keggle cat and dogs code review
knitr::opts_chunk$set(echo = TRUE)
library(keras)
library(EBImage)
library(stringr)
library(pbapply)
library(png)RGB 3개 체널로 CNN 데이터 생성
setwd('X:/data/dogs-vs-cats')The working directory was changed to X:/data/dogs-vs-cats inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.secondCat <- readImage("train/cat.1.jpg")
extract_feature <- function(dir_path, width, height, labelsExist = T) {
img_size <- width * height
## List images in path
images_names <- list.files(dir_path)
if(labelsExist){
## Select only cats or dogs images
catdog <- str_extract(images_names, "^(cat|dog)")
# Set cat == 0 and dog == 1
key <- c("cat" = 0, "dog" = 1)
y <- key[catdog]
}
print(paste("Start processing", length(images_names), "images"))
train_array=array(data=NA,dim=c(length(images_names),50, 50, 3))
t=0
for(imgname in images_names){
t=t+1
if(t%%100==0)message(t)
img <- readImage(file.path(dir_path, imgname))
img_resized <- resize(img, w = width, h = height)
img_matrix <- img_resized@.Data
train_array[t,,,]=img_matrix
}
if(labelsExist){
return(list(X = train_array, y = y))
}else{
return(train_array)
}
}데이터 생성
width <- 50
height <- 50
setwd('X:/data/dogs-vs-cats')
train=extract_feature("train/", width, height)
train_array=train$X
test=extract_feature("test1/", width, height, labelsExist = F)모형 생성
model <- keras_model_sequential()
model %>%
layer_conv_2d(kernel_size = c(3, 3), filter = 32,
activation = "relu", padding = "same",
input_shape = c(50, 50, 3),
data_format = "channels_last") %>%
layer_conv_2d(kernel_size = c(3, 3), filter = 32,
activation = "relu", padding = "valid") %>%
layer_max_pooling_2d(pool_size = 2) %>%
layer_dropout(rate = 0.25) %>%
layer_conv_2d(kernel_size = c(3, 3), filter = 64, strides = 2,
activation = "relu", padding = "same") %>%
layer_conv_2d(kernel_size = c(3, 3), filter = 64,
activation = "relu", padding = "valid") %>%
layer_max_pooling_2d(pool_size = 2) %>%
layer_dropout(rate = 0.25) %>%
layer_flatten() %>%
layer_dense(units = 50, activation = "relu") %>%
layer_dropout(rate = 0.25) %>%
layer_dense(units = 1, activation = "sigmoid")
summary(model)___________________________________________________________________________
Layer (type) Output Shape Param #
===========================================================================
conv2d_5 (Conv2D) (None, 50, 50, 32) 896
___________________________________________________________________________
conv2d_6 (Conv2D) (None, 48, 48, 32) 9248
___________________________________________________________________________
max_pooling2d_3 (MaxPooling2D) (None, 24, 24, 32) 0
___________________________________________________________________________
dropout_4 (Dropout) (None, 24, 24, 32) 0
___________________________________________________________________________
conv2d_7 (Conv2D) (None, 12, 12, 64) 18496
___________________________________________________________________________
conv2d_8 (Conv2D) (None, 10, 10, 64) 36928
___________________________________________________________________________
max_pooling2d_4 (MaxPooling2D) (None, 5, 5, 64) 0
___________________________________________________________________________
dropout_5 (Dropout) (None, 5, 5, 64) 0
___________________________________________________________________________
flatten_2 (Flatten) (None, 1600) 0
___________________________________________________________________________
dense_3 (Dense) (None, 50) 80050
___________________________________________________________________________
dropout_6 (Dropout) (None, 50) 0
___________________________________________________________________________
dense_4 (Dense) (None, 1) 51
===========================================================================
Total params: 145,669
Trainable params: 145,669
Non-trainable params: 0
___________________________________________________________________________model %>% compile(
loss = 'binary_crossentropy',
optimizer = "adam",
metrics = c('accuracy')
)
history <- model %>% fit(
x = train_array, y = as.numeric(train$y),
epochs = 50, batch_size = 50,
validation_split = 0.2
)Train on 20000 samples, validate on 5000 samples
Epoch 1/50
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12250/20000 [=================>............] - ETA: 3:51 - loss: 0.6485 - acc: 0.6300
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18700/20000 [===========================>..] - ETA: 38s - loss: 0.6364 - acc: 0.6450
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18850/20000 [===========================>..] - ETA: 34s - loss: 0.6359 - acc: 0.6458
18900/20000 [===========================>..] - ETA: 32s - loss: 0.6358 - acc: 0.6459
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19100/20000 [===========================>..] - ETA: 26s - loss: 0.6356 - acc: 0.6461
19150/20000 [===========================>..] - ETA: 25s - loss: 0.6353 - acc: 0.6463
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19250/20000 [===========================>..] - ETA: 22s - loss: 0.6350 - acc: 0.6463
19300/20000 [===========================>..] - ETA: 20s - loss: 0.6349 - acc: 0.6464
19350/20000 [============================>.] - ETA: 19s - loss: 0.6348 - acc: 0.6463
19400/20000 [============================>.] - ETA: 17s - loss: 0.6345 - acc: 0.6466
19450/20000 [============================>.] - ETA: 16s - loss: 0.6343 - acc: 0.6468
19500/20000 [============================>.] - ETA: 14s - loss: 0.6342 - acc: 0.6470
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19600/20000 [============================>.] - ETA: 11s - loss: 0.6340 - acc: 0.6470
19650/20000 [============================>.] - ETA: 10s - loss: 0.6339 - acc: 0.6470
19700/20000 [============================>.] - ETA: 8s - loss: 0.6338 - acc: 0.6471
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19850/20000 [============================>.] - ETA: 4s - loss: 0.6338 - acc: 0.6472
19900/20000 [============================>.] - ETA: 2s - loss: 0.6336 - acc: 0.6473
19950/20000 [============================>.] - ETA: 1s - loss: 0.6337 - acc: 0.6473
20000/20000 [==============================] - 607s 30ms/step - loss: 0.6335 - acc: 0.6474 - val_loss: 0.9927 - val_acc: 0.3166
Epoch 2/50
50/20000 [..............................] - ETA: 9:05 - loss: 0.6862 - acc: 0.6600
100/20000 [..............................] - ETA: 9:51 - loss: 0.6746 - acc: 0.6500
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350/20000 [..............................] - ETA: 9:56 - loss: 0.6291 - acc: 0.6657
400/20000 [..............................] - ETA: 10:00 - loss: 0.6146 - acc: 0.6850
450/20000 [..............................] - ETA: 9:56 - loss: 0.6074 - acc: 0.6978
500/20000 [..............................] - ETA: 9:55 - loss: 0.6042 - acc: 0.7000
550/20000 [..............................] - ETA: 9:50 - loss: 0.5996 - acc: 0.7036
600/20000 [..............................] - ETA: 9:48 - loss: 0.6006 - acc: 0.7067
650/20000 [..............................] - ETA: 9:50 - loss: 0.5950 - acc: 0.7108
700/20000 [>.............................] - ETA: 9:45 - loss: 0.5907 - acc: 0.7129
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800/20000 [>.............................] - ETA: 9:44 - loss: 0.6021 - acc: 0.6988
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900/20000 [>.............................] - ETA: 9:44 - loss: 0.6058 - acc: 0.6956
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1000/20000 [>.............................] - ETA: 9:43 - loss: 0.6056 - acc: 0.7020
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1100/20000 [>.............................] - ETA: 9:43 - loss: 0.6051 - acc: 0.7009
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1200/20000 [>.............................] - ETA: 9:40 - loss: 0.6061 - acc: 0.7000
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1500/20000 [=>............................] - ETA: 9:34 - loss: 0.6062 - acc: 0.6947
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1800/20000 [=>............................] - ETA: 9:26 - loss: 0.5976 - acc: 0.6967
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1900/20000 [=>............................] - ETA: 9:21 - loss: 0.5971 - acc: 0.6953
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2000/20000 [==>...........................] - ETA: 9:20 - loss: 0.5974 - acc: 0.6980
2050/20000 [==>...........................] - ETA: 9:18 - loss: 0.5940 - acc: 0.6995
2100/20000 [==>...........................] - ETA: 9:16 - loss: 0.5941 - acc: 0.6995
2150/20000 [==>...........................] - ETA: 9:15 - loss: 0.5939 - acc: 0.6981
2200/20000 [==>...........................] - ETA: 9:14 - loss: 0.5941 - acc: 0.6982
2250/20000 [==>...........................] - ETA: 9:13 - loss: 0.5938 - acc: 0.6987
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2500/20000 [==>...........................] - ETA: 9:05 - loss: 0.5947 - acc: 0.6984
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2750/20000 [===>..........................] - ETA: 8:58 - loss: 0.5934 - acc: 0.6985
2800/20000 [===>..........................] - ETA: 8:58 - loss: 0.5929 - acc: 0.6989
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3000/20000 [===>..........................] - ETA: 8:51 - loss: 0.5941 - acc: 0.6973
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3250/20000 [===>..........................] - ETA: 8:45 - loss: 0.5924 - acc: 0.6982
3300/20000 [===>..........................] - ETA: 8:44 - loss: 0.5916 - acc: 0.6976
3350/20000 [====>.........................] - ETA: 8:43 - loss: 0.5897 - acc: 0.6994
3400/20000 [====>.........................] - ETA: 8:42 - loss: 0.5892 - acc: 0.7006
3450/20000 [====>.........................] - ETA: 8:40 - loss: 0.5904 - acc: 0.6991
3500/20000 [====>.........................] - ETA: 8:39 - loss: 0.5886 - acc: 0.7003
3550/20000 [====>.........................] - ETA: 8:38 - loss: 0.5896 - acc: 0.6994
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3700/20000 [====>.........................] - ETA: 8:34 - loss: 0.5892 - acc: 0.6997
3750/20000 [====>.........................] - ETA: 8:32 - loss: 0.5880 - acc: 0.7013
3800/20000 [====>.........................] - ETA: 8:31 - loss: 0.5881 - acc: 0.7011
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4000/20000 [=====>........................] - ETA: 8:24 - loss: 0.5874 - acc: 0.6990
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8950/20000 [============>.................] - ETA: 5:49 - loss: 0.5757 - acc: 0.7028
9000/20000 [============>.................] - ETA: 5:47 - loss: 0.5759 - acc: 0.7024
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9200/20000 [============>.................] - ETA: 5:41 - loss: 0.5758 - acc: 0.7023
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10300/20000 [==============>...............] - ETA: 5:07 - loss: 0.5724 - acc: 0.7051
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14250/20000 [====================>.........] - ETA: 3:01 - loss: 0.5663 - acc: 0.7114
14300/20000 [====================>.........] - ETA: 2:59 - loss: 0.5661 - acc: 0.7116
14350/20000 [====================>.........] - ETA: 2:58 - loss: 0.5655 - acc: 0.7120
14400/20000 [====================>.........] - ETA: 2:56 - loss: 0.5655 - acc: 0.7119
14450/20000 [====================>.........] - ETA: 2:55 - loss: 0.5655 - acc: 0.7120
14500/20000 [====================>.........] - ETA: 2:53 - loss: 0.5656 - acc: 0.7119
14550/20000 [====================>.........] - ETA: 2:51 - loss: 0.5663 - acc: 0.7118
14600/20000 [====================>.........] - ETA: 2:50 - loss: 0.5661 - acc: 0.7120
14650/20000 [====================>.........] - ETA: 2:48 - loss: 0.5661 - acc: 0.7123
14700/20000 [=====================>........] - ETA: 2:47 - loss: 0.5660 - acc: 0.7122
14750/20000 [=====================>........] - ETA: 2:45 - loss: 0.5658 - acc: 0.7123
14800/20000 [=====================>........] - ETA: 2:43 - loss: 0.5658 - acc: 0.7122
14850/20000 [=====================>........] - ETA: 2:42 - loss: 0.5654 - acc: 0.7125
14900/20000 [=====================>........] - ETA: 2:40 - loss: 0.5655 - acc: 0.7127
14950/20000 [=====================>........] - ETA: 2:39 - loss: 0.5656 - acc: 0.7126
15000/20000 [=====================>........] - ETA: 2:37 - loss: 0.5655 - acc: 0.7128
15050/20000 [=====================>........] - ETA: 2:36 - loss: 0.5655 - acc: 0.7129
15100/20000 [=====================>........] - ETA: 2:34 - loss: 0.5656 - acc: 0.7126
15150/20000 [=====================>........] - ETA: 2:32 - loss: 0.5659 - acc: 0.7121
15200/20000 [=====================>........] - ETA: 2:31 - loss: 0.5660 - acc: 0.7117
15250/20000 [=====================>........] - ETA: 2:29 - loss: 0.5661 - acc: 0.7118
15300/20000 [=====================>........] - ETA: 2:28 - loss: 0.5660 - acc: 0.7121
15350/20000 [======================>.......] - ETA: 2:26 - loss: 0.5659 - acc: 0.7123
15400/20000 [======================>.......] - ETA: 2:25 - loss: 0.5661 - acc: 0.7123
15450/20000 [======================>.......] - ETA: 2:23 - loss: 0.5662 - acc: 0.7122
15500/20000 [======================>.......] - ETA: 2:21 - loss: 0.5662 - acc: 0.7121
15550/20000 [======================>.......] - ETA: 2:20 - loss: 0.5659 - acc: 0.7125
15600/20000 [======================>.......] - ETA: 2:18 - loss: 0.5656 - acc: 0.7126
15650/20000 [======================>.......] - ETA: 2:17 - loss: 0.5657 - acc: 0.7125
15700/20000 [======================>.......] - ETA: 2:15 - loss: 0.5657 - acc: 0.7123
15750/20000 [======================>.......] - ETA: 2:13 - loss: 0.5653 - acc: 0.7126
15800/20000 [======================>.......] - ETA: 2:12 - loss: 0.5654 - acc: 0.7125
15850/20000 [======================>.......] - ETA: 2:10 - loss: 0.5652 - acc: 0.7126
15900/20000 [======================>.......] - ETA: 2:09 - loss: 0.5650 - acc: 0.7126
15950/20000 [======================>.......] - ETA: 2:07 - loss: 0.5647 - acc: 0.7129
16000/20000 [=======================>......] - ETA: 2:06 - loss: 0.5649 - acc: 0.7129
16050/20000 [=======================>......] - ETA: 2:04 - loss: 0.5648 - acc: 0.7128
16100/20000 [=======================>......] - ETA: 2:02 - loss: 0.5647 - acc: 0.7127
16150/20000 [=======================>......] - ETA: 2:01 - loss: 0.5651 - acc: 0.7122
16200/20000 [=======================>......] - ETA: 1:59 - loss: 0.5649 - acc: 0.7124
16250/20000 [=======================>......] - ETA: 1:58 - loss: 0.5647 - acc: 0.7127
16300/20000 [=======================>......] - ETA: 1:56 - loss: 0.5649 - acc: 0.7125
16350/20000 [=======================>......] - ETA: 1:55 - loss: 0.5648 - acc: 0.7125
16400/20000 [=======================>......] - ETA: 1:53 - loss: 0.5645 - acc: 0.7129
16450/20000 [=======================>......] - ETA: 1:51 - loss: 0.5641 - acc: 0.7134
16500/20000 [=======================>......] - ETA: 1:50 - loss: 0.5641 - acc: 0.7135
16550/20000 [=======================>......] - ETA: 1:48 - loss: 0.5639 - acc: 0.7135
16600/20000 [=======================>......] - ETA: 1:47 - loss: 0.5639 - acc: 0.7135
16650/20000 [=======================>......] - ETA: 1:45 - loss: 0.5641 - acc: 0.7132
16700/20000 [========================>.....] - ETA: 1:44 - loss: 0.5639 - acc: 0.7132
16750/20000 [========================>.....] - ETA: 1:42 - loss: 0.5640 - acc: 0.7130
16800/20000 [========================>.....] - ETA: 1:40 - loss: 0.5636 - acc: 0.7132
16850/20000 [========================>.....] - ETA: 1:39 - loss: 0.5633 - acc: 0.7135
16900/20000 [========================>.....] - ETA: 1:37 - loss: 0.5632 - acc: 0.7136
16950/20000 [========================>.....] - ETA: 1:36 - loss: 0.5631 - acc: 0.7137
17000/20000 [========================>.....] - ETA: 1:34 - loss: 0.5632 - acc: 0.7136
17050/20000 [========================>.....] - ETA: 1:33 - loss: 0.5629 - acc: 0.7140
17100/20000 [========================>.....] - ETA: 1:31 - loss: 0.5630 - acc: 0.7139
17150/20000 [========================>.....] - ETA: 1:29 - loss: 0.5630 - acc: 0.7139
17200/20000 [========================>.....] - ETA: 1:28 - loss: 0.5627 - acc: 0.7141
17250/20000 [========================>.....] - ETA: 1:26 - loss: 0.5628 - acc: 0.7140
17300/20000 [========================>.....] - ETA: 1:25 - loss: 0.5628 - acc: 0.7138
17350/20000 [=========================>....] - ETA: 1:23 - loss: 0.5623 - acc: 0.7140
17400/20000 [=========================>....] - ETA: 1:22 - loss: 0.5622 - acc: 0.7141
17450/20000 [=========================>....] - ETA: 1:20 - loss: 0.5619 - acc: 0.7142
17500/20000 [=========================>....] - ETA: 1:18 - loss: 0.5623 - acc: 0.7139
17550/20000 [=========================>....] - ETA: 1:17 - loss: 0.5620 - acc: 0.7139
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17650/20000 [=========================>....] - ETA: 1:14 - loss: 0.5621 - acc: 0.7139
17700/20000 [=========================>....] - ETA: 1:12 - loss: 0.5622 - acc: 0.7138
17750/20000 [=========================>....] - ETA: 1:11 - loss: 0.5623 - acc: 0.7136
17800/20000 [=========================>....] - ETA: 1:09 - loss: 0.5623 - acc: 0.7135
17850/20000 [=========================>....] - ETA: 1:07 - loss: 0.5624 - acc: 0.7134
17900/20000 [=========================>....] - ETA: 1:06 - loss: 0.5625 - acc: 0.7136
17950/20000 [=========================>....] - ETA: 1:04 - loss: 0.5624 - acc: 0.7138
18000/20000 [==========================>...] - ETA: 1:03 - loss: 0.5621 - acc: 0.7142
18050/20000 [==========================>...] - ETA: 1:01 - loss: 0.5624 - acc: 0.7140
18100/20000 [==========================>...] - ETA: 1:00 - loss: 0.5624 - acc: 0.7141
18150/20000 [==========================>...] - ETA: 58s - loss: 0.5628 - acc: 0.7137
18200/20000 [==========================>...] - ETA: 56s - loss: 0.5630 - acc: 0.7135
18250/20000 [==========================>...] - ETA: 55s - loss: 0.5629 - acc: 0.7134
18300/20000 [==========================>...] - ETA: 53s - loss: 0.5632 - acc: 0.7131
18350/20000 [==========================>...] - ETA: 52s - loss: 0.5633 - acc: 0.7128
18400/20000 [==========================>...] - ETA: 50s - loss: 0.5635 - acc: 0.7127
18450/20000 [==========================>...] - ETA: 48s - loss: 0.5634 - acc: 0.7130
18500/20000 [==========================>...] - ETA: 47s - loss: 0.5632 - acc: 0.7131
18550/20000 [==========================>...] - ETA: 45s - loss: 0.5631 - acc: 0.7132
18600/20000 [==========================>...] - ETA: 44s - loss: 0.5631 - acc: 0.7131
18650/20000 [==========================>...] - ETA: 42s - loss: 0.5630 - acc: 0.7132
18700/20000 [===========================>..] - ETA: 41s - loss: 0.5630 - acc: 0.7132
18750/20000 [===========================>..] - ETA: 39s - loss: 0.5630 - acc: 0.7133
18800/20000 [===========================>..] - ETA: 37s - loss: 0.5627 - acc: 0.7135
18850/20000 [===========================>..] - ETA: 36s - loss: 0.5625 - acc: 0.7136
18900/20000 [===========================>..] - ETA: 34s - loss: 0.5625 - acc: 0.7134
18950/20000 [===========================>..] - ETA: 33s - loss: 0.5622 - acc: 0.7137
19000/20000 [===========================>..] - ETA: 31s - loss: 0.5620 - acc: 0.7137
19050/20000 [===========================>..] - ETA: 30s - loss: 0.5616 - acc: 0.7139
19100/20000 [===========================>..] - ETA: 28s - loss: 0.5617 - acc: 0.7139
19150/20000 [===========================>..] - ETA: 26s - loss: 0.5617 - acc: 0.7140
19200/20000 [===========================>..] - ETA: 25s - loss: 0.5614 - acc: 0.7142
19250/20000 [===========================>..] - ETA: 23s - loss: 0.5611 - acc: 0.7144
19300/20000 [===========================>..] - ETA: 22s - loss: 0.5611 - acc: 0.7145
19350/20000 [============================>.] - ETA: 20s - loss: 0.5606 - acc: 0.7148
19400/20000 [============================>.] - ETA: 18s - loss: 0.5602 - acc: 0.7150
19450/20000 [============================>.] - ETA: 17s - loss: 0.5599 - acc: 0.7152
19500/20000 [============================>.] - ETA: 15s - loss: 0.5597 - acc: 0.7153
19550/20000 [============================>.] - ETA: 14s - loss: 0.5596 - acc: 0.7157
19600/20000 [============================>.] - ETA: 12s - loss: 0.5600 - acc: 0.7156
19650/20000 [============================>.] - ETA: 11s - loss: 0.5598 - acc: 0.7157
19700/20000 [============================>.] - ETA: 9s - loss: 0.5596 - acc: 0.7158
19750/20000 [============================>.] - ETA: 7s - loss: 0.5595 - acc: 0.7159
19800/20000 [============================>.] - ETA: 6s - loss: 0.5598 - acc: 0.7157
19850/20000 [============================>.] - ETA: 4s - loss: 0.5599 - acc: 0.7157
19900/20000 [============================>.] - ETA: 3s - loss: 0.5602 - acc: 0.7155
19950/20000 [============================>.] - ETA: 1s - loss: 0.5603 - acc: 0.7153
20000/20000 [==============================] - 643s 32ms/step - loss: 0.5602 - acc: 0.7156 - val_loss: 0.6414 - val_acc: 0.6210
Epoch 3/50
50/20000 [..............................] - ETA: 9:44 - loss: 0.4842 - acc: 0.7800
100/20000 [..............................] - ETA: 10:29 - loss: 0.4903 - acc: 0.7600
150/20000 [..............................] - ETA: 10:13 - loss: 0.5161 - acc: 0.7400
200/20000 [..............................] - ETA: 10:29 - loss: 0.5183 - acc: 0.7300
250/20000 [..............................] - ETA: 10:27 - loss: 0.5117 - acc: 0.7480
300/20000 [..............................] - ETA: 10:29 - loss: 0.5098 - acc: 0.7500
350/20000 [..............................] - ETA: 10:23 - loss: 0.5311 - acc: 0.7400
400/20000 [..............................] - ETA: 10:24 - loss: 0.5137 - acc: 0.7600
450/20000 [..............................] - ETA: 10:23 - loss: 0.5137 - acc: 0.7533
500/20000 [..............................] - ETA: 10:25 - loss: 0.5187 - acc: 0.7540
550/20000 [..............................] - ETA: 10:15 - loss: 0.5307 - acc: 0.7418
600/20000 [..............................] - ETA: 10:22 - loss: 0.5269 - acc: 0.7433
650/20000 [..............................] - ETA: 10:22 - loss: 0.5285 - acc: 0.7431
700/20000 [>.............................] - ETA: 10:23 - loss: 0.5271 - acc: 0.7457
750/20000 [>.............................] - ETA: 10:22 - loss: 0.5343 - acc: 0.7347
800/20000 [>.............................] - ETA: 10:19 - loss: 0.5350 - acc: 0.7387
850/20000 [>.............................] - ETA: 10:17 - loss: 0.5345 - acc: 0.7400
900/20000 [>.............................] - ETA: 10:12 - loss: 0.5342 - acc: 0.7411
950/20000 [>.............................] - ETA: 10:14 - loss: 0.5296 - acc: 0.7432
1000/20000 [>.............................] - ETA: 10:13 - loss: 0.5244 - acc: 0.7470
1050/20000 [>.............................] - ETA: 10:09 - loss: 0.5260 - acc: 0.7438
1100/20000 [>.............................] - ETA: 10:09 - loss: 0.5239 - acc: 0.7455
1150/20000 [>.............................] - ETA: 10:07 - loss: 0.5247 - acc: 0.7478
1200/20000 [>.............................] - ETA: 10:07 - loss: 0.5254 - acc: 0.7483
1250/20000 [>.............................] - ETA: 10:06 - loss: 0.5248 - acc: 0.7464
1300/20000 [>.............................] - ETA: 10:04 - loss: 0.5226 - acc: 0.7462
1350/20000 [=>............................] - ETA: 10:04 - loss: 0.5206 - acc: 0.7474
1400/20000 [=>............................] - ETA: 10:01 - loss: 0.5194 - acc: 0.7486
1450/20000 [=>............................] - ETA: 9:58 - loss: 0.5266 - acc: 0.7462
1500/20000 [=>............................] - ETA: 9:57 - loss: 0.5285 - acc: 0.7420
1550/20000 [=>............................] - ETA: 9:54 - loss: 0.5236 - acc: 0.7458
1600/20000 [=>............................] - ETA: 9:53 - loss: 0.5282 - acc: 0.7431
1650/20000 [=>............................] - ETA: 9:50 - loss: 0.5250 - acc: 0.7461
1700/20000 [=>............................] - ETA: 9:47 - loss: 0.5230 - acc: 0.7465
1750/20000 [=>............................] - ETA: 9:44 - loss: 0.5257 - acc: 0.7417
1800/20000 [=>............................] - ETA: 9:41 - loss: 0.5238 - acc: 0.7428
1850/20000 [=>............................] - ETA: 9:40 - loss: 0.5210 - acc: 0.7443
1900/20000 [=>............................] - ETA: 9:38 - loss: 0.5250 - acc: 0.7416
1950/20000 [=>............................] - ETA: 9:37 - loss: 0.5254 - acc: 0.7431
2000/20000 [==>...........................] - ETA: 9:34 - loss: 0.5239 - acc: 0.7430
2050/20000 [==>...........................] - ETA: 9:32 - loss: 0.5252 - acc: 0.7420
2100/20000 [==>...........................] - ETA: 9:29 - loss: 0.5243 - acc: 0.7438
2150/20000 [==>...........................] - ETA: 9:27 - loss: 0.5226 - acc: 0.7460
2200/20000 [==>...........................] - ETA: 9:27 - loss: 0.5252 - acc: 0.7459
2250/20000 [==>...........................] - ETA: 9:24 - loss: 0.5294 - acc: 0.7444
2300/20000 [==>...........................] - ETA: 9:23 - loss: 0.5331 - acc: 0.7404
2350/20000 [==>...........................] - ETA: 9:23 - loss: 0.5314 - acc: 0.7421
2400/20000 [==>...........................] - ETA: 9:20 - loss: 0.5321 - acc: 0.7408
2450/20000 [==>...........................] - ETA: 9:19 - loss: 0.5334 - acc: 0.7396
2500/20000 [==>...........................] - ETA: 9:17 - loss: 0.5351 - acc: 0.7372
2550/20000 [==>...........................] - ETA: 9:16 - loss: 0.5346 - acc: 0.7380
2600/20000 [==>...........................] - ETA: 9:14 - loss: 0.5353 - acc: 0.7365
2650/20000 [==>...........................] - ETA: 9:12 - loss: 0.5350 - acc: 0.7366
2700/20000 [===>..........................] - ETA: 9:10 - loss: 0.5333 - acc: 0.7370
2750/20000 [===>..........................] - ETA: 9:07 - loss: 0.5344 - acc: 0.7367
2800/20000 [===>..........................] - ETA: 9:06 - loss: 0.5344 - acc: 0.7379
2850/20000 [===>..........................] - ETA: 9:05 - loss: 0.5340 - acc: 0.7382
2900/20000 [===>..........................] - ETA: 9:03 - loss: 0.5335 - acc: 0.7386
2950/20000 [===>..........................] - ETA: 9:03 - loss: 0.5341 - acc: 0.7383
3000/20000 [===>..........................] - ETA: 9:01 - loss: 0.5344 - acc: 0.7383
3050/20000 [===>..........................] - ETA: 8:59 - loss: 0.5353 - acc: 0.7374
3100/20000 [===>..........................] - ETA: 8:57 - loss: 0.5338 - acc: 0.7390
3150/20000 [===>..........................] - ETA: 8:55 - loss: 0.5321 - acc: 0.7406
3200/20000 [===>..........................] - ETA: 8:53 - loss: 0.5311 - acc: 0.7409
3250/20000 [===>..........................] - ETA: 8:51 - loss: 0.5314 - acc: 0.7400
3300/20000 [===>..........................] - ETA: 8:51 - loss: 0.5310 - acc: 0.7400
3350/20000 [====>.........................] - ETA: 8:50 - loss: 0.5300 - acc: 0.7415
3400/20000 [====>.........................] - ETA: 8:47 - loss: 0.5288 - acc: 0.7426
3450/20000 [====>.........................] - ETA: 8:45 - loss: 0.5301 - acc: 0.7420
3500/20000 [====>.........................] - ETA: 8:43 - loss: 0.5316 - acc: 0.7417
3550/20000 [====>.........................] - ETA: 8:42 - loss: 0.5312 - acc: 0.7406
3600/20000 [====>.........................] - ETA: 8:40 - loss: 0.5297 - acc: 0.7419
3650/20000 [====>.........................] - ETA: 8:38 - loss: 0.5290 - acc: 0.7425
3700/20000 [====>.........................] - ETA: 8:36 - loss: 0.5294 - acc: 0.7422
3750/20000 [====>.........................] - ETA: 8:34 - loss: 0.5288 - acc: 0.7427
3800/20000 [====>.........................] - ETA: 8:32 - loss: 0.5284 - acc: 0.7437
3850/20000 [====>.........................] - ETA: 8:31 - loss: 0.5279 - acc: 0.7439
3900/20000 [====>.........................] - ETA: 8:29 - loss: 0.5289 - acc: 0.7426
3950/20000 [====>.........................] - ETA: 8:28 - loss: 0.5305 - acc: 0.7413
4000/20000 [=====>........................] - ETA: 8:26 - loss: 0.5303 - acc: 0.7415
4050/20000 [=====>........................] - ETA: 8:25 - loss: 0.5313 - acc: 0.7407
4100/20000 [=====>........................] - ETA: 8:23 - loss: 0.5317 - acc: 0.7398
4150/20000 [=====>........................] - ETA: 8:21 - loss: 0.5318 - acc: 0.7393
4200/20000 [=====>........................] - ETA: 8:20 - loss: 0.5313 - acc: 0.7402
4250/20000 [=====>........................] - ETA: 8:18 - loss: 0.5304 - acc: 0.7405
4300/20000 [=====>........................] - ETA: 8:16 - loss: 0.5301 - acc: 0.7412
4350/20000 [=====>........................] - ETA: 8:15 - loss: 0.5283 - acc: 0.7421
4400/20000 [=====>........................] - ETA: 8:13 - loss: 0.5278 - acc: 0.7423
4450/20000 [=====>........................] - ETA: 8:11 - loss: 0.5267 - acc: 0.7427
4500/20000 [=====>........................] - ETA: 8:10 - loss: 0.5263 - acc: 0.7438
4550/20000 [=====>........................] - ETA: 8:08 - loss: 0.5256 - acc: 0.7444
4600/20000 [=====>........................] - ETA: 8:06 - loss: 0.5268 - acc: 0.7441
4650/20000 [=====>........................] - ETA: 8:05 - loss: 0.5265 - acc: 0.7434
4700/20000 [======>.......................] - ETA: 8:03 - loss: 0.5259 - acc: 0.7445
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4800/20000 [======>.......................] - ETA: 8:00 - loss: 0.5277 - acc: 0.7431
4850/20000 [======>.......................] - ETA: 7:59 - loss: 0.5275 - acc: 0.7435
4900/20000 [======>.......................] - ETA: 7:57 - loss: 0.5272 - acc: 0.7437
4950/20000 [======>.......................] - ETA: 7:55 - loss: 0.5268 - acc: 0.7438
5000/20000 [======>.......................] - ETA: 7:54 - loss: 0.5270 - acc: 0.7438
5050/20000 [======>.......................] - ETA: 7:52 - loss: 0.5288 - acc: 0.7420
5100/20000 [======>.......................] - ETA: 7:50 - loss: 0.5292 - acc: 0.7410
5150/20000 [======>.......................] - ETA: 7:49 - loss: 0.5303 - acc: 0.7398
5200/20000 [======>.......................] - ETA: 7:47 - loss: 0.5311 - acc: 0.7400
5250/20000 [======>.......................] - ETA: 7:46 - loss: 0.5314 - acc: 0.7398
5300/20000 [======>.......................] - ETA: 7:44 - loss: 0.5318 - acc: 0.7402
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5400/20000 [=======>......................] - ETA: 7:41 - loss: 0.5316 - acc: 0.7406
5450/20000 [=======>......................] - ETA: 7:40 - loss: 0.5327 - acc: 0.7398
5500/20000 [=======>......................] - ETA: 7:39 - loss: 0.5334 - acc: 0.7385
5550/20000 [=======>......................] - ETA: 7:37 - loss: 0.5339 - acc: 0.7384
5600/20000 [=======>......................] - ETA: 7:35 - loss: 0.5329 - acc: 0.7393
5650/20000 [=======>......................] - ETA: 7:34 - loss: 0.5329 - acc: 0.7389
5700/20000 [=======>......................] - ETA: 7:31 - loss: 0.5322 - acc: 0.7400
