss: 0.0131 - acc: 0.9967
1600/60000 [..............................] - ETA: 2:59 - loss: 0.0140 - acc: 0.9962
1664/60000 [..............................] - ETA: 2:59 - loss: 0.0134 - acc: 0.9964
1728/60000 [..............................] - ETA: 2:59 - loss: 0.0130 - acc: 0.9965
1792/60000 [..............................] - ETA: 2:59 - loss: 0.0127 - acc: 0.9967
1856/60000 [..............................] - ETA: 2:59 - loss: 0.0125 - acc: 0.9968
1920/60000 [..............................] - ETA: 2:58 - loss: 0.0121 - acc: 0.9969
1984/60000 [..............................] - ETA: 2:58 - loss: 0.0118 - acc: 0.9970
2048/60000 [>.............................] - ETA: 2:57 - loss: 0.0114 - acc: 0.9971
2112/60000 [>.............................] - ETA: 2:56 - loss: 0.0112 - acc: 0.9972
2176/60000 [>.............................] - ETA: 2:55 - loss: 0.0109 - acc: 0.9972
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
2496/60000 [>.............................] - ETA: 2:52 - loss: 0.0118 - acc: 0.9972
2560/60000 [>.............................] - ETA: 2:52 - loss: 0.0115 - acc: 0.9973
2624/60000 [>.............................] - ETA: 2:51 - loss: 0.0113 - acc: 0.9973
2688/60000 [>.............................] - ETA: 2:51 - loss: 0.0110 - acc: 0.9974
2752/60000 [>.............................] - ETA: 2:50 - loss: 0.0108 - acc: 0.9975
2816/60000 [>.............................] - ETA: 2:50 - loss: 0.0106 - acc: 0.9975
2880/60000 [>.............................] - ETA: 2:50 - loss: 0.0104 - acc: 0.9976
2944/60000 [>.............................] - ETA: 2:49 - loss: 0.0102 - acc: 0.9976
3008/60000 [>.............................] - ETA: 2:49 - loss: 0.0100 - acc: 0.9977
3072/60000 [>.............................] - ETA: 2:48 - loss: 0.0098 - acc: 0.9977
3136/60000 [>.............................] - ETA: 2:48 - loss: 0.0096 - acc: 0.9978
3200/60000 [>.............................] - ETA: 2:48 - loss: 0.0094 - acc: 0.9978
3264/60000 [>.............................] - ETA: 2:47 - loss: 0.0093 - acc: 0.9979
3328/60000 [>.............................] - ETA: 2:47 - loss: 0.0091 - acc: 0.9979
3392/60000 [>.............................] - ETA: 2:46 - loss: 0.0096 - acc: 0.9976
3456/60000 [>.............................] - ETA: 2:46 - loss: 0.0094 - acc: 0.9977
3520/60000 [>.............................] - ETA: 2:45 - loss: 0.0093 - acc: 0.9977
3584/60000 [>.............................] - ETA: 2:45 - loss: 0.0091 - acc: 0.9978
3648/60000 [>.............................] - ETA: 2:45 - loss: 0.0091 - acc: 0.9978
3712/60000 [>.............................] - ETA: 2:45 - loss: 0.0089 - acc: 0.9978
3776/60000 [>.............................] - ETA: 2:44 - loss: 0.0088 - acc: 0.9979
3840/60000 [>.............................] - ETA: 2:44 - loss: 0.0087 - acc: 0.9979
3904/60000 [>.............................] - ETA: 2:44 - loss: 0.0088 - acc: 0.9977
3968/60000 [>.............................] - ETA: 2:43 - loss: 0.0087 - acc: 0.9977
4032/60000 [=>............................] - ETA: 2:43 - loss: 0.0098 - acc: 0.9975
4096/60000 [=>............................] - ETA: 2:43 - loss: 0.0097 - acc: 0.9976
4160/60000 [=>............................] - ETA: 2:43 - loss: 0.0095 - acc: 0.9976
4224/60000 [=>............................] - ETA: 2:42 - loss: 0.0096 - acc: 0.9976
4288/60000 [=>............................] - ETA: 2:42 - loss: 0.0096 - acc: 0.9977
4352/60000 [=>............................] - ETA: 2:41 - loss: 0.0094 - acc: 0.9977
4416/60000 [=>............................] - ETA: 2:42 - loss: 0.0093 - acc: 0.9977
4480/60000 [=>............................] - ETA: 2:41 - loss: 0.0092 - acc: 0.9978
4544/60000 [=>............................] - ETA: 2:41 - loss: 0.0090 - acc: 0.9978
4608/60000 [=>............................] - ETA: 2:41 - loss: 0.0089 - acc: 0.9978
4672/60000 [=>............................] - ETA: 2:40 - loss: 0.0092 - acc: 0.9976
4736/60000 [=>............................] - ETA: 2:40 - loss: 0.0091 - acc: 0.9977
4800/60000 [=>............................] - ETA: 2:40 - loss: 0.0090 - acc: 0.9977
4864/60000 [=>............................] - ETA: 2:40 - loss: 0.0089 - acc: 0.9977
4928/60000 [=>............................] - ETA: 2:39 - loss: 0.0088 - acc: 0.9978
4992/60000 [=>............................] - ETA: 2:39 - loss: 0.0090 - acc: 0.9976