5750/20000 [=======>......................] - ETA: 7:29 - loss: 0.5308 - acc: 0.7409
5800/20000 [=======>......................] - ETA: 7:28 - loss: 0.5317 - acc: 0.7398
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5900/20000 [=======>......................] - ETA: 7:25 - loss: 0.5320 - acc: 0.7386
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6000/20000 [========>.....................] - ETA: 7:22 - loss: 0.5310 - acc: 0.7392
6050/20000 [========>.....................] - ETA: 7:20 - loss: 0.5304 - acc: 0.7402
6100/20000 [========>.....................] - ETA: 7:18 - loss: 0.5305 - acc: 0.7402
6150/20000 [========>.....................] - ETA: 7:17 - loss: 0.5298 - acc: 0.7407
6200/20000 [========>.....................] - ETA: 7:16 - loss: 0.5293 - acc: 0.7411
6250/20000 [========>.....................] - ETA: 7:14 - loss: 0.5282 - acc: 0.7422
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18500/20000 [==========================>...] - ETA: 47s - loss: 0.5101 - acc: 0.7525
18550/20000 [==========================>...] - ETA: 45s - loss: 0.5096 - acc: 0.7529
18600/20000 [==========================>...] - ETA: 44s - loss: 0.5095 - acc: 0.7528
18650/20000 [==========================>...] - ETA: 42s - loss: 0.5093 - acc: 0.7529
18700/20000 [===========================>..] - ETA: 41s - loss: 0.5096 - acc: 0.7527
18750/20000 [===========================>..] - ETA: 39s - loss: 0.5095 - acc: 0.7527
18800/20000 [===========================>..] - ETA: 38s - loss: 0.5095 - acc: 0.7526
18850/20000 [===========================>..] - ETA: 36s - loss: 0.5095 - acc: 0.7526
18900/20000 [===========================>..] - ETA: 34s - loss: 0.5094 - acc: 0.7526
18950/20000 [===========================>..] - ETA: 33s - loss: 0.5095 - acc: 0.7528
19000/20000 [===========================>..] - ETA: 31s - loss: 0.5093 - acc: 0.7529
19050/20000 [===========================>..] - ETA: 30s - loss: 0.5092 - acc: 0.7530
19100/20000 [===========================>..] - ETA: 28s - loss: 0.5089 - acc: 0.7531
19150/20000 [===========================>..] - ETA: 26s - loss: 0.5093 - acc: 0.7529
19200/20000 [===========================>..] - ETA: 25s - loss: 0.5090 - acc: 0.7532
19250/20000 [===========================>..] - ETA: 23s - loss: 0.5087 - acc: 0.7532
19300/20000 [===========================>..] - ETA: 22s - loss: 0.5089 - acc: 0.7531
19350/20000 [============================>.] - ETA: 20s - loss: 0.5085 - acc: 0.7533
19400/20000 [============================>.] - ETA: 19s - loss: 0.5084 - acc: 0.7534
19450/20000 [============================>.] - ETA: 17s - loss: 0.5081 - acc: 0.7534
19500/20000 [============================>.] - ETA: 15s - loss: 0.5079 - acc: 0.7537
19550/20000 [============================>.] - ETA: 14s - loss: 0.5077 - acc: 0.7537
19600/20000 [============================>.] - ETA: 12s - loss: 0.5078 - acc: 0.7536
19650/20000 [============================>.] - ETA: 11s - loss: 0.5075 - acc: 0.7538
19700/20000 [============================>.] - ETA: 9s - loss: 0.5075 - acc: 0.7539
19750/20000 [============================>.] - ETA: 7s - loss: 0.5074 - acc: 0.7540
19800/20000 [============================>.] - ETA: 6s - loss: 0.5073 - acc: 0.7539
19850/20000 [============================>.] - ETA: 4s - loss: 0.5068 - acc: 0.7541
19900/20000 [============================>.] - ETA: 3s - loss: 0.5065 - acc: 0.7543
19950/20000 [============================>.] - ETA: 1s - loss: 0.5063 - acc: 0.7544
20000/20000 [==============================] - 644s 32ms/step - loss: 0.5063 - acc: 0.7544 - val_loss: 0.6683 - val_acc: 0.6568
Epoch 4/50
50/20000 [..............................] - ETA: 9:18 - loss: 0.3621 - acc: 0.8800
100/20000 [..............................] - ETA: 10:13 - loss: 0.4150 - acc: 0.8100
150/20000 [..............................] - ETA: 10:23 - loss: 0.3867 - acc: 0.8333
200/20000 [..............................] - ETA: 10:16 - loss: 0.3860 - acc: 0.8200
250/20000 [..............................] - ETA: 10:10 - loss: 0.3844 - acc: 0.8280
300/20000 [..............................] - ETA: 10:16 - loss: 0.4105 - acc: 0.8100
350/20000 [..............................] - ETA: 10:16 - loss: 0.3993 - acc: 0.8114
400/20000 [..............................] - ETA: 10:16 - loss: 0.4144 - acc: 0.8100
450/20000 [..............................] - ETA: 10:08 - loss: 0.4103 - acc: 0.8133
500/20000 [..............................] - ETA: 10:07 - loss: 0.4177 - acc: 0.8100
550/20000 [..............................] - ETA: 9:59 - loss: 0.4408 - acc: 0.7982
600/20000 [..............................] - ETA: 9:58 - loss: 0.4352 - acc: 0.8017
650/20000 [..............................] - ETA: 9:59 - loss: 0.4371 - acc: 0.7954
700/20000 [>.............................] - ETA: 9:59 - loss: 0.4434 - acc: 0.7857
750/20000 [>.............................] - ETA: 9:55 - loss: 0.4379 - acc: 0.7853
800/20000 [>.............................] - ETA: 9:55 - loss: 0.4373 - acc: 0.7862
850/20000 [>.............................] - ETA: 9:54 - loss: 0.4407 - acc: 0.7859
900/20000 [>.............................] - ETA: 9:54 - loss: 0.4396 - acc: 0.7867
950/20000 [>.............................] - ETA: 9:56 - loss: 0.4455 - acc: 0.7832
1000/20000 [>.............................] - ETA: 9:53 - loss: 0.4456 - acc: 0.7800
1050/20000 [>.............................] - ETA: 9:52 - loss: 0.4468 - acc: 0.7781
1100/20000 [>.............................] - ETA: 9:53 - loss: 0.4456 - acc: 0.7782
1150/20000 [>.............................] - ETA: 9:52 - loss: 0.4461 - acc: 0.7783
1200/20000 [>.............................] - ETA: 9:49 - loss: 0.4414 - acc: 0.7817
1250/20000 [>.............................] - ETA: 9:49 - loss: 0.4407 - acc: 0.7824
1300/20000 [>.............................] - ETA: 9:48 - loss: 0.4409 - acc: 0.7831
1350/20000 [=>............................] - ETA: 9:46 - loss: 0.4447 - acc: 0.7793
1400/20000 [=>............................] - ETA: 9:44 - loss: 0.4470 - acc: 0.7771
1450/20000 [=>............................] - ETA: 9:43 - loss: 0.4448 - acc: 0.7807
1500/20000 [=>............................] - ETA: 9:42 - loss: 0.4472 - acc: 0.7780
1550/20000 [=>............................] - ETA: 9:42 - loss: 0.4467 - acc: 0.7787
1600/20000 [=>............................] - ETA: 9:42 - loss: 0.4490 - acc: 0.7800
1650/20000 [=>............................] - ETA: 9:41 - loss: 0.4511 - acc: 0.7788
1700/20000 [=>............................] - ETA: 9:39 - loss: 0.4502 - acc: 0.7806
1750/20000 [=>............................] - ETA: 9:37 - loss: 0.4497 - acc: 0.7817
1800/20000 [=>............................] - ETA: 9:37 - loss: 0.4491 - acc: 0.7833
1850/20000 [=>............................] - ETA: 9:36 - loss: 0.4470 - acc: 0.7838
1900/20000 [=>............................] - ETA: 9:34 - loss: 0.4499 - acc: 0.7811
1950/20000 [=>............................] - ETA: 9:32 - loss: 0.4531 - acc: 0.7800
2000/20000 [==>...........................] - ETA: 9:31 - loss: 0.4527 - acc: 0.7790
2050/20000 [==>...........................] - ETA: 9:30 - loss: 0.4519 - acc: 0.7790
2100/20000 [==>...........................] - ETA: 9:28 - loss: 0.4514 - acc: 0.7790
2150/20000 [==>...........................] - ETA: 9:26 - loss: 0.4511 - acc: 0.7781
2200/20000 [==>...........................] - ETA: 9:26 - loss: 0.4507 - acc: 0.7782
2250/20000 [==>...........................] - ETA: 9:23 - loss: 0.4489 - acc: 0.7800
2300/20000 [==>...........................] - ETA: 9:24 - loss: 0.4494 - acc: 0.7813
2350/20000 [==>...........................] - ETA: 9:24 - loss: 0.4496 - acc: 0.7800
2400/20000 [==>...........................] - ETA: 9:22 - loss: 0.4476 - acc: 0.7817
2450/20000 [==>...........................] - ETA: 9:22 - loss: 0.4491 - acc: 0.7808
2500/20000 [==>...........................] - ETA: 9:20 - loss: 0.4476 - acc: 0.7816
2550/20000 [==>...........................] - ETA: 9:19 - loss: 0.4493 - acc: 0.7808
2600/20000 [==>...........................] - ETA: 9:17 - loss: 0.4517 - acc: 0.7808
2650/20000 [==>...........................] - ETA: 9:15 - loss: 0.4507 - acc: 0.7815
2700/20000 [===>..........................] - ETA: 9:15 - loss: 0.4530 - acc: 0.7811
2750/20000 [===>..........................] - ETA: 9:13 - loss: 0.4555 - acc: 0.7800
2800/20000 [===>..........................] - ETA: 9:11 - loss: 0.4538 - acc: 0.7814
2850/20000 [===>..........................] - ETA: 9:09 - loss: 0.4539 - acc: 0.7818
2900/20000 [===>..........................] - ETA: 9:08 - loss: 0.4543 - acc: 0.7810
2950/20000 [===>..........................] - ETA: 9:07 - loss: 0.4536 - acc: 0.7814
3000/20000 [===>..........................] - ETA: 9:06 - loss: 0.4536 - acc: 0.7817
3050/20000 [===>..........................] - ETA: 9:04 - loss: 0.4558 - acc: 0.7813
3100/20000 [===>..........................] - ETA: 9:03 - loss: 0.4564 - acc: 0.7810
3150/20000 [===>..........................] - ETA: 9:01 - loss: 0.4564 - acc: 0.7813
3200/20000 [===>..........................] - ETA: 9:00 - loss: 0.4563 - acc: 0.7806
3250/20000 [===>..........................] - ETA: 8:58 - loss: 0.4552 - acc: 0.7818
3300/20000 [===>..........................] - ETA: 8:56 - loss: 0.4566 - acc: 0.7821
3350/20000 [====>.........................] - ETA: 8:54 - loss: 0.4586 - acc: 0.7806
3400/20000 [====>.........................] - ETA: 8:52 - loss: 0.4586 - acc: 0.7809
3450/20000 [====>.........................] - ETA: 8:51 - loss: 0.4613 - acc: 0.7791
3500/20000 [====>.........................] - ETA: 8:49 - loss: 0.4621 - acc: 0.7789
3550/20000 [====>.........................] - ETA: 8:48 - loss: 0.4622 - acc: 0.7803
3600/20000 [====>.........................] - ETA: 8:46 - loss: 0.4621 - acc: 0.7811
3650/20000 [====>.........................] - ETA: 8:45 - loss: 0.4606 - acc: 0.7816
3700/20000 [====>.........................] - ETA: 8:43 - loss: 0.4610 - acc: 0.7805
3750/20000 [====>.........................] - ETA: 8:41 - loss: 0.4605 - acc: 0.7811
3800/20000 [====>.........................] - ETA: 8:40 - loss: 0.4609 - acc: 0.7803
3850/20000 [====>.........................] - ETA: 8:39 - loss: 0.4613 - acc: 0.7800
3900/20000 [====>.........................] - ETA: 8:37 - loss: 0.4604 - acc: 0.7808
3950/20000 [====>.........................] - ETA: 8:36 - loss: 0.4601 - acc: 0.7810
4000/20000 [=====>........................] - ETA: 8:33 - loss: 0.4595 - acc: 0.7820
4050/20000 [=====>........................] - ETA: 8:32 - loss: 0.4584 - acc: 0.7832
4100/20000 [=====>........................] - ETA: 8:31 - loss: 0.4584 - acc: 0.7829
4150/20000 [=====>........................] - ETA: 8:29 - loss: 0.4601 - acc: 0.7822
4200/20000 [=====>........................] - ETA: 8:27 - loss: 0.4604 - acc: 0.7812
4250/20000 [=====>........................] - ETA: 8:25 - loss: 0.4618 - acc: 0.7802
4300/20000 [=====>........................] - ETA: 8:23 - loss: 0.4622 - acc: 0.7798
4350/20000 [=====>........................] - ETA: 8:21 - loss: 0.4624 - acc: 0.7798
4400/20000 [=====>........................] - ETA: 8:19 - loss: 0.4635 - acc: 0.7791
4450/20000 [=====>........................] - ETA: 8:16 - loss: 0.4624 - acc: 0.7796
4500/20000 [=====>........................] - ETA: 8:15 - loss: 0.4621 - acc: 0.7798
4550/20000 [=====>........................] - ETA: 8:13 - loss: 0.4611 - acc: 0.7807
4600/20000 [=====>........................] - ETA: 8:11 - loss: 0.4613 - acc: 0.7804
4650/20000 [=====>........................] - ETA: 8:10 - loss: 0.4623 - acc: 0.7796
4700/20000 [======>.......................] - ETA: 8:08 - loss: 0.4625 - acc: 0.7791
4750/20000 [======>.......................] - ETA: 8:07 - loss: 0.4614 - acc: 0.7798
4800/20000 [======>.......................] - ETA: 8:05 - loss: 0.4618 - acc: 0.7794
4850/20000 [======>.......................] - ETA: 8:04 - loss: 0.4609 - acc: 0.7800
4900/20000 [======>.......................] - ETA: 8:02 - loss: 0.4616 - acc: 0.7794
4950/20000 [======>.......................] - ETA: 8:01 - loss: 0.4611 - acc: 0.7794
5000/20000 [======>.......................] - ETA: 8:00 - loss: 0.4616 - acc: 0.7788
5050/20000 [======>.......................] - ETA: 7:58 - loss: 0.4617 - acc: 0.7786
5100/20000 [======>.......................] - ETA: 7:57 - loss: 0.4613 - acc: 0.7788
5150/20000 [======>.......................] - ETA: 7:56 - loss: 0.4611 - acc: 0.7790
5200/20000 [======>.......................] - ETA: 7:54 - loss: 0.4612 - acc: 0.7794
5250/20000 [======>.......................] - ETA: 7:53 - loss: 0.4614 - acc: 0.7792
5300/20000 [======>.......................] - ETA: 7:51 - loss: 0.4614 - acc: 0.7794
5350/20000 [=======>......................] - ETA: 7:49 - loss: 0.4606 - acc: 0.7800
5400/20000 [=======>......................] - ETA: 7:48 - loss: 0.4615 - acc: 0.7793
5450/20000 [=======>......................] - ETA: 7:46 - loss: 0.4614 - acc: 0.7793
5500/20000 [=======>......................] - ETA: 7:45 - loss: 0.4600 - acc: 0.7804
5550/20000 [=======>......................] - ETA: 7:43 - loss: 0.4607 - acc: 0.7798
5600/20000 [=======>......................] - ETA: 7:41 - loss: 0.4597 - acc: 0.7805
5650/20000 [=======>......................] - ETA: 7:40 - loss: 0.4583 - acc: 0.7819
5700/20000 [=======>......................] - ETA: 7:39 - loss: 0.4577 - acc: 0.7823
5750/20000 [=======>......................] - ETA: 7:37 - loss: 0.4568 - acc: 0.7830
5800/20000 [=======>......................] - ETA: 7:36 - loss: 0.4570 - acc: 0.7824
5850/20000 [=======>......................] - ETA: 7:35 - loss: 0.4570 - acc: 0.7829
5900/20000 [=======>......................] - ETA: 7:33 - loss: 0.4562 - acc: 0.7834
5950/20000 [=======>......................] - ETA: 7:31 - loss: 0.4556 - acc: 0.7837
6000/20000 [========>.....................] - ETA: 7:30 - loss: 0.4559 - acc: 0.7840
6050/20000 [========>.....................] - ETA: 7:28 - loss: 0.4553 - acc: 0.7850
6100/20000 [========>.....................] - ETA: 7:27 - loss: 0.4555 - acc: 0.7849
6150/20000 [========>.....................] - ETA: 7:25 - loss: 0.4552 - acc: 0.7854
6200/20000 [========>.....................] - ETA: 7:23 - loss: 0.4545 - acc: 0.7858
6250/20000 [========>.....................] - ETA: 7:21 - loss: 0.4547 - acc: 0.7856
6300/20000 [========>.....................] - ETA: 7:19 - loss: 0.4551 - acc: 0.7851
6350/20000 [========>.....................] - ETA: 7:18 - loss: 0.4557 - acc: 0.7849
6400/20000 [========>.....................] - ETA: 7:16 - loss: 0.4564 - acc: 0.7847
6450/20000 [========>.....................] - ETA: 7:15 - loss: 0.4561 - acc: 0.7851
6500/20000 [========>.....................] - ETA: 7:13 - loss: 0.4563 - acc: 0.7851
6550/20000 [========>.....................] - ETA: 7:12 - loss: 0.4563 - acc: 0.7852
6600/20000 [========>.....................] - ETA: 7:10 - loss: 0.4566 - acc: 0.7847
6650/20000 [========>.....................] - ETA: 7:08 - loss: 0.4564 - acc: 0.7847
6700/20000 [=========>....................] - ETA: 7:07 - loss: 0.4563 - acc: 0.7843
6750/20000 [=========>....................] - ETA: 7:05 - loss: 0.4559 - acc: 0.7843
6800/20000 [=========>....................] - ETA: 7:04 - loss: 0.4559 - acc: 0.7847
6850/20000 [=========>....................] - ETA: 7:02 - loss: 0.4563 - acc: 0.7845
6900/20000 [=========>....................] - ETA: 7:00 - loss: 0.4557 - acc: 0.7851
6950/20000 [=========>....................] - ETA: 6:58 - loss: 0.4555 - acc: 0.7853
7000/20000 [=========>....................] - ETA: 6:57 - loss: 0.4556 - acc: 0.7854
7050/20000 [=========>....................] - ETA: 6:55 - loss: 0.4553 - acc: 0.7855
7100/20000 [=========>....................] - ETA: 6:54 - loss: 0.4547 - acc: 0.7859
7150/20000 [=========>....................] - ETA: 6:52 - loss: 0.4535 - acc: 0.7867
7200/20000 [=========>....................] - ETA: 6:50 - loss: 0.4533 - acc: 0.7871
7250/20000 [=========>....................] - ETA: 6:49 - loss: 0.4546 - acc: 0.7866
7300/20000 [=========>....................] - ETA: 6:47 - loss: 0.4544 - acc: 0.7864
7350/20000 [==========>...................] - ETA: 6:45 - loss: 0.4542 - acc: 0.7867
7400/20000 [==========>...................] - ETA: 6:44 - loss: 0.4535 - acc: 0.7872
7450/20000 [==========>...................] - ETA: 6:42 - loss: 0.4528 - acc: 0.7877
7500/20000 [==========>...................] - ETA: 6:40 - loss: 0.4527 - acc: 0.7881
7550/20000 [==========>...................] - ETA: 6:39 - loss: 0.4520 - acc: 0.7885
7600/20000 [==========>...................] - ETA: 6:37 - loss: 0.4512 - acc: 0.7888
7650/20000 [==========>...................] - ETA: 6:35 - loss: 0.4507 - acc: 0.7893
7700/20000 [==========>...................] - ETA: 6:34 - loss: 0.4508 - acc: 0.7896
7750/20000 [==========>...................] - ETA: 6:32 - loss: 0.4513 - acc: 0.7893
7800/20000 [==========>...................] - ETA: 6:30 - loss: 0.4531 - acc: 0.7886
7850/20000 [==========>...................] - ETA: 6:29 - loss: 0.4530 - acc: 0.7890
7900/20000 [==========>...................] - ETA: 6:28 - loss: 0.4532 - acc: 0.7887
7950/20000 [==========>...................] - ETA: 6:26 - loss: 0.4531 - acc: 0.7892
8000/20000 [===========>..................] - ETA: 6:24 - loss: 0.4536 - acc: 0.7889
8050/20000 [===========>..................] - ETA: 6:23 - loss: 0.4537 - acc: 0.7886
8100/20000 [===========>..................] - ETA: 6:21 - loss: 0.4542 - acc: 0.7883
8150/20000 [===========>..................] - ETA: 6:20 - loss: 0.4541 - acc: 0.7879
8200/20000 [===========>..................] - ETA: 6:18 - loss: 0.4543 - acc: 0.7876
8250/20000 [===========>..................] - ETA: 6:17 - loss: 0.4543 - acc: 0.7876
8300/20000 [===========>..................] - ETA: 6:15 - loss: 0.4537 - acc: 0.7886
8350/20000 [===========>..................] - ETA: 6:13 - loss: 0.4535 - acc: 0.7887
8400/20000 [===========>..................] - ETA: 6:12 - loss: 0.4536 - acc: 0.7890
8450/20000 [===========>..................] - ETA: 6:10 - loss: 0.4525 - acc: 0.7895
8500/20000 [===========>..................] - ETA: 6:08 - loss: 0.4522 - acc: 0.7898
8550/20000 [===========>..................] - ETA: 6:07 - loss: 0.4518 - acc: 0.7901
8600/20000 [===========>..................] - ETA: 6:05 - loss: 0.4527 - acc: 0.7897
8650/20000 [===========>..................] - ETA: 6:03 - loss: 0.4526 - acc: 0.7897
8700/20000 [============>.................] - ETA: 6:02 - loss: 0.4531 - acc: 0.7897
8750/20000 [============>.................] - ETA: 6:00 - loss: 0.4527 - acc: 0.7897
8800/20000 [============>.................] - ETA: 5:59 - loss: 0.4523 - acc: 0.7901
8850/20000 [============>.................] - ETA: 5:57 - loss: 0.4528 - acc: 0.7898
8900/20000 [============>.................] - ETA: 5:55 - loss: 0.4527 - acc: 0.7899
8950/20000 [============>.................] - ETA: 5:54 - loss: 0.4533 - acc: 0.7896
9000/20000 [============>.................] - ETA: 5:52 - loss: 0.4528 - acc: 0.7901
9050/20000 [============>.................] - ETA: 5:50 - loss: 0.4535 - acc: 0.7896
9100/20000 [============>.................] - ETA: 5:49 - loss: 0.4536 - acc: 0.7895
9150/20000 [============>.................] - ETA: 5:47 - loss: 0.4539 - acc: 0.7897
9200/20000 [============>.................] - ETA: 5:45 - loss: 0.4537 - acc: 0.7898
9250/20000 [============>.................] - ETA: 5:44 - loss: 0.4540 - acc: 0.7893
9300/20000 [============>.................] - ETA: 5:42 - loss: 0.4542 - acc: 0.7891
9350/20000 [=============>................] - ETA: 5:40 - loss: 0.4543 - acc: 0.7888
9400/20000 [=============>................] - ETA: 5:39 - loss: 0.4546 - acc: 0.7883
9450/20000 [=============>................] - ETA: 5:37 - loss: 0.4544 - acc: 0.7884
9500/20000 [=============>................] - ETA: 5:36 - loss: 0.4539 - acc: 0.7889
9550/20000 [=============>................] - ETA: 5:34 - loss: 0.4538 - acc: 0.7891
9600/20000 [=============>................] - ETA: 5:32 - loss: 0.4538 - acc: 0.7890
9650/20000 [=============>................] - ETA: 5:30 - loss: 0.4541 - acc: 0.7890
9700/20000 [=============>................] - ETA: 5:29 - loss: 0.4547 - acc: 0.7885
9750/20000 [=============>................] - ETA: 5:27 - loss: 0.4550 - acc: 0.7882
9800/20000 [=============>................] - ETA: 5:25 - loss: 0.4561 - acc: 0.7878
9850/20000 [=============>................] - ETA: 5:24 - loss: 0.4563 - acc: 0.7875
9900/20000 [=============>................] - ETA: 5:22 - loss: 0.4564 - acc: 0.7875
9950/20000 [=============>................] - ETA: 5:20 - loss: 0.4563 - acc: 0.7873
10000/20000 [==============>...............] - ETA: 5:19 - loss: 0.4567 - acc: 0.7870
10050/20000 [==============>...............] - ETA: 5:17 - loss: 0.4564 - acc: 0.7872
10100/20000 [==============>...............] - ETA: 5:16 - loss: 0.4565 - acc: 0.7869
10150/20000 [==============>...............] - ETA: 5:14 - loss: 0.4576 - acc: 0.7858
10200/20000 [==============>...............] - ETA: 5:13 - loss: 0.4575 - acc: 0.7855
10250/20000 [==============>...............] - ETA: 5:11 - loss: 0.4571 - acc: 0.7860
10300/20000 [==============>...............] - ETA: 5:09 - loss: 0.4569 - acc: 0.7861
10350/20000 [==============>...............] - ETA: 5:08 - loss: 0.4567 - acc: 0.7861
10400/20000 [==============>...............] - ETA: 5:06 - loss: 0.4565 - acc: 0.7863
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15750/20000 [======================>.......] - ETA: 2:16 - loss: 0.4609 - acc: 0.7862
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18700/20000 [===========================>..] - ETA: 41s - loss: 0.4586 - acc: 0.7883
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18800/20000 [===========================>..] - ETA: 38s - loss: 0.4586 - acc: 0.7882
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18950/20000 [===========================>..] - ETA: 33s - loss: 0.4579 - acc: 0.7889
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19100/20000 [===========================>..] - ETA: 28s - loss: 0.4578 - acc: 0.7892
19150/20000 [===========================>..] - ETA: 27s - loss: 0.4578 - acc: 0.7892
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19250/20000 [===========================>..] - ETA: 24s - loss: 0.4576 - acc: 0.7894
19300/20000 [===========================>..] - ETA: 22s - loss: 0.4575 - acc: 0.7894
19350/20000 [============================>.] - ETA: 20s - loss: 0.4579 - acc: 0.7891
19400/20000 [============================>.] - ETA: 19s - loss: 0.4575 - acc: 0.7893
19450/20000 [============================>.] - ETA: 17s - loss: 0.4575 - acc: 0.7891
19500/20000 [============================>.] - ETA: 16s - loss: 0.4573 - acc: 0.7892
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19700/20000 [============================>.] - ETA: 9s - loss: 0.4570 - acc: 0.7895
19750/20000 [============================>.] - ETA: 8s - loss: 0.4569 - acc: 0.7896
19800/20000 [============================>.] - ETA: 6s - loss: 0.4569 - acc: 0.7894
19850/20000 [============================>.] - ETA: 4s - loss: 0.4565 - acc: 0.7897
19900/20000 [============================>.] - ETA: 3s - loss: 0.4562 - acc: 0.7899
19950/20000 [============================>.] - ETA: 1s - loss: 0.4564 - acc: 0.7900
20000/20000 [==============================] - 650s 33ms/step - loss: 0.4566 - acc: 0.7899 - val_loss: 0.6191 - val_acc: 0.6892
Epoch 5/50
50/20000 [..............................] - ETA: 10:12 - loss: 0.5250 - acc: 0.7800
100/20000 [..............................] - ETA: 10:24 - loss: 0.4721 - acc: 0.8000
150/20000 [..............................] - ETA: 10:35 - loss: 0.5227 - acc: 0.7533
200/20000 [..............................] - ETA: 10:30 - loss: 0.4834 - acc: 0.7800
250/20000 [..............................] - ETA: 10:12 - loss: 0.4845 - acc: 0.7800
300/20000 [..............................] - ETA: 10:17 - loss: 0.4649 - acc: 0.7933
350/20000 [..............................] - ETA: 10:19 - loss: 0.4525 - acc: 0.7971
400/20000 [..............................] - ETA: 10:16 - loss: 0.4505 - acc: 0.7925
450/20000 [..............................] - ETA: 10:16 - loss: 0.4643 - acc: 0.7756
500/20000 [..............................] - ETA: 10:08 - loss: 0.4579 - acc: 0.7720
550/20000 [..............................] - ETA: 10:05 - loss: 0.4508 - acc: 0.7745
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650/20000 [..............................] - ETA: 10:05 - loss: 0.4471 - acc: 0.7800
700/20000 [>.............................] - ETA: 10:00 - loss: 0.4591 - acc: 0.7757
750/20000 [>.............................] - ETA: 10:01 - loss: 0.4669 - acc: 0.7720
800/20000 [>.............................] - ETA: 9:58 - loss: 0.4692 - acc: 0.7688
850/20000 [>.............................] - ETA: 9:57 - loss: 0.4704 - acc: 0.7671
900/20000 [>.............................] - ETA: 9:55 - loss: 0.4787 - acc: 0.7656
950/20000 [>.............................] - ETA: 9:52 - loss: 0.4707 - acc: 0.7684
1000/20000 [>.............................] - ETA: 9:51 - loss: 0.4616 - acc: 0.7740
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1200/20000 [>.............................] - ETA: 9:45 - loss: 0.4499 - acc: 0.7775
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1300/20000 [>.............................] - ETA: 9:44 - loss: 0.4465 - acc: 0.7800
1350/20000 [=>............................] - ETA: 9:45 - loss: 0.4452 - acc: 0.7822
1400/20000 [=>............................] - ETA: 9:44 - loss: 0.4454 - acc: 0.7843
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1500/20000 [=>............................] - ETA: 9:43 - loss: 0.4374 - acc: 0.7900
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1800/20000 [=>............................] - ETA: 9:35 - loss: 0.4459 - acc: 0.7811
1850/20000 [=>............................] - ETA: 9:34 - loss: 0.4423 - acc: 0.7832
1900/20000 [=>............................] - ETA: 9:33 - loss: 0.4446 - acc: 0.7832
1950/20000 [=>............................] - ETA: 9:31 - loss: 0.4408 - acc: 0.7856
2000/20000 [==>...........................] - ETA: 9:30 - loss: 0.4362 - acc: 0.7895
2050/20000 [==>...........................] - ETA: 9:28 - loss: 0.4328 - acc: 0.7907
2100/20000 [==>...........................] - ETA: 9:27 - loss: 0.4323 - acc: 0.7914
2150/20000 [==>...........................] - ETA: 9:25 - loss: 0.4321 - acc: 0.7921
2200/20000 [==>...........................] - ETA: 9:23 - loss: 0.4319 - acc: 0.7932
2250/20000 [==>...........................] - ETA: 9:21 - loss: 0.4290 - acc: 0.7956
2300/20000 [==>...........................] - ETA: 9:19 - loss: 0.4282 - acc: 0.7974
2350/20000 [==>...........................] - ETA: 9:18 - loss: 0.4290 - acc: 0.7970
2400/20000 [==>...........................] - ETA: 9:16 - loss: 0.4283 - acc: 0.7967
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2500/20000 [==>...........................] - ETA: 9:14 - loss: 0.4266 - acc: 0.7968
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2600/20000 [==>...........................] - ETA: 9:10 - loss: 0.4287 - acc: 0.7962
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2800/20000 [===>..........................] - ETA: 9:06 - loss: 0.4296 - acc: 0.7954
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3050/20000 [===>..........................] - ETA: 8:59 - loss: 0.4299 - acc: 0.7954
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14700/20000 [=====================>........] - ETA: 2:47 - loss: 0.4191 - acc: 0.8063
14750/20000 [=====================>........] - ETA: 2:46 - loss: 0.4187 - acc: 0.8064
14800/20000 [=====================>........] - ETA: 2:44 - loss: 0.4187 - acc: 0.8065
14850/20000 [=====================>........] - ETA: 2:43 - loss: 0.4190 - acc: 0.8065
14900/20000 [=====================>........] - ETA: 2:41 - loss: 0.4187 - acc: 0.8065
14950/20000 [=====================>........] - ETA: 2:39 - loss: 0.4188 - acc: 0.8066
15000/20000 [=====================>........] - ETA: 2:38 - loss: 0.4186 - acc: 0.8067
15050/20000 [=====================>........] - ETA: 2:36 - loss: 0.4189 - acc: 0.8065
15100/20000 [=====================>........] - ETA: 2:35 - loss: 0.4197 - acc: 0.8063
15150/20000 [=====================>........] - ETA: 2:33 - loss: 0.4195 - acc: 0.8065
15200/20000 [=====================>........] - ETA: 2:32 - loss: 0.4196 - acc: 0.8062
15250/20000 [=====================>........] - ETA: 2:30 - loss: 0.4195 - acc: 0.8062
15300/20000 [=====================>........] - ETA: 2:28 - loss: 0.4194 - acc: 0.8063
15350/20000 [======================>.......] - ETA: 2:27 - loss: 0.4191 - acc: 0.8067
15400/20000 [======================>.......] - ETA: 2:25 - loss: 0.4190 - acc: 0.8069
15450/20000 [======================>.......] - ETA: 2:24 - loss: 0.4194 - acc: 0.8067
15500/20000 [======================>.......] - ETA: 2:22 - loss: 0.4189 - acc: 0.8068
15550/20000 [======================>.......] - ETA: 2:21 - loss: 0.4192 - acc: 0.8067
15600/20000 [======================>.......] - ETA: 2:19 - loss: 0.4193 - acc: 0.8066
15650/20000 [======================>.......] - ETA: 2:17 - loss: 0.4191 - acc: 0.8068
15700/20000 [======================>.......] - ETA: 2:16 - loss: 0.4188 - acc: 0.8071
15750/20000 [======================>.......] - ETA: 2:14 - loss: 0.4188 - acc: 0.8071
15800/20000 [======================>.......] - ETA: 2:13 - loss: 0.4187 - acc: 0.8073
15850/20000 [======================>.......] - ETA: 2:11 - loss: 0.4184 - acc: 0.8074
15900/20000 [======================>.......] - ETA: 2:09 - loss: 0.4182 - acc: 0.8074
15950/20000 [======================>.......] - ETA: 2:08 - loss: 0.4183 - acc: 0.8073
16000/20000 [=======================>......] - ETA: 2:06 - loss: 0.4181 - acc: 0.8075
16050/20000 [=======================>......] - ETA: 2:05 - loss: 0.4181 - acc: 0.8077
16100/20000 [=======================>......] - ETA: 2:03 - loss: 0.4179 - acc: 0.8077
16150/20000 [=======================>......] - ETA: 2:02 - loss: 0.4176 - acc: 0.8079
16200/20000 [=======================>......] - ETA: 2:00 - loss: 0.4178 - acc: 0.8078
16250/20000 [=======================>......] - ETA: 1:58 - loss: 0.4182 - acc: 0.8076
16300/20000 [=======================>......] - ETA: 1:57 - loss: 0.4184 - acc: 0.8075
16350/20000 [=======================>......] - ETA: 1:55 - loss: 0.4186 - acc: 0.8074
16400/20000 [=======================>......] - ETA: 1:54 - loss: 0.4185 - acc: 0.8074
16450/20000 [=======================>......] - ETA: 1:52 - loss: 0.4189 - acc: 0.8074