5056/60000 [=>............................] - ETA: 2:39 - loss: 0.0089 - acc: 0.9976
5120/60000 [=>............................] - ETA: 2:39 - loss: 0.0090 - acc: 0.9975
5184/60000 [=>............................] - ETA: 2:39 - loss: 0.0096 - acc: 0.9971
5248/60000 [=>............................] - ETA: 2:39 - loss: 0.0097 - acc: 0.9971
5312/60000 [=>............................] - ETA: 2:39 - loss: 0.0096 - acc: 0.9972
5376/60000 [=>............................] - ETA: 2:38 - loss: 0.0096 - acc: 0.9972
5440/60000 [=>............................] - ETA: 2:38 - loss: 0.0095 - acc: 0.9972
5504/60000 [=>............................] - ETA: 2:38 - loss: 0.0094 - acc: 0.9973
5568/60000 [=>............................] - ETA: 2:37 - loss: 0.0093 - acc: 0.9973
5632/60000 [=>............................] - ETA: 2:37 - loss: 0.0092 - acc: 0.9973
5696/60000 [=>............................] - ETA: 2:37 - loss: 0.0091 - acc: 0.9974
5760/60000 [=>............................] - ETA: 2:37 - loss: 0.0094 - acc: 0.9972
5824/60000 [=>............................] - ETA: 2:36 - loss: 0.0093 - acc: 0.9973
5888/60000 [=>............................] - ETA: 2:36 - loss: 0.0092 - acc: 0.9973
5952/60000 [=>............................] - ETA: 2:36 - loss: 0.0092 - acc: 0.9973
6016/60000 [==>...........................] - ETA: 2:36 - loss: 0.0091 - acc: 0.9973
6080/60000 [==>...........................] - ETA: 2:36 - loss: 0.0090 - acc: 0.9974
6144/60000 [==>...........................] - ETA: 2:36 - loss: 0.0090 - acc: 0.9974
6208/60000 [==>...........................] - ETA: 2:35 - loss: 0.0089 - acc: 0.9974
6272/60000 [==>...........................] - ETA: 2:35 - loss: 0.0089 - acc: 0.9974
6336/60000 [==>...........................] - ETA: 2:35 - loss: 0.0088 - acc: 0.9975
6400/60000 [==>...........................] - ETA: 2:35 - loss: 0.0088 - acc: 0.9975
6464/60000 [==>...........................] - ETA: 2:35 - loss: 0.0090 - acc: 0.9974
6528/60000 [==>...........................] - ETA: 2:35 - loss: 0.0090 - acc: 0.9974
6592/60000 [==>...........................] - ETA: 2:34 - loss: 0.0089 - acc: 0.9974
6656/60000 [==>...........................] - ETA: 2:35 - loss: 0.0088 - acc: 0.9974
6720/60000 [==>...........................] - ETA: 2:34 - loss: 0.0088 - acc: 0.9975
6784/60000 [==>...........................] - ETA: 2:34 - loss: 0.0087 - acc: 0.9975
6848/60000 [==>...........................] - ETA: 2:34 - loss: 0.0086 - acc: 0.9975
6912/60000 [==>...........................] - ETA: 2:34 - loss: 0.0085 - acc: 0.9975
6976/60000 [==>...........................] - ETA: 2:34 - loss: 0.0085 - acc: 0.9976
7040/60000 [==>...........................] - ETA: 2:34 - loss: 0.0085 - acc: 0.9976
7104/60000 [==>...........................] - ETA: 2:34 - loss: 0.0085 - acc: 0.9976
7168/60000 [==>...........................] - ETA: 2:34 - loss: 0.0084 - acc: 0.9976
7232/60000 [==>...........................] - ETA: 2:33 - loss: 0.0083 - acc: 0.9976
7296/60000 [==>...........................] - ETA: 2:33 - loss: 0.0083 - acc: 0.9977
7360/60000 [==>...........................] - ETA: 2:33 - loss: 0.0083 - acc: 0.9977
7424/60000 [==>...........................] - ETA: 2:34 - loss: 0.0082 - acc: 0.9977
7488/60000 [==>...........................] - ETA: 2:33 - loss: 0.0081 - acc: 0.9977
7552/60000 [==>...........................] - ETA: 2:33 - loss: 0.0081 - acc: 0.9977
7616/60000 [==>...........................] - ETA: 2:33 - loss: 0.0081 - acc: 0.9978
7680/60000 [==>...........................] - ETA: 2:33 - loss: 0.0082 - acc: 0.9977
7744/60000 [==>...........................] - ETA: 2:32 - loss: 0.0082 - acc: 0.9977
7808/60000 [==>...........................] - ETA: 2:32 - loss: 0.0083 - acc: 0.9976
7872/60000 [==>...........................] - ETA: 2:32 - loss: 0.0083 - acc: 0.9976
7936/60000 [==>...........................] - ETA: 2:32 - loss: 0.0082 - acc: 0.9976
8000/60000 [===>..........................] - ETA: 2:32 - loss: 0.0081 - acc: 0.9976
8064/60000 [===>..........................] - ETA: 2:32 - loss: 0.0081 - acc: 0.9976
8128/60000 [===>..........................] - ETA: 2:31 - loss: 0.0080 - acc: 0.9977
8192/60000 [===>..........................] - ETA: 2:31 - loss: 0.0080 - acc: 0.9977
8256/60000 [===>..........................] - ETA: 2:31 - loss: 0.0079 - acc: 0.9977
8320/60000 [===>..........................] - ETA: 2:31 - loss: 0.0079 - acc: 0.9977
8384/60000 [===>..........................] - ETA: 2:31 - loss: 0.0079 - acc: 0.9977
8448/60000 [===>..........................] - ETA: 2:31 - loss: 0.0080 - acc: 0.9978
8512/60000 [===>..........................] - ETA: 2:31 - loss: 0.0080 - acc: 0.9978
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8640/60000 [===>..........................] - ETA: 2:30 - loss: 0.0079 - acc: 0.9978
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8768/60000 [===>..........................] - ETA: 2:30 - loss: 0.0080 - acc: 0.9977
8832/60000 [===>..........................] - ETA: 2:29 - loss: 0.0080 - acc: 0.9977
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9088/60000 [===>..........................] - ETA: 2:28 - loss: 0.0081 - acc: 0.9977
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9280/60000 [===>..........................] - ETA: 2:28 - loss: 0.0079 - acc: 0.9977
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9408/60000 [===>..........................] - ETA: 2:27 - loss: 0.0079 - acc: 0.9978
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9728/60000 [===>..........................] - ETA: 2:26 - loss: 0.0077 - acc: 0.9978
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9856/60000 [===>..........................] - ETA: 2:26 - loss: 0.0076 - acc: 0.9979
9920/60000 [===>..........................] - ETA: 2:26 - loss: 0.0076 - acc: 0.9979
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10048/60000 [====>.........................] - ETA: 2:26 - loss: 0.0075 - acc: 0.9979
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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
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10560/60000 [====>.........................] - ETA: 2:24 - loss: 0.0078 - acc: 0.9978
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10688/60000 [====>.........................] - ETA: 2:23 - loss: 0.0077 - acc: 0.9978
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10816/60000 [====>.........................] - ETA: 2:23 - loss: 0.0079 - acc: 0.9978
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10944/60000 [====>.........................] - ETA: 2:22 - loss: 0.0080 - acc: 0.9977
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11072/60000 [====>.........................] - ETA: 2:22 - loss: 0.0079 - acc: 0.9977
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11200/60000 [====>.........................] - ETA: 2:22 - loss: 0.0079 - acc: 0.9978
11264/60000 [====>.........................] - ETA: 2:21 - loss: 0.0079 - acc: 0.9978
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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
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13440/60000 [=====>........................] - ETA: 2:14 - loss: 0.0085 - acc: 0.9975
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13632/60000 [=====>........................] - ETA: 2:14 - loss: 0.0084 - acc: 0.9976
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13760/60000 [=====>........................] - ETA: 2:13 - loss: 0.0084 - acc: 0.9976
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13952/60000 [=====>........................] - ETA: 2:13 - loss: 0.0085 - acc: 0.9975
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14272/60000 [======>.......................] - ETA: 2:12 - loss: 0.0083 - acc: 0.9975
14336/60000 [======>.......................] - ETA: 2:11 - loss: 0.0083 - acc: 0.9976
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14656/60000 [======>.......................] - ETA: 2:10 - loss: 0.0082 - acc: 0.9976
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15488/60000 [======>.......................] - ETA: 2:08 - loss: 0.0083 - acc: 0.9975
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15808/60000 [======>.......................] - ETA: 2:07 - loss: 0.0085 - acc: 0.9975
15872/60000 [======>.......................] - ETA: 2:06 - loss: 0.0087 - acc: 0.9974
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16192/60000 [=======>......................] - ETA: 2:05 - loss: 0.0087 - acc: 0.9973
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16512/60000 [=======>......................] - ETA: 2:04 - loss: 0.0087 - acc: 0.9973
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16832/60000 [=======>......................] - ETA: 2:03 - loss: 0.0085 - acc: 0.9974