16500/20000 [=======================>......] - ETA: 1:51 - loss: 0.4187 - acc: 0.8075
16550/20000 [=======================>......] - ETA: 1:49 - loss: 0.4189 - acc: 0.8076
16600/20000 [=======================>......] - ETA: 1:47 - loss: 0.4189 - acc: 0.8076
16650/20000 [=======================>......] - ETA: 1:46 - loss: 0.4186 - acc: 0.8077
16700/20000 [========================>.....] - ETA: 1:44 - loss: 0.4187 - acc: 0.8078
16750/20000 [========================>.....] - ETA: 1:43 - loss: 0.4187 - acc: 0.8078
16800/20000 [========================>.....] - ETA: 1:41 - loss: 0.4183 - acc: 0.8082
16850/20000 [========================>.....] - ETA: 1:39 - loss: 0.4183 - acc: 0.8084
16900/20000 [========================>.....] - ETA: 1:38 - loss: 0.4181 - acc: 0.8085
16950/20000 [========================>.....] - ETA: 1:36 - loss: 0.4180 - acc: 0.8086
17000/20000 [========================>.....] - ETA: 1:35 - loss: 0.4182 - acc: 0.8084
17050/20000 [========================>.....] - ETA: 1:33 - loss: 0.4180 - acc: 0.8086
17100/20000 [========================>.....] - ETA: 1:31 - loss: 0.4182 - acc: 0.8082
17150/20000 [========================>.....] - ETA: 1:30 - loss: 0.4183 - acc: 0.8081
17200/20000 [========================>.....] - ETA: 1:28 - loss: 0.4180 - acc: 0.8083
17250/20000 [========================>.....] - ETA: 1:27 - loss: 0.4179 - acc: 0.8084
17300/20000 [========================>.....] - ETA: 1:25 - loss: 0.4178 - acc: 0.8084
17350/20000 [=========================>....] - ETA: 1:24 - loss: 0.4177 - acc: 0.8085
17400/20000 [=========================>....] - ETA: 1:22 - loss: 0.4176 - acc: 0.8086
17450/20000 [=========================>....] - ETA: 1:20 - loss: 0.4176 - acc: 0.8086
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17550/20000 [=========================>....] - ETA: 1:17 - loss: 0.4172 - acc: 0.8091
17600/20000 [=========================>....] - ETA: 1:16 - loss: 0.4171 - acc: 0.8091
17650/20000 [=========================>....] - ETA: 1:14 - loss: 0.4170 - acc: 0.8092
17700/20000 [=========================>....] - ETA: 1:12 - loss: 0.4171 - acc: 0.8090
17750/20000 [=========================>....] - ETA: 1:11 - loss: 0.4172 - acc: 0.8087
17800/20000 [=========================>....] - ETA: 1:09 - loss: 0.4171 - acc: 0.8087
17850/20000 [=========================>....] - ETA: 1:08 - loss: 0.4169 - acc: 0.8089
17900/20000 [=========================>....] - ETA: 1:06 - loss: 0.4166 - acc: 0.8091
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18000/20000 [==========================>...] - ETA: 1:03 - loss: 0.4165 - acc: 0.8089
18050/20000 [==========================>...] - ETA: 1:01 - loss: 0.4165 - acc: 0.8089
18100/20000 [==========================>...] - ETA: 1:00 - loss: 0.4163 - acc: 0.8090
18150/20000 [==========================>...] - ETA: 58s - loss: 0.4163 - acc: 0.8090
18200/20000 [==========================>...] - ETA: 57s - loss: 0.4162 - acc: 0.8091
18250/20000 [==========================>...] - ETA: 55s - loss: 0.4167 - acc: 0.8090
18300/20000 [==========================>...] - ETA: 53s - loss: 0.4167 - acc: 0.8090
18350/20000 [==========================>...] - ETA: 52s - loss: 0.4164 - acc: 0.8090
18400/20000 [==========================>...] - ETA: 50s - loss: 0.4167 - acc: 0.8089
18450/20000 [==========================>...] - ETA: 49s - loss: 0.4168 - acc: 0.8090
18500/20000 [==========================>...] - ETA: 47s - loss: 0.4166 - acc: 0.8091
18550/20000 [==========================>...] - ETA: 46s - loss: 0.4165 - acc: 0.8092
18600/20000 [==========================>...] - ETA: 44s - loss: 0.4165 - acc: 0.8092
18650/20000 [==========================>...] - ETA: 42s - loss: 0.4165 - acc: 0.8092
18700/20000 [===========================>..] - ETA: 41s - loss: 0.4165 - acc: 0.8092
18750/20000 [===========================>..] - ETA: 39s - loss: 0.4168 - acc: 0.8091
18800/20000 [===========================>..] - ETA: 38s - loss: 0.4168 - acc: 0.8092
18850/20000 [===========================>..] - ETA: 36s - loss: 0.4167 - acc: 0.8092
18900/20000 [===========================>..] - ETA: 34s - loss: 0.4163 - acc: 0.8094
18950/20000 [===========================>..] - ETA: 33s - loss: 0.4165 - acc: 0.8096
19000/20000 [===========================>..] - ETA: 31s - loss: 0.4165 - acc: 0.8096
19050/20000 [===========================>..] - ETA: 30s - loss: 0.4166 - acc: 0.8097
19100/20000 [===========================>..] - ETA: 28s - loss: 0.4165 - acc: 0.8096
19150/20000 [===========================>..] - ETA: 26s - loss: 0.4164 - acc: 0.8098
19200/20000 [===========================>..] - ETA: 25s - loss: 0.4165 - acc: 0.8097
19250/20000 [===========================>..] - ETA: 23s - loss: 0.4165 - acc: 0.8097
19300/20000 [===========================>..] - ETA: 22s - loss: 0.4168 - acc: 0.8096
19350/20000 [============================>.] - ETA: 20s - loss: 0.4166 - acc: 0.8097
19400/20000 [============================>.] - ETA: 19s - loss: 0.4166 - acc: 0.8097
19450/20000 [============================>.] - ETA: 17s - loss: 0.4164 - acc: 0.8099
19500/20000 [============================>.] - ETA: 15s - loss: 0.4163 - acc: 0.8099
19550/20000 [============================>.] - ETA: 14s - loss: 0.4162 - acc: 0.8100
19600/20000 [============================>.] - ETA: 12s - loss: 0.4165 - acc: 0.8097
19650/20000 [============================>.] - ETA: 11s - loss: 0.4168 - acc: 0.8096
19700/20000 [============================>.] - ETA: 9s - loss: 0.4166 - acc: 0.8097
19750/20000 [============================>.] - ETA: 7s - loss: 0.4168 - acc: 0.8095
19800/20000 [============================>.] - ETA: 6s - loss: 0.4167 - acc: 0.8096
19850/20000 [============================>.] - ETA: 4s - loss: 0.4168 - acc: 0.8096
19900/20000 [============================>.] - ETA: 3s - loss: 0.4166 - acc: 0.8097
19950/20000 [============================>.] - ETA: 1s - loss: 0.4168 - acc: 0.8096
20000/20000 [==============================] - 644s 32ms/step - loss: 0.4168 - acc: 0.8095 - val_loss: 0.4208 - val_acc: 0.8052
Epoch 6/50
50/20000 [..............................] - ETA: 9:41 - loss: 0.4162 - acc: 0.8600
100/20000 [..............................] - ETA: 9:34 - loss: 0.3990 - acc: 0.8500
150/20000 [..............................] - ETA: 9:57 - loss: 0.4441 - acc: 0.8200
200/20000 [..............................] - ETA: 10:00 - loss: 0.4266 - acc: 0.8300
250/20000 [..............................] - ETA: 10:14 - loss: 0.4117 - acc: 0.8320
300/20000 [..............................] - ETA: 10:14 - loss: 0.4052 - acc: 0.8333
350/20000 [..............................] - ETA: 10:19 - loss: 0.4085 - acc: 0.8343
400/20000 [..............................] - ETA: 10:20 - loss: 0.4323 - acc: 0.8200
450/20000 [..............................] - ETA: 10:21 - loss: 0.4263 - acc: 0.8222
500/20000 [..............................] - ETA: 10:17 - loss: 0.4266 - acc: 0.8240
550/20000 [..............................] - ETA: 10:12 - loss: 0.4207 - acc: 0.8218
600/20000 [..............................] - ETA: 10:10 - loss: 0.4194 - acc: 0.8167
650/20000 [..............................] - ETA: 10:10 - loss: 0.4208 - acc: 0.8138
700/20000 [>.............................] - ETA: 10:08 - loss: 0.4168 - acc: 0.8143
750/20000 [>.............................] - ETA: 10:03 - loss: 0.4097 - acc: 0.8187
800/20000 [>.............................] - ETA: 9:57 - loss: 0.4123 - acc: 0.8175
850/20000 [>.............................] - ETA: 9:56 - loss: 0.4126 - acc: 0.8165
900/20000 [>.............................] - ETA: 9:56 - loss: 0.4075 - acc: 0.8189
950/20000 [>.............................] - ETA: 9:52 - loss: 0.4046 - acc: 0.8189
1000/20000 [>.............................] - ETA: 9:52 - loss: 0.3969 - acc: 0.8240
1050/20000 [>.............................] - ETA: 9:52 - loss: 0.3916 - acc: 0.8257
1100/20000 [>.............................] - ETA: 9:49 - loss: 0.3884 - acc: 0.8282
1150/20000 [>.............................] - ETA: 9:49 - loss: 0.3858 - acc: 0.8296
1200/20000 [>.............................] - ETA: 9:46 - loss: 0.3906 - acc: 0.8283
1250/20000 [>.............................] - ETA: 9:46 - loss: 0.3867 - acc: 0.8320
1300/20000 [>.............................] - ETA: 9:43 - loss: 0.3860 - acc: 0.8300
1350/20000 [=>............................] - ETA: 9:42 - loss: 0.3830 - acc: 0.8326
1400/20000 [=>............................] - ETA: 9:39 - loss: 0.3840 - acc: 0.8307
1450/20000 [=>............................] - ETA: 9:38 - loss: 0.3803 - acc: 0.8310
1500/20000 [=>............................] - ETA: 9:37 - loss: 0.3822 - acc: 0.8280
1550/20000 [=>............................] - ETA: 9:35 - loss: 0.3840 - acc: 0.8284
1600/20000 [=>............................] - ETA: 9:33 - loss: 0.3871 - acc: 0.8269
1650/20000 [=>............................] - ETA: 9:33 - loss: 0.3899 - acc: 0.8267
1700/20000 [=>............................] - ETA: 9:31 - loss: 0.3874 - acc: 0.8288
1750/20000 [=>............................] - ETA: 9:30 - loss: 0.3873 - acc: 0.8280
1800/20000 [=>............................] - ETA: 9:29 - loss: 0.3848 - acc: 0.8294
1850/20000 [=>............................] - ETA: 9:27 - loss: 0.3877 - acc: 0.8281
1900/20000 [=>............................] - ETA: 9:25 - loss: 0.3869 - acc: 0.8289
1950/20000 [=>............................] - ETA: 9:24 - loss: 0.3876 - acc: 0.8267
2000/20000 [==>...........................] - ETA: 9:23 - loss: 0.3874 - acc: 0.8255
2050/20000 [==>...........................] - ETA: 9:23 - loss: 0.3899 - acc: 0.8254
2100/20000 [==>...........................] - ETA: 9:22 - loss: 0.3906 - acc: 0.8248
2150/20000 [==>...........................] - ETA: 9:22 - loss: 0.3918 - acc: 0.8251
2200/20000 [==>...........................] - ETA: 9:21 - loss: 0.3934 - acc: 0.8245
2250/20000 [==>...........................] - ETA: 9:20 - loss: 0.3924 - acc: 0.8253
2300/20000 [==>...........................] - ETA: 9:19 - loss: 0.3914 - acc: 0.8257
2350/20000 [==>...........................] - ETA: 9:17 - loss: 0.3907 - acc: 0.8260
2400/20000 [==>...........................] - ETA: 9:15 - loss: 0.3895 - acc: 0.8271
2450/20000 [==>...........................] - ETA: 9:15 - loss: 0.3916 - acc: 0.8257
2500/20000 [==>...........................] - ETA: 9:13 - loss: 0.3909 - acc: 0.8260
2550/20000 [==>...........................] - ETA: 9:12 - loss: 0.3907 - acc: 0.8251
2600/20000 [==>...........................] - ETA: 9:11 - loss: 0.3902 - acc: 0.8246
2650/20000 [==>...........................] - ETA: 9:09 - loss: 0.3888 - acc: 0.8260
2700/20000 [===>..........................] - ETA: 9:08 - loss: 0.3901 - acc: 0.8252
2750/20000 [===>..........................] - ETA: 9:06 - loss: 0.3888 - acc: 0.8244
2800/20000 [===>..........................] - ETA: 9:04 - loss: 0.3873 - acc: 0.8254
2850/20000 [===>..........................] - ETA: 9:03 - loss: 0.3864 - acc: 0.8249
2900/20000 [===>..........................] - ETA: 9:01 - loss: 0.3848 - acc: 0.8248
2950/20000 [===>..........................] - ETA: 9:00 - loss: 0.3847 - acc: 0.8264
3000/20000 [===>..........................] - ETA: 8:59 - loss: 0.3836 - acc: 0.8267
3050/20000 [===>..........................] - ETA: 8:57 - loss: 0.3852 - acc: 0.8256
3100/20000 [===>..........................] - ETA: 8:56 - loss: 0.3842 - acc: 0.8265
3150/20000 [===>..........................] - ETA: 8:54 - loss: 0.3821 - acc: 0.8276
3200/20000 [===>..........................] - ETA: 8:53 - loss: 0.3819 - acc: 0.8278
3250/20000 [===>..........................] - ETA: 8:51 - loss: 0.3835 - acc: 0.8271
3300/20000 [===>..........................] - ETA: 8:50 - loss: 0.3812 - acc: 0.8279
3350/20000 [====>.........................] - ETA: 8:48 - loss: 0.3809 - acc: 0.8281
3400/20000 [====>.........................] - ETA: 8:47 - loss: 0.3813 - acc: 0.8265
3450/20000 [====>.........................] - ETA: 8:44 - loss: 0.3800 - acc: 0.8272
3500/20000 [====>.........................] - ETA: 8:43 - loss: 0.3776 - acc: 0.8283
3550/20000 [====>.........................] - ETA: 8:42 - loss: 0.3774 - acc: 0.8282
3600/20000 [====>.........................] - ETA: 8:40 - loss: 0.3791 - acc: 0.8275
3650/20000 [====>.........................] - ETA: 8:39 - loss: 0.3781 - acc: 0.8285
3700/20000 [====>.........................] - ETA: 8:37 - loss: 0.3770 - acc: 0.8289
3750/20000 [====>.........................] - ETA: 8:35 - loss: 0.3781 - acc: 0.8280
3800/20000 [====>.........................] - ETA: 8:33 - loss: 0.3776 - acc: 0.8279
3850/20000 [====>.........................] - ETA: 8:32 - loss: 0.3759 - acc: 0.8291
3900/20000 [====>.........................] - ETA: 8:31 - loss: 0.3752 - acc: 0.8292
3950/20000 [====>.........................] - ETA: 8:29 - loss: 0.3772 - acc: 0.8286
4000/20000 [=====>........................] - ETA: 8:28 - loss: 0.3782 - acc: 0.8280
4050/20000 [=====>........................] - ETA: 8:26 - loss: 0.3798 - acc: 0.8274
4100/20000 [=====>........................] - ETA: 8:25 - loss: 0.3810 - acc: 0.8266
4150/20000 [=====>........................] - ETA: 8:23 - loss: 0.3820 - acc: 0.8260
4200/20000 [=====>........................] - ETA: 8:21 - loss: 0.3847 - acc: 0.8243
4250/20000 [=====>........................] - ETA: 8:19 - loss: 0.3842 - acc: 0.8252
4300/20000 [=====>........................] - ETA: 8:17 - loss: 0.3836 - acc: 0.8263
4350/20000 [=====>........................] - ETA: 8:15 - loss: 0.3832 - acc: 0.8271
4400/20000 [=====>........................] - ETA: 8:14 - loss: 0.3832 - acc: 0.8275
4450/20000 [=====>........................] - ETA: 8:13 - loss: 0.3830 - acc: 0.8274
4500/20000 [=====>........................] - ETA: 8:11 - loss: 0.3849 - acc: 0.8269
4550/20000 [=====>........................] - ETA: 8:08 - loss: 0.3858 - acc: 0.8266
4600/20000 [=====>........................] - ETA: 8:07 - loss: 0.3858 - acc: 0.8261
4650/20000 [=====>........................] - ETA: 8:06 - loss: 0.3857 - acc: 0.8256
4700/20000 [======>.......................] - ETA: 8:04 - loss: 0.3867 - acc: 0.8249
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4800/20000 [======>.......................] - ETA: 8:02 - loss: 0.3863 - acc: 0.8248
4850/20000 [======>.......................] - ETA: 8:00 - loss: 0.3861 - acc: 0.8249
4900/20000 [======>.......................] - ETA: 7:59 - loss: 0.3871 - acc: 0.8245
4950/20000 [======>.......................] - ETA: 7:57 - loss: 0.3869 - acc: 0.8242
5000/20000 [======>.......................] - ETA: 7:55 - loss: 0.3868 - acc: 0.8246
5050/20000 [======>.......................] - ETA: 7:54 - loss: 0.3880 - acc: 0.8240
5100/20000 [======>.......................] - ETA: 7:52 - loss: 0.3878 - acc: 0.8241
5150/20000 [======>.......................] - ETA: 7:50 - loss: 0.3890 - acc: 0.8235
5200/20000 [======>.......................] - ETA: 7:48 - loss: 0.3888 - acc: 0.8235
5250/20000 [======>.......................] - ETA: 7:47 - loss: 0.3891 - acc: 0.8230
5300/20000 [======>.......................] - ETA: 7:45 - loss: 0.3891 - acc: 0.8236
5350/20000 [=======>......................] - ETA: 7:44 - loss: 0.3888 - acc: 0.8241
5400/20000 [=======>......................] - ETA: 7:42 - loss: 0.3875 - acc: 0.8250
5450/20000 [=======>......................] - ETA: 7:41 - loss: 0.3878 - acc: 0.8242
5500/20000 [=======>......................] - ETA: 7:39 - loss: 0.3876 - acc: 0.8242
5550/20000 [=======>......................] - ETA: 7:38 - loss: 0.3876 - acc: 0.8238
5600/20000 [=======>......................] - ETA: 7:36 - loss: 0.3880 - acc: 0.8239
5650/20000 [=======>......................] - ETA: 7:35 - loss: 0.3881 - acc: 0.8242
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5800/20000 [=======>......................] - ETA: 7:30 - loss: 0.3893 - acc: 0.8240
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6000/20000 [========>.....................] - ETA: 7:23 - loss: 0.3892 - acc: 0.8242
6050/20000 [========>.....................] - ETA: 7:22 - loss: 0.3880 - acc: 0.8250
6100/20000 [========>.....................] - ETA: 7:20 - loss: 0.3877 - acc: 0.8244
6150/20000 [========>.....................] - ETA: 7:18 - loss: 0.3874 - acc: 0.8246
6200/20000 [========>.....................] - ETA: 7:16 - loss: 0.3869 - acc: 0.8248
6250/20000 [========>.....................] - ETA: 7:15 - loss: 0.3858 - acc: 0.8253
6300/20000 [========>.....................] - ETA: 7:14 - loss: 0.3856 - acc: 0.8257
6350/20000 [========>.....................] - ETA: 7:12 - loss: 0.3857 - acc: 0.8254
6400/20000 [========>.....................] - ETA: 7:11 - loss: 0.3853 - acc: 0.8255
6450/20000 [========>.....................] - ETA: 7:09 - loss: 0.3854 - acc: 0.8260
6500/20000 [========>.....................] - ETA: 7:08 - loss: 0.3854 - acc: 0.8260
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6600/20000 [========>.....................] - ETA: 7:05 - loss: 0.3857 - acc: 0.8253
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19000/20000 [===========================>..] - ETA: 31s - loss: 0.3832 - acc: 0.8279
19050/20000 [===========================>..] - ETA: 30s - loss: 0.3832 - acc: 0.8278
19100/20000 [===========================>..] - ETA: 28s - loss: 0.3832 - acc: 0.8278
19150/20000 [===========================>..] - ETA: 27s - loss: 0.3833 - acc: 0.8276
19200/20000 [===========================>..] - ETA: 25s - loss: 0.3832 - acc: 0.8277
19250/20000 [===========================>..] - ETA: 23s - loss: 0.3831 - acc: 0.8277
19300/20000 [===========================>..] - ETA: 22s - loss: 0.3829 - acc: 0.8277
19350/20000 [============================>.] - ETA: 20s - loss: 0.3831 - acc: 0.8276
19400/20000 [============================>.] - ETA: 19s - loss: 0.3831 - acc: 0.8277
19450/20000 [============================>.] - ETA: 17s - loss: 0.3831 - acc: 0.8276
19500/20000 [============================>.] - ETA: 15s - loss: 0.3830 - acc: 0.8277
19550/20000 [============================>.] - ETA: 14s - loss: 0.3831 - acc: 0.8277
19600/20000 [============================>.] - ETA: 12s - loss: 0.3833 - acc: 0.8276
19650/20000 [============================>.] - ETA: 11s - loss: 0.3833 - acc: 0.8274
19700/20000 [============================>.] - ETA: 9s - loss: 0.3830 - acc: 0.8275
19750/20000 [============================>.] - ETA: 7s - loss: 0.3834 - acc: 0.8272
19800/20000 [============================>.] - ETA: 6s - loss: 0.3835 - acc: 0.8271
19850/20000 [============================>.] - ETA: 4s - loss: 0.3840 - acc: 0.8269
19900/20000 [============================>.] - ETA: 3s - loss: 0.3843 - acc: 0.8268
19950/20000 [============================>.] - ETA: 1s - loss: 0.3843 - acc: 0.8267
20000/20000 [==============================] - 646s 32ms/step - loss: 0.3843 - acc: 0.8266 - val_loss: 0.6930 - val_acc: 0.6232
Epoch 7/50
50/20000 [..............................] - ETA: 11:02 - loss: 0.4648 - acc: 0.7200
100/20000 [..............................] - ETA: 10:32 - loss: 0.3844 - acc: 0.8200
150/20000 [..............................] - ETA: 10:29 - loss: 0.3769 - acc: 0.8200
200/20000 [..............................] - ETA: 10:20 - loss: 0.3780 - acc: 0.8150
250/20000 [..............................] - ETA: 10:21 - loss: 0.3670 - acc: 0.8280
300/20000 [..............................] - ETA: 10:25 - loss: 0.3580 - acc: 0.8433
350/20000 [..............................] - ETA: 10:20 - loss: 0.3467 - acc: 0.8514
400/20000 [..............................] - ETA: 10:20 - loss: 0.3446 - acc: 0.8525
450/20000 [..............................] - ETA: 10:16 - loss: 0.3414 - acc: 0.8489
500/20000 [..............................] - ETA: 10:12 - loss: 0.3560 - acc: 0.8400
550/20000 [..............................] - ETA: 10:10 - loss: 0.3463 - acc: 0.8418
600/20000 [..............................] - ETA: 10:11 - loss: 0.3543 - acc: 0.8350
650/20000 [..............................] - ETA: 10:09 - loss: 0.3695 - acc: 0.8262
700/20000 [>.............................] - ETA: 10:09 - loss: 0.3603 - acc: 0.8314
750/20000 [>.............................] - ETA: 10:07 - loss: 0.3649 - acc: 0.8280
800/20000 [>.............................] - ETA: 10:06 - loss: 0.3608 - acc: 0.8325
850/20000 [>.............................] - ETA: 10:03 - loss: 0.3620 - acc: 0.8318
900/20000 [>.............................] - ETA: 10:03 - loss: 0.3620 - acc: 0.8311
950/20000 [>.............................] - ETA: 10:00 - loss: 0.3594 - acc: 0.8326
1000/20000 [>.............................] - ETA: 9:59 - loss: 0.3609 - acc: 0.8320
1050/20000 [>.............................] - ETA: 9:59 - loss: 0.3600 - acc: 0.8333
1100/20000 [>.............................] - ETA: 9:59 - loss: 0.3602 - acc: 0.8336
1150/20000 [>.............................] - ETA: 9:59 - loss: 0.3595 - acc: 0.8357
1200/20000 [>.............................] - ETA: 9:58 - loss: 0.3568 - acc: 0.8367
1250/20000 [>.............................] - ETA: 9:58 - loss: 0.3581 - acc: 0.8360
1300/20000 [>.............................] - ETA: 9:57 - loss: 0.3578 - acc: 0.8369
1350/20000 [=>............................] - ETA: 9:56 - loss: 0.3562 - acc: 0.8378
1400/20000 [=>............................] - ETA: 9:55 - loss: 0.3557 - acc: 0.8386
1450/20000 [=>............................] - ETA: 9:50 - loss: 0.3516 - acc: 0.8414
1500/20000 [=>............................] - ETA: 9:50 - loss: 0.3513 - acc: 0.8413
1550/20000 [=>............................] - ETA: 9:46 - loss: 0.3531 - acc: 0.8413
1600/20000 [=>............................] - ETA: 9:45 - loss: 0.3545 - acc: 0.8400
1650/20000 [=>............................] - ETA: 9:45 - loss: 0.3586 - acc: 0.8388
1700/20000 [=>............................] - ETA: 9:44 - loss: 0.3572 - acc: 0.8388
1750/20000 [=>............................] - ETA: 9:42 - loss: 0.3555 - acc: 0.8411
1800/20000 [=>............................] - ETA: 9:40 - loss: 0.3540 - acc: 0.8411
1850/20000 [=>............................] - ETA: 9:41 - loss: 0.3523 - acc: 0.8427
1900/20000 [=>............................] - ETA: 9:41 - loss: 0.3524 - acc: 0.8426
1950/20000 [=>............................] - ETA: 9:39 - loss: 0.3529 - acc: 0.8421
2000/20000 [==>...........................] - ETA: 9:36 - loss: 0.3530 - acc: 0.8420
2050/20000 [==>...........................] - ETA: 9:34 - loss: 0.3510 - acc: 0.8434
2100/20000 [==>...........................] - ETA: 9:33 - loss: 0.3490 - acc: 0.8452
2150/20000 [==>...........................] - ETA: 9:32 - loss: 0.3503 - acc: 0.8451
2200/20000 [==>...........................] - ETA: 9:31 - loss: 0.3495 - acc: 0.8464
2250/20000 [==>...........................] - ETA: 9:29 - loss: 0.3474 - acc: 0.8480
2300/20000 [==>...........................] - ETA: 9:26 - loss: 0.3510 - acc: 0.8465
2350/20000 [==>...........................] - ETA: 9:25 - loss: 0.3508 - acc: 0.8468
2400/20000 [==>...........................] - ETA: 9:23 - loss: 0.3496 - acc: 0.8475
2450/20000 [==>...........................] - ETA: 9:22 - loss: 0.3501 - acc: 0.8478
2500/20000 [==>...........................] - ETA: 9:20 - loss: 0.3499 - acc: 0.8476
2550/20000 [==>...........................] - ETA: 9:19 - loss: 0.3512 - acc: 0.8471
2600/20000 [==>...........................] - ETA: 9:17 - loss: 0.3527 - acc: 0.8462
2650/20000 [==>...........................] - ETA: 9:15 - loss: 0.3547 - acc: 0.8449
2700/20000 [===>..........................] - ETA: 9:12 - loss: 0.3559 - acc: 0.8437
2750/20000 [===>..........................] - ETA: 9:11 - loss: 0.3547 - acc: 0.8444
2800/20000 [===>..........................] - ETA: 9:09 - loss: 0.3548 - acc: 0.8446
2850/20000 [===>..........................] - ETA: 9:08 - loss: 0.3544 - acc: 0.8449
2900/20000 [===>..........................] - ETA: 9:06 - loss: 0.3534 - acc: 0.8445
2950/20000 [===>..........................] - ETA: 9:05 - loss: 0.3538 - acc: 0.8437
3000/20000 [===>..........................] - ETA: 9:04 - loss: 0.3543 - acc: 0.8437
3050/20000 [===>..........................] - ETA: 9:03 - loss: 0.3524 - acc: 0.8446
3100/20000 [===>..........................] - ETA: 9:02 - loss: 0.3514 - acc: 0.8458
3150/20000 [===>..........................] - ETA: 9:00 - loss: 0.3510 - acc: 0.8463
3200/20000 [===>..........................] - ETA: 8:58 - loss: 0.3536 - acc: 0.8444
3250/20000 [===>..........................] - ETA: 8:55 - loss: 0.3531 - acc: 0.8449
3300/20000 [===>..........................] - ETA: 8:53 - loss: 0.3508 - acc: 0.8467
3350/20000 [====>.........................] - ETA: 8:51 - loss: 0.3513 - acc: 0.8469
3400/20000 [====>.........................] - ETA: 8:49 - loss: 0.3506 - acc: 0.8471
3450/20000 [====>.........................] - ETA: 8:47 - loss: 0.3502 - acc: 0.8472
3500/20000 [====>.........................] - ETA: 8:45 - loss: 0.3507 - acc: 0.8463
3550/20000 [====>.........................] - ETA: 8:44 - loss: 0.3495 - acc: 0.8470
3600/20000 [====>.........................] - ETA: 8:42 - loss: 0.3497 - acc: 0.8472
3650/20000 [====>.........................] - ETA: 8:40 - loss: 0.3503 - acc: 0.8468
3700/20000 [====>.........................] - ETA: 8:39 - loss: 0.3511 - acc: 0.8459
3750/20000 [====>.........................] - ETA: 8:38 - loss: 0.3517 - acc: 0.8451
3800/20000 [====>.........................] - ETA: 8:36 - loss: 0.3507 - acc: 0.8461
3850/20000 [====>.........................] - ETA: 8:35 - loss: 0.3510 - acc: 0.8460
3900/20000 [====>.........................] - ETA: 8:34 - loss: 0.3500 - acc: 0.8462
3950/20000 [====>.........................] - ETA: 8:32 - loss: 0.3509 - acc: 0.8463
4000/20000 [=====>........................] - ETA: 8:30 - loss: 0.3515 - acc: 0.8455
4050/20000 [=====>........................] - ETA: 8:29 - loss: 0.3513 - acc: 0.8459
4100/20000 [=====>........................] - ETA: 8:27 - loss: 0.3505 - acc: 0.8466
4150/20000 [=====>........................] - ETA: 8:25 - loss: 0.3520 - acc: 0.8455
4200/20000 [=====>........................] - ETA: 8:23 - loss: 0.3526 - acc: 0.8452
4250/20000 [=====>........................] - ETA: 8:22 - loss: 0.3534 - acc: 0.8445
4300/20000 [=====>........................] - ETA: 8:20 - loss: 0.3530 - acc: 0.8444
4350/20000 [=====>........................] - ETA: 8:19 - loss: 0.3530 - acc: 0.8444
4400/20000 [=====>........................] - ETA: 8:18 - loss: 0.3523 - acc: 0.8450
4450/20000 [=====>........................] - ETA: 8:16 - loss: 0.3536 - acc: 0.8443
4500/20000 [=====>........................] - ETA: 8:14 - loss: 0.3548 - acc: 0.8433
4550/20000 [=====>........................] - ETA: 8:12 - loss: 0.3541 - acc: 0.8442
4600/20000 [=====>........................] - ETA: 8:11 - loss: 0.3548 - acc: 0.8437
4650/20000 [=====>........................] - ETA: 8:09 - loss: 0.3550 - acc: 0.8437
4700/20000 [======>.......................] - ETA: 8:08 - loss: 0.3562 - acc: 0.8430
4750/20000 [======>.......................] - ETA: 8:06 - loss: 0.3555 - acc: 0.8436
4800/20000 [======>.......................] - ETA: 8:04 - loss: 0.3560 - acc: 0.8435
4850/20000 [======>.......................] - ETA: 8:03 - loss: 0.3552 - acc: 0.8435
4900/20000 [======>.......................] - ETA: 8:01 - loss: 0.3546 - acc: 0.8441
4950/20000 [======>.......................] - ETA: 8:00 - loss: 0.3543 - acc: 0.8442
5000/20000 [======>.......................] - ETA: 7:58 - loss: 0.3543 - acc: 0.8440
5050/20000 [======>.......................] - ETA: 7:57 - loss: 0.3550 - acc: 0.8438
5100/20000 [======>.......................] - ETA: 7:55 - loss: 0.3537 - acc: 0.8445
5150/20000 [======>.......................] - ETA: 7:54 - loss: 0.3522 - acc: 0.8452
5200/20000 [======>.......................] - ETA: 7:52 - loss: 0.3508 - acc: 0.8458
5250/20000 [======>.......................] - ETA: 7:50 - loss: 0.3514 - acc: 0.8457
5300/20000 [======>.......................] - ETA: 7:49 - loss: 0.3508 - acc: 0.8460
5350/20000 [=======>......................] - ETA: 7:48 - loss: 0.3499 - acc: 0.8467
5400/20000 [=======>......................] - ETA: 7:46 - loss: 0.3499 - acc: 0.8465
5450/20000 [=======>......................] - ETA: 7:44 - loss: 0.3503 - acc: 0.8464
5500/20000 [=======>......................] - ETA: 7:42 - loss: 0.3505 - acc: 0.8462
5550/20000 [=======>......................] - ETA: 7:41 - loss: 0.3494 - acc: 0.8465
5600/20000 [=======>......................] - ETA: 7:39 - loss: 0.3499 - acc: 0.8461
5650/20000 [=======>......................] - ETA: 7:38 - loss: 0.3492 - acc: 0.8465
5700/20000 [=======>......................] - ETA: 7:36 - loss: 0.3483 - acc: 0.8467
5750/20000 [=======>......................] - ETA: 7:34 - loss: 0.3469 - acc: 0.8477
5800/20000 [=======>......................] - ETA: 7:33 - loss: 0.3478 - acc: 0.8479
5850/20000 [=======>......................] - ETA: 7:31 - loss: 0.3472 - acc: 0.8480
5900/20000 [=======>......................] - ETA: 7:29 - loss: 0.3478 - acc: 0.8483
5950/20000 [=======>......................] - ETA: 7:28 - loss: 0.3484 - acc: 0.8481
6000/20000 [========>.....................] - ETA: 7:27 - loss: 0.3484 - acc: 0.8473
6050/20000 [========>.....................] - ETA: 7:25 - loss: 0.3486 - acc: 0.8473
6100/20000 [========>.....................] - ETA: 7:23 - loss: 0.3485 - acc: 0.8472
6150/20000 [========>.....................] - ETA: 7:22 - loss: 0.3489 - acc: 0.8472
6200/20000 [========>.....................] - ETA: 7:20 - loss: 0.3496 - acc: 0.8468
6250/20000 [========>.....................] - ETA: 7:18 - loss: 0.3510 - acc: 0.8459
6300/20000 [========>.....................] - ETA: 7:17 - loss: 0.3506 - acc: 0.8457
6350/20000 [========>.....................] - ETA: 7:15 - loss: 0.3505 - acc: 0.8460
6400/20000 [========>.....................] - ETA: 7:13 - loss: 0.3510 - acc: 0.8458
6450/20000 [========>.....................] - ETA: 7:12 - loss: 0.3506 - acc: 0.8460
6500/20000 [========>.....................] - ETA: 7:10 - loss: 0.3511 - acc: 0.8457
6550/20000 [========>.....................] - ETA: 7:09 - loss: 0.3514 - acc: 0.8456
6600/20000 [========>.....................] - ETA: 7:07 - loss: 0.3524 - acc: 0.8452
6650/20000 [========>.....................] - ETA: 7:05 - loss: 0.3531 - acc: 0.8442
6700/20000 [=========>....................] - ETA: 7:04 - loss: 0.3535 - acc: 0.8437
6750/20000 [=========>....................] - ETA: 7:02 - loss: 0.3529 - acc: 0.8439
6800/20000 [=========>....................] - ETA: 7:00 - loss: 0.3527 - acc: 0.8441
6850/20000 [=========>....................] - ETA: 6:59 - loss: 0.3524 - acc: 0.8444