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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
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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
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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
4224/60000 [=>............................] - ETA: 2:42 - loss: 0.0114 - acc: 0.9967
4288/60000 [=>............................] - ETA: 2:41 - loss: 0.0113 - acc: 0.9967
4352/60000 [=>............................] - ETA: 2:41 - loss: 0.0111 - acc: 0.9968
4416/60000 [=>............................] - ETA: 2:41 - loss: 0.0111 - acc: 0.9968
4480/60000 [=>............................] - ETA: 2:41 - loss: 0.0110 - acc: 0.9969
4544/60000 [=>............................] - ETA: 2:41 - loss: 0.0108 - acc: 0.9969
4608/60000 [=>............................] - ETA: 2:41 - loss: 0.0113 - acc: 0.9967
4672/60000 [=>............................] - ETA: 2:41 - loss: 0.0113 - acc: 0.9966
4736/60000 [=>............................] - ETA: 2:41 - loss: 0.0111 - acc: 0.9966
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
5056/60000 [=>............................] - ETA: 2:41 - loss: 0.0108 - acc: 0.9966
5120/60000 [=>............................] - ETA: 2:41 - loss: 0.0108 - acc: 0.9967
5184/60000 [=>............................] - ETA: 2:41 - loss: 0.0106 - acc: 0.9967
5248/60000 [=>............................] - ETA: 2:41 - loss: 0.0106 - acc: 0.9968
5312/60000 [=>............................] - ETA: 2:42 - loss: 0.0107 - acc: 0.9968
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
5568/60000 [=>............................] - ETA: 2:41 - loss: 0.0108 - acc: 0.9966
5632/60000 [=>............................] - ETA: 2:41 - loss: 0.0107 - acc: 0.9966
5696/60000 [=>............................] - ETA: 2:41 - loss: 0.0106 - acc: 0.9967
5760/60000 [=>............................] - ETA: 2:41 - loss: 0.0105 - acc: 0.9967
5824/60000 [=>............................] - ETA: 2:41 - loss: 0.0104 - acc: 0.9967
5888/60000 [=>............................] - ETA: 2:42 - loss: 0.0103 - acc: 0.9968
5952/60000 [=>............................] - ETA: 2:41 - loss: 0.0102 - acc: 0.9968
6016/60000 [==>...........................] - ETA: 2:41 - loss: 0.0105 - acc: 0.9965
6080/60000 [==>...........................] - ETA: 2:41 - loss: 0.0105 - acc: 0.9965
6144/60000 [==>...........................] - ETA: 2:40 - loss: 0.0104 - acc: 0.9966
6208/60000 [==>...........................] - ETA: 2:41 - loss: 0.0106 - acc: 0.9965
6272/60000 [==>...........................] - ETA: 2:41 - loss: 0.0105 - acc: 0.9965
6336/60000 [==>...........................] - ETA: 2:41 - loss: 0.0105 - acc: 0.9965
6400/60000 [==>...........................] - ETA: 2:40 - loss: 0.0105 - acc: 0.9964
6464/60000 [==>...........................] - ETA: 2:41 - loss: 0.0105 - acc: 0.9964
6528/60000 [==>...........................] - ETA: 2:40 - loss: 0.0104 - acc: 0.9965
6592/60000 [==>...........................] - ETA: 2:40 - loss: 0.0103 - acc: 0.9965
6656/60000 [==>...........................] - ETA: 2:40 - loss: 0.0102 - acc: 0.9965
6720/60000 [==>...........................] - ETA: 2:40 - loss: 0.0102 - acc: 0.9966
6784/60000 [==>...........................] - ETA: 2:39 - loss: 0.0101 - acc: 0.9966
6848/60000 [==>...........................] - ETA: 2:39 - loss: 0.0100 - acc: 0.9966
6912/60000 [==>...........................] - ETA: 2:39 - loss: 0.0100 - acc: 0.9967
6976/60000 [==>...........................] - ETA: 2:39 - loss: 0.0099 - acc: 0.9967
7040/60000 [==>...........................] - ETA: 2:38 - loss: 0.0098 - acc: 0.9967
7104/60000 [==>...........................] - ETA: 2:38 - loss: 0.0100 - acc: 0.9966
7168/60000 [==>...........................] - ETA: 2:38 - loss: 0.0127 - acc: 0.9964
7232/60000 [==>...........................] - ETA: 2:38 - loss: 0.0126 - acc: 0.9964
7296/60000 [==>...........................] - ETA: 2:37 - loss: 0.0125 - acc: 0.9964
7360/60000 [==>...........................] - ETA: 2:37 - loss: 0.0124 - acc: 0.9965
7424/60000 [==>...........................] - ETA: 2:37 - loss: 0.0123 - acc: 0.9965
7488/60000 [==>...........................] - ETA: 2:37 - loss: 0.0124 - acc: 0.9964
7552/60000 [==>...........................] - ETA: 2:36 - loss: 0.0123 - acc: 0.9964