6900/20000 [=========>....................] - ETA: 6:57 - loss: 0.3519 - acc: 0.8448
6950/20000 [=========>....................] - ETA: 6:56 - loss: 0.3520 - acc: 0.8447
7000/20000 [=========>....................] - ETA: 6:54 - loss: 0.3516 - acc: 0.8451
7050/20000 [=========>....................] - ETA: 6:53 - loss: 0.3510 - acc: 0.8452
7100/20000 [=========>....................] - ETA: 6:51 - loss: 0.3508 - acc: 0.8455
7150/20000 [=========>....................] - ETA: 6:49 - loss: 0.3509 - acc: 0.8453
7200/20000 [=========>....................] - ETA: 6:48 - loss: 0.3509 - acc: 0.8454
7250/20000 [=========>....................] - ETA: 6:46 - loss: 0.3506 - acc: 0.8454
7300/20000 [=========>....................] - ETA: 6:45 - loss: 0.3505 - acc: 0.8455
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7400/20000 [==========>...................] - ETA: 6:42 - loss: 0.3507 - acc: 0.8457
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7500/20000 [==========>...................] - ETA: 6:38 - loss: 0.3500 - acc: 0.8463
7550/20000 [==========>...................] - ETA: 6:37 - loss: 0.3498 - acc: 0.8465
7600/20000 [==========>...................] - ETA: 6:35 - loss: 0.3498 - acc: 0.8462
7650/20000 [==========>...................] - ETA: 6:34 - loss: 0.3496 - acc: 0.8464
7700/20000 [==========>...................] - ETA: 6:32 - loss: 0.3488 - acc: 0.8469
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7800/20000 [==========>...................] - ETA: 6:28 - loss: 0.3486 - acc: 0.8473
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7900/20000 [==========>...................] - ETA: 6:25 - loss: 0.3488 - acc: 0.8467
7950/20000 [==========>...................] - ETA: 6:24 - loss: 0.3476 - acc: 0.8472
8000/20000 [===========>..................] - ETA: 6:22 - loss: 0.3482 - acc: 0.8474
8050/20000 [===========>..................] - ETA: 6:20 - loss: 0.3481 - acc: 0.8480
8100/20000 [===========>..................] - ETA: 6:19 - loss: 0.3477 - acc: 0.8481
8150/20000 [===========>..................] - ETA: 6:17 - loss: 0.3482 - acc: 0.8479
8200/20000 [===========>..................] - ETA: 6:15 - loss: 0.3481 - acc: 0.8476
8250/20000 [===========>..................] - ETA: 6:14 - loss: 0.3486 - acc: 0.8473
8300/20000 [===========>..................] - ETA: 6:12 - loss: 0.3485 - acc: 0.8471
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8400/20000 [===========>..................] - ETA: 6:09 - loss: 0.3501 - acc: 0.8463
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8500/20000 [===========>..................] - ETA: 6:06 - loss: 0.3498 - acc: 0.8464
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8600/20000 [===========>..................] - ETA: 6:03 - loss: 0.3495 - acc: 0.8467
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8750/20000 [============>.................] - ETA: 5:58 - loss: 0.3483 - acc: 0.8470
8800/20000 [============>.................] - ETA: 5:56 - loss: 0.3487 - acc: 0.8469
8850/20000 [============>.................] - ETA: 5:55 - loss: 0.3485 - acc: 0.8471
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8950/20000 [============>.................] - ETA: 5:51 - loss: 0.3481 - acc: 0.8474
9000/20000 [============>.................] - ETA: 5:50 - loss: 0.3479 - acc: 0.8473
9050/20000 [============>.................] - ETA: 5:48 - loss: 0.3481 - acc: 0.8470
9100/20000 [============>.................] - ETA: 5:47 - loss: 0.3480 - acc: 0.8469
9150/20000 [============>.................] - ETA: 5:45 - loss: 0.3477 - acc: 0.8472
9200/20000 [============>.................] - ETA: 5:44 - loss: 0.3479 - acc: 0.8472
9250/20000 [============>.................] - ETA: 5:42 - loss: 0.3480 - acc: 0.8469
9300/20000 [============>.................] - ETA: 5:40 - loss: 0.3489 - acc: 0.8463
9350/20000 [=============>................] - ETA: 5:39 - loss: 0.3486 - acc: 0.8464
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9550/20000 [=============>................] - ETA: 5:32 - loss: 0.3502 - acc: 0.8454
9600/20000 [=============>................] - ETA: 5:30 - loss: 0.3498 - acc: 0.8454
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9700/20000 [=============>................] - ETA: 5:27 - loss: 0.3505 - acc: 0.8453
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9950/20000 [=============>................] - ETA: 5:19 - loss: 0.3505 - acc: 0.8449
10000/20000 [==============>...............] - ETA: 5:18 - loss: 0.3502 - acc: 0.8453
10050/20000 [==============>...............] - ETA: 5:16 - loss: 0.3496 - acc: 0.8456
10100/20000 [==============>...............] - ETA: 5:14 - loss: 0.3500 - acc: 0.8454
10150/20000 [==============>...............] - ETA: 5:13 - loss: 0.3502 - acc: 0.8452
10200/20000 [==============>...............] - ETA: 5:11 - loss: 0.3501 - acc: 0.8453
10250/20000 [==============>...............] - ETA: 5:10 - loss: 0.3499 - acc: 0.8455
10300/20000 [==============>...............] - ETA: 5:08 - loss: 0.3496 - acc: 0.8456
10350/20000 [==============>...............] - ETA: 5:06 - loss: 0.3500 - acc: 0.8456
10400/20000 [==============>...............] - ETA: 5:05 - loss: 0.3501 - acc: 0.8454
10450/20000 [==============>...............] - ETA: 5:03 - loss: 0.3501 - acc: 0.8455
10500/20000 [==============>...............] - ETA: 5:02 - loss: 0.3495 - acc: 0.8457
10550/20000 [==============>...............] - ETA: 5:00 - loss: 0.3498 - acc: 0.8456
10600/20000 [==============>...............] - ETA: 4:59 - loss: 0.3493 - acc: 0.8460
10650/20000 [==============>...............] - ETA: 4:57 - loss: 0.3489 - acc: 0.8463
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10750/20000 [===============>..............] - ETA: 4:54 - loss: 0.3489 - acc: 0.8467
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13250/20000 [==================>...........] - ETA: 3:34 - loss: 0.3523 - acc: 0.8454
13300/20000 [==================>...........] - ETA: 3:33 - loss: 0.3520 - acc: 0.8456
13350/20000 [===================>..........] - ETA: 3:31 - loss: 0.3517 - acc: 0.8458
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13450/20000 [===================>..........] - ETA: 3:28 - loss: 0.3516 - acc: 0.8458
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13550/20000 [===================>..........] - ETA: 3:25 - loss: 0.3518 - acc: 0.8456
13600/20000 [===================>..........] - ETA: 3:23 - loss: 0.3523 - acc: 0.8452
13650/20000 [===================>..........] - ETA: 3:21 - loss: 0.3526 - acc: 0.8452
13700/20000 [===================>..........] - ETA: 3:20 - loss: 0.3525 - acc: 0.8453
13750/20000 [===================>..........] - ETA: 3:18 - loss: 0.3524 - acc: 0.8451
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13850/20000 [===================>..........] - ETA: 3:15 - loss: 0.3525 - acc: 0.8449
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15550/20000 [======================>.......] - ETA: 2:21 - loss: 0.3533 - acc: 0.8444
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16800/20000 [========================>.....] - ETA: 1:41 - loss: 0.3537 - acc: 0.8440
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18700/20000 [===========================>..] - ETA: 41s - loss: 0.3543 - acc: 0.8427
18750/20000 [===========================>..] - ETA: 39s - loss: 0.3543 - acc: 0.8428
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18850/20000 [===========================>..] - ETA: 36s - loss: 0.3544 - acc: 0.8429
18900/20000 [===========================>..] - ETA: 34s - loss: 0.3546 - acc: 0.8426
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19150/20000 [===========================>..] - ETA: 27s - loss: 0.3544 - acc: 0.8427
19200/20000 [===========================>..] - ETA: 25s - loss: 0.3549 - acc: 0.8425
19250/20000 [===========================>..] - ETA: 23s - loss: 0.3548 - acc: 0.8426
19300/20000 [===========================>..] - ETA: 22s - loss: 0.3547 - acc: 0.8426
19350/20000 [============================>.] - ETA: 20s - loss: 0.3544 - acc: 0.8427
19400/20000 [============================>.] - ETA: 19s - loss: 0.3539 - acc: 0.8431
19450/20000 [============================>.] - ETA: 17s - loss: 0.3538 - acc: 0.8431
19500/20000 [============================>.] - ETA: 15s - loss: 0.3543 - acc: 0.8429
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19600/20000 [============================>.] - ETA: 12s - loss: 0.3546 - acc: 0.8428
19650/20000 [============================>.] - ETA: 11s - loss: 0.3550 - acc: 0.8425
19700/20000 [============================>.] - ETA: 9s - loss: 0.3546 - acc: 0.8427
19750/20000 [============================>.] - ETA: 7s - loss: 0.3547 - acc: 0.8425
19800/20000 [============================>.] - ETA: 6s - loss: 0.3549 - acc: 0.8423
19850/20000 [============================>.] - ETA: 4s - loss: 0.3547 - acc: 0.8425
19900/20000 [============================>.] - ETA: 3s - loss: 0.3548 - acc: 0.8424
19950/20000 [============================>.] - ETA: 1s - loss: 0.3548 - acc: 0.8424
20000/20000 [==============================] - 645s 32ms/step - loss: 0.3548 - acc: 0.8423 - val_loss: 0.6942 - val_acc: 0.6630
Epoch 8/50
50/20000 [..............................] - ETA: 10:09 - loss: 0.2999 - acc: 0.9200
100/20000 [..............................] - ETA: 9:56 - loss: 0.3394 - acc: 0.8800
150/20000 [..............................] - ETA: 9:59 - loss: 0.3389 - acc: 0.8733
200/20000 [..............................] - ETA: 10:08 - loss: 0.3175 - acc: 0.8800
250/20000 [..............................] - ETA: 10:26 - loss: 0.3077 - acc: 0.8800
300/20000 [..............................] - ETA: 10:27 - loss: 0.3198 - acc: 0.8667
350/20000 [..............................] - ETA: 10:20 - loss: 0.3398 - acc: 0.8600
400/20000 [..............................] - ETA: 10:19 - loss: 0.3277 - acc: 0.8675
450/20000 [..............................] - ETA: 10:17 - loss: 0.3128 - acc: 0.8756
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550/20000 [..............................] - ETA: 10:19 - loss: 0.3143 - acc: 0.8709
600/20000 [..............................] - ETA: 10:23 - loss: 0.3214 - acc: 0.8700
650/20000 [..............................] - ETA: 10:23 - loss: 0.3348 - acc: 0.8569
700/20000 [>.............................] - ETA: 10:18 - loss: 0.3286 - acc: 0.8614
750/20000 [>.............................] - ETA: 10:16 - loss: 0.3288 - acc: 0.8573
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850/20000 [>.............................] - ETA: 10:12 - loss: 0.3230 - acc: 0.8612
900/20000 [>.............................] - ETA: 10:07 - loss: 0.3280 - acc: 0.8578
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1000/20000 [>.............................] - ETA: 10:01 - loss: 0.3235 - acc: 0.8590
1050/20000 [>.............................] - ETA: 9:58 - loss: 0.3251 - acc: 0.8571
1100/20000 [>.............................] - ETA: 9:57 - loss: 0.3248 - acc: 0.8555
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1200/20000 [>.............................] - ETA: 9:56 - loss: 0.3224 - acc: 0.8567
1250/20000 [>.............................] - ETA: 9:54 - loss: 0.3181 - acc: 0.8576
1300/20000 [>.............................] - ETA: 9:55 - loss: 0.3224 - acc: 0.8562
1350/20000 [=>............................] - ETA: 9:52 - loss: 0.3237 - acc: 0.8556
1400/20000 [=>............................] - ETA: 9:51 - loss: 0.3213 - acc: 0.8579
1450/20000 [=>............................] - ETA: 9:48 - loss: 0.3232 - acc: 0.8566
1500/20000 [=>............................] - ETA: 9:47 - loss: 0.3229 - acc: 0.8580
1550/20000 [=>............................] - ETA: 9:45 - loss: 0.3196 - acc: 0.8606
1600/20000 [=>............................] - ETA: 9:45 - loss: 0.3168 - acc: 0.8637
1650/20000 [=>............................] - ETA: 9:44 - loss: 0.3154 - acc: 0.8642
1700/20000 [=>............................] - ETA: 9:39 - loss: 0.3131 - acc: 0.8641
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1800/20000 [=>............................] - ETA: 9:35 - loss: 0.3147 - acc: 0.8622
1850/20000 [=>............................] - ETA: 9:34 - loss: 0.3145 - acc: 0.8627
1900/20000 [=>............................] - ETA: 9:33 - loss: 0.3163 - acc: 0.8632
1950/20000 [=>............................] - ETA: 9:32 - loss: 0.3160 - acc: 0.8631
2000/20000 [==>...........................] - ETA: 9:32 - loss: 0.3159 - acc: 0.8625
2050/20000 [==>...........................] - ETA: 9:29 - loss: 0.3176 - acc: 0.8615
2100/20000 [==>...........................] - ETA: 9:27 - loss: 0.3205 - acc: 0.8605
2150/20000 [==>...........................] - ETA: 9:26 - loss: 0.3216 - acc: 0.8609
2200/20000 [==>...........................] - ETA: 9:24 - loss: 0.3205 - acc: 0.8618
2250/20000 [==>...........................] - ETA: 9:21 - loss: 0.3189 - acc: 0.8622
2300/20000 [==>...........................] - ETA: 9:20 - loss: 0.3183 - acc: 0.8626
2350/20000 [==>...........................] - ETA: 9:18 - loss: 0.3162 - acc: 0.8643
2400/20000 [==>...........................] - ETA: 9:17 - loss: 0.3183 - acc: 0.8642
2450/20000 [==>...........................] - ETA: 9:15 - loss: 0.3182 - acc: 0.8641
2500/20000 [==>...........................] - ETA: 9:14 - loss: 0.3171 - acc: 0.8648
2550/20000 [==>...........................] - ETA: 9:13 - loss: 0.3194 - acc: 0.8643
2600/20000 [==>...........................] - ETA: 9:13 - loss: 0.3209 - acc: 0.8635
2650/20000 [==>...........................] - ETA: 9:11 - loss: 0.3190 - acc: 0.8642
2700/20000 [===>..........................] - ETA: 9:09 - loss: 0.3201 - acc: 0.8641
2750/20000 [===>..........................] - ETA: 9:08 - loss: 0.3212 - acc: 0.8644
2800/20000 [===>..........................] - ETA: 9:07 - loss: 0.3209 - acc: 0.8646
2850/20000 [===>..........................] - ETA: 9:05 - loss: 0.3225 - acc: 0.8628
2900/20000 [===>..........................] - ETA: 9:04 - loss: 0.3222 - acc: 0.8631
2950/20000 [===>..........................] - ETA: 9:02 - loss: 0.3224 - acc: 0.8624
3000/20000 [===>..........................] - ETA: 9:00 - loss: 0.3209 - acc: 0.8633
3050/20000 [===>..........................] - ETA: 8:57 - loss: 0.3205 - acc: 0.8639
3100/20000 [===>..........................] - ETA: 8:55 - loss: 0.3216 - acc: 0.8632
3150/20000 [===>..........................] - ETA: 8:54 - loss: 0.3222 - acc: 0.8625
3200/20000 [===>..........................] - ETA: 8:52 - loss: 0.3216 - acc: 0.8622
3250/20000 [===>..........................] - ETA: 8:51 - loss: 0.3202 - acc: 0.8631
3300/20000 [===>..........................] - ETA: 8:50 - loss: 0.3197 - acc: 0.8636
3350/20000 [====>.........................] - ETA: 8:48 - loss: 0.3194 - acc: 0.8642
3400/20000 [====>.........................] - ETA: 8:47 - loss: 0.3197 - acc: 0.8635
3450/20000 [====>.........................] - ETA: 8:46 - loss: 0.3194 - acc: 0.8632
3500/20000 [====>.........................] - ETA: 8:44 - loss: 0.3200 - acc: 0.8629
3550/20000 [====>.........................] - ETA: 8:43 - loss: 0.3222 - acc: 0.8625
3600/20000 [====>.........................] - ETA: 8:41 - loss: 0.3209 - acc: 0.8631
3650/20000 [====>.........................] - ETA: 8:39 - loss: 0.3214 - acc: 0.8627
3700/20000 [====>.........................] - ETA: 8:39 - loss: 0.3209 - acc: 0.8630
3750/20000 [====>.........................] - ETA: 8:37 - loss: 0.3213 - acc: 0.8629
3800/20000 [====>.........................] - ETA: 8:36 - loss: 0.3218 - acc: 0.8621
3850/20000 [====>.........................] - ETA: 8:34 - loss: 0.3232 - acc: 0.8616
3900/20000 [====>.........................] - ETA: 8:33 - loss: 0.3236 - acc: 0.8610
3950/20000 [====>.........................] - ETA: 8:31 - loss: 0.3226 - acc: 0.8620
4000/20000 [=====>........................] - ETA: 8:30 - loss: 0.3217 - acc: 0.8627
4050/20000 [=====>........................] - ETA: 8:28 - loss: 0.3205 - acc: 0.8635
4100/20000 [=====>........................] - ETA: 8:27 - loss: 0.3199 - acc: 0.8634
4150/20000 [=====>........................] - ETA: 8:25 - loss: 0.3221 - acc: 0.8624
4200/20000 [=====>........................] - ETA: 8:23 - loss: 0.3231 - acc: 0.8619
4250/20000 [=====>........................] - ETA: 8:22 - loss: 0.3229 - acc: 0.8619
4300/20000 [=====>........................] - ETA: 8:20 - loss: 0.3226 - acc: 0.8623
4350/20000 [=====>........................] - ETA: 8:18 - loss: 0.3223 - acc: 0.8628
4400/20000 [=====>........................] - ETA: 8:17 - loss: 0.3227 - acc: 0.8625
4450/20000 [=====>........................] - ETA: 8:15 - loss: 0.3254 - acc: 0.8613
4500/20000 [=====>........................] - ETA: 8:13 - loss: 0.3237 - acc: 0.8627
4550/20000 [=====>........................] - ETA: 8:12 - loss: 0.3226 - acc: 0.8631
4600/20000 [=====>........................] - ETA: 8:10 - loss: 0.3234 - acc: 0.8628
4650/20000 [=====>........................] - ETA: 8:08 - loss: 0.3232 - acc: 0.8628
4700/20000 [======>.......................] - ETA: 8:06 - loss: 0.3224 - acc: 0.8632
4750/20000 [======>.......................] - ETA: 8:04 - loss: 0.3229 - acc: 0.8625
4800/20000 [======>.......................] - ETA: 8:03 - loss: 0.3237 - acc: 0.8623
4850/20000 [======>.......................] - ETA: 8:02 - loss: 0.3239 - acc: 0.8619
4900/20000 [======>.......................] - ETA: 8:00 - loss: 0.3244 - acc: 0.8614
4950/20000 [======>.......................] - ETA: 7:58 - loss: 0.3243 - acc: 0.8606
5000/20000 [======>.......................] - ETA: 7:57 - loss: 0.3236 - acc: 0.8608
5050/20000 [======>.......................] - ETA: 7:55 - loss: 0.3231 - acc: 0.8610
5100/20000 [======>.......................] - ETA: 7:54 - loss: 0.3228 - acc: 0.8612
5150/20000 [======>.......................] - ETA: 7:51 - loss: 0.3211 - acc: 0.8621
5200/20000 [======>.......................] - ETA: 7:50 - loss: 0.3236 - acc: 0.8613
5250/20000 [======>.......................] - ETA: 7:48 - loss: 0.3243 - acc: 0.8608
5300/20000 [======>.......................] - ETA: 7:46 - loss: 0.3235 - acc: 0.8609
5350/20000 [=======>......................] - ETA: 7:44 - loss: 0.3236 - acc: 0.8606
5400/20000 [=======>......................] - ETA: 7:42 - loss: 0.3241 - acc: 0.8606
5450/20000 [=======>......................] - ETA: 7:40 - loss: 0.3245 - acc: 0.8606
5500/20000 [=======>......................] - ETA: 7:39 - loss: 0.3233 - acc: 0.8607
5550/20000 [=======>......................] - ETA: 7:37 - loss: 0.3236 - acc: 0.8602
5600/20000 [=======>......................] - ETA: 7:35 - loss: 0.3229 - acc: 0.8607
5650/20000 [=======>......................] - ETA: 7:34 - loss: 0.3241 - acc: 0.8602
5700/20000 [=======>......................] - ETA: 7:32 - loss: 0.3247 - acc: 0.8596
5750/20000 [=======>......................] - ETA: 7:31 - loss: 0.3258 - acc: 0.8588
5800/20000 [=======>......................] - ETA: 7:29 - loss: 0.3265 - acc: 0.8579
5850/20000 [=======>......................] - ETA: 7:27 - loss: 0.3269 - acc: 0.8578
5900/20000 [=======>......................] - ETA: 7:25 - loss: 0.3268 - acc: 0.8585
5950/20000 [=======>......................] - ETA: 7:24 - loss: 0.3270 - acc: 0.8582
6000/20000 [========>.....................] - ETA: 7:22 - loss: 0.3268 - acc: 0.8585
6050/20000 [========>.....................] - ETA: 7:21 - loss: 0.3267 - acc: 0.8585
6100/20000 [========>.....................] - ETA: 7:19 - loss: 0.3262 - acc: 0.8590
6150/20000 [========>.....................] - ETA: 7:18 - loss: 0.3261 - acc: 0.8590
6200/20000 [========>.....................] - ETA: 7:16 - loss: 0.3256 - acc: 0.8592
6250/20000 [========>.....................] - ETA: 7:14 - loss: 0.3272 - acc: 0.8584
6300/20000 [========>.....................] - ETA: 7:12 - loss: 0.3263 - acc: 0.8587
6350/20000 [========>.....................] - ETA: 7:11 - loss: 0.3257 - acc: 0.8591
6400/20000 [========>.....................] - ETA: 7:09 - loss: 0.3247 - acc: 0.8595
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6500/20000 [========>.....................] - ETA: 7:07 - loss: 0.3250 - acc: 0.8591
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6700/20000 [=========>....................] - ETA: 7:00 - loss: 0.3239 - acc: 0.8596
6750/20000 [=========>....................] - ETA: 6:59 - loss: 0.3244 - acc: 0.8596
6800/20000 [=========>....................] - ETA: 6:57 - loss: 0.3231 - acc: 0.8601
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7000/20000 [=========>....................] - ETA: 6:51 - loss: 0.3257 - acc: 0.8591
7050/20000 [=========>....................] - ETA: 6:49 - loss: 0.3255 - acc: 0.8593
7100/20000 [=========>....................] - ETA: 6:48 - loss: 0.3269 - acc: 0.8586
7150/20000 [=========>....................] - ETA: 6:46 - loss: 0.3262 - acc: 0.8590
7200/20000 [=========>....................] - ETA: 6:44 - loss: 0.3263 - acc: 0.8590
7250/20000 [=========>....................] - ETA: 6:43 - loss: 0.3264 - acc: 0.8590
7300/20000 [=========>....................] - ETA: 6:41 - loss: 0.3275 - acc: 0.8585
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7400/20000 [==========>...................] - ETA: 6:38 - loss: 0.3288 - acc: 0.8581
7450/20000 [==========>...................] - ETA: 6:37 - loss: 0.3284 - acc: 0.8584
7500/20000 [==========>...................] - ETA: 6:35 - loss: 0.3287 - acc: 0.8580
7550/20000 [==========>...................] - ETA: 6:34 - loss: 0.3296 - acc: 0.8575
7600/20000 [==========>...................] - ETA: 6:32 - loss: 0.3294 - acc: 0.8576
7650/20000 [==========>...................] - ETA: 6:30 - loss: 0.3294 - acc: 0.8574
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7800/20000 [==========>...................] - ETA: 6:26 - loss: 0.3290 - acc: 0.8578
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7900/20000 [==========>...................] - ETA: 6:22 - loss: 0.3296 - acc: 0.8577
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8000/20000 [===========>..................] - ETA: 6:19 - loss: 0.3300 - acc: 0.8572
8050/20000 [===========>..................] - ETA: 6:18 - loss: 0.3304 - acc: 0.8573
8100/20000 [===========>..................] - ETA: 6:16 - loss: 0.3306 - acc: 0.8570
8150/20000 [===========>..................] - ETA: 6:15 - loss: 0.3315 - acc: 0.8567
8200/20000 [===========>..................] - ETA: 6:13 - loss: 0.3314 - acc: 0.8568
8250/20000 [===========>..................] - ETA: 6:11 - loss: 0.3317 - acc: 0.8565
8300/20000 [===========>..................] - ETA: 6:10 - loss: 0.3320 - acc: 0.8560
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8400/20000 [===========>..................] - ETA: 6:07 - loss: 0.3330 - acc: 0.8554
8450/20000 [===========>..................] - ETA: 6:05 - loss: 0.3333 - acc: 0.8549
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8800/20000 [============>.................] - ETA: 5:54 - loss: 0.3332 - acc: 0.8549
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8900/20000 [============>.................] - ETA: 5:51 - loss: 0.3339 - acc: 0.8543
8950/20000 [============>.................] - ETA: 5:50 - loss: 0.3338 - acc: 0.8542
9000/20000 [============>.................] - ETA: 5:48 - loss: 0.3341 - acc: 0.8539
9050/20000 [============>.................] - ETA: 5:47 - loss: 0.3338 - acc: 0.8540
9100/20000 [============>.................] - ETA: 5:45 - loss: 0.3334 - acc: 0.8543
9150/20000 [============>.................] - ETA: 5:43 - loss: 0.3342 - acc: 0.8537
9200/20000 [============>.................] - ETA: 5:42 - loss: 0.3342 - acc: 0.8536
9250/20000 [============>.................] - ETA: 5:40 - loss: 0.3347 - acc: 0.8533
9300/20000 [============>.................] - ETA: 5:39 - loss: 0.3349 - acc: 0.8533
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10150/20000 [==============>...............] - ETA: 5:11 - loss: 0.3350 - acc: 0.8527
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10300/20000 [==============>...............] - ETA: 5:07 - loss: 0.3353 - acc: 0.8523
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10550/20000 [==============>...............] - ETA: 4:59 - loss: 0.3362 - acc: 0.8521
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11800/20000 [================>.............] - ETA: 4:19 - loss: 0.3358 - acc: 0.8520
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12000/20000 [=================>............] - ETA: 4:12 - loss: 0.3346 - acc: 0.8522
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12100/20000 [=================>............] - ETA: 4:09 - loss: 0.3339 - acc: 0.8526
12150/20000 [=================>............] - ETA: 4:08 - loss: 0.3336 - acc: 0.8527
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12250/20000 [=================>............] - ETA: 4:04 - loss: 0.3333 - acc: 0.8531
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15050/20000 [=====================>........] - ETA: 2:36 - loss: 0.3344 - acc: 0.8526
15100/20000 [=====================>........] - ETA: 2:34 - loss: 0.3348 - acc: 0.8523
15150/20000 [=====================>........] - ETA: 2:33 - loss: 0.3348 - acc: 0.8524
15200/20000 [=====================>........] - ETA: 2:31 - loss: 0.3343 - acc: 0.8528
15250/20000 [=====================>........] - ETA: 2:29 - loss: 0.3342 - acc: 0.8529
15300/20000 [=====================>........] - ETA: 2:28 - loss: 0.3339 - acc: 0.8529
15350/20000 [======================>.......] - ETA: 2:26 - loss: 0.3339 - acc: 0.8530
15400/20000 [======================>.......] - ETA: 2:25 - loss: 0.3337 - acc: 0.8532
15450/20000 [======================>.......] - ETA: 2:23 - loss: 0.3342 - acc: 0.8529
15500/20000 [======================>.......] - ETA: 2:21 - loss: 0.3341 - acc: 0.8530
15550/20000 [======================>.......] - ETA: 2:20 - loss: 0.3341 - acc: 0.8532
15600/20000 [======================>.......] - ETA: 2:18 - loss: 0.3340 - acc: 0.8533
15650/20000 [======================>.......] - ETA: 2:17 - loss: 0.3340 - acc: 0.8532
15700/20000 [======================>.......] - ETA: 2:15 - loss: 0.3338 - acc: 0.8532
15750/20000 [======================>.......] - ETA: 2:13 - loss: 0.3336 - acc: 0.8534
15800/20000 [======================>.......] - ETA: 2:12 - loss: 0.3338 - acc: 0.8534
15850/20000 [======================>.......] - ETA: 2:10 - loss: 0.3336 - acc: 0.8534
15900/20000 [======================>.......] - ETA: 2:09 - loss: 0.3339 - acc: 0.8533
15950/20000 [======================>.......] - ETA: 2:07 - loss: 0.3340 - acc: 0.8532
16000/20000 [=======================>......] - ETA: 2:05 - loss: 0.3338 - acc: 0.8533
16050/20000 [=======================>......] - ETA: 2:04 - loss: 0.3334 - acc: 0.8535
16100/20000 [=======================>......] - ETA: 2:02 - loss: 0.3330 - acc: 0.8537
16150/20000 [=======================>......] - ETA: 2:01 - loss: 0.3333 - acc: 0.8535
16200/20000 [=======================>......] - ETA: 1:59 - loss: 0.3331 - acc: 0.8536
16250/20000 [=======================>......] - ETA: 1:58 - loss: 0.3335 - acc: 0.8534
16300/20000 [=======================>......] - ETA: 1:56 - loss: 0.3332 - acc: 0.8536
16350/20000 [=======================>......] - ETA: 1:54 - loss: 0.3335 - acc: 0.8533
16400/20000 [=======================>......] - ETA: 1:53 - loss: 0.3336 - acc: 0.8534
16450/20000 [=======================>......] - ETA: 1:51 - loss: 0.3336 - acc: 0.8532
16500/20000 [=======================>......] - ETA: 1:50 - loss: 0.3338 - acc: 0.8531
16550/20000 [=======================>......] - ETA: 1:48 - loss: 0.3340 - acc: 0.8531
16600/20000 [=======================>......] - ETA: 1:47 - loss: 0.3337 - acc: 0.8533
16650/20000 [=======================>......] - ETA: 1:45 - loss: 0.3337 - acc: 0.8533
16700/20000 [========================>.....] - ETA: 1:44 - loss: 0.3333 - acc: 0.8535
16750/20000 [========================>.....] - ETA: 1:42 - loss: 0.3333 - acc: 0.8534
16800/20000 [========================>.....] - ETA: 1:40 - loss: 0.3332 - acc: 0.8535
16850/20000 [========================>.....] - ETA: 1:39 - loss: 0.3333 - acc: 0.8534
16900/20000 [========================>.....] - ETA: 1:37 - loss: 0.3335 - acc: 0.8534
16950/20000 [========================>.....] - ETA: 1:36 - loss: 0.3337 - acc: 0.8533
17000/20000 [========================>.....] - ETA: 1:34 - loss: 0.3340 - acc: 0.8531
17050/20000 [========================>.....] - ETA: 1:32 - loss: 0.3340 - acc: 0.8530
17100/20000 [========================>.....] - ETA: 1:31 - loss: 0.3338 - acc: 0.8530
17150/20000 [========================>.....] - ETA: 1:29 - loss: 0.3340 - acc: 0.8529
17200/20000 [========================>.....] - ETA: 1:28 - loss: 0.3343 - acc: 0.8527
17250/20000 [========================>.....] - ETA: 1:26 - loss: 0.3342 - acc: 0.8528
17300/20000 [========================>.....] - ETA: 1:25 - loss: 0.3342 - acc: 0.8527
17350/20000 [=========================>....] - ETA: 1:23 - loss: 0.3344 - acc: 0.8526
17400/20000 [=========================>....] - ETA: 1:21 - loss: 0.3344 - acc: 0.8526
17450/20000 [=========================>....] - ETA: 1:20 - loss: 0.3344 - acc: 0.8525
17500/20000 [=========================>....] - ETA: 1:18 - loss: 0.3342 - acc: 0.8525
17550/20000 [=========================>....] - ETA: 1:17 - loss: 0.3341 - acc: 0.8525
17600/20000 [=========================>....] - ETA: 1:15 - loss: 0.3339 - acc: 0.8527
17650/20000 [=========================>....] - ETA: 1:14 - loss: 0.3339 - acc: 0.8527
17700/20000 [=========================>....] - ETA: 1:12 - loss: 0.3339 - acc: 0.8528
17750/20000 [=========================>....] - ETA: 1:10 - loss: 0.3340 - acc: 0.8528
17800/20000 [=========================>....] - ETA: 1:09 - loss: 0.3342 - acc: 0.8526
17850/20000 [=========================>....] - ETA: 1:07 - loss: 0.3342 - acc: 0.8525
17900/20000 [=========================>....] - ETA: 1:06 - loss: 0.3348 - acc: 0.8521
17950/20000 [=========================>....] - ETA: 1:04 - loss: 0.3348 - acc: 0.8520
18000/20000 [==========================>...] - ETA: 1:03 - loss: 0.3352 - acc: 0.8517
18050/20000 [==========================>...] - ETA: 1:01 - loss: 0.3357 - acc: 0.8516
18100/20000 [==========================>...] - ETA: 59s - loss: 0.3355 - acc: 0.8517
18150/20000 [==========================>...] - ETA: 58s - loss: 0.3354 - acc: 0.8518
18200/20000 [==========================>...] - ETA: 56s - loss: 0.3352 - acc: 0.8519
18250/20000 [==========================>...] - ETA: 55s - loss: 0.3349 - acc: 0.8521
18300/20000 [==========================>...] - ETA: 53s - loss: 0.3351 - acc: 0.8519
18350/20000 [==========================>...] - ETA: 51s - loss: 0.3353 - acc: 0.8518