7616/60000 [==>...........................] - ETA: 2:36 - loss: 0.0122 - acc: 0.9965
7680/60000 [==>...........................] - ETA: 2:36 - loss: 0.0122 - acc: 0.9965
7744/60000 [==>...........................] - ETA: 2:36 - loss: 0.0121 - acc: 0.9965
7808/60000 [==>...........................] - ETA: 2:35 - loss: 0.0120 - acc: 0.9965
7872/60000 [==>...........................] - ETA: 2:36 - loss: 0.0119 - acc: 0.9966
7936/60000 [==>...........................] - ETA: 2:36 - loss: 0.0119 - acc: 0.9965
8000/60000 [===>..........................] - ETA: 2:35 - loss: 0.0123 - acc: 0.9964
8064/60000 [===>..........................] - ETA: 2:35 - loss: 0.0122 - acc: 0.9964
8128/60000 [===>..........................] - ETA: 2:36 - loss: 0.0122 - acc: 0.9964
8192/60000 [===>..........................] - ETA: 2:35 - loss: 0.0121 - acc: 0.9965
8256/60000 [===>..........................] - ETA: 2:35 - loss: 0.0120 - acc: 0.9965
8320/60000 [===>..........................] - ETA: 2:35 - loss: 0.0119 - acc: 0.9965
8384/60000 [===>..........................] - ETA: 2:35 - loss: 0.0118 - acc: 0.9965
8448/60000 [===>..........................] - ETA: 2:35 - loss: 0.0117 - acc: 0.9966
8512/60000 [===>..........................] - ETA: 2:35 - loss: 0.0116 - acc: 0.9966
8576/60000 [===>..........................] - ETA: 2:34 - loss: 0.0116 - acc: 0.9966
8640/60000 [===>..........................] - ETA: 2:34 - loss: 0.0115 - acc: 0.9966
8704/60000 [===>..........................] - ETA: 2:35 - loss: 0.0114 - acc: 0.9967
8768/60000 [===>..........................] - ETA: 2:34 - loss: 0.0114 - acc: 0.9967
8832/60000 [===>..........................] - ETA: 2:34 - loss: 0.0113 - acc: 0.9967
8896/60000 [===>..........................] - ETA: 2:34 - loss: 0.0113 - acc: 0.9966
8960/60000 [===>..........................] - ETA: 2:34 - loss: 0.0113 - acc: 0.9967
9024/60000 [===>..........................] - ETA: 2:34 - loss: 0.0112 - acc: 0.9967
9088/60000 [===>..........................] - ETA: 2:34 - loss: 0.0112 - acc: 0.9967
9152/60000 [===>..........................] - ETA: 2:33 - loss: 0.0111 - acc: 0.9967
9216/60000 [===>..........................] - ETA: 2:33 - loss: 0.0110 - acc: 0.9967
9280/60000 [===>..........................] - ETA: 2:33 - loss: 0.0109 - acc: 0.9968
9344/60000 [===>..........................] - ETA: 2:32 - loss: 0.0109 - acc: 0.9968
9408/60000 [===>..........................] - ETA: 2:32 - loss: 0.0120 - acc: 0.9966
9472/60000 [===>..........................] - ETA: 2:32 - loss: 0.0119 - acc: 0.9966
9536/60000 [===>..........................] - ETA: 2:31 - loss: 0.0119 - acc: 0.9966
9600/60000 [===>..........................] - ETA: 2:31 - loss: 0.0118 - acc: 0.9967
9664/60000 [===>..........................] - ETA: 2:31 - loss: 0.0117 - acc: 0.9967
9728/60000 [===>..........................] - ETA: 2:31 - loss: 0.0117 - acc: 0.9967
9792/60000 [===>..........................] - ETA: 2:30 - loss: 0.0117 - acc: 0.9967
9856/60000 [===>..........................] - ETA: 2:30 - loss: 0.0116 - acc: 0.9968
9920/60000 [===>..........................] - ETA: 2:30 - loss: 0.0115 - acc: 0.9968
9984/60000 [===>..........................] - ETA: 2:29 - loss: 0.0115 - acc: 0.9968
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
13504/60000 [=====>........................] - ETA: 2:17 - loss: 0.0103 - acc: 0.9966
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
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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
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896/60000 [..............................] - ETA: 2:40 - loss: 0.0090 - acc: 0.9978
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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
13696/60000 [=====>........................] - ETA: 2:09 - loss: 0.0058 - acc: 0.9986
13760/60000 [=====>........................] - ETA: 2:09 - loss: 0.0058 - acc: 0.9986
13824/60000 [=====>........................] - ETA: 2:09 - loss: 0.0058 - acc: 0.9986
13888/60000 [=====>........................] - ETA: 2:09 - loss: 0.0058 - acc: 0.9986
13952/60000 [=====>........................] - ETA: 2:09 - loss: 0.0058 - acc: 0.9986
14016/60000 [======>.......................] - ETA: 2:09 - loss: 0.0058 - acc: 0.9986
14080/60000 [======>.......................] - ETA: 2:09 - loss: 0.0058 - acc: 0.9986