18400/20000 [==========================>...] - ETA: 50s - loss: 0.3351 - acc: 0.8520
18450/20000 [==========================>...] - ETA: 48s - loss: 0.3353 - acc: 0.8519
18500/20000 [==========================>...] - ETA: 47s - loss: 0.3351 - acc: 0.8519
18550/20000 [==========================>...] - ETA: 45s - loss: 0.3351 - acc: 0.8520
18600/20000 [==========================>...] - ETA: 44s - loss: 0.3349 - acc: 0.8521
18650/20000 [==========================>...] - ETA: 42s - loss: 0.3350 - acc: 0.8520
18700/20000 [===========================>..] - ETA: 40s - loss: 0.3351 - acc: 0.8520
18750/20000 [===========================>..] - ETA: 39s - loss: 0.3351 - acc: 0.8521
18800/20000 [===========================>..] - ETA: 37s - loss: 0.3351 - acc: 0.8520
18850/20000 [===========================>..] - ETA: 36s - loss: 0.3353 - acc: 0.8519
18900/20000 [===========================>..] - ETA: 34s - loss: 0.3350 - acc: 0.8520
18950/20000 [===========================>..] - ETA: 33s - loss: 0.3353 - acc: 0.8520
19000/20000 [===========================>..] - ETA: 31s - loss: 0.3351 - acc: 0.8521
19050/20000 [===========================>..] - ETA: 29s - loss: 0.3351 - acc: 0.8522
19100/20000 [===========================>..] - ETA: 28s - loss: 0.3350 - acc: 0.8522
19150/20000 [===========================>..] - ETA: 26s - loss: 0.3347 - acc: 0.8524
19200/20000 [===========================>..] - ETA: 25s - loss: 0.3348 - acc: 0.8522
19250/20000 [===========================>..] - ETA: 23s - loss: 0.3353 - acc: 0.8520
19300/20000 [===========================>..] - ETA: 22s - loss: 0.3354 - acc: 0.8520
19350/20000 [============================>.] - ETA: 20s - loss: 0.3352 - acc: 0.8520
19400/20000 [============================>.] - ETA: 18s - loss: 0.3354 - acc: 0.8519
19450/20000 [============================>.] - ETA: 17s - loss: 0.3352 - acc: 0.8520
19500/20000 [============================>.] - ETA: 15s - loss: 0.3357 - acc: 0.8517
19550/20000 [============================>.] - ETA: 14s - loss: 0.3361 - acc: 0.8515
19600/20000 [============================>.] - ETA: 12s - loss: 0.3361 - acc: 0.8515
19650/20000 [============================>.] - ETA: 11s - loss: 0.3366 - acc: 0.8511
19700/20000 [============================>.] - ETA: 9s - loss: 0.3368 - acc: 0.8510
19750/20000 [============================>.] - ETA: 7s - loss: 0.3371 - acc: 0.8508
19800/20000 [============================>.] - ETA: 6s - loss: 0.3371 - acc: 0.8508
19850/20000 [============================>.] - ETA: 4s - loss: 0.3371 - acc: 0.8509
19900/20000 [============================>.] - ETA: 3s - loss: 0.3374 - acc: 0.8506
19950/20000 [============================>.] - ETA: 1s - loss: 0.3375 - acc: 0.8504
20000/20000 [==============================] - 641s 32ms/step - loss: 0.3378 - acc: 0.8502 - val_loss: 0.5696 - val_acc: 0.7294
Epoch 9/50
50/20000 [..............................] - ETA: 10:09 - loss: 0.2270 - acc: 0.9200
100/20000 [..............................] - ETA: 10:29 - loss: 0.2365 - acc: 0.9200
150/20000 [..............................] - ETA: 10:19 - loss: 0.2799 - acc: 0.9000
200/20000 [..............................] - ETA: 10:09 - loss: 0.2708 - acc: 0.8900
250/20000 [..............................] - ETA: 10:28 - loss: 0.2702 - acc: 0.8880
300/20000 [..............................] - ETA: 10:17 - loss: 0.2626 - acc: 0.8933
350/20000 [..............................] - ETA: 10:20 - loss: 0.2722 - acc: 0.8829
400/20000 [..............................] - ETA: 10:17 - loss: 0.2753 - acc: 0.8850
450/20000 [..............................] - ETA: 10:12 - loss: 0.2822 - acc: 0.8844
500/20000 [..............................] - ETA: 10:15 - loss: 0.2839 - acc: 0.8800
550/20000 [..............................] - ETA: 10:21 - loss: 0.2971 - acc: 0.8745
600/20000 [..............................] - ETA: 10:15 - loss: 0.2930 - acc: 0.8733
650/20000 [..............................] - ETA: 10:19 - loss: 0.2843 - acc: 0.8754
700/20000 [>.............................] - ETA: 10:17 - loss: 0.2924 - acc: 0.8700
750/20000 [>.............................] - ETA: 10:15 - loss: 0.2943 - acc: 0.8707
800/20000 [>.............................] - ETA: 10:15 - loss: 0.2965 - acc: 0.8687
850/20000 [>.............................] - ETA: 10:18 - loss: 0.3028 - acc: 0.8671
900/20000 [>.............................] - ETA: 10:16 - loss: 0.3054 - acc: 0.8644
950/20000 [>.............................] - ETA: 10:14 - loss: 0.2992 - acc: 0.8695
1000/20000 [>.............................] - ETA: 10:13 - loss: 0.3029 - acc: 0.8660
1050/20000 [>.............................] - ETA: 10:12 - loss: 0.3007 - acc: 0.8676
1100/20000 [>.............................] - ETA: 10:10 - loss: 0.3003 - acc: 0.8691
1150/20000 [>.............................] - ETA: 10:10 - loss: 0.3007 - acc: 0.8678
1200/20000 [>.............................] - ETA: 10:07 - loss: 0.2980 - acc: 0.8692
1250/20000 [>.............................] - ETA: 10:06 - loss: 0.2992 - acc: 0.8688
1300/20000 [>.............................] - ETA: 10:02 - loss: 0.3043 - acc: 0.8662
1350/20000 [=>............................] - ETA: 10:01 - loss: 0.3057 - acc: 0.8652
1400/20000 [=>............................] - ETA: 9:59 - loss: 0.3095 - acc: 0.8629
1450/20000 [=>............................] - ETA: 9:56 - loss: 0.3048 - acc: 0.8662
1500/20000 [=>............................] - ETA: 9:54 - loss: 0.3016 - acc: 0.8673
1550/20000 [=>............................] - ETA: 9:52 - loss: 0.3031 - acc: 0.8665
1600/20000 [=>............................] - ETA: 9:52 - loss: 0.3027 - acc: 0.8662
1650/20000 [=>............................] - ETA: 9:48 - loss: 0.3048 - acc: 0.8642
1700/20000 [=>............................] - ETA: 9:47 - loss: 0.3033 - acc: 0.8635
1750/20000 [=>............................] - ETA: 9:45 - loss: 0.3057 - acc: 0.8629
1800/20000 [=>............................] - ETA: 9:44 - loss: 0.3058 - acc: 0.8628
1850/20000 [=>............................] - ETA: 9:44 - loss: 0.3069 - acc: 0.8622
1900/20000 [=>............................] - ETA: 9:43 - loss: 0.3062 - acc: 0.8621
1950/20000 [=>............................] - ETA: 9:42 - loss: 0.3059 - acc: 0.8631
2000/20000 [==>...........................] - ETA: 9:39 - loss: 0.3061 - acc: 0.8620
2050/20000 [==>...........................] - ETA: 9:37 - loss: 0.3058 - acc: 0.8634
2100/20000 [==>...........................] - ETA: 9:36 - loss: 0.3047 - acc: 0.8643
2150/20000 [==>...........................] - ETA: 9:34 - loss: 0.3034 - acc: 0.8651
2200/20000 [==>...........................] - ETA: 9:33 - loss: 0.3052 - acc: 0.8650
2250/20000 [==>...........................] - ETA: 9:30 - loss: 0.3064 - acc: 0.8636
2300/20000 [==>...........................] - ETA: 9:28 - loss: 0.3087 - acc: 0.8622
2350/20000 [==>...........................] - ETA: 9:25 - loss: 0.3055 - acc: 0.8630
2400/20000 [==>...........................] - ETA: 9:23 - loss: 0.3070 - acc: 0.8617
2450/20000 [==>...........................] - ETA: 9:21 - loss: 0.3056 - acc: 0.8616
2500/20000 [==>...........................] - ETA: 9:18 - loss: 0.3053 - acc: 0.8620
2550/20000 [==>...........................] - ETA: 9:17 - loss: 0.3067 - acc: 0.8616
2600/20000 [==>...........................] - ETA: 9:16 - loss: 0.3061 - acc: 0.8619
2650/20000 [==>...........................] - ETA: 9:14 - loss: 0.3068 - acc: 0.8604
2700/20000 [===>..........................] - ETA: 9:12 - loss: 0.3055 - acc: 0.8607
2750/20000 [===>..........................] - ETA: 9:10 - loss: 0.3045 - acc: 0.8604
2800/20000 [===>..........................] - ETA: 9:08 - loss: 0.3038 - acc: 0.8611
2850/20000 [===>..........................] - ETA: 9:06 - loss: 0.3057 - acc: 0.8600
2900/20000 [===>..........................] - ETA: 9:04 - loss: 0.3043 - acc: 0.8603
2950/20000 [===>..........................] - ETA: 9:02 - loss: 0.3051 - acc: 0.8597
3000/20000 [===>..........................] - ETA: 9:02 - loss: 0.3038 - acc: 0.8607
3050/20000 [===>..........................] - ETA: 9:00 - loss: 0.3052 - acc: 0.8613
3100/20000 [===>..........................] - ETA: 8:59 - loss: 0.3075 - acc: 0.8600
3150/20000 [===>..........................] - ETA: 8:57 - loss: 0.3073 - acc: 0.8606
3200/20000 [===>..........................] - ETA: 8:55 - loss: 0.3060 - acc: 0.8616
3250/20000 [===>..........................] - ETA: 8:53 - loss: 0.3053 - acc: 0.8612
3300/20000 [===>..........................] - ETA: 8:51 - loss: 0.3062 - acc: 0.8609
3350/20000 [====>.........................] - ETA: 8:49 - loss: 0.3068 - acc: 0.8603
3400/20000 [====>.........................] - ETA: 8:48 - loss: 0.3089 - acc: 0.8594
3450/20000 [====>.........................] - ETA: 8:46 - loss: 0.3085 - acc: 0.8597
3500/20000 [====>.........................] - ETA: 8:44 - loss: 0.3101 - acc: 0.8589
3550/20000 [====>.........................] - ETA: 8:42 - loss: 0.3096 - acc: 0.8592
3600/20000 [====>.........................] - ETA: 8:40 - loss: 0.3093 - acc: 0.8589
3650/20000 [====>.........................] - ETA: 8:39 - loss: 0.3079 - acc: 0.8595
3700/20000 [====>.........................] - ETA: 8:37 - loss: 0.3066 - acc: 0.8603
3750/20000 [====>.........................] - ETA: 8:36 - loss: 0.3071 - acc: 0.8600
3800/20000 [====>.........................] - ETA: 8:34 - loss: 0.3066 - acc: 0.8608
3850/20000 [====>.........................] - ETA: 8:32 - loss: 0.3055 - acc: 0.8613
3900/20000 [====>.........................] - ETA: 8:30 - loss: 0.3068 - acc: 0.8605
3950/20000 [====>.........................] - ETA: 8:29 - loss: 0.3058 - acc: 0.8618
4000/20000 [=====>........................] - ETA: 8:28 - loss: 0.3070 - acc: 0.8612
4050/20000 [=====>........................] - ETA: 8:27 - loss: 0.3067 - acc: 0.8617
4100/20000 [=====>........................] - ETA: 8:26 - loss: 0.3066 - acc: 0.8620
4150/20000 [=====>........................] - ETA: 8:23 - loss: 0.3071 - acc: 0.8619
4200/20000 [=====>........................] - ETA: 8:21 - loss: 0.3062 - acc: 0.8626
4250/20000 [=====>........................] - ETA: 8:19 - loss: 0.3068 - acc: 0.8624
4300/20000 [=====>........................] - ETA: 8:17 - loss: 0.3066 - acc: 0.8626
4350/20000 [=====>........................] - ETA: 8:16 - loss: 0.3073 - acc: 0.8618
4400/20000 [=====>........................] - ETA: 8:15 - loss: 0.3087 - acc: 0.8614
4450/20000 [=====>........................] - ETA: 8:13 - loss: 0.3080 - acc: 0.8620
4500/20000 [=====>........................] - ETA: 8:13 - loss: 0.3084 - acc: 0.8620
4550/20000 [=====>........................] - ETA: 8:12 - loss: 0.3083 - acc: 0.8629
4600/20000 [=====>........................] - ETA: 8:10 - loss: 0.3092 - acc: 0.8628
4650/20000 [=====>........................] - ETA: 8:10 - loss: 0.3097 - acc: 0.8624
4700/20000 [======>.......................] - ETA: 8:13 - loss: 0.3096 - acc: 0.8628
4750/20000 [======>.......................] - ETA: 8:13 - loss: 0.3089 - acc: 0.8627
4800/20000 [======>.......................] - ETA: 8:13 - loss: 0.3091 - acc: 0.8627
4850/20000 [======>.......................] - ETA: 8:13 - loss: 0.3093 - acc: 0.8627
4900/20000 [======>.......................] - ETA: 8:12 - loss: 0.3090 - acc: 0.8629
4950/20000 [======>.......................] - ETA: 8:12 - loss: 0.3086 - acc: 0.8630
5000/20000 [======>.......................] - ETA: 8:12 - loss: 0.3082 - acc: 0.8630
5050/20000 [======>.......................] - ETA: 8:12 - loss: 0.3086 - acc: 0.8628
5100/20000 [======>.......................] - ETA: 8:11 - loss: 0.3089 - acc: 0.8627
5150/20000 [======>.......................] - ETA: 8:09 - loss: 0.3090 - acc: 0.8629
5200/20000 [======>.......................] - ETA: 8:07 - loss: 0.3095 - acc: 0.8625
5250/20000 [======>.......................] - ETA: 8:06 - loss: 0.3097 - acc: 0.8625
5300/20000 [======>.......................] - ETA: 8:05 - loss: 0.3099 - acc: 0.8625
5350/20000 [=======>......................] - ETA: 8:04 - loss: 0.3094 - acc: 0.8628
5400/20000 [=======>......................] - ETA: 8:02 - loss: 0.3093 - acc: 0.8626
5450/20000 [=======>......................] - ETA: 8:01 - loss: 0.3099 - acc: 0.8622
5500/20000 [=======>......................] - ETA: 7:59 - loss: 0.3111 - acc: 0.8609
5550/20000 [=======>......................] - ETA: 7:58 - loss: 0.3112 - acc: 0.8605
5600/20000 [=======>......................] - ETA: 7:56 - loss: 0.3109 - acc: 0.8607
5650/20000 [=======>......................] - ETA: 7:54 - loss: 0.3104 - acc: 0.8607
5700/20000 [=======>......................] - ETA: 7:53 - loss: 0.3103 - acc: 0.8604
5750/20000 [=======>......................] - ETA: 7:51 - loss: 0.3100 - acc: 0.8610
5800/20000 [=======>......................] - ETA: 7:49 - loss: 0.3093 - acc: 0.8612
5850/20000 [=======>......................] - ETA: 7:49 - loss: 0.3088 - acc: 0.8614
5900/20000 [=======>......................] - ETA: 7:48 - loss: 0.3087 - acc: 0.8612
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6000/20000 [========>.....................] - ETA: 7:46 - loss: 0.3094 - acc: 0.8613
6050/20000 [========>.....................] - ETA: 7:44 - loss: 0.3096 - acc: 0.8615
6100/20000 [========>.....................] - ETA: 7:43 - loss: 0.3087 - acc: 0.8618
6150/20000 [========>.....................] - ETA: 7:42 - loss: 0.3089 - acc: 0.8620
6200/20000 [========>.....................] - ETA: 7:40 - loss: 0.3077 - acc: 0.8624
6250/20000 [========>.....................] - ETA: 7:39 - loss: 0.3073 - acc: 0.8622
6300/20000 [========>.....................] - ETA: 7:37 - loss: 0.3066 - acc: 0.8625
6350/20000 [========>.....................] - ETA: 7:36 - loss: 0.3071 - acc: 0.8625
6400/20000 [========>.....................] - ETA: 7:35 - loss: 0.3072 - acc: 0.8628
6450/20000 [========>.....................] - ETA: 7:34 - loss: 0.3069 - acc: 0.8626
6500/20000 [========>.....................] - ETA: 7:33 - loss: 0.3078 - acc: 0.8626
6550/20000 [========>.....................] - ETA: 7:31 - loss: 0.3075 - acc: 0.8626
6600/20000 [========>.....................] - ETA: 7:29 - loss: 0.3067 - acc: 0.8632
6650/20000 [========>.....................] - ETA: 7:27 - loss: 0.3070 - acc: 0.8633
6700/20000 [=========>....................] - ETA: 7:26 - loss: 0.3069 - acc: 0.8633
6750/20000 [=========>....................] - ETA: 7:24 - loss: 0.3076 - acc: 0.8628
6800/20000 [=========>....................] - ETA: 7:23 - loss: 0.3065 - acc: 0.8634
6850/20000 [=========>....................] - ETA: 7:21 - loss: 0.3068 - acc: 0.8631
6900/20000 [=========>....................] - ETA: 7:19 - loss: 0.3074 - acc: 0.8623
6950/20000 [=========>....................] - ETA: 7:17 - loss: 0.3066 - acc: 0.8627
7000/20000 [=========>....................] - ETA: 7:16 - loss: 0.3061 - acc: 0.8633
7050/20000 [=========>....................] - ETA: 7:14 - loss: 0.3057 - acc: 0.8635
7100/20000 [=========>....................] - ETA: 7:12 - loss: 0.3052 - acc: 0.8637
7150/20000 [=========>....................] - ETA: 7:11 - loss: 0.3050 - acc: 0.8636
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19450/20000 [============================>.] - ETA: 18s - loss: 0.3143 - acc: 0.8614
19500/20000 [============================>.] - ETA: 16s - loss: 0.3142 - acc: 0.8614
19550/20000 [============================>.] - ETA: 15s - loss: 0.3141 - acc: 0.8614
19600/20000 [============================>.] - ETA: 13s - loss: 0.3142 - acc: 0.8615
19650/20000 [============================>.] - ETA: 11s - loss: 0.3141 - acc: 0.8616
19700/20000 [============================>.] - ETA: 10s - loss: 0.3141 - acc: 0.8615
19750/20000 [============================>.] - ETA: 8s - loss: 0.3139 - acc: 0.8616
19800/20000 [============================>.] - ETA: 6s - loss: 0.3136 - acc: 0.8618
19850/20000 [============================>.] - ETA: 5s - loss: 0.3135 - acc: 0.8619
19900/20000 [============================>.] - ETA: 3s - loss: 0.3132 - acc: 0.8621
19950/20000 [============================>.] - ETA: 1s - loss: 0.3128 - acc: 0.8623
20000/20000 [==============================] - 687s 34ms/step - loss: 0.3128 - acc: 0.8622 - val_loss: 0.4606 - val_acc: 0.8032
Epoch 10/50
50/20000 [..............................] - ETA: 11:05 - loss: 0.2248 - acc: 0.9200
100/20000 [..............................] - ETA: 11:01 - loss: 0.2803 - acc: 0.8600
150/20000 [..............................] - ETA: 10:55 - loss: 0.2836 - acc: 0.8733
200/20000 [..............................] - ETA: 10:52 - loss: 0.2728 - acc: 0.8800
250/20000 [..............................] - ETA: 10:48 - loss: 0.2874 - acc: 0.8560
300/20000 [..............................] - ETA: 10:41 - loss: 0.2754 - acc: 0.8667
350/20000 [..............................] - ETA: 10:44 - loss: 0.2813 - acc: 0.8657
400/20000 [..............................] - ETA: 10:45 - loss: 0.2885 - acc: 0.8625
450/20000 [..............................] - ETA: 10:40 - loss: 0.2936 - acc: 0.8644
500/20000 [..............................] - ETA: 10:43 - loss: 0.3104 - acc: 0.8560
550/20000 [..............................] - ETA: 10:45 - loss: 0.3155 - acc: 0.8582
600/20000 [..............................] - ETA: 10:42 - loss: 0.3091 - acc: 0.8583
650/20000 [..............................] - ETA: 10:42 - loss: 0.3189 - acc: 0.8569
700/20000 [>.............................] - ETA: 10:43 - loss: 0.3097 - acc: 0.8629
750/20000 [>.............................] - ETA: 10:43 - loss: 0.3092 - acc: 0.8667
800/20000 [>.............................] - ETA: 10:40 - loss: 0.3088 - acc: 0.8675
850/20000 [>.............................] - ETA: 10:38 - loss: 0.3043 - acc: 0.8694
900/20000 [>.............................] - ETA: 10:39 - loss: 0.3018 - acc: 0.8700
950/20000 [>.............................] - ETA: 10:37 - loss: 0.2950 - acc: 0.8747
1000/20000 [>.............................] - ETA: 10:39 - loss: 0.3018 - acc: 0.8710
1050/20000 [>.............................] - ETA: 10:38 - loss: 0.3001 - acc: 0.8724
1100/20000 [>.............................] - ETA: 10:35 - loss: 0.2978 - acc: 0.8755
1150/20000 [>.............................] - ETA: 10:35 - loss: 0.2985 - acc: 0.8757
1200/20000 [>.............................] - ETA: 10:32 - loss: 0.2990 - acc: 0.8758
1250/20000 [>.............................] - ETA: 10:32 - loss: 0.3006 - acc: 0.8760
1300/20000 [>.............................] - ETA: 10:28 - loss: 0.2997 - acc: 0.8738
1350/20000 [=>............................] - ETA: 10:27 - loss: 0.3000 - acc: 0.8719
1400/20000 [=>............................] - ETA: 10:28 - loss: 0.2982 - acc: 0.8714
1450/20000 [=>............................] - ETA: 10:28 - loss: 0.3029 - acc: 0.8690
1500/20000 [=>............................] - ETA: 10:27 - loss: 0.3033 - acc: 0.8700
1550/20000 [=>............................] - ETA: 10:27 - loss: 0.3010 - acc: 0.8710
1600/20000 [=>............................] - ETA: 10:26 - loss: 0.2963 - acc: 0.8737
1650/20000 [=>............................] - ETA: 10:24 - loss: 0.2930 - acc: 0.8752
1700/20000 [=>............................] - ETA: 10:22 - loss: 0.2919 - acc: 0.8747
1750/20000 [=>............................] - ETA: 10:22 - loss: 0.2893 - acc: 0.8771
1800/20000 [=>............................] - ETA: 10:20 - loss: 0.2900 - acc: 0.8767
1850/20000 [=>............................] - ETA: 10:17 - loss: 0.2908 - acc: 0.8762
1900/20000 [=>............................] - ETA: 10:15 - loss: 0.2904 - acc: 0.8758
1950/20000 [=>............................] - ETA: 10:13 - loss: 0.2920 - acc: 0.8759
2000/20000 [==>...........................] - ETA: 10:12 - loss: 0.2911 - acc: 0.8765
2050/20000 [==>...........................] - ETA: 10:11 - loss: 0.2912 - acc: 0.8776
2100/20000 [==>...........................] - ETA: 10:09 - loss: 0.2926 - acc: 0.8771
2150/20000 [==>...........................] - ETA: 10:08 - loss: 0.2897 - acc: 0.8777
2200/20000 [==>...........................] - ETA: 10:05 - loss: 0.2902 - acc: 0.8777
2250/20000 [==>...........................] - ETA: 10:03 - loss: 0.2920 - acc: 0.8778
2300/20000 [==>...........................] - ETA: 10:01 - loss: 0.2917 - acc: 0.8778
2350/20000 [==>...........................] - ETA: 9:59 - loss: 0.2918 - acc: 0.8770
2400/20000 [==>...........................] - ETA: 9:58 - loss: 0.2917 - acc: 0.8775
2450/20000 [==>...........................] - ETA: 9:56 - loss: 0.2910 - acc: 0.8776
2500/20000 [==>...........................] - ETA: 9:53 - loss: 0.2899 - acc: 0.8784
2550/20000 [==>...........................] - ETA: 9:52 - loss: 0.2914 - acc: 0.8776
2600/20000 [==>...........................] - ETA: 9:51 - loss: 0.2901 - acc: 0.8788
2650/20000 [==>...........................] - ETA: 9:50 - loss: 0.2920 - acc: 0.8785
2700/20000 [===>..........................] - ETA: 9:48 - loss: 0.2935 - acc: 0.8778
2750/20000 [===>..........................] - ETA: 9:46 - loss: 0.2949 - acc: 0.8760
2800/20000 [===>..........................] - ETA: 9:45 - loss: 0.2950 - acc: 0.8764
2850/20000 [===>..........................] - ETA: 9:43 - loss: 0.2934 - acc: 0.8772
2900/20000 [===>..........................] - ETA: 9:42 - loss: 0.2919 - acc: 0.8779
2950/20000 [===>..........................] - ETA: 9:42 - loss: 0.2916 - acc: 0.8780
3000/20000 [===>..........................] - ETA: 9:41 - loss: 0.2904 - acc: 0.8783
3050/20000 [===>..........................] - ETA: 9:41 - loss: 0.2927 - acc: 0.8774
3100/20000 [===>..........................] - ETA: 9:39 - loss: 0.2942 - acc: 0.8765
3150/20000 [===>..........................] - ETA: 9:37 - loss: 0.2937 - acc: 0.8765
3200/20000 [===>..........................] - ETA: 9:35 - loss: 0.2926 - acc: 0.8766
3250/20000 [===>..........................] - ETA: 9:33 - loss: 0.2932 - acc: 0.8757
3300/20000 [===>..........................] - ETA: 9:31 - loss: 0.2953 - acc: 0.8745
3350/20000 [====>.........................] - ETA: 9:30 - loss: 0.2956 - acc: 0.8737
3400/20000 [====>.........................] - ETA: 9:28 - loss: 0.2963 - acc: 0.8732
3450/20000 [====>.........................] - ETA: 9:26 - loss: 0.2953 - acc: 0.8736
3500/20000 [====>.........................] - ETA: 9:25 - loss: 0.2966 - acc: 0.8729
3550/20000 [====>.........................] - ETA: 9:23 - loss: 0.2968 - acc: 0.8727
3600/20000 [====>.........................] - ETA: 9:21 - loss: 0.2980 - acc: 0.8719
3650/20000 [====>.........................] - ETA: 9:19 - loss: 0.3013 - acc: 0.8707
3700/20000 [====>.........................] - ETA: 9:17 - loss: 0.3006 - acc: 0.8705
3750/20000 [====>.........................] - ETA: 9:16 - loss: 0.3008 - acc: 0.8707
3800/20000 [====>.........................] - ETA: 9:15 - loss: 0.3002 - acc: 0.8705
3850/20000 [====>.........................] - ETA: 9:13 - loss: 0.3007 - acc: 0.8699
3900/20000 [====>.........................] - ETA: 9:11 - loss: 0.3010 - acc: 0.8692
3950/20000 [====>.........................] - ETA: 9:10 - loss: 0.3004 - acc: 0.8696
4000/20000 [=====>........................] - ETA: 9:08 - loss: 0.2997 - acc: 0.8705
4050/20000 [=====>........................] - ETA: 9:06 - loss: 0.2992 - acc: 0.8714
4100/20000 [=====>........................] - ETA: 9:04 - loss: 0.3016 - acc: 0.8705
4150/20000 [=====>........................] - ETA: 9:02 - loss: 0.3002 - acc: 0.8713
4200/20000 [=====>........................] - ETA: 9:01 - loss: 0.2992 - acc: 0.8719
4250/20000 [=====>........................] - ETA: 8:59 - loss: 0.2985 - acc: 0.8722
4300/20000 [=====>........................] - ETA: 8:58 - loss: 0.2986 - acc: 0.8719
4350/20000 [=====>........................] - ETA: 8:55 - loss: 0.2967 - acc: 0.8726
4400/20000 [=====>........................] - ETA: 8:54 - loss: 0.2971 - acc: 0.8725
4450/20000 [=====>........................] - ETA: 8:52 - loss: 0.2969 - acc: 0.8726
4500/20000 [=====>........................] - ETA: 8:51 - loss: 0.2967 - acc: 0.8724
4550/20000 [=====>........................] - ETA: 8:50 - loss: 0.2975 - acc: 0.8721
4600/20000 [=====>........................] - ETA: 8:48 - loss: 0.2968 - acc: 0.8724
4650/20000 [=====>........................] - ETA: 8:46 - loss: 0.2962 - acc: 0.8727
4700/20000 [======>.......................] - ETA: 8:44 - loss: 0.2951 - acc: 0.8734
4750/20000 [======>.......................] - ETA: 8:42 - loss: 0.2945 - acc: 0.8737
4800/20000 [======>.......................] - ETA: 8:40 - loss: 0.2941 - acc: 0.8733
4850/20000 [======>.......................] - ETA: 8:38 - loss: 0.2945 - acc: 0.8732
4900/20000 [======>.......................] - ETA: 8:36 - loss: 0.2954 - acc: 0.8724
4950/20000 [======>.......................] - ETA: 8:35 - loss: 0.2945 - acc: 0.8729
5000/20000 [======>.......................] - ETA: 8:33 - loss: 0.2952 - acc: 0.8722
5050/20000 [======>.......................] - ETA: 8:32 - loss: 0.2953 - acc: 0.8721
5100/20000 [======>.......................] - ETA: 8:31 - loss: 0.2947 - acc: 0.8722
5150/20000 [======>.......................] - ETA: 8:31 - loss: 0.2961 - acc: 0.8718
5200/20000 [======>.......................] - ETA: 8:31 - loss: 0.2976 - acc: 0.8712
5250/20000 [======>.......................] - ETA: 8:30 - loss: 0.2966 - acc: 0.8714
5300/20000 [======>.......................] - ETA: 8:30 - loss: 0.2970 - acc: 0.8715
5350/20000 [=======>......................] - ETA: 8:29 - loss: 0.2982 - acc: 0.8714
5400/20000 [=======>......................] - ETA: 8:30 - loss: 0.2984 - acc: 0.8711
5450/20000 [=======>......................] - ETA: 8:29 - loss: 0.2993 - acc: 0.8701
5500/20000 [=======>......................] - ETA: 8:27 - loss: 0.2989 - acc: 0.8700
5550/20000 [=======>......................] - ETA: 8:25 - loss: 0.2996 - acc: 0.8697
5600/20000 [=======>......................] - ETA: 8:24 - loss: 0.2990 - acc: 0.8696
5650/20000 [=======>......................] - ETA: 8:22 - loss: 0.2979 - acc: 0.8703
5700/20000 [=======>......................] - ETA: 8:19 - loss: 0.2978 - acc: 0.8705
5750/20000 [=======>......................] - ETA: 8:18 - loss: 0.2974 - acc: 0.8710
5800/20000 [=======>......................] - ETA: 8:17 - loss: 0.2965 - acc: 0.8714
5850/20000 [=======>......................] - ETA: 8:15 - loss: 0.2963 - acc: 0.8716
5900/20000 [=======>......................] - ETA: 8:14 - loss: 0.2968 - acc: 0.8714
5950/20000 [=======>......................] - ETA: 8:12 - loss: 0.2975 - acc: 0.8708
6000/20000 [========>.....................] - ETA: 8:11 - loss: 0.2976 - acc: 0.8707
6050/20000 [========>.....................] - ETA: 8:10 - loss: 0.2976 - acc: 0.8706
6100/20000 [========>.....................] - ETA: 8:08 - loss: 0.2980 - acc: 0.8710
6150/20000 [========>.....................] - ETA: 8:07 - loss: 0.2975 - acc: 0.8715
6200/20000 [========>.....................] - ETA: 8:05 - loss: 0.2982 - acc: 0.8713
6250/20000 [========>.....................] - ETA: 8:03 - loss: 0.2983 - acc: 0.8715
6300/20000 [========>.....................] - ETA: 8:02 - loss: 0.2976 - acc: 0.8719
6350/20000 [========>.....................] - ETA: 8:00 - loss: 0.2970 - acc: 0.8724
6400/20000 [========>.....................] - ETA: 7:58 - loss: 0.2970 - acc: 0.8725
6450/20000 [========>.....................] - ETA: 7:57 - loss: 0.2966 - acc: 0.8729
6500/20000 [========>.....................] - ETA: 7:56 - loss: 0.2966 - acc: 0.8726
6550/20000 [========>.....................] - ETA: 7:54 - loss: 0.2967 - acc: 0.8724
6600/20000 [========>.....................] - ETA: 7:52 - loss: 0.2965 - acc: 0.8726
6650/20000 [========>.....................] - ETA: 7:50 - loss: 0.2963 - acc: 0.8728
6700/20000 [=========>....................] - ETA: 7:48 - loss: 0.2968 - acc: 0.8731
6750/20000 [=========>....................] - ETA: 7:46 - loss: 0.2968 - acc: 0.8727
6800/20000 [=========>....................] - ETA: 7:45 - loss: 0.2970 - acc: 0.8728
6850/20000 [=========>....................] - ETA: 7:43 - loss: 0.2964 - acc: 0.8731
6900/20000 [=========>....................] - ETA: 7:41 - loss: 0.2960 - acc: 0.8732
6950/20000 [=========>....................] - ETA: 7:39 - loss: 0.2963 - acc: 0.8728
7000/20000 [=========>....................] - ETA: 7:38 - loss: 0.2958 - acc: 0.8731
7050/20000 [=========>....................] - ETA: 7:36 - loss: 0.2953 - acc: 0.8732
7100/20000 [=========>....................] - ETA: 7:34 - loss: 0.2953 - acc: 0.8732
7150/20000 [=========>....................] - ETA: 7:32 - loss: 0.2947 - acc: 0.8737
7200/20000 [=========>....................] - ETA: 7:30 - loss: 0.2937 - acc: 0.8740
7250/20000 [=========>....................] - ETA: 7:28 - loss: 0.2931 - acc: 0.8742
7300/20000 [=========>....................] - ETA: 7:26 - loss: 0.2928 - acc: 0.8742
7350/20000 [==========>...................] - ETA: 7:24 - loss: 0.2935 - acc: 0.8740
7400/20000 [==========>...................] - ETA: 7:23 - loss: 0.2932 - acc: 0.8741
7450/20000 [==========>...................] - ETA: 7:21 - loss: 0.2936 - acc: 0.8740
7500/20000 [==========>...................] - ETA: 7:19 - loss: 0.2949 - acc: 0.8732
7550/20000 [==========>...................] - ETA: 7:18 - loss: 0.2948 - acc: 0.8730
7600/20000 [==========>...................] - ETA: 7:16 - loss: 0.2947 - acc: 0.8729
7650/20000 [==========>...................] - ETA: 7:14 - loss: 0.2943 - acc: 0.8729
7700/20000 [==========>...................] - ETA: 7:12 - loss: 0.2934 - acc: 0.8735
7750/20000 [==========>...................] - ETA: 7:10 - loss: 0.2930 - acc: 0.8734
7800/20000 [==========>...................] - ETA: 7:08 - loss: 0.2928 - acc: 0.8732
7850/20000 [==========>...................] - ETA: 7:07 - loss: 0.2935 - acc: 0.8729
7900/20000 [==========>...................] - ETA: 7:05 - loss: 0.2946 - acc: 0.8724
7950/20000 [==========>...................] - ETA: 7:03 - loss: 0.2938 - acc: 0.8727
8000/20000 [===========>..................] - ETA: 7:01 - loss: 0.2935 - acc: 0.8729
8050/20000 [===========>..................] - ETA: 6:59 - loss: 0.2937 - acc: 0.8729
8100/20000 [===========>..................] - ETA: 6:57 - loss: 0.2944 - acc: 0.8725
8150/20000 [===========>..................] - ETA: 6:55 - loss: 0.2942 - acc: 0.8726
8200/20000 [===========>..................] - ETA: 6:53 - loss: 0.2942 - acc: 0.8726
8250/20000 [===========>..................] - ETA: 6:52 - loss: 0.2945 - acc: 0.8725
8300/20000 [===========>..................] - ETA: 6:50 - loss: 0.2937 - acc: 0.8729
8350/20000 [===========>..................] - ETA: 6:48 - loss: 0.2936 - acc: 0.8726
8400/20000 [===========>..................] - ETA: 6:46 - loss: 0.2936 - acc: 0.8727
8450/20000 [===========>..................] - ETA: 6:44 - loss: 0.2945 - acc: 0.8723
8500/20000 [===========>..................] - ETA: 6:42 - loss: 0.2940 - acc: 0.8727
8550/20000 [===========>..................] - ETA: 6:40 - loss: 0.2943 - acc: 0.8724
8600/20000 [===========>..................] - ETA: 6:38 - loss: 0.2940 - acc: 0.8726
8650/20000 [===========>..................] - ETA: 6:37 - loss: 0.2935 - acc: 0.8728
8700/20000 [============>.................] - ETA: 6:35 - loss: 0.2932 - acc: 0.8730
8750/20000 [============>.................] - ETA: 6:34 - loss: 0.2934 - acc: 0.8728
8800/20000 [============>.................] - ETA: 6:32 - loss: 0.2934 - acc: 0.8731
8850/20000 [============>.................] - ETA: 6:30 - loss: 0.2936 - acc: 0.8729
8900/20000 [============>.................] - ETA: 6:29 - loss: 0.2937 - acc: 0.8728
8950/20000 [============>.................] - ETA: 6:27 - loss: 0.2935 - acc: 0.8730
9000/20000 [============>.................] - ETA: 6:25 - loss: 0.2938 - acc: 0.8722
9050/20000 [============>.................] - ETA: 6:23 - loss: 0.2942 - acc: 0.8720
9100/20000 [============>.................] - ETA: 6:21 - loss: 0.2940 - acc: 0.8721
9150/20000 [============>.................] - ETA: 6:20 - loss: 0.2943 - acc: 0.8719
9200/20000 [============>.................] - ETA: 6:18 - loss: 0.2944 - acc: 0.8720
9250/20000 [============>.................] - ETA: 6:16 - loss: 0.2939 - acc: 0.8721
9300/20000 [============>.................] - ETA: 6:14 - loss: 0.2942 - acc: 0.8723
9350/20000 [=============>................] - ETA: 6:12 - loss: 0.2940 - acc: 0.8721
9400/20000 [=============>................] - ETA: 6:10 - loss: 0.2936 - acc: 0.8724
9450/20000 [=============>................] - ETA: 6:08 - loss: 0.2933 - acc: 0.8726
9500/20000 [=============>................] - ETA: 6:07 - loss: 0.2929 - acc: 0.8727
9550/20000 [=============>................] - ETA: 6:05 - loss: 0.2929 - acc: 0.8728
9600/20000 [=============>................] - ETA: 6:04 - loss: 0.2927 - acc: 0.8729
9650/20000 [=============>................] - ETA: 6:02 - loss: 0.2932 - acc: 0.8727
9700/20000 [=============>................] - ETA: 6:01 - loss: 0.2925 - acc: 0.8729
9750/20000 [=============>................] - ETA: 5:59 - loss: 0.2926 - acc: 0.8729
9800/20000 [=============>................] - ETA: 5:57 - loss: 0.2932 - acc: 0.8728
9850/20000 [=============>................] - ETA: 5:56 - loss: 0.2932 - acc: 0.8729
9900/20000 [=============>................] - ETA: 5:54 - loss: 0.2925 - acc: 0.8731
9950/20000 [=============>................] - ETA: 5:53 - loss: 0.2931 - acc: 0.8729
10000/20000 [==============>...............] - ETA: 5:52 - loss: 0.2932 - acc: 0.8726
10050/20000 [==============>...............] - ETA: 5:50 - loss: 0.2926 - acc: 0.8728
10100/20000 [==============>...............] - ETA: 5:48 - loss: 0.2922 - acc: 0.8731
10150/20000 [==============>...............] - ETA: 5:46 - loss: 0.2920 - acc: 0.8731
10200/20000 [==============>...............] - ETA: 5:44 - loss: 0.2920 - acc: 0.8732
10250/20000 [==============>...............] - ETA: 5:43 - loss: 0.2917 - acc: 0.8733
10300/20000 [==============>...............] - ETA: 5:41 - loss: 0.2915 - acc: 0.8732
10350/20000 [==============>...............] - ETA: 5:40 - loss: 0.2915 - acc: 0.8730
10400/20000 [==============>...............] - ETA: 5:38 - loss: 0.2910 - acc: 0.8734
10450/20000 [==============>...............] - ETA: 5:36 - loss: 0.2913 - acc: 0.8731
10500/20000 [==============>...............] - ETA: 5:34 - loss: 0.2914 - acc: 0.8732
10550/20000 [==============>...............] - ETA: 5:33 - loss: 0.2918 - acc: 0.8730
10600/20000 [==============>...............] - ETA: 5:31 - loss: 0.2914 - acc: 0.8731
10650/20000 [==============>...............] - ETA: 5:30 - loss: 0.2915 - acc: 0.8731
10700/20000 [===============>..............] - ETA: 5:28 - loss: 0.2922 - acc: 0.8724
10750/20000 [===============>..............] - ETA: 5:26 - loss: 0.2916 - acc: 0.8727
10800/20000 [===============>..............] - ETA: 5:25 - loss: 0.2913 - acc: 0.8729
10850/20000 [===============>..............] - ETA: 5:23 - loss: 0.2914 - acc: 0.8728
10900/20000 [===============>..............] - ETA: 5:21 - loss: 0.2907 - acc: 0.8733
10950/20000 [===============>..............] - ETA: 5:19 - loss: 0.2901 - acc: 0.8736
11000/20000 [===============>..............] - ETA: 5:18 - loss: 0.2902 - acc: 0.8737
11050/20000 [===============>..............] - ETA: 5:16 - loss: 0.2910 - acc: 0.8737
11100/20000 [===============>..............] - ETA: 5:14 - loss: 0.2914 - acc: 0.8737
11150/20000 [===============>..............] - ETA: 5:12 - loss: 0.2921 - acc: 0.8732
11200/20000 [===============>..............] - ETA: 5:10 - loss: 0.2916 - acc: 0.8733
11250/20000 [===============>..............] - ETA: 5:09 - loss: 0.2920 - acc: 0.8732
11300/20000 [===============>..............] - ETA: 5:07 - loss: 0.2922 - acc: 0.8732
11350/20000 [================>.............] - ETA: 5:05 - loss: 0.2920 - acc: 0.8734
11400/20000 [================>.............] - ETA: 5:03 - loss: 0.2926 - acc: 0.8731
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13100/20000 [==================>...........] - ETA: 4:03 - loss: 0.2951 - acc: 0.8722
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13250/20000 [==================>...........] - ETA: 3:58 - loss: 0.2949 - acc: 0.8722
13300/20000 [==================>...........] - ETA: 3:56 - loss: 0.2952 - acc: 0.8720
13350/20000 [===================>..........] - ETA: 3:54 - loss: 0.2958 - acc: 0.8716
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13450/20000 [===================>..........] - ETA: 3:51 - loss: 0.2964 - acc: 0.8714
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13550/20000 [===================>..........] - ETA: 3:47 - loss: 0.2961 - acc: 0.8714
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13650/20000 [===================>..........] - ETA: 3:44 - loss: 0.2963 - acc: 0.8711
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13750/20000 [===================>..........] - ETA: 3:40 - loss: 0.2964 - acc: 0.8711
13800/20000 [===================>..........] - ETA: 3:39 - loss: 0.2965 - acc: 0.8709
13850/20000 [===================>..........] - ETA: 3:37 - loss: 0.2971 - acc: 0.8705
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13950/20000 [===================>..........] - ETA: 3:33 - loss: 0.2978 - acc: 0.8703
14000/20000 [====================>.........] - ETA: 3:32 - loss: 0.2979 - acc: 0.8703
14050/20000 [====================>.........] - ETA: 3:30 - loss: 0.2983 - acc: 0.8702
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14300/20000 [====================>.........] - ETA: 3:21 - loss: 0.2987 - acc: 0.8700
14350/20000 [====================>.........] - ETA: 3:19 - loss: 0.2991 - acc: 0.8700
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14450/20000 [====================>.........] - ETA: 3:16 - loss: 0.2990 - acc: 0.8702
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14550/20000 [====================>.........] - ETA: 3:12 - loss: 0.2990 - acc: 0.8702
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15450/20000 [======================>.......] - ETA: 2:40 - loss: 0.2960 - acc: 0.8708
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15650/20000 [======================>.......] - ETA: 2:33 - loss: 0.2955 - acc: 0.8710
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15750/20000 [======================>.......] - ETA: 2:30 - loss: 0.2958 - acc: 0.8709
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18300/20000 [==========================>...] - ETA: 1:00 - loss: 0.2975 - acc: 0.8713
18350/20000 [==========================>...] - ETA: 58s - loss: 0.2977 - acc: 0.8712
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18700/20000 [===========================>..] - ETA: 46s - loss: 0.2982 - acc: 0.8713
18750/20000 [===========================>..] - ETA: 44s - loss: 0.2980 - acc: 0.8715
18800/20000 [===========================>..] - ETA: 42s - loss: 0.2979 - acc: 0.8714
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19050/20000 [===========================>..] - ETA: 33s - loss: 0.2982 - acc: 0.8713
19100/20000 [===========================>..] - ETA: 31s - loss: 0.2980 - acc: 0.8716
19150/20000 [===========================>..] - ETA: 30s - loss: 0.2979 - acc: 0.8714
19200/20000 [===========================>..] - ETA: 28s - loss: 0.2976 - acc: 0.8717
19250/20000 [===========================>..] - ETA: 26s - loss: 0.2975 - acc: 0.8718
19300/20000 [===========================>..] - ETA: 24s - loss: 0.2975 - acc: 0.8717
19350/20000 [============================>.] - ETA: 23s - loss: 0.2977 - acc: 0.8715
19400/20000 [============================>.] - ETA: 21s - loss: 0.2981 - acc: 0.8713
19450/20000 [============================>.] - ETA: 19s - loss: 0.2983 - acc: 0.8712
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19650/20000 [============================>.] - ETA: 12s - loss: 0.2980 - acc: 0.8715
19700/20000 [============================>.] - ETA: 10s - loss: 0.2982 - acc: 0.8713
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19800/20000 [============================>.] - ETA: 7s - loss: 0.2982 - acc: 0.8714
19850/20000 [============================>.] - ETA: 5s - loss: 0.2986 - acc: 0.8711
19900/20000 [============================>.] - ETA: 3s - loss: 0.2987 - acc: 0.8710
19950/20000 [============================>.] - ETA: 1s - loss: 0.2989 - acc: 0.8709
20000/20000 [==============================] - 722s 36ms/step - loss: 0.2989 - acc: 0.8709 - val_loss: 0.6555 - val_acc: 0.6972
Epoch 11/50
50/20000 [..............................] - ETA: 10:53 - loss: 0.3944 - acc: 0.8200
100/20000 [..............................] - ETA: 11:51 - loss: 0.3164 - acc: 0.8800
150/20000 [..............................] - ETA: 11:45 - loss: 0.3135 - acc: 0.8733
200/20000 [..............................] - ETA: 11:42 - loss: 0.3080 - acc: 0.8800
250/20000 [..............................] - ETA: 11:39 - loss: 0.3051 - acc: 0.8840
300/20000 [..............................] - ETA: 11:34 - loss: 0.2917 - acc: 0.8900
350/20000 [..............................] - ETA: 11:29 - loss: 0.2983 - acc: 0.8829
400/20000 [..............................] - ETA: 11:26 - loss: 0.2972 - acc: 0.8800
450/20000 [..............................] - ETA: 11:25 - loss: 0.2893 - acc: 0.8844
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600/20000 [..............................] - ETA: 11:21 - loss: 0.2928 - acc: 0.8750
650/20000 [..............................] - ETA: 11:15 - loss: 0.2843 - acc: 0.8769
700/20000 [>.............................] - ETA: 11:13 - loss: 0.2787 - acc: 0.8800
750/20000 [>.............................] - ETA: 11:14 - loss: 0.2790 - acc: 0.8787
800/20000 [>.............................] - ETA: 11:21 - loss: 0.2703 - acc: 0.8837
850/20000 [>.............................] - ETA: 11:19 - loss: 0.2739 - acc: 0.8788
900/20000 [>.............................] - ETA: 11:15 - loss: 0.2780 - acc: 0.8811
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1000/20000 [>.............................] - ETA: 11:10 - loss: 0.2788 - acc: 0.8790
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1100/20000 [>.............................] - ETA: 11:08 - loss: 0.2802 - acc: 0.8745
1150/20000 [>.............................] - ETA: 11:05 - loss: 0.2768 - acc: 0.8774
1200/20000 [>.............................] - ETA: 11:05 - loss: 0.2796 - acc: 0.8758
1250/20000 [>.............................] - ETA: 11:03 - loss: 0.2784 - acc: 0.8768
1300/20000 [>.............................] - ETA: 11:01 - loss: 0.2791 - acc: 0.8762
1350/20000 [=>............................] - ETA: 10:58 - loss: 0.2797 - acc: 0.8756
1400/20000 [=>............................] - ETA: 10:58 - loss: 0.2785 - acc: 0.8764
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1500/20000 [=>............................] - ETA: 10:55 - loss: 0.2708 - acc: 0.8807
1550/20000 [=>............................] - ETA: 10:52 - loss: 0.2731 - acc: 0.8787
1600/20000 [=>............................] - ETA: 10:51 - loss: 0.2729 - acc: 0.8769
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1700/20000 [=>............................] - ETA: 10:48 - loss: 0.2733 - acc: 0.8759
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1800/20000 [=>............................] - ETA: 10:45 - loss: 0.2728 - acc: 0.8783
1850/20000 [=>............................] - ETA: 10:44 - loss: 0.2688 - acc: 0.8811
1900/20000 [=>............................] - ETA: 10:42 - loss: 0.2680 - acc: 0.8811
1950/20000 [=>............................] - ETA: 10:42 - loss: 0.2668 - acc: 0.8810
2000/20000 [==>...........................] - ETA: 10:43 - loss: 0.2663 - acc: 0.8815
2050/20000 [==>...........................] - ETA: 10:45 - loss: 0.2656 - acc: 0.8810
2100/20000 [==>...........................] - ETA: 10:44 - loss: 0.2661 - acc: 0.8805
2150/20000 [==>...........................] - ETA: 10:44 - loss: 0.2656 - acc: 0.8795
2200/20000 [==>...........................] - ETA: 10:43 - loss: 0.2708 - acc: 0.8773
2250/20000 [==>...........................] - ETA: 10:43 - loss: 0.2686 - acc: 0.8778
2300/20000 [==>...........................] - ETA: 10:42 - loss: 0.2683 - acc: 0.8783
2350/20000 [==>...........................] - ETA: 10:43 - loss: 0.2668 - acc: 0.8791
2400/20000 [==>...........................] - ETA: 10:41 - loss: 0.2677 - acc: 0.8783
2450/20000 [==>...........................] - ETA: 10:39 - loss: 0.2673 - acc: 0.8780
2500/20000 [==>...........................] - ETA: 10:35 - loss: 0.2660 - acc: 0.8792
2550/20000 [==>...........................] - ETA: 10:33 - loss: 0.2678 - acc: 0.8792
2600/20000 [==>...........................] - ETA: 10:30 - loss: 0.2649 - acc: 0.8808
2650/20000 [==>...........................] - ETA: 10:28 - loss: 0.2646 - acc: 0.8808
2700/20000 [===>..........................] - ETA: 10:26 - loss: 0.2632 - acc: 0.8822
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2800/20000 [===>..........................] - ETA: 10:22 - loss: 0.2644 - acc: 0.8818
2850/20000 [===>..........................] - ETA: 10:19 - loss: 0.2639 - acc: 0.8825
2900/20000 [===>..........................] - ETA: 10:17 - loss: 0.2618 - acc: 0.8834
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3000/20000 [===>..........................] - ETA: 10:15 - loss: 0.2606 - acc: 0.8847
3050/20000 [===>..........................] - ETA: 10:13 - loss: 0.2622 - acc: 0.8830
3100/20000 [===>..........................] - ETA: 10:11 - loss: 0.2624 - acc: 0.8826
3150/20000 [===>..........................] - ETA: 10:09 - loss: 0.2600 - acc: 0.8844
3200/20000 [===>..........................] - ETA: 10:07 - loss: 0.2609 - acc: 0.8837
3250/20000 [===>..........................] - ETA: 10:06 - loss: 0.2586 - acc: 0.8846
3300/20000 [===>..........................] - ETA: 10:03 - loss: 0.2596 - acc: 0.8842
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3400/20000 [====>.........................] - ETA: 9:58 - loss: 0.2581 - acc: 0.8847
3450/20000 [====>.........................] - ETA: 9:56 - loss: 0.2573 - acc: 0.8852
3500/20000 [====>.........................] - ETA: 9:53 - loss: 0.2567 - acc: 0.8860
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3900/20000 [====>.........................] - ETA: 9:33 - loss: 0.2542 - acc: 0.8887
3950/20000 [====>.........................] - ETA: 9:31 - loss: 0.2538 - acc: 0.8886
4000/20000 [=====>........................] - ETA: 9:29 - loss: 0.2552 - acc: 0.8875
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4200/20000 [=====>........................] - ETA: 9:19 - loss: 0.2559 - acc: 0.8879
4250/20000 [=====>........................] - ETA: 9:18 - loss: 0.2571 - acc: 0.8880
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5000/20000 [======>.......................] - ETA: 8:45 - loss: 0.2586 - acc: 0.8892
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5100/20000 [======>.......................] - ETA: 8:42 - loss: 0.2583 - acc: 0.8894
5150/20000 [======>.......................] - ETA: 8:40 - loss: 0.2582 - acc: 0.8895
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5300/20000 [======>.......................] - ETA: 8:35 - loss: 0.2571 - acc: 0.8904
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15500/20000 [======================>.......] - ETA: 2:40 - loss: 0.2780 - acc: 0.8804
15550/20000 [======================>.......] - ETA: 2:38 - loss: 0.2781 - acc: 0.8803
15600/20000 [======================>.......] - ETA: 2:37 - loss: 0.2776 - acc: 0.8804
15650/20000 [======================>.......] - ETA: 2:35 - loss: 0.2783 - acc: 0.8800
15700/20000 [======================>.......] - ETA: 2:33 - loss: 0.2788 - acc: 0.8799
15750/20000 [======================>.......] - ETA: 2:31 - loss: 0.2787 - acc: 0.8800
15800/20000 [======================>.......] - ETA: 2:29 - loss: 0.2788 - acc: 0.8800
15850/20000 [======================>.......] - ETA: 2:28 - loss: 0.2791 - acc: 0.8798
15900/20000 [======================>.......] - ETA: 2:26 - loss: 0.2792 - acc: 0.8797
15950/20000 [======================>.......] - ETA: 2:24 - loss: 0.2794 - acc: 0.8797
16000/20000 [=======================>......] - ETA: 2:22 - loss: 0.2791 - acc: 0.8798
16050/20000 [=======================>......] - ETA: 2:21 - loss: 0.2792 - acc: 0.8798
16100/20000 [=======================>......] - ETA: 2:19 - loss: 0.2789 - acc: 0.8798
16150/20000 [=======================>......] - ETA: 2:17 - loss: 0.2790 - acc: 0.8799
16200/20000 [=======================>......] - ETA: 2:15 - loss: 0.2787 - acc: 0.8801
16250/20000 [=======================>......] - ETA: 2:13 - loss: 0.2786 - acc: 0.8803
16300/20000 [=======================>......] - ETA: 2:12 - loss: 0.2782 - acc: 0.8806
16350/20000 [=======================>......] - ETA: 2:10 - loss: 0.2785 - acc: 0.8802
16400/20000 [=======================>......] - ETA: 2:08 - loss: 0.2787 - acc: 0.8801
16450/20000 [=======================>......] - ETA: 2:06 - loss: 0.2783 - acc: 0.8804
16500/20000 [=======================>......] - ETA: 2:05 - loss: 0.2785 - acc: 0.8801
16550/20000 [=======================>......] - ETA: 2:03 - loss: 0.2785 - acc: 0.8801
16600/20000 [=======================>......] - ETA: 2:01 - loss: 0.2786 - acc: 0.8801
16650/20000 [=======================>......] - ETA: 1:59 - loss: 0.2786 - acc: 0.8801
16700/20000 [========================>.....] - ETA: 1:57 - loss: 0.2785 - acc: 0.8801
16750/20000 [========================>.....] - ETA: 1:56 - loss: 0.2788 - acc: 0.8798
16800/20000 [========================>.....] - ETA: 1:54 - loss: 0.2788 - acc: 0.8798
16850/20000 [========================>.....] - ETA: 1:52 - loss: 0.2785 - acc: 0.8798
16900/20000 [========================>.....] - ETA: 1:50 - loss: 0.2787 - acc: 0.8798
16950/20000 [========================>.....] - ETA: 1:48 - loss: 0.2786 - acc: 0.8799
17000/20000 [========================>.....] - ETA: 1:47 - loss: 0.2785 - acc: 0.8799
17050/20000 [========================>.....] - ETA: 1:45 - loss: 0.2785 - acc: 0.8798
17100/20000 [========================>.....] - ETA: 1:43 - loss: 0.2781 - acc: 0.8800
17150/20000 [========================>.....] - ETA: 1:41 - loss: 0.2782 - acc: 0.8801
17200/20000 [========================>.....] - ETA: 1:39 - loss: 0.2784 - acc: 0.8799
17250/20000 [========================>.....] - ETA: 1:38 - loss: 0.2785 - acc: 0.8798
17300/20000 [========================>.....] - ETA: 1:36 - loss: 0.2786 - acc: 0.8798
17350/20000 [=========================>....] - ETA: 1:34 - loss: 0.2785 - acc: 0.8799
17400/20000 [=========================>....] - ETA: 1:32 - loss: 0.2789 - acc: 0.8795
17450/20000 [=========================>....] - ETA: 1:30 - loss: 0.2790 - acc: 0.8795
17500/20000 [=========================>....] - ETA: 1:29 - loss: 0.2790 - acc: 0.8795
17550/20000 [=========================>....] - ETA: 1:27 - loss: 0.2791 - acc: 0.8797
17600/20000 [=========================>....] - ETA: 1:25 - loss: 0.2792 - acc: 0.8797
17650/20000 [=========================>....] - ETA: 1:23 - loss: 0.2790 - acc: 0.8798
17700/20000 [=========================>....] - ETA: 1:22 - loss: 0.2789 - acc: 0.8797
17750/20000 [=========================>....] - ETA: 1:20 - loss: 0.2787 - acc: 0.8799
17800/20000 [=========================>....] - ETA: 1:18 - loss: 0.2787 - acc: 0.8798
17850/20000 [=========================>....] - ETA: 1:16 - loss: 0.2789 - acc: 0.8798
17900/20000 [=========================>....] - ETA: 1:14 - loss: 0.2786 - acc: 0.8799
17950/20000 [=========================>....] - ETA: 1:13 - loss: 0.2784 - acc: 0.8799
18000/20000 [==========================>...] - ETA: 1:11 - loss: 0.2786 - acc: 0.8798
18050/20000 [==========================>...] - ETA: 1:09 - loss: 0.2786 - acc: 0.8798
18100/20000 [==========================>...] - ETA: 1:07 - loss: 0.2789 - acc: 0.8796
18150/20000 [==========================>...] - ETA: 1:06 - loss: 0.2786 - acc: 0.8797
18200/20000 [==========================>...] - ETA: 1:04 - loss: 0.2787 - acc: 0.8798
18250/20000 [==========================>...] - ETA: 1:02 - loss: 0.2786 - acc: 0.8798
18300/20000 [==========================>...] - ETA: 1:00 - loss: 0.2791 - acc: 0.8795
18350/20000 [==========================>...] - ETA: 58s - loss: 0.2791 - acc: 0.8795
18400/20000 [==========================>...] - ETA: 57s - loss: 0.2791 - acc: 0.8795
18450/20000 [==========================>...] - ETA: 55s - loss: 0.2792 - acc: 0.8795
18500/20000 [==========================>...] - ETA: 53s - loss: 0.2792 - acc: 0.8795
18550/20000 [==========================>...] - ETA: 51s - loss: 0.2791 - acc: 0.8797
18600/20000 [==========================>...] - ETA: 50s - loss: 0.2793 - acc: 0.8796
18650/20000 [==========================>...] - ETA: 48s - loss: 0.2792 - acc: 0.8796
18700/20000 [===========================>..] - ETA: 46s - loss: 0.2795 - acc: 0.8793
18750/20000 [===========================>..] - ETA: 44s - loss: 0.2797 - acc: 0.8792
18800/20000 [===========================>..] - ETA: 42s - loss: 0.2795 - acc: 0.8794
18850/20000 [===========================>..] - ETA: 41s - loss: 0.2795 - acc: 0.8793
18900/20000 [===========================>..] - ETA: 39s - loss: 0.2794 - acc: 0.8794
18950/20000 [===========================>..] - ETA: 37s - loss: 0.2800 - acc: 0.8791
19000/20000 [===========================>..] - ETA: 35s - loss: 0.2803 - acc: 0.8790
19050/20000 [===========================>..] - ETA: 33s - loss: 0.2804 - acc: 0.8791
19100/20000 [===========================>..] - ETA: 32s - loss: 0.2804 - acc: 0.8790
19150/20000 [===========================>..] - ETA: 30s - loss: 0.2809 - acc: 0.8786
19200/20000 [===========================>..] - ETA: 28s - loss: 0.2808 - acc: 0.8785
19250/20000 [===========================>..] - ETA: 26s - loss: 0.2809 - acc: 0.8784
19300/20000 [===========================>..] - ETA: 24s - loss: 0.2809 - acc: 0.8786
19350/20000 [============================>.] - ETA: 23s - loss: 0.2810 - acc: 0.8787
19400/20000 [============================>.] - ETA: 21s - loss: 0.2810 - acc: 0.8787
19450/20000 [============================>.] - ETA: 19s - loss: 0.2809 - acc: 0.8787
19500/20000 [============================>.] - ETA: 17s - loss: 0.2809 - acc: 0.8786
19550/20000 [============================>.] - ETA: 16s - loss: 0.2810 - acc: 0.8787
19600/20000 [============================>.] - ETA: 14s - loss: 0.2813 - acc: 0.8785
19650/20000 [============================>.] - ETA: 12s - loss: 0.2817 - acc: 0.8785
19700/20000 [============================>.] - ETA: 10s - loss: 0.2817 - acc: 0.8785
19750/20000 [============================>.] - ETA: 8s - loss: 0.2815 - acc: 0.8786
19800/20000 [============================>.] - ETA: 7s - loss: 0.2813 - acc: 0.8788
19850/20000 [============================>.] - ETA: 5s - loss: 0.2812 - acc: 0.8788
19900/20000 [============================>.] - ETA: 3s - loss: 0.2812 - acc: 0.8787
19950/20000 [============================>.] - ETA: 1s - loss: 0.2812 - acc: 0.8787
20000/20000 [==============================] - 726s 36ms/step - loss: 0.2812 - acc: 0.8788 - val_loss: 0.6692 - val_acc: 0.7022
Epoch 12/50
50/20000 [..............................] - ETA: 11:00 - loss: 0.3263 - acc: 0.8800
100/20000 [..............................] - ETA: 11:40 - loss: 0.2970 - acc: 0.8800
150/20000 [..............................] - ETA: 11:23 - loss: 0.2829 - acc: 0.8867
200/20000 [..............................] - ETA: 11:29 - loss: 0.2552 - acc: 0.9000
250/20000 [..............................] - ETA: 11:36 - loss: 0.2429 - acc: 0.9040
300/20000 [..............................] - ETA: 11:39 - loss: 0.2378 - acc: 0.9033
350/20000 [..............................] - ETA: 11:33 - loss: 0.2346 - acc: 0.9086
400/20000 [..............................] - ETA: 11:29 - loss: 0.2404 - acc: 0.9075
450/20000 [..............................] - ETA: 11:28 - loss: 0.2468 - acc: 0.9067
500/20000 [..............................] - ETA: 11:26 - loss: 0.2467 - acc: 0.9080
550/20000 [..............................] - ETA: 11:27 - loss: 0.2413 - acc: 0.9109
600/20000 [..............................] - ETA: 11:22 - loss: 0.2491 - acc: 0.9083
650/20000 [..............................] - ETA: 11:24 - loss: 0.2498 - acc: 0.9077
700/20000 [>.............................] - ETA: 11:23 - loss: 0.2495 - acc: 0.9086
750/20000 [>.............................] - ETA: 11:28 - loss: 0.2501 - acc: 0.9080
800/20000 [>.............................] - ETA: 11:26 - loss: 0.2569 - acc: 0.9037
850/20000 [>.............................] - ETA: 11:25 - loss: 0.2573 - acc: 0.9024
900/20000 [>.............................] - ETA: 11:24 - loss: 0.2562 - acc: 0.9033
950/20000 [>.............................] - ETA: 11:23 - loss: 0.2660 - acc: 0.8989
1000/20000 [>.............................] - ETA: 11:22 - loss: 0.2628 - acc: 0.9000
1050/20000 [>.............................] - ETA: 11:17 - loss: 0.2589 - acc: 0.9010
1100/20000 [>.............................] - ETA: 11:14 - loss: 0.2598 - acc: 0.8991
1150/20000 [>.............................] - ETA: 11:13 - loss: 0.2656 - acc: 0.8965
1200/20000 [>.............................] - ETA: 11:13 - loss: 0.2718 - acc: 0.8967
1250/20000 [>.............................] - ETA: 11:09 - loss: 0.2724 - acc: 0.8952
1300/20000 [>.............................] - ETA: 11:08 - loss: 0.2687 - acc: 0.8969
1350/20000 [=>............................] - ETA: 11:08 - loss: 0.2734 - acc: 0.8956
1400/20000 [=>............................] - ETA: 11:07 - loss: 0.2712 - acc: 0.8950
1450/20000 [=>............................] - ETA: 11:07 - loss: 0.2681 - acc: 0.8945
1500/20000 [=>............................] - ETA: 11:07 - loss: 0.2661 - acc: 0.8953
1550/20000 [=>............................] - ETA: 11:06 - loss: 0.2662 - acc: 0.8948
1600/20000 [=>............................] - ETA: 11:05 - loss: 0.2678 - acc: 0.8925
1650/20000 [=>............................] - ETA: 11:03 - loss: 0.2669 - acc: 0.8927
1700/20000 [=>............................] - ETA: 11:01 - loss: 0.2679 - acc: 0.8924
1750/20000 [=>............................] - ETA: 10:59 - loss: 0.2678 - acc: 0.8920
1800/20000 [=>............................] - ETA: 11:02 - loss: 0.2657 - acc: 0.8928
1850/20000 [=>............................] - ETA: 11:03 - loss: 0.2631 - acc: 0.8941
1900/20000 [=>............................] - ETA: 11:04 - loss: 0.2613 - acc: 0.8958
1950/20000 [=>............................] - ETA: 11:04 - loss: 0.2613 - acc: 0.8969
2000/20000 [==>...........................] - ETA: 11:02 - loss: 0.2606 - acc: 0.8965
2050/20000 [==>...........................] - ETA: 11:00 - loss: 0.2598 - acc: 0.8966
2100/20000 [==>...........................] - ETA: 11:00 - loss: 0.2590 - acc: 0.8962
2150/20000 [==>...........................] - ETA: 11:00 - loss: 0.2585 - acc: 0.8963
2200/20000 [==>...........................] - ETA: 10:57 - loss: 0.2564 - acc: 0.8977
2250/20000 [==>...........................] - ETA: 10:57 - loss: 0.2527 - acc: 0.8991
2300/20000 [==>...........................] - ETA: 10:55 - loss: 0.2536 - acc: 0.8983
2350/20000 [==>...........................] - ETA: 10:51 - loss: 0.2542 - acc: 0.8987
2400/20000 [==>...........................] - ETA: 10:50 - loss: 0.2529 - acc: 0.9000
2450/20000 [==>...........................] - ETA: 10:47 - loss: 0.2517 - acc: 0.9008
2500/20000 [==>...........................] - ETA: 10:44 - loss: 0.2517 - acc: 0.9016
2550/20000 [==>...........................] - ETA: 10:43 - loss: 0.2513 - acc: 0.9024
2600/20000 [==>...........................] - ETA: 10:41 - loss: 0.2536 - acc: 0.9015
2650/20000 [==>...........................] - ETA: 10:39 - loss: 0.2532 - acc: 0.9008
2700/20000 [===>..........................] - ETA: 10:37 - loss: 0.2524 - acc: 0.9011
2750/20000 [===>..........................] - ETA: 10:34 - loss: 0.2506 - acc: 0.9015
2800/20000 [===>..........................] - ETA: 10:33 - loss: 0.2495 - acc: 0.9011
2850/20000 [===>..........................] - ETA: 10:32 - loss: 0.2495 - acc: 0.9007
2900/20000 [===>..........................] - ETA: 10:28 - loss: 0.2494 - acc: 0.9003
2950/20000 [===>..........................] - ETA: 10:26 - loss: 0.2488 - acc: 0.9007
3000/20000 [===>..........................] - ETA: 10:25 - loss: 0.2493 - acc: 0.8993
3050/20000 [===>..........................] - ETA: 10:22 - loss: 0.2475 - acc: 0.8997
3100/20000 [===>..........................] - ETA: 10:20 - loss: 0.2475 - acc: 0.8997
3150/20000 [===>..........................] - ETA: 10:19 - loss: 0.2477 - acc: 0.8997
3200/20000 [===>..........................] - ETA: 10:16 - loss: 0.2463 - acc: 0.9006
3250/20000 [===>..........................] - ETA: 10:14 - loss: 0.2439 - acc: 0.9018
3300/20000 [===>..........................] - ETA: 10:14 - loss: 0.2450 - acc: 0.9003
3350/20000 [====>.........................] - ETA: 10:12 - loss: 0.2431 - acc: 0.9015
3400/20000 [====>.........................] - ETA: 10:12 - loss: 0.2421 - acc: 0.9021
3450/20000 [====>.........................] - ETA: 10:09 - loss: 0.2409 - acc: 0.9020
3500/20000 [====>.........................] - ETA: 10:06 - loss: 0.2401 - acc: 0.9026
3550/20000 [====>.........................] - ETA: 10:03 - loss: 0.2403 - acc: 0.9025
3600/20000 [====>.........................] - ETA: 10:00 - loss: 0.2406 - acc: 0.9022
3650/20000 [====>.........................] - ETA: 9:57 - loss: 0.2416 - acc: 0.9022