14144/60000 [======>.......................] - ETA: 2:09 - loss: 0.0057 - acc: 0.9986
14208/60000 [======>.......................] - ETA: 2:09 - loss: 0.0057 - acc: 0.9986
14272/60000 [======>.......................] - ETA: 2:09 - loss: 0.0057 - acc: 0.9986
14336/60000 [======>.......................] - ETA: 2:09 - loss: 0.0057 - acc: 0.9986
14400/60000 [======>.......................] - ETA: 2:08 - loss: 0.0057 - acc: 0.9986
14464/60000 [======>.......................] - ETA: 2:08 - loss: 0.0057 - acc: 0.9986
14528/60000 [======>.......................] - ETA: 2:08 - loss: 0.0057 - acc: 0.9986
14592/60000 [======>.......................] - ETA: 2:08 - loss: 0.0057 - acc: 0.9986
14656/60000 [======>.......................] - ETA: 2:08 - loss: 0.0058 - acc: 0.9986
14720/60000 [======>.......................] - ETA: 2:08 - loss: 0.0059 - acc: 0.9985
14784/60000 [======>.......................] - ETA: 2:08 - loss: 0.0060 - acc: 0.9984
14848/60000 [======>.......................] - ETA: 2:08 - loss: 0.0060 - acc: 0.9985
14912/60000 [======>.......................] - ETA: 2:08 - loss: 0.0060 - acc: 0.9985
14976/60000 [======>.......................] - ETA: 2:07 - loss: 0.0059 - acc: 0.9985
15040/60000 [======>.......................] - ETA: 2:07 - loss: 0.0059 - acc: 0.9985
15104/60000 [======>.......................] - ETA: 2:07 - loss: 0.0059 - acc: 0.9985
15168/60000 [======>.......................] - ETA: 2:07 - loss: 0.0059 - acc: 0.9985
15232/60000 [======>.......................] - ETA: 2:07 - loss: 0.0059 - acc: 0.9985
15296/60000 [======>.......................] - ETA: 2:07 - loss: 0.0058 - acc: 0.9985
15360/60000 [======>.......................] - ETA: 2:07 - loss: 0.0058 - acc: 0.9985
15424/60000 [======>.......................] - ETA: 2:06 - loss: 0.0058 - acc: 0.9985
15488/60000 [======>.......................] - ETA: 2:06 - loss: 0.0058 - acc: 0.9985
15552/60000 [======>.......................] - ETA: 2:06 - loss: 0.0057 - acc: 0.9985
15616/60000 [======>.......................] - ETA: 2:06 - loss: 0.0057 - acc: 0.9985
15680/60000 [======>.......................] - ETA: 2:06 - loss: 0.0057 - acc: 0.9985
15744/60000 [======>.......................] - ETA: 2:05 - loss: 0.0058 - acc: 0.9985
15808/60000 [======>.......................] - ETA: 2:05 - loss: 0.0058 - acc: 0.9985
15872/60000 [======>.......................] - ETA: 2:05 - loss: 0.0058 - acc: 0.9985
15936/60000 [======>.......................] - ETA: 2:05 - loss: 0.0057 - acc: 0.9985
16000/60000 [=======>......................] - ETA: 2:05 - loss: 0.0057 - acc: 0.9985
16064/60000 [=======>......................] - ETA: 2:05 - loss: 0.0057 - acc: 0.9985
16128/60000 [=======>......................] - ETA: 2:04 - loss: 0.0057 - acc: 0.9985
16192/60000 [=======>......................] - ETA: 2:04 - loss: 0.0057 - acc: 0.9985
16256/60000 [=======>......................] - ETA: 2:04 - loss: 0.0056 - acc: 0.9985
16320/60000 [=======>......................] - ETA: 2:04 - loss: 0.0058 - acc: 0.9985
16384/60000 [=======>......................] - ETA: 2:04 - loss: 0.0058 - acc: 0.9985
16448/60000 [=======>......................] - ETA: 2:04 - loss: 0.0059 - acc: 0.9984
16512/60000 [=======>......................] - ETA: 2:04 - loss: 0.0058 - acc: 0.9984
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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
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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
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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
15808/60000 [======>.......................] - ETA: 2:08 - loss: 0.0119 - acc: 0.9967
15872/60000 [======>.......................] - ETA: 2:07 - loss: 0.0118 - acc: 0.9967
15936/60000 [======>.......................] - ETA: 2:07 - loss: 0.0118 - acc: 0.9967
16000/60000 [=======>......................] - ETA: 2:07 - loss: 0.0117 - acc: 0.9968
16064/60000 [=======>......................] - ETA: 2:07 - loss: 0.0117 - acc: 0.9968
16128/60000 [=======>......................] - ETA: 2:07 - loss: 0.0117 - acc: 0.9968
16192/60000 [=======>......................] - ETA: 2:07 - loss: 0.0119 - acc: 0.9967
16256/60000 [=======>......................] - ETA: 2:07 - loss: 0.0120 - acc: 0.9967
16320/60000 [=======>......................] - ETA: 2:06 - loss: 0.0120 - acc: 0.9967
16384/60000 [=======>......................] - ETA: 2:06 - loss: 0.0120 - acc: 0.9967
16448/60000 [=======>......................] - ETA: 2:06 - loss: 0.0119 - acc: 0.9967
16512/60000 [=======>......................] - ETA: 2:06 - loss: 0.0119 - acc: 0.9967
16576/60000 [=======>......................] - ETA: 2:06 - loss: 0.0120 - acc: 0.9967
16640/60000 [=======>......................] - ETA: 2:06 - loss: 0.0121 - acc: 0.9966
16704/60000 [=======>......................] - ETA: 2:06 - loss: 0.0120 - acc: 0.9966
16768/60000 [=======>......................] - ETA: 2:06 - loss: 0.0120 - acc: 0.9967
16832/60000 [=======>......................] - ETA: 2:05 - loss: 0.0119 - acc: 0.9967
16896/60000 [=======>......................] - ETA: 2:05 - loss: 0.0119 - acc: 0.9967
16960/60000 [=======>......................] - ETA: 2:05 - loss: 0.0118 - acc: 0.9967
17024/60000 [=======>......................] - ETA: 2:05 - loss: 0.0118 - acc: 0.9967
17088/60000 [=======>......................] - ETA: 2:05 - loss: 0.0119 - acc: 0.9967
17152/60000 [=======>......................] - ETA: 2:05 - loss: 0.0119 - acc: 0.9966
17216/60000 [=======>......................] - ETA: 2:05 - loss: 0.0119 - acc: 0.9966
17280/60000 [=======>......................] - ETA: 2:05 - loss: 0.0118 - acc: 0.9966
17344/60000 [=======>......................] - ETA: 2:05 - loss: 0.0118 - acc: 0.9967
17408/60000 [=======>......................] - ETA: 2:05 - loss: 0.0117 - acc: 0.9967
17472/60000 [=======>......................] - ETA: 2:04 - loss: 0.0117 - acc: 0.9967
17536/60000 [=======>......................] - ETA: 2:04 - loss: 0.0118 - acc: 0.9966
17600/60000 [=======>......................] - ETA: 2:04 - loss: 0.0118 - acc: 0.9966
17664/60000 [=======>......................] - ETA: 2:04 - loss: 0.0117 - acc: 0.9967
17728/60000 [=======>......................] - ETA: 2:04 - loss: 0.0117 - acc: 0.9967
17792/60000 [=======>......................] - ETA: 2:04 - loss: 0.0116 - acc: 0.9967
17856/60000 [=======>......................] - ETA: 2:04 - loss: 0.0117 - acc: 0.9966
17920/60000 [=======>......................] - ETA: 2:03 - loss: 0.0117 - acc: 0.9967
17984/60000 [=======>......................] - ETA: 2:04 - loss: 0.0116 - acc: 0.9967
18048/60000 [========>.....................] - ETA: 2:03 - loss: 0.0116 - acc: 0.9967
18112/60000 [========>.....................] - ETA: 2:03 - loss: 0.0116 - acc: 0.9967
18176/60000 [========>.....................] - ETA: 2:03 - loss: 0.0115 - acc: 0.9967
18240/60000 [========>.....................] - ETA: 2:03 - loss: 0.0115 - acc: 0.9967
18304/60000 [========>.....................] - ETA: 2:03 - loss: 0.0116 - acc: 0.9966
18368/60000 [========>.....................] - ETA: 2:03 - loss: 0.0116 - acc: 0.9966
18432/60000 [========>.....................] - ETA: 2:02 - loss: 0.0115 - acc: 0.9966
18496/60000 [========>.....................] - ETA: 2:02 - loss: 0.0115 - acc: 0.9966
18560/60000 [========>.....................] - ETA: 2:02 - loss: 0.0115 - acc: 0.9967
18624/60000 [========>.....................] - ETA: 2:02 - loss: 0.0114 - acc: 0.9967
18688/60000 [========>.....................] - ETA: 2:02 - loss: 0.0114 - acc: 0.9967
18752/60000 [========>.....................] - ETA: 2:01 - loss: 0.0115 - acc: 0.9966
18816/60000 [========>.....................] - ETA: 2:01 - loss: 0.0115 - acc: 0.9967
18880/60000 [========>.....................] - ETA: 2:01 - loss: 0.0115 - acc: 0.9967
18944/60000 [========>.....................] - ETA: 2:01 - loss: 0.0115 - acc: 0.9967
19008/60000 [========>.....................] - ETA: 2:01 - loss: 0.0118 - acc: 0.9966
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55488/60000 [==========================>...] - ETA: 13s - loss: 0.0110 - acc: 0.9966
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56704/60000 [===========================>..] - ETA: 9s - loss: 0.0112 - acc: 0.9966
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57344/60000 [===========================>..] - ETA: 7s - loss: 0.0114 - acc: 0.9965
57408/60000 [===========================>..] - ETA: 7s - loss: 0.0114 - acc: 0.9965
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57856/60000 [===========================>..] - ETA: 6s - loss: 0.0114 - acc: 0.9965
57920/60000 [===========================>..] - ETA: 6s - loss: 0.0114 - acc: 0.9965