3700/20000 [====>.........................] - ETA: 9:55 - loss: 0.2423 - acc: 0.9016
3750/20000 [====>.........................] - ETA: 9:52 - loss: 0.2421 - acc: 0.9013
3800/20000 [====>.........................] - ETA: 9:49 - loss: 0.2423 - acc: 0.9013
3850/20000 [====>.........................] - ETA: 9:45 - loss: 0.2415 - acc: 0.9021
3900/20000 [====>.........................] - ETA: 9:43 - loss: 0.2414 - acc: 0.9021
3950/20000 [====>.........................] - ETA: 9:40 - loss: 0.2421 - acc: 0.9020
4000/20000 [=====>........................] - ETA: 9:37 - loss: 0.2417 - acc: 0.9022
4050/20000 [=====>........................] - ETA: 9:34 - loss: 0.2419 - acc: 0.9025
4100/20000 [=====>........................] - ETA: 9:32 - loss: 0.2408 - acc: 0.9029
4150/20000 [=====>........................] - ETA: 9:29 - loss: 0.2408 - acc: 0.9029
4200/20000 [=====>........................] - ETA: 9:27 - loss: 0.2418 - acc: 0.9029
4250/20000 [=====>........................] - ETA: 9:24 - loss: 0.2444 - acc: 0.9019
4300/20000 [=====>........................] - ETA: 9:22 - loss: 0.2434 - acc: 0.9023
4350/20000 [=====>........................] - ETA: 9:19 - loss: 0.2429 - acc: 0.9023
4400/20000 [=====>........................] - ETA: 9:17 - loss: 0.2445 - acc: 0.9018
4450/20000 [=====>........................] - ETA: 9:15 - loss: 0.2457 - acc: 0.9007
4500/20000 [=====>........................] - ETA: 9:13 - loss: 0.2445 - acc: 0.9013
4550/20000 [=====>........................] - ETA: 9:12 - loss: 0.2441 - acc: 0.9011
4600/20000 [=====>........................] - ETA: 9:10 - loss: 0.2432 - acc: 0.9015
4650/20000 [=====>........................] - ETA: 9:07 - loss: 0.2453 - acc: 0.9002
4700/20000 [======>.......................] - ETA: 9:05 - loss: 0.2461 - acc: 0.8998
4750/20000 [======>.......................] - ETA: 9:03 - loss: 0.2462 - acc: 0.8996
4800/20000 [======>.......................] - ETA: 9:00 - loss: 0.2457 - acc: 0.8996
4850/20000 [======>.......................] - ETA: 8:58 - loss: 0.2470 - acc: 0.8994
4900/20000 [======>.......................] - ETA: 8:56 - loss: 0.2460 - acc: 0.8994
4950/20000 [======>.......................] - ETA: 8:53 - loss: 0.2485 - acc: 0.8988
5000/20000 [======>.......................] - ETA: 8:50 - loss: 0.2484 - acc: 0.8988
5050/20000 [======>.......................] - ETA: 8:48 - loss: 0.2487 - acc: 0.8982
5100/20000 [======>.......................] - ETA: 8:46 - loss: 0.2507 - acc: 0.8976
5150/20000 [======>.......................] - ETA: 8:44 - loss: 0.2514 - acc: 0.8973
5200/20000 [======>.......................] - ETA: 8:42 - loss: 0.2523 - acc: 0.8971
5250/20000 [======>.......................] - ETA: 8:40 - loss: 0.2534 - acc: 0.8970
5300/20000 [======>.......................] - ETA: 8:38 - loss: 0.2533 - acc: 0.8970
5350/20000 [=======>......................] - ETA: 8:36 - loss: 0.2536 - acc: 0.8968
5400/20000 [=======>......................] - ETA: 8:34 - loss: 0.2544 - acc: 0.8965
5450/20000 [=======>......................] - ETA: 8:32 - loss: 0.2548 - acc: 0.8967
5500/20000 [=======>......................] - ETA: 8:30 - loss: 0.2550 - acc: 0.8962
5550/20000 [=======>......................] - ETA: 8:28 - loss: 0.2551 - acc: 0.8962
5600/20000 [=======>......................] - ETA: 8:25 - loss: 0.2551 - acc: 0.8961
5650/20000 [=======>......................] - ETA: 8:23 - loss: 0.2549 - acc: 0.8958
5700/20000 [=======>......................] - ETA: 8:21 - loss: 0.2547 - acc: 0.8958
5750/20000 [=======>......................] - ETA: 8:18 - loss: 0.2556 - acc: 0.8955
5800/20000 [=======>......................] - ETA: 8:16 - loss: 0.2560 - acc: 0.8952
5850/20000 [=======>......................] - ETA: 8:15 - loss: 0.2559 - acc: 0.8954
5900/20000 [=======>......................] - ETA: 8:13 - loss: 0.2565 - acc: 0.8951
5950/20000 [=======>......................] - ETA: 8:11 - loss: 0.2563 - acc: 0.8956
6000/20000 [========>.....................] - ETA: 8:08 - loss: 0.2574 - acc: 0.8955
6050/20000 [========>.....................] - ETA: 8:06 - loss: 0.2577 - acc: 0.8952
6100/20000 [========>.....................] - ETA: 8:04 - loss: 0.2572 - acc: 0.8949
6150/20000 [========>.....................] - ETA: 8:02 - loss: 0.2584 - acc: 0.8946
6200/20000 [========>.....................] - ETA: 8:00 - loss: 0.2582 - acc: 0.8944
6250/20000 [========>.....................] - ETA: 7:59 - loss: 0.2592 - acc: 0.8939
6300/20000 [========>.....................] - ETA: 7:56 - loss: 0.2592 - acc: 0.8940
6350/20000 [========>.....................] - ETA: 7:54 - loss: 0.2602 - acc: 0.8935
6400/20000 [========>.....................] - ETA: 7:52 - loss: 0.2601 - acc: 0.8937
6450/20000 [========>.....................] - ETA: 7:50 - loss: 0.2609 - acc: 0.8935
6500/20000 [========>.....................] - ETA: 7:48 - loss: 0.2607 - acc: 0.8937
6550/20000 [========>.....................] - ETA: 7:46 - loss: 0.2608 - acc: 0.8937
6600/20000 [========>.....................] - ETA: 7:44 - loss: 0.2609 - acc: 0.8933
6650/20000 [========>.....................] - ETA: 7:42 - loss: 0.2613 - acc: 0.8932
6700/20000 [=========>....................] - ETA: 7:40 - loss: 0.2612 - acc: 0.8934
6750/20000 [=========>....................] - ETA: 7:39 - loss: 0.2621 - acc: 0.8927
6800/20000 [=========>....................] - ETA: 7:37 - loss: 0.2618 - acc: 0.8928
6850/20000 [=========>....................] - ETA: 7:35 - loss: 0.2617 - acc: 0.8926
6900/20000 [=========>....................] - ETA: 7:33 - loss: 0.2617 - acc: 0.8925
6950/20000 [=========>....................] - ETA: 7:31 - loss: 0.2622 - acc: 0.8921
7000/20000 [=========>....................] - ETA: 7:29 - loss: 0.2623 - acc: 0.8921
7050/20000 [=========>....................] - ETA: 7:27 - loss: 0.2620 - acc: 0.8922
7100/20000 [=========>....................] - ETA: 7:25 - loss: 0.2619 - acc: 0.8921
7150/20000 [=========>....................] - ETA: 7:23 - loss: 0.2621 - acc: 0.8920
7200/20000 [=========>....................] - ETA: 7:21 - loss: 0.2622 - acc: 0.8919
7250/20000 [=========>....................] - ETA: 7:19 - loss: 0.2630 - acc: 0.8916
7300/20000 [=========>....................] - ETA: 7:17 - loss: 0.2624 - acc: 0.8916
7350/20000 [==========>...................] - ETA: 7:15 - loss: 0.2629 - acc: 0.8913
7400/20000 [==========>...................] - ETA: 7:13 - loss: 0.2621 - acc: 0.8916
7450/20000 [==========>...................] - ETA: 7:11 - loss: 0.2619 - acc: 0.8919
7500/20000 [==========>...................] - ETA: 7:09 - loss: 0.2619 - acc: 0.8919
7550/20000 [==========>...................] - ETA: 7:08 - loss: 0.2623 - acc: 0.8918
7600/20000 [==========>...................] - ETA: 7:06 - loss: 0.2626 - acc: 0.8916
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19950/20000 [============================>.] - ETA: 1s - loss: 0.2707 - acc: 0.8855
20000/20000 [==============================] - 680s 34ms/step - loss: 0.2708 - acc: 0.8853 - val_loss: 0.5968 - val_acc: 0.7490
Epoch 13/50
50/20000 [..............................] - ETA: 10:29 - loss: 0.2437 - acc: 0.9000
100/20000 [..............................] - ETA: 11:39 - loss: 0.2507 - acc: 0.9100
150/20000 [..............................] - ETA: 12:06 - loss: 0.2439 - acc: 0.9000
200/20000 [..............................] - ETA: 11:56 - loss: 0.2476 - acc: 0.9050
250/20000 [..............................] - ETA: 11:35 - loss: 0.2261 - acc: 0.9160
300/20000 [..............................] - ETA: 11:41 - loss: 0.2165 - acc: 0.9233
350/20000 [..............................] - ETA: 11:26 - loss: 0.2169 - acc: 0.9200
400/20000 [..............................] - ETA: 11:19 - loss: 0.2226 - acc: 0.9200
450/20000 [..............................] - ETA: 11:09 - loss: 0.2175 - acc: 0.9200
500/20000 [..............................] - ETA: 11:08 - loss: 0.2087 - acc: 0.9240
550/20000 [..............................] - ETA: 11:02 - loss: 0.2154 - acc: 0.9218
600/20000 [..............................] - ETA: 10:53 - loss: 0.2160 - acc: 0.9200
650/20000 [..............................] - ETA: 10:51 - loss: 0.2200 - acc: 0.9185
700/20000 [>.............................] - ETA: 10:45 - loss: 0.2221 - acc: 0.9186
750/20000 [>.............................] - ETA: 10:41 - loss: 0.2167 - acc: 0.9213
800/20000 [>.............................] - ETA: 10:39 - loss: 0.2151 - acc: 0.9212
850/20000 [>.............................] - ETA: 10:36 - loss: 0.2229 - acc: 0.9153
900/20000 [>.............................] - ETA: 10:33 - loss: 0.2264 - acc: 0.9133
950/20000 [>.............................] - ETA: 10:32 - loss: 0.2366 - acc: 0.9105
1000/20000 [>.............................] - ETA: 10:28 - loss: 0.2348 - acc: 0.9100
1050/20000 [>.............................] - ETA: 10:24 - loss: 0.2480 - acc: 0.9048
1100/20000 [>.............................] - ETA: 10:23 - loss: 0.2472 - acc: 0.9055
1150/20000 [>.............................] - ETA: 10:21 - loss: 0.2475 - acc: 0.9043
1200/20000 [>.............................] - ETA: 10:18 - loss: 0.2450 - acc: 0.9058
1250/20000 [>.............................] - ETA: 10:15 - loss: 0.2421 - acc: 0.9064
1300/20000 [>.............................] - ETA: 10:13 - loss: 0.2396 - acc: 0.9062
1350/20000 [=>............................] - ETA: 10:14 - loss: 0.2373 - acc: 0.9067
1400/20000 [=>............................] - ETA: 10:12 - loss: 0.2345 - acc: 0.9071
1450/20000 [=>............................] - ETA: 10:10 - loss: 0.2337 - acc: 0.9076
1500/20000 [=>............................] - ETA: 10:07 - loss: 0.2346 - acc: 0.9067
1550/20000 [=>............................] - ETA: 10:04 - loss: 0.2355 - acc: 0.9052
1600/20000 [=>............................] - ETA: 10:03 - loss: 0.2338 - acc: 0.9056
1650/20000 [=>............................] - ETA: 10:02 - loss: 0.2362 - acc: 0.9048
1700/20000 [=>............................] - ETA: 9:59 - loss: 0.2378 - acc: 0.9047
1750/20000 [=>............................] - ETA: 9:59 - loss: 0.2366 - acc: 0.9063
1800/20000 [=>............................] - ETA: 9:57 - loss: 0.2353 - acc: 0.9061
1850/20000 [=>............................] - ETA: 9:55 - loss: 0.2329 - acc: 0.9070
1900/20000 [=>............................] - ETA: 9:53 - loss: 0.2325 - acc: 0.9058
1950/20000 [=>............................] - ETA: 9:52 - loss: 0.2333 - acc: 0.9056
2000/20000 [==>...........................] - ETA: 9:49 - loss: 0.2304 - acc: 0.9070
2050/20000 [==>...........................] - ETA: 9:47 - loss: 0.2305 - acc: 0.9068
2100/20000 [==>...........................] - ETA: 9:47 - loss: 0.2296 - acc: 0.9067
2150/20000 [==>...........................] - ETA: 9:45 - loss: 0.2298 - acc: 0.9070
2200/20000 [==>...........................] - ETA: 9:43 - loss: 0.2292 - acc: 0.9068
2250/20000 [==>...........................] - ETA: 9:42 - loss: 0.2285 - acc: 0.9080
2300/20000 [==>...........................] - ETA: 9:40 - loss: 0.2270 - acc: 0.9087
2350/20000 [==>...........................] - ETA: 9:37 - loss: 0.2284 - acc: 0.9085
2400/20000 [==>...........................] - ETA: 9:35 - loss: 0.2266 - acc: 0.9096
2450/20000 [==>...........................] - ETA: 9:32 - loss: 0.2257 - acc: 0.9094
2500/20000 [==>...........................] - ETA: 9:31 - loss: 0.2252 - acc: 0.9096
2550/20000 [==>...........................] - ETA: 9:28 - loss: 0.2297 - acc: 0.9082
2600/20000 [==>...........................] - ETA: 9:28 - loss: 0.2304 - acc: 0.9085
2650/20000 [==>...........................] - ETA: 9:26 - loss: 0.2307 - acc: 0.9083
2700/20000 [===>..........................] - ETA: 9:25 - loss: 0.2315 - acc: 0.9070
2750/20000 [===>..........................] - ETA: 9:24 - loss: 0.2309 - acc: 0.9073
2800/20000 [===>..........................] - ETA: 9:22 - loss: 0.2307 - acc: 0.9079
2850/20000 [===>..........................] - ETA: 9:21 - loss: 0.2320 - acc: 0.9077
2900/20000 [===>..........................] - ETA: 9:20 - loss: 0.2314 - acc: 0.9072
2950/20000 [===>..........................] - ETA: 9:18 - loss: 0.2315 - acc: 0.9075
3000/20000 [===>..........................] - ETA: 9:16 - loss: 0.2313 - acc: 0.9077
3050/20000 [===>..........................] - ETA: 9:13 - loss: 0.2312 - acc: 0.9082
3100/20000 [===>..........................] - ETA: 9:11 - loss: 0.2301 - acc: 0.9090
3150/20000 [===>..........................] - ETA: 9:10 - loss: 0.2314 - acc: 0.9076
3200/20000 [===>..........................] - ETA: 9:08 - loss: 0.2325 - acc: 0.9062
3250/20000 [===>..........................] - ETA: 9:07 - loss: 0.2323 - acc: 0.9062
3300/20000 [===>..........................] - ETA: 9:05 - loss: 0.2309 - acc: 0.9067
3350/20000 [====>.........................] - ETA: 9:03 - loss: 0.2293 - acc: 0.9075
3400/20000 [====>.........................] - ETA: 9:01 - loss: 0.2298 - acc: 0.9065
3450/20000 [====>.........................] - ETA: 9:00 - loss: 0.2294 - acc: 0.9072
3500/20000 [====>.........................] - ETA: 8:57 - loss: 0.2301 - acc: 0.9071
3550/20000 [====>.........................] - ETA: 8:55 - loss: 0.2312 - acc: 0.9065
3600/20000 [====>.........................] - ETA: 8:53 - loss: 0.2299 - acc: 0.9072
3650/20000 [====>.........................] - ETA: 8:51 - loss: 0.2309 - acc: 0.9071
3700/20000 [====>.........................] - ETA: 8:49 - loss: 0.2307 - acc: 0.9070
3750/20000 [====>.........................] - ETA: 8:48 - loss: 0.2306 - acc: 0.9072
3800/20000 [====>.........................] - ETA: 8:46 - loss: 0.2314 - acc: 0.9066
3850/20000 [====>.........................] - ETA: 8:44 - loss: 0.2307 - acc: 0.9070
3900/20000 [====>.........................] - ETA: 8:42 - loss: 0.2305 - acc: 0.9069
3950/20000 [====>.........................] - ETA: 8:41 - loss: 0.2298 - acc: 0.9071
4000/20000 [=====>........................] - ETA: 8:40 - loss: 0.2286 - acc: 0.9075
4050/20000 [=====>........................] - ETA: 8:37 - loss: 0.2297 - acc: 0.9069
4100/20000 [=====>........................] - ETA: 8:37 - loss: 0.2295 - acc: 0.9076
4150/20000 [=====>........................] - ETA: 8:35 - loss: 0.2293 - acc: 0.9075
4200/20000 [=====>........................] - ETA: 8:33 - loss: 0.2303 - acc: 0.9069
4250/20000 [=====>........................] - ETA: 8:31 - loss: 0.2300 - acc: 0.9073
4300/20000 [=====>........................] - ETA: 8:30 - loss: 0.2311 - acc: 0.9070
4350/20000 [=====>........................] - ETA: 8:27 - loss: 0.2315 - acc: 0.9067
4400/20000 [=====>........................] - ETA: 8:25 - loss: 0.2315 - acc: 0.9066
4450/20000 [=====>........................] - ETA: 8:24 - loss: 0.2318 - acc: 0.9065
4500/20000 [=====>........................] - ETA: 8:22 - loss: 0.2315 - acc: 0.9060
4550/20000 [=====>........................] - ETA: 8:21 - loss: 0.2308 - acc: 0.9068
4600/20000 [=====>........................] - ETA: 8:19 - loss: 0.2312 - acc: 0.9061
4650/20000 [=====>........................] - ETA: 8:18 - loss: 0.2322 - acc: 0.9049
4700/20000 [======>.......................] - ETA: 8:16 - loss: 0.2314 - acc: 0.9053
4750/20000 [======>.......................] - ETA: 8:15 - loss: 0.2324 - acc: 0.9046
4800/20000 [======>.......................] - ETA: 8:13 - loss: 0.2323 - acc: 0.9046
4850/20000 [======>.......................] - ETA: 8:12 - loss: 0.2311 - acc: 0.9052
4900/20000 [======>.......................] - ETA: 8:10 - loss: 0.2314 - acc: 0.9055
4950/20000 [======>.......................] - ETA: 8:08 - loss: 0.2315 - acc: 0.9055
5000/20000 [======>.......................] - ETA: 8:06 - loss: 0.2321 - acc: 0.9052
5050/20000 [======>.......................] - ETA: 8:04 - loss: 0.2327 - acc: 0.9051
5100/20000 [======>.......................] - ETA: 8:03 - loss: 0.2329 - acc: 0.9049
5150/20000 [======>.......................] - ETA: 8:01 - loss: 0.2328 - acc: 0.9050
5200/20000 [======>.......................] - ETA: 7:59 - loss: 0.2341 - acc: 0.9040
5250/20000 [======>.......................] - ETA: 7:58 - loss: 0.2338 - acc: 0.9040
5300/20000 [======>.......................] - ETA: 7:56 - loss: 0.2342 - acc: 0.9038
5350/20000 [=======>......................] - ETA: 7:55 - loss: 0.2336 - acc: 0.9041
5400/20000 [=======>......................] - ETA: 7:53 - loss: 0.2341 - acc: 0.9035
5450/20000 [=======>......................] - ETA: 7:52 - loss: 0.2342 - acc: 0.9031
5500/20000 [=======>......................] - ETA: 7:50 - loss: 0.2350 - acc: 0.9029
5550/20000 [=======>......................] - ETA: 7:48 - loss: 0.2349 - acc: 0.9031
5600/20000 [=======>......................] - ETA: 7:46 - loss: 0.2349 - acc: 0.9030
5650/20000 [=======>......................] - ETA: 7:44 - loss: 0.2354 - acc: 0.9027
5700/20000 [=======>......................] - ETA: 7:43 - loss: 0.2355 - acc: 0.9026
5750/20000 [=======>......................] - ETA: 7:41 - loss: 0.2364 - acc: 0.9016
5800/20000 [=======>......................] - ETA: 7:39 - loss: 0.2365 - acc: 0.9017
5850/20000 [=======>......................] - ETA: 7:37 - loss: 0.2365 - acc: 0.9019
5900/20000 [=======>......................] - ETA: 7:35 - loss: 0.2364 - acc: 0.9019
5950/20000 [=======>......................] - ETA: 7:33 - loss: 0.2377 - acc: 0.9015
6000/20000 [========>.....................] - ETA: 7:32 - loss: 0.2374 - acc: 0.9013
6050/20000 [========>.....................] - ETA: 7:30 - loss: 0.2372 - acc: 0.9015
6100/20000 [========>.....................] - ETA: 7:29 - loss: 0.2381 - acc: 0.9013
6150/20000 [========>.....................] - ETA: 7:27 - loss: 0.2388 - acc: 0.9011
6200/20000 [========>.....................] - ETA: 7:25 - loss: 0.2398 - acc: 0.9008
6250/20000 [========>.....................] - ETA: 7:23 - loss: 0.2401 - acc: 0.9008
6300/20000 [========>.....................] - ETA: 7:21 - loss: 0.2396 - acc: 0.9011
6350/20000 [========>.....................] - ETA: 7:20 - loss: 0.2395 - acc: 0.9009
6400/20000 [========>.....................] - ETA: 7:19 - loss: 0.2404 - acc: 0.9009
6450/20000 [========>.....................] - ETA: 7:17 - loss: 0.2403 - acc: 0.9011
6500/20000 [========>.....................] - ETA: 7:16 - loss: 0.2405 - acc: 0.9011
6550/20000 [========>.....................] - ETA: 7:14 - loss: 0.2411 - acc: 0.9006
6600/20000 [========>.....................] - ETA: 7:13 - loss: 0.2412 - acc: 0.9008
6650/20000 [========>.....................] - ETA: 7:12 - loss: 0.2409 - acc: 0.9009
6700/20000 [=========>....................] - ETA: 7:10 - loss: 0.2416 - acc: 0.9006
6750/20000 [=========>....................] - ETA: 7:08 - loss: 0.2424 - acc: 0.9006
6800/20000 [=========>....................] - ETA: 7:07 - loss: 0.2421 - acc: 0.9006
6850/20000 [=========>....................] - ETA: 7:05 - loss: 0.2429 - acc: 0.9001
6900/20000 [=========>....................] - ETA: 7:04 - loss: 0.2441 - acc: 0.8993
6950/20000 [=========>....................] - ETA: 7:02 - loss: 0.2442 - acc: 0.8991
7000/20000 [=========>....................] - ETA: 7:01 - loss: 0.2450 - acc: 0.8986
7050/20000 [=========>....................] - ETA: 6:59 - loss: 0.2448 - acc: 0.8986
7100/20000 [=========>....................] - ETA: 6:58 - loss: 0.2441 - acc: 0.8990
7150/20000 [=========>....................] - ETA: 6:56 - loss: 0.2444 - acc: 0.8989
7200/20000 [=========>....................] - ETA: 6:55 - loss: 0.2454 - acc: 0.8981
7250/20000 [=========>....................] - ETA: 6:53 - loss: 0.2457 - acc: 0.8982
7300/20000 [=========>....................] - ETA: 6:51 - loss: 0.2472 - acc: 0.8975
7350/20000 [==========>...................] - ETA: 6:50 - loss: 0.2468 - acc: 0.8978
7400/20000 [==========>...................] - ETA: 6:48 - loss: 0.2475 - acc: 0.8973
7450/20000 [==========>...................] - ETA: 6:47 - loss: 0.2482 - acc: 0.8972
7500/20000 [==========>...................] - ETA: 6:45 - loss: 0.2483 - acc: 0.8973
7550/20000 [==========>...................] - ETA: 6:43 - loss: 0.2482 - acc: 0.8975
7600/20000 [==========>...................] - ETA: 6:42 - loss: 0.2479 - acc: 0.8976
7650/20000 [==========>...................] - ETA: 6:40 - loss: 0.2479 - acc: 0.8976
7700/20000 [==========>...................] - ETA: 6:39 - loss: 0.2474 - acc: 0.8982
7750/20000 [==========>...................] - ETA: 6:37 - loss: 0.2477 - acc: 0.8981
7800/20000 [==========>...................] - ETA: 6:36 - loss: 0.2475 - acc: 0.8982
7850/20000 [==========>...................] - ETA: 6:34 - loss: 0.2474 - acc: 0.8982
7900/20000 [==========>...................] - ETA: 6:33 - loss: 0.2472 - acc: 0.8984
7950/20000 [==========>...................] - ETA: 6:31 - loss: 0.2467 - acc: 0.8987
8000/20000 [===========>..................] - ETA: 6:30 - loss: 0.2465 - acc: 0.8987
8050/20000 [===========>..................] - ETA: 6:28 - loss: 0.2462 - acc: 0.8985
8100/20000 [===========>..................] - ETA: 6:26 - loss: 0.2460 - acc: 0.8985
8150/20000 [===========>..................] - ETA: 6:25 - loss: 0.2462 - acc: 0.8983
8200/20000 [===========>..................] - ETA: 6:23 - loss: 0.2468 - acc: 0.8977
8250/20000 [===========>..................] - ETA: 6:21 - loss: 0.2462 - acc: 0.8981
8300/20000 [===========>..................] - ETA: 6:20 - loss: 0.2460 - acc: 0.8983
8350/20000 [===========>..................] - ETA: 6:18 - loss: 0.2463 - acc: 0.8982
8400/20000 [===========>..................] - ETA: 6:16 - loss: 0.2459 - acc: 0.8983
8450/20000 [===========>..................] - ETA: 6:14 - loss: 0.2462 - acc: 0.8985
8500/20000 [===========>..................] - ETA: 6:13 - loss: 0.2461 - acc: 0.8986
8550/20000 [===========>..................] - ETA: 6:11 - loss: 0.2456 - acc: 0.8988
8600/20000 [===========>..................] - ETA: 6:09 - loss: 0.2461 - acc: 0.8986
8650/20000 [===========>..................] - ETA: 6:08 - loss: 0.2469 - acc: 0.8983
8700/20000 [============>.................] - ETA: 6:06 - loss: 0.2477 - acc: 0.8982
8750/20000 [============>.................] - ETA: 6:04 - loss: 0.2472 - acc: 0.8985
8800/20000 [============>.................] - ETA: 6:02 - loss: 0.2470 - acc: 0.8986
8850/20000 [============>.................] - ETA: 6:01 - loss: 0.2469 - acc: 0.8986
8900/20000 [============>.................] - ETA: 5:59 - loss: 0.2480 - acc: 0.8982
8950/20000 [============>.................] - ETA: 5:58 - loss: 0.2482 - acc: 0.8981
9000/20000 [============>.................] - ETA: 5:56 - loss: 0.2479 - acc: 0.8983
9050/20000 [============>.................] - ETA: 5:54 - loss: 0.2475 - acc: 0.8987
9100/20000 [============>.................] - ETA: 5:53 - loss: 0.2478 - acc: 0.8987
9150/20000 [============>.................] - ETA: 5:51 - loss: 0.2472 - acc: 0.8991
9200/20000 [============>.................] - ETA: 5:50 - loss: 0.2480 - acc: 0.8987
9250/20000 [============>.................] - ETA: 5:48 - loss: 0.2480 - acc: 0.8986
9300/20000 [============>.................] - ETA: 5:46 - loss: 0.2483 - acc: 0.8984
9350/20000 [=============>................] - ETA: 5:45 - loss: 0.2486 - acc: 0.8982
9400/20000 [=============>................] - ETA: 5:43 - loss: 0.2482 - acc: 0.8982
9450/20000 [=============>................] - ETA: 5:41 - loss: 0.2480 - acc: 0.8982
9500/20000 [=============>................] - ETA: 5:40 - loss: 0.2472 - acc: 0.8986
9550/20000 [=============>................] - ETA: 5:38 - loss: 0.2467 - acc: 0.8988
9600/20000 [=============>................] - ETA: 5:37 - loss: 0.2462 - acc: 0.8991
9650/20000 [=============>................] - ETA: 5:35 - loss: 0.2471 - acc: 0.8991
9700/20000 [=============>................] - ETA: 5:34 - loss: 0.2470 - acc: 0.8990
9750/20000 [=============>................] - ETA: 5:32 - loss: 0.2470 - acc: 0.8989
9800/20000 [=============>................] - ETA: 5:30 - loss: 0.2475 - acc: 0.8985
9850/20000 [=============>................] - ETA: 5:29 - loss: 0.2476 - acc: 0.8983
9900/20000 [=============>................] - ETA: 5:27 - loss: 0.2477 - acc: 0.8983
9950/20000 [=============>................] - ETA: 5:25 - loss: 0.2480 - acc: 0.8981
10000/20000 [==============>...............] - ETA: 5:24 - loss: 0.2481 - acc: 0.8981
10050/20000 [==============>...............] - ETA: 5:22 - loss: 0.2478 - acc: 0.8983
10100/20000 [==============>...............] - ETA: 5:20 - loss: 0.2482 - acc: 0.8982
10150/20000 [==============>...............] - ETA: 5:19 - loss: 0.2481 - acc: 0.8981
10200/20000 [==============>...............] - ETA: 5:17 - loss: 0.2476 - acc: 0.8983
10250/20000 [==============>...............] - ETA: 5:15 - loss: 0.2476 - acc: 0.8983
10300/20000 [==============>...............] - ETA: 5:14 - loss: 0.2486 - acc: 0.8977
10350/20000 [==============>...............] - ETA: 5:12 - loss: 0.2490 - acc: 0.8974
10400/20000 [==============>...............] - ETA: 5:11 - loss: 0.2491 - acc: 0.8974
10450/20000 [==============>...............] - ETA: 5:09 - loss: 0.2494 - acc: 0.8970
10500/20000 [==============>...............] - ETA: 5:08 - loss: 0.2506 - acc: 0.8968
10550/20000 [==============>...............] - ETA: 5:06 - loss: 0.2508 - acc: 0.8963
10600/20000 [==============>...............] - ETA: 5:04 - loss: 0.2504 - acc: 0.8965
10650/20000 [==============>...............] - ETA: 5:03 - loss: 0.2505 - acc: 0.8963
10700/20000 [===============>..............] - ETA: 5:01 - loss: 0.2506 - acc: 0.8962
10750/20000 [===============>..............] - ETA: 4:59 - loss: 0.2507 - acc: 0.8960
10800/20000 [===============>..............] - ETA: 4:58 - loss: 0.2504 - acc: 0.8961
10850/20000 [===============>..............] - ETA: 4:56 - loss: 0.2503 - acc: 0.8960
10900/20000 [===============>..............] - ETA: 4:55 - loss: 0.2506 - acc: 0.8959
10950/20000 [===============>..............] - ETA: 4:53 - loss: 0.2501 - acc: 0.8962
11000/20000 [===============>..............] - ETA: 4:52 - loss: 0.2502 - acc: 0.8964
11050/20000 [===============>..............] - ETA: 4:50 - loss: 0.2502 - acc: 0.8963
11100/20000 [===============>..............] - ETA: 4:48 - loss: 0.2502 - acc: 0.8962
11150/20000 [===============>..............] - ETA: 4:47 - loss: 0.2500 - acc: 0.8962
11200/20000 [===============>..............] - ETA: 4:45 - loss: 0.2501 - acc: 0.8962
11250/20000 [===============>..............] - ETA: 4:43 - loss: 0.2500 - acc: 0.8961
11300/20000 [===============>..............] - ETA: 4:42 - loss: 0.2500 - acc: 0.8961
11350/20000 [================>.............] - ETA: 4:40 - loss: 0.2500 - acc: 0.8961
11400/20000 [================>.............] - ETA: 4:38 - loss: 0.2495 - acc: 0.8965
11450/20000 [================>.............] - ETA: 4:37 - loss: 0.2497 - acc: 0.8965
11500/20000 [================>.............] - ETA: 4:35 - loss: 0.2493 - acc: 0.8966
11550/20000 [================>.............] - ETA: 4:34 - loss: 0.2491 - acc: 0.8965
11600/20000 [================>.............] - ETA: 4:32 - loss: 0.2494 - acc: 0.8966
11650/20000 [================>.............] - ETA: 4:31 - loss: 0.2493 - acc: 0.8966
11700/20000 [================>.............] - ETA: 4:29 - loss: 0.2497 - acc: 0.8963
11750/20000 [================>.............] - ETA: 4:27 - loss: 0.2496 - acc: 0.8963
11800/20000 [================>.............] - ETA: 4:26 - loss: 0.2500 - acc: 0.8962
11850/20000 [================>.............] - ETA: 4:24 - loss: 0.2504 - acc: 0.8959
11900/20000 [================>.............] - ETA: 4:23 - loss: 0.2506 - acc: 0.8960
11950/20000 [================>.............] - ETA: 4:21 - loss: 0.2514 - acc: 0.8960
12000/20000 [=================>............] - ETA: 4:19 - loss: 0.2520 - acc: 0.8957
12050/20000 [=================>............] - ETA: 4:18 - loss: 0.2525 - acc: 0.8956
12100/20000 [=================>............] - ETA: 4:16 - loss: 0.2521 - acc: 0.8958
12150/20000 [=================>............] - ETA: 4:15 - loss: 0.2520 - acc: 0.8960
12200/20000 [=================>............] - ETA: 4:13 - loss: 0.2516 - acc: 0.8962
12250/20000 [=================>............] - ETA: 4:11 - loss: 0.2518 - acc: 0.8961
12300/20000 [=================>............] - ETA: 4:10 - loss: 0.2517 - acc: 0.8960
12350/20000 [=================>............] - ETA: 4:08 - loss: 0.2525 - acc: 0.8955
12400/20000 [=================>............] - ETA: 4:06 - loss: 0.2528 - acc: 0.8956
12450/20000 [=================>............] - ETA: 4:05 - loss: 0.2531 - acc: 0.8954
12500/20000 [=================>............] - ETA: 4:03 - loss: 0.2530 - acc: 0.8953
12550/20000 [=================>............] - ETA: 4:02 - loss: 0.2528 - acc: 0.8953
12600/20000 [=================>............] - ETA: 4:00 - loss: 0.2525 - acc: 0.8956
12650/20000 [=================>............] - ETA: 3:58 - loss: 0.2525 - acc: 0.8956
12700/20000 [==================>...........] - ETA: 3:57 - loss: 0.2525 - acc: 0.8956
12750/20000 [==================>...........] - ETA: 3:55 - loss: 0.2526 - acc: 0.8957
12800/20000 [==================>...........] - ETA: 3:54 - loss: 0.2528 - acc: 0.8956
12850/20000 [==================>...........] - ETA: 3:52 - loss: 0.2528 - acc: 0.8957
12900/20000 [==================>...........] - ETA: 3:51 - loss: 0.2530 - acc: 0.8956
12950/20000 [==================>...........] - ETA: 3:49 - loss: 0.2533 - acc: 0.8951
13000/20000 [==================>...........] - ETA: 3:47 - loss: 0.2532 - acc: 0.8951
13050/20000 [==================>...........] - ETA: 3:46 - loss: 0.2532 - acc: 0.8951
13100/20000 [==================>...........] - ETA: 3:44 - loss: 0.2530 - acc: 0.8953
13150/20000 [==================>...........] - ETA: 3:42 - loss: 0.2533 - acc: 0.8953
13200/20000 [==================>...........] - ETA: 3:41 - loss: 0.2533 - acc: 0.8954
13250/20000 [==================>...........] - ETA: 3:39 - loss: 0.2536 - acc: 0.8951
13300/20000 [==================>...........] - ETA: 3:38 - loss: 0.2540 - acc: 0.8949
13350/20000 [===================>..........] - ETA: 3:36 - loss: 0.2538 - acc: 0.8951
13400/20000 [===================>..........] - ETA: 3:34 - loss: 0.2541 - acc: 0.8949
13450/20000 [===================>..........] - ETA: 3:33 - loss: 0.2543 - acc: 0.8947
13500/20000 [===================>..........] - ETA: 3:31 - loss: 0.2544 - acc: 0.8947
13550/20000 [===================>..........] - ETA: 3:30 - loss: 0.2544 - acc: 0.8945
13600/20000 [===================>..........] - ETA: 3:28 - loss: 0.2545 - acc: 0.8944
13650/20000 [===================>..........] - ETA: 3:26 - loss: 0.2541 - acc: 0.8945
13700/20000 [===================>..........] - ETA: 3:25 - loss: 0.2538 - acc: 0.8945
13750/20000 [===================>..........] - ETA: 3:23 - loss: 0.2536 - acc: 0.8944