57984/60000 [===========================>..] - ETA: 5s - loss: 0.0114 - acc: 0.9965
58048/60000 [============================>.] - ETA: 5s - loss: 0.0114 - acc: 0.9965
58112/60000 [============================>.] - ETA: 5s - loss: 0.0114 - acc: 0.9965
58176/60000 [============================>.] - ETA: 5s - loss: 0.0114 - acc: 0.9965
58240/60000 [============================>.] - ETA: 5s - loss: 0.0114 - acc: 0.9965
58304/60000 [============================>.] - ETA: 4s - loss: 0.0114 - acc: 0.9965
58368/60000 [============================>.] - ETA: 4s - loss: 0.0115 - acc: 0.9965
58432/60000 [============================>.] - ETA: 4s - loss: 0.0115 - acc: 0.9965
58496/60000 [============================>.] - ETA: 4s - loss: 0.0114 - acc: 0.9965
58560/60000 [============================>.] - ETA: 4s - loss: 0.0115 - acc: 0.9965
58624/60000 [============================>.] - ETA: 4s - 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: 0.0115 - acc: 0.9965
58944/60000 [============================>.] - ETA: 3s - loss: 0.0115 - acc: 0.9965
59008/60000 [============================>.] - ETA: 2s - loss: 0.0115 - acc: 0.9965
59072/60000 [============================>.] - ETA: 2s - loss: 0.0115 - acc: 0.9965
59136/60000 [============================>.] - ETA: 2s - loss: 0.0115 - acc: 0.9966
59200/60000 [============================>.] - ETA: 2s - loss: 0.0115 - acc: 0.9965
59264/60000 [============================>.] - ETA: 2s - loss: 0.0115 - acc: 0.9965
59328/60000 [============================>.] - ETA: 1s - loss: 0.0115 - acc: 0.9965
59392/60000 [============================>.] - ETA: 1s - loss: 0.0114 - acc: 0.9965
59456/60000 [============================>.] - ETA: 1s - loss: 0.0114 - acc: 0.9966
59520/60000 [============================>.] - ETA: 1s - loss: 0.0114 - acc: 0.9966
59584/60000 [============================>.] - ETA: 1s - loss: 0.0114 - acc: 0.9966
59648/60000 [============================>.] - ETA: 1s - loss: 0.0115 - acc: 0.9965
59712/60000 [============================>.] - ETA: 0s - loss: 0.0115 - acc: 0.9966
59776/60000 [============================>.] - ETA: 0s - loss: 0.0115 - acc: 0.9966
59840/60000 [============================>.] - ETA: 0s - loss: 0.0115 - acc: 0.9966
59904/60000 [============================>.] - ETA: 0s - loss: 0.0115 - acc: 0.9965
59968/60000 [============================>.] - ETA: 0s - loss: 0.0115 - acc: 0.9965
60000/60000 [==============================] - 176s 3ms/step - loss: 0.0115 - acc: 0.9966
32/10000 [..............................] - ETA: 23s
128/10000 [..............................] - ETA: 10s
224/10000 [..............................] - ETA: 9s
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416/10000 [>.............................] - ETA: 7s
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8608/10000 [========================>.....] - ETA: 0s
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8864/10000 [=========================>....] - ETA: 0s
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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
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1920/60000 [..............................] - ETA: 41s
2016/60000 [>.............................] - ETA: 40s
2112/60000 [>.............................] - ETA: 40s
2208/60000 [>.............................] - ETA: 40s
2304/60000 [>.............................] - ETA: 40s
2400/60000 [>.............................] - ETA: 40s
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2592/60000 [>.............................] - ETA: 40s
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2784/60000 [>.............................] - ETA: 40s
2880/60000 [>.............................] - ETA: 40s
2976/60000 [>.............................] - ETA: 39s
3072/60000 [>.............................] - ETA: 39s
3168/60000 [>.............................] - ETA: 39s
3264/60000 [>.............................] - ETA: 39s
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3456/60000 [>.............................] - ETA: 39s
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4032/60000 [=>............................] - ETA: 39s
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6048/60000 [==>...........................] - ETA: 37s
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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