13800/20000 [===================>..........] - ETA: 3:22 - loss: 0.2536 - acc: 0.8943
13850/20000 [===================>..........] - ETA: 3:20 - loss: 0.2533 - acc: 0.8942
13900/20000 [===================>..........] - ETA: 3:18 - loss: 0.2534 - acc: 0.8941
13950/20000 [===================>..........] - ETA: 3:17 - loss: 0.2533 - acc: 0.8942
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.2533 - acc: 0.8941
14050/20000 [====================>.........] - ETA: 3:13 - loss: 0.2534 - acc: 0.8942
14100/20000 [====================>.........] - ETA: 3:12 - loss: 0.2536 - acc: 0.8943
14150/20000 [====================>.........] - ETA: 3:10 - loss: 0.2532 - acc: 0.8945
14200/20000 [====================>.........] - ETA: 3:09 - loss: 0.2528 - acc: 0.8945
14250/20000 [====================>.........] - ETA: 3:07 - loss: 0.2528 - acc: 0.8945
14300/20000 [====================>.........] - ETA: 3:05 - loss: 0.2527 - acc: 0.8946
14350/20000 [====================>.........] - ETA: 3:04 - loss: 0.2525 - acc: 0.8948
14400/20000 [====================>.........] - ETA: 3:02 - loss: 0.2524 - acc: 0.8948
14450/20000 [====================>.........] - ETA: 3:00 - loss: 0.2530 - acc: 0.8945
14500/20000 [====================>.........] - ETA: 2:59 - loss: 0.2531 - acc: 0.8945
14550/20000 [====================>.........] - ETA: 2:57 - loss: 0.2537 - acc: 0.8944
14600/20000 [====================>.........] - ETA: 2:55 - loss: 0.2543 - acc: 0.8940
14650/20000 [====================>.........] - ETA: 2:54 - loss: 0.2544 - acc: 0.8940
14700/20000 [=====================>........] - ETA: 2:52 - loss: 0.2544 - acc: 0.8939
14750/20000 [=====================>........] - ETA: 2:51 - loss: 0.2547 - acc: 0.8937
14800/20000 [=====================>........] - ETA: 2:49 - loss: 0.2545 - acc: 0.8937
14850/20000 [=====================>........] - ETA: 2:48 - loss: 0.2547 - acc: 0.8936
14900/20000 [=====================>........] - ETA: 2:46 - loss: 0.2550 - acc: 0.8934
14950/20000 [=====================>........] - ETA: 2:44 - loss: 0.2547 - acc: 0.8934
15000/20000 [=====================>........] - ETA: 2:43 - loss: 0.2552 - acc: 0.8932
15050/20000 [=====================>........] - ETA: 2:41 - loss: 0.2551 - acc: 0.8933
15100/20000 [=====================>........] - ETA: 2:39 - loss: 0.2550 - acc: 0.8934
15150/20000 [=====================>........] - ETA: 2:38 - loss: 0.2550 - acc: 0.8934
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.2549 - acc: 0.8934
15250/20000 [=====================>........] - ETA: 2:35 - loss: 0.2550 - acc: 0.8932
15300/20000 [=====================>........] - ETA: 2:33 - loss: 0.2552 - acc: 0.8930
15350/20000 [======================>.......] - ETA: 2:31 - loss: 0.2555 - acc: 0.8929
15400/20000 [======================>.......] - ETA: 2:30 - loss: 0.2552 - acc: 0.8931
15450/20000 [======================>.......] - ETA: 2:28 - loss: 0.2550 - acc: 0.8931
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.2551 - acc: 0.8930
15550/20000 [======================>.......] - ETA: 2:25 - loss: 0.2550 - acc: 0.8929
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.2549 - acc: 0.8930
15650/20000 [======================>.......] - ETA: 2:21 - loss: 0.2550 - acc: 0.8927
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.2550 - acc: 0.8925
15750/20000 [======================>.......] - ETA: 2:18 - loss: 0.2553 - acc: 0.8923
15800/20000 [======================>.......] - ETA: 2:17 - loss: 0.2557 - acc: 0.8922
15850/20000 [======================>.......] - ETA: 2:15 - loss: 0.2555 - acc: 0.8923
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.2555 - acc: 0.8924
15950/20000 [======================>.......] - ETA: 2:12 - loss: 0.2558 - acc: 0.8922
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.2555 - acc: 0.8924
16050/20000 [=======================>......] - ETA: 2:08 - loss: 0.2557 - acc: 0.8923
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.2559 - acc: 0.8922
16150/20000 [=======================>......] - ETA: 2:05 - loss: 0.2557 - acc: 0.8921
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.2557 - acc: 0.8920
16250/20000 [=======================>......] - ETA: 2:02 - loss: 0.2557 - acc: 0.8919
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.2555 - acc: 0.8920
16350/20000 [=======================>......] - ETA: 1:59 - loss: 0.2557 - acc: 0.8919
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.2552 - acc: 0.8921
16450/20000 [=======================>......] - ETA: 1:55 - loss: 0.2554 - acc: 0.8920
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.2556 - acc: 0.8919
16550/20000 [=======================>......] - ETA: 1:52 - loss: 0.2557 - acc: 0.8920
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.2553 - acc: 0.8922
16650/20000 [=======================>......] - ETA: 1:49 - loss: 0.2553 - acc: 0.8923
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.2553 - acc: 0.8922
16750/20000 [========================>.....] - ETA: 1:46 - loss: 0.2549 - acc: 0.8924
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.2545 - acc: 0.8926
16850/20000 [========================>.....] - ETA: 1:42 - loss: 0.2547 - acc: 0.8926
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.2549 - acc: 0.8925
16950/20000 [========================>.....] - ETA: 1:39 - loss: 0.2548 - acc: 0.8924
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.2548 - acc: 0.8924
17050/20000 [========================>.....] - ETA: 1:36 - loss: 0.2547 - acc: 0.8926
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.2544 - acc: 0.8927
17150/20000 [========================>.....] - ETA: 1:33 - loss: 0.2542 - acc: 0.8928
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.2540 - acc: 0.8928
17250/20000 [========================>.....] - ETA: 1:29 - loss: 0.2537 - acc: 0.8930
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.2541 - acc: 0.8929
17350/20000 [=========================>....] - ETA: 1:26 - loss: 0.2540 - acc: 0.8930
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.2538 - acc: 0.8931
17450/20000 [=========================>....] - ETA: 1:23 - loss: 0.2538 - acc: 0.8932
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.2536 - acc: 0.8933
17550/20000 [=========================>....] - ETA: 1:20 - loss: 0.2539 - acc: 0.8932
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.2537 - acc: 0.8934
17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.2538 - acc: 0.8933
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.2537 - acc: 0.8932
17750/20000 [=========================>....] - ETA: 1:13 - loss: 0.2540 - acc: 0.8931
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.2537 - acc: 0.8931
17850/20000 [=========================>....] - ETA: 1:10 - loss: 0.2534 - acc: 0.8932
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.2535 - acc: 0.8932
17950/20000 [=========================>....] - ETA: 1:06 - loss: 0.2536 - acc: 0.8933
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.2537 - acc: 0.8932
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.2533 - acc: 0.8934
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.2530 - acc: 0.8935
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.2535 - acc: 0.8933
18200/20000 [==========================>...] - ETA: 58s - loss: 0.2539 - acc: 0.8930
18250/20000 [==========================>...] - ETA: 57s - loss: 0.2538 - acc: 0.8930
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2536 - acc: 0.8931
18350/20000 [==========================>...] - ETA: 53s - loss: 0.2535 - acc: 0.8931
18400/20000 [==========================>...] - ETA: 52s - loss: 0.2534 - acc: 0.8933
18450/20000 [==========================>...] - ETA: 50s - loss: 0.2535 - acc: 0.8933
18500/20000 [==========================>...] - ETA: 49s - loss: 0.2532 - acc: 0.8934
18550/20000 [==========================>...] - ETA: 47s - loss: 0.2531 - acc: 0.8934
18600/20000 [==========================>...] - ETA: 45s - loss: 0.2533 - acc: 0.8934
18650/20000 [==========================>...] - ETA: 44s - loss: 0.2534 - acc: 0.8932
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2536 - acc: 0.8932
18750/20000 [===========================>..] - ETA: 40s - loss: 0.2536 - acc: 0.8932
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2535 - acc: 0.8932
18850/20000 [===========================>..] - ETA: 37s - loss: 0.2536 - acc: 0.8932
18900/20000 [===========================>..] - ETA: 35s - loss: 0.2538 - acc: 0.8930
18950/20000 [===========================>..] - ETA: 34s - loss: 0.2538 - acc: 0.8930
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2537 - acc: 0.8929
19050/20000 [===========================>..] - ETA: 31s - loss: 0.2542 - acc: 0.8928
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2542 - acc: 0.8929
19150/20000 [===========================>..] - ETA: 27s - loss: 0.2542 - acc: 0.8927
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2544 - acc: 0.8926
19250/20000 [===========================>..] - ETA: 24s - loss: 0.2545 - acc: 0.8925
19300/20000 [===========================>..] - ETA: 22s - loss: 0.2545 - acc: 0.8926
19350/20000 [============================>.] - ETA: 21s - loss: 0.2544 - acc: 0.8927
19400/20000 [============================>.] - ETA: 19s - loss: 0.2543 - acc: 0.8926
19450/20000 [============================>.] - ETA: 17s - loss: 0.2540 - acc: 0.8928
19500/20000 [============================>.] - ETA: 16s - loss: 0.2539 - acc: 0.8928
19550/20000 [============================>.] - ETA: 14s - loss: 0.2539 - acc: 0.8928
19600/20000 [============================>.] - ETA: 13s - loss: 0.2543 - acc: 0.8924
19650/20000 [============================>.] - ETA: 11s - loss: 0.2544 - acc: 0.8924
19700/20000 [============================>.] - ETA: 9s - loss: 0.2544 - acc: 0.8924
19750/20000 [============================>.] - ETA: 8s - loss: 0.2543 - acc: 0.8924
19800/20000 [============================>.] - ETA: 6s - loss: 0.2544 - acc: 0.8923
19850/20000 [============================>.] - ETA: 4s - loss: 0.2544 - acc: 0.8923
19900/20000 [============================>.] - ETA: 3s - loss: 0.2544 - acc: 0.8923
19950/20000 [============================>.] - ETA: 1s - loss: 0.2544 - acc: 0.8923
20000/20000 [==============================] - 664s 33ms/step - loss: 0.2545 - acc: 0.8923 - val_loss: 0.3606 - val_acc: 0.8538
Epoch 14/50
50/20000 [..............................] - ETA: 10:51 - loss: 0.1471 - acc: 0.9600
100/20000 [..............................] - ETA: 10:43 - loss: 0.1926 - acc: 0.9300
150/20000 [..............................] - ETA: 10:53 - loss: 0.2036 - acc: 0.9133
200/20000 [..............................] - ETA: 10:39 - loss: 0.1989 - acc: 0.9150
250/20000 [..............................] - ETA: 10:50 - loss: 0.2012 - acc: 0.9160
300/20000 [..............................] - ETA: 10:44 - loss: 0.1968 - acc: 0.9233
350/20000 [..............................] - ETA: 10:45 - loss: 0.1905 - acc: 0.9229
400/20000 [..............................] - ETA: 10:41 - loss: 0.1976 - acc: 0.9150
450/20000 [..............................] - ETA: 10:48 - loss: 0.2090 - acc: 0.9156
500/20000 [..............................] - ETA: 10:46 - loss: 0.2383 - acc: 0.9020
550/20000 [..............................] - ETA: 10:42 - loss: 0.2339 - acc: 0.9055
600/20000 [..............................] - ETA: 10:40 - loss: 0.2323 - acc: 0.9033
650/20000 [..............................] - ETA: 10:39 - loss: 0.2326 - acc: 0.9031
700/20000 [>.............................] - ETA: 10:33 - loss: 0.2456 - acc: 0.8957
750/20000 [>.............................] - ETA: 10:35 - loss: 0.2503 - acc: 0.8920
800/20000 [>.............................] - ETA: 10:34 - loss: 0.2487 - acc: 0.8937
850/20000 [>.............................] - ETA: 10:34 - loss: 0.2485 - acc: 0.8941
900/20000 [>.............................] - ETA: 10:29 - loss: 0.2503 - acc: 0.8911
950/20000 [>.............................] - ETA: 10:28 - loss: 0.2553 - acc: 0.8895
1000/20000 [>.............................] - ETA: 10:28 - loss: 0.2599 - acc: 0.8880
1050/20000 [>.............................] - ETA: 10:25 - loss: 0.2579 - acc: 0.8895
1100/20000 [>.............................] - ETA: 10:21 - loss: 0.2571 - acc: 0.8882
1150/20000 [>.............................] - ETA: 10:19 - loss: 0.2512 - acc: 0.8913
1200/20000 [>.............................] - ETA: 10:16 - loss: 0.2497 - acc: 0.8900
1250/20000 [>.............................] - ETA: 10:15 - loss: 0.2533 - acc: 0.8896
1300/20000 [>.............................] - ETA: 10:16 - loss: 0.2496 - acc: 0.8908
1350/20000 [=>............................] - ETA: 10:15 - loss: 0.2509 - acc: 0.8889
1400/20000 [=>............................] - ETA: 10:12 - loss: 0.2517 - acc: 0.8900
1450/20000 [=>............................] - ETA: 10:10 - loss: 0.2539 - acc: 0.8883
1500/20000 [=>............................] - ETA: 10:08 - loss: 0.2566 - acc: 0.8873
1550/20000 [=>............................] - ETA: 10:06 - loss: 0.2577 - acc: 0.8858
1600/20000 [=>............................] - ETA: 10:05 - loss: 0.2599 - acc: 0.8850
1650/20000 [=>............................] - ETA: 10:03 - loss: 0.2589 - acc: 0.8855
1700/20000 [=>............................] - ETA: 10:02 - loss: 0.2593 - acc: 0.8853
1750/20000 [=>............................] - ETA: 9:58 - loss: 0.2605 - acc: 0.8851
1800/20000 [=>............................] - ETA: 9:57 - loss: 0.2602 - acc: 0.8856
1850/20000 [=>............................] - ETA: 9:55 - loss: 0.2584 - acc: 0.8865
1900/20000 [=>............................] - ETA: 9:53 - loss: 0.2627 - acc: 0.8832
1950/20000 [=>............................] - ETA: 9:50 - loss: 0.2641 - acc: 0.8815
2000/20000 [==>...........................] - ETA: 9:50 - loss: 0.2624 - acc: 0.8825
2050/20000 [==>...........................] - ETA: 9:49 - loss: 0.2621 - acc: 0.8839
2100/20000 [==>...........................] - ETA: 9:50 - loss: 0.2602 - acc: 0.8848
2150/20000 [==>...........................] - ETA: 9:48 - loss: 0.2601 - acc: 0.8860
2200/20000 [==>...........................] - ETA: 9:46 - loss: 0.2586 - acc: 0.8873
2250/20000 [==>...........................] - ETA: 9:44 - loss: 0.2573 - acc: 0.8871
2300/20000 [==>...........................] - ETA: 9:43 - loss: 0.2602 - acc: 0.8857
2350/20000 [==>...........................] - ETA: 9:40 - loss: 0.2600 - acc: 0.8855
2400/20000 [==>...........................] - ETA: 9:40 - loss: 0.2595 - acc: 0.8858
2450/20000 [==>...........................] - ETA: 9:37 - loss: 0.2592 - acc: 0.8857
2500/20000 [==>...........................] - ETA: 9:34 - loss: 0.2585 - acc: 0.8864
2550/20000 [==>...........................] - ETA: 9:32 - loss: 0.2590 - acc: 0.8855
2600/20000 [==>...........................] - ETA: 9:29 - loss: 0.2624 - acc: 0.8850
2650/20000 [==>...........................] - ETA: 9:28 - loss: 0.2621 - acc: 0.8849
2700/20000 [===>..........................] - ETA: 9:27 - loss: 0.2621 - acc: 0.8852
2750/20000 [===>..........................] - ETA: 9:26 - loss: 0.2622 - acc: 0.8851
2800/20000 [===>..........................] - ETA: 9:23 - loss: 0.2633 - acc: 0.8832
2850/20000 [===>..........................] - ETA: 9:21 - loss: 0.2645 - acc: 0.8832
2900/20000 [===>..........................] - ETA: 9:19 - loss: 0.2636 - acc: 0.8831
2950/20000 [===>..........................] - ETA: 9:17 - loss: 0.2625 - acc: 0.8847
3000/20000 [===>..........................] - ETA: 9:15 - loss: 0.2619 - acc: 0.8850
3050/20000 [===>..........................] - ETA: 9:14 - loss: 0.2602 - acc: 0.8859
3100/20000 [===>..........................] - ETA: 9:13 - loss: 0.2608 - acc: 0.8852
3150/20000 [===>..........................] - ETA: 9:11 - loss: 0.2626 - acc: 0.8838
3200/20000 [===>..........................] - ETA: 9:09 - loss: 0.2631 - acc: 0.8847
3250/20000 [===>..........................] - ETA: 9:06 - loss: 0.2631 - acc: 0.8837
3300/20000 [===>..........................] - ETA: 9:05 - loss: 0.2631 - acc: 0.8830
3350/20000 [====>.........................] - ETA: 9:03 - loss: 0.2619 - acc: 0.8842
3400/20000 [====>.........................] - ETA: 9:01 - loss: 0.2597 - acc: 0.8853
3450/20000 [====>.........................] - ETA: 8:59 - loss: 0.2593 - acc: 0.8858
3500/20000 [====>.........................] - ETA: 8:58 - loss: 0.2590 - acc: 0.8857
3550/20000 [====>.........................] - ETA: 8:56 - loss: 0.2585 - acc: 0.8865
3600/20000 [====>.........................] - ETA: 8:54 - loss: 0.2576 - acc: 0.8867
3650/20000 [====>.........................] - ETA: 8:53 - loss: 0.2559 - acc: 0.8879
3700/20000 [====>.........................] - ETA: 8:50 - loss: 0.2561 - acc: 0.8881
3750/20000 [====>.........................] - ETA: 8:48 - loss: 0.2560 - acc: 0.8883
3800/20000 [====>.........................] - ETA: 8:47 - loss: 0.2542 - acc: 0.8892
3850/20000 [====>.........................] - ETA: 8:45 - loss: 0.2552 - acc: 0.8886
3900/20000 [====>.........................] - ETA: 8:43 - loss: 0.2550 - acc: 0.8887
3950/20000 [====>.........................] - ETA: 8:42 - loss: 0.2537 - acc: 0.8894
4000/20000 [=====>........................] - ETA: 8:40 - loss: 0.2537 - acc: 0.8895
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16050/20000 [=======================>......] - ETA: 2:09 - loss: 0.2451 - acc: 0.8935
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.2448 - acc: 0.8937
16150/20000 [=======================>......] - ETA: 2:06 - loss: 0.2446 - acc: 0.8937
16200/20000 [=======================>......] - ETA: 2:04 - loss: 0.2444 - acc: 0.8936
16250/20000 [=======================>......] - ETA: 2:02 - loss: 0.2442 - acc: 0.8938
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.2443 - acc: 0.8938
16350/20000 [=======================>......] - ETA: 1:59 - loss: 0.2444 - acc: 0.8938
16400/20000 [=======================>......] - ETA: 1:58 - loss: 0.2446 - acc: 0.8937
16450/20000 [=======================>......] - ETA: 1:56 - loss: 0.2451 - acc: 0.8936
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.2451 - acc: 0.8935
16550/20000 [=======================>......] - ETA: 1:53 - loss: 0.2454 - acc: 0.8935
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.2452 - acc: 0.8937
16650/20000 [=======================>......] - ETA: 1:49 - loss: 0.2449 - acc: 0.8939
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.2450 - acc: 0.8939
16750/20000 [========================>.....] - ETA: 1:46 - loss: 0.2447 - acc: 0.8940
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.2450 - acc: 0.8940
16850/20000 [========================>.....] - ETA: 1:43 - loss: 0.2448 - acc: 0.8941
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.2446 - acc: 0.8943
16950/20000 [========================>.....] - ETA: 1:39 - loss: 0.2444 - acc: 0.8943
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.2443 - acc: 0.8943
17050/20000 [========================>.....] - ETA: 1:36 - loss: 0.2440 - acc: 0.8945
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.2438 - acc: 0.8946
17150/20000 [========================>.....] - ETA: 1:33 - loss: 0.2442 - acc: 0.8945
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.2444 - acc: 0.8944
17250/20000 [========================>.....] - ETA: 1:30 - loss: 0.2443 - acc: 0.8945
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.2444 - acc: 0.8945
17350/20000 [=========================>....] - ETA: 1:26 - loss: 0.2442 - acc: 0.8946
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.2441 - acc: 0.8947
17450/20000 [=========================>....] - ETA: 1:23 - loss: 0.2442 - acc: 0.8946
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.2445 - acc: 0.8944
17550/20000 [=========================>....] - ETA: 1:20 - loss: 0.2444 - acc: 0.8944
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17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.2443 - acc: 0.8943
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.2442 - acc: 0.8944
17750/20000 [=========================>....] - ETA: 1:13 - loss: 0.2444 - acc: 0.8943
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.2444 - acc: 0.8943
17850/20000 [=========================>....] - ETA: 1:10 - loss: 0.2447 - acc: 0.8943
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.2448 - acc: 0.8942
17950/20000 [=========================>....] - ETA: 1:07 - loss: 0.2445 - acc: 0.8943
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.2444 - acc: 0.8945
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.2443 - acc: 0.8946
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.2446 - acc: 0.8945
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.2442 - acc: 0.8947
18200/20000 [==========================>...] - ETA: 58s - loss: 0.2443 - acc: 0.8948
18250/20000 [==========================>...] - ETA: 57s - loss: 0.2443 - acc: 0.8947
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2442 - acc: 0.8948
18350/20000 [==========================>...] - ETA: 54s - loss: 0.2441 - acc: 0.8948
18400/20000 [==========================>...] - ETA: 52s - loss: 0.2440 - acc: 0.8949
18450/20000 [==========================>...] - ETA: 50s - loss: 0.2442 - acc: 0.8948
18500/20000 [==========================>...] - ETA: 49s - loss: 0.2443 - acc: 0.8947
18550/20000 [==========================>...] - ETA: 47s - loss: 0.2445 - acc: 0.8946
18600/20000 [==========================>...] - ETA: 45s - loss: 0.2446 - acc: 0.8947
18650/20000 [==========================>...] - ETA: 44s - loss: 0.2447 - acc: 0.8946
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2451 - acc: 0.8943
18750/20000 [===========================>..] - ETA: 40s - loss: 0.2454 - acc: 0.8942
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2452 - acc: 0.8944
18850/20000 [===========================>..] - ETA: 37s - loss: 0.2454 - acc: 0.8943
18900/20000 [===========================>..] - ETA: 36s - loss: 0.2454 - acc: 0.8944
18950/20000 [===========================>..] - ETA: 34s - loss: 0.2456 - acc: 0.8942
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2462 - acc: 0.8939
19050/20000 [===========================>..] - ETA: 31s - loss: 0.2460 - acc: 0.8940
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2460 - acc: 0.8941
19150/20000 [===========================>..] - ETA: 27s - loss: 0.2460 - acc: 0.8942
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2464 - acc: 0.8940
19250/20000 [===========================>..] - ETA: 24s - loss: 0.2469 - acc: 0.8939
19300/20000 [===========================>..] - ETA: 22s - loss: 0.2471 - acc: 0.8938
19350/20000 [============================>.] - ETA: 21s - loss: 0.2475 - acc: 0.8935
19400/20000 [============================>.] - ETA: 19s - loss: 0.2474 - acc: 0.8936
19450/20000 [============================>.] - ETA: 18s - loss: 0.2477 - acc: 0.8934
19500/20000 [============================>.] - ETA: 16s - loss: 0.2478 - acc: 0.8935
19550/20000 [============================>.] - ETA: 14s - loss: 0.2475 - acc: 0.8936
19600/20000 [============================>.] - ETA: 13s - loss: 0.2476 - acc: 0.8936
19650/20000 [============================>.] - ETA: 11s - loss: 0.2477 - acc: 0.8934
19700/20000 [============================>.] - ETA: 9s - loss: 0.2475 - acc: 0.8934
19750/20000 [============================>.] - ETA: 8s - loss: 0.2473 - acc: 0.8935
19800/20000 [============================>.] - ETA: 6s - loss: 0.2472 - acc: 0.8934
19850/20000 [============================>.] - ETA: 4s - loss: 0.2473 - acc: 0.8935
19900/20000 [============================>.] - ETA: 3s - loss: 0.2472 - acc: 0.8936
19950/20000 [============================>.] - ETA: 1s - loss: 0.2472 - acc: 0.8935
20000/20000 [==============================] - 666s 33ms/step - loss: 0.2471 - acc: 0.8936 - val_loss: 0.4439 - val_acc: 0.8148
Epoch 15/50
50/20000 [..............................] - ETA: 10:35 - loss: 0.3236 - acc: 0.8800
100/20000 [..............................] - ETA: 10:53 - loss: 0.2443 - acc: 0.9300
150/20000 [..............................] - ETA: 11:24 - loss: 0.2081 - acc: 0.9400
200/20000 [..............................] - ETA: 11:09 - loss: 0.2218 - acc: 0.9300
250/20000 [..............................] - ETA: 11:02 - loss: 0.2103 - acc: 0.9360
300/20000 [..............................] - ETA: 11:00 - loss: 0.2139 - acc: 0.9333
350/20000 [..............................] - ETA: 11:00 - loss: 0.2191 - acc: 0.9257
400/20000 [..............................] - ETA: 10:59 - loss: 0.2087 - acc: 0.9300
450/20000 [..............................] - ETA: 10:58 - loss: 0.1979 - acc: 0.9333
500/20000 [..............................] - ETA: 10:50 - loss: 0.2033 - acc: 0.9300
550/20000 [..............................] - ETA: 10:44 - loss: 0.1964 - acc: 0.9309
600/20000 [..............................] - ETA: 10:51 - loss: 0.1956 - acc: 0.9300
650/20000 [..............................] - ETA: 10:51 - loss: 0.2026 - acc: 0.9262
700/20000 [>.............................] - ETA: 10:50 - loss: 0.1969 - acc: 0.9257
750/20000 [>.............................] - ETA: 10:44 - loss: 0.2015 - acc: 0.9213
800/20000 [>.............................] - ETA: 10:41 - loss: 0.2063 - acc: 0.9187
850/20000 [>.............................] - ETA: 10:37 - loss: 0.2102 - acc: 0.9176
900/20000 [>.............................] - ETA: 10:38 - loss: 0.2143 - acc: 0.9144
950/20000 [>.............................] - ETA: 10:34 - loss: 0.2183 - acc: 0.9126
1000/20000 [>.............................] - ETA: 10:32 - loss: 0.2160 - acc: 0.9140
1050/20000 [>.............................] - ETA: 10:29 - loss: 0.2181 - acc: 0.9133
1100/20000 [>.............................] - ETA: 10:25 - loss: 0.2186 - acc: 0.9118
1150/20000 [>.............................] - ETA: 10:24 - loss: 0.2189 - acc: 0.9104
1200/20000 [>.............................] - ETA: 10:22 - loss: 0.2225 - acc: 0.9075
1250/20000 [>.............................] - ETA: 10:18 - loss: 0.2186 - acc: 0.9096
1300/20000 [>.............................] - ETA: 10:15 - loss: 0.2179 - acc: 0.9092
1350/20000 [=>............................] - ETA: 10:12 - loss: 0.2184 - acc: 0.9081
1400/20000 [=>............................] - ETA: 10:09 - loss: 0.2186 - acc: 0.9086
1450/20000 [=>............................] - ETA: 10:05 - loss: 0.2223 - acc: 0.9083
1500/20000 [=>............................] - ETA: 10:03 - loss: 0.2189 - acc: 0.9093
1550/20000 [=>............................] - ETA: 10:00 - loss: 0.2183 - acc: 0.9097
1600/20000 [=>............................] - ETA: 9:59 - loss: 0.2167 - acc: 0.9094
1650/20000 [=>............................] - ETA: 9:56 - loss: 0.2139 - acc: 0.9115
1700/20000 [=>............................] - ETA: 9:55 - loss: 0.2163 - acc: 0.9112
1750/20000 [=>............................] - ETA: 9:54 - loss: 0.2171 - acc: 0.9114
1800/20000 [=>............................] - ETA: 9:53 - loss: 0.2163 - acc: 0.9111
1850/20000 [=>............................] - ETA: 9:50 - loss: 0.2147 - acc: 0.9124
1900/20000 [=>............................] - ETA: 9:51 - loss: 0.2137 - acc: 0.9126
1950/20000 [=>............................] - ETA: 9:47 - loss: 0.2144 - acc: 0.9123
2000/20000 [==>...........................] - ETA: 9:44 - loss: 0.2133 - acc: 0.9125
2050/20000 [==>...........................] - ETA: 9:42 - loss: 0.2132 - acc: 0.9122
2100/20000 [==>...........................] - ETA: 9:41 - loss: 0.2176 - acc: 0.9100
2150/20000 [==>...........................] - ETA: 9:40 - loss: 0.2193 - acc: 0.9079
2200/20000 [==>...........................] - ETA: 9:40 - loss: 0.2200 - acc: 0.9082
2250/20000 [==>...........................] - ETA: 9:40 - loss: 0.2179 - acc: 0.9080
2300/20000 [==>...........................] - ETA: 9:38 - loss: 0.2191 - acc: 0.9078
2350/20000 [==>...........................] - ETA: 9:37 - loss: 0.2186 - acc: 0.9077
2400/20000 [==>...........................] - ETA: 9:35 - loss: 0.2204 - acc: 0.9054
2450/20000 [==>...........................] - ETA: 9:34 - loss: 0.2205 - acc: 0.9045
2500/20000 [==>...........................] - ETA: 9:32 - loss: 0.2198 - acc: 0.9048
2550/20000 [==>...........................] - ETA: 9:30 - loss: 0.2196 - acc: 0.9059
2600/20000 [==>...........................] - ETA: 9:28 - loss: 0.2194 - acc: 0.9058
2650/20000 [==>...........................] - ETA: 9:27 - loss: 0.2181 - acc: 0.9064
2700/20000 [===>..........................] - ETA: 9:25 - loss: 0.2180 - acc: 0.9063
2750/20000 [===>..........................] - ETA: 9:24 - loss: 0.2175 - acc: 0.9062
2800/20000 [===>..........................] - ETA: 9:22 - loss: 0.2168 - acc: 0.9061
2850/20000 [===>..........................] - ETA: 9:20 - loss: 0.2179 - acc: 0.9053
2900/20000 [===>..........................] - ETA: 9:18 - loss: 0.2159 - acc: 0.9066
2950/20000 [===>..........................] - ETA: 9:17 - loss: 0.2175 - acc: 0.9054
3000/20000 [===>..........................] - ETA: 9:16 - loss: 0.2172 - acc: 0.9057
3050/20000 [===>..........................] - ETA: 9:14 - loss: 0.2192 - acc: 0.9049
3100/20000 [===>..........................] - ETA: 9:12 - loss: 0.2194 - acc: 0.9042
3150/20000 [===>..........................] - ETA: 9:11 - loss: 0.2196 - acc: 0.9035
3200/20000 [===>..........................] - ETA: 9:10 - loss: 0.2192 - acc: 0.9037
3250/20000 [===>..........................] - ETA: 9:09 - loss: 0.2198 - acc: 0.9040
3300/20000 [===>..........................] - ETA: 9:07 - loss: 0.2191 - acc: 0.9039
3350/20000 [====>.........................] - ETA: 9:06 - loss: 0.2213 - acc: 0.9033
3400/20000 [====>.........................] - ETA: 9:04 - loss: 0.2212 - acc: 0.9038
3450/20000 [====>.........................] - ETA: 9:02 - loss: 0.2226 - acc: 0.9029
3500/20000 [====>.........................] - ETA: 8:59 - loss: 0.2230 - acc: 0.9026
3550/20000 [====>.........................] - ETA: 8:58 - loss: 0.2256 - acc: 0.9017
3600/20000 [====>.........................] - ETA: 8:57 - loss: 0.2259 - acc: 0.9008
3650/20000 [====>.........................] - ETA: 8:55 - loss: 0.2268 - acc: 0.9005
3700/20000 [====>.........................] - ETA: 8:53 - loss: 0.2278 - acc: 0.8995
3750/20000 [====>.........................] - ETA: 8:52 - loss: 0.2278 - acc: 0.9000
3800/20000 [====>.........................] - ETA: 8:50 - loss: 0.2304 - acc: 0.8995
3850/20000 [====>.........................] - ETA: 8:48 - loss: 0.2314 - acc: 0.8995
3900/20000 [====>.........................] - ETA: 8:46 - loss: 0.2311 - acc: 0.8997
3950/20000 [====>.........................] - ETA: 8:45 - loss: 0.2314 - acc: 0.8997
4000/20000 [=====>........................] - ETA: 8:43 - loss: 0.2322 - acc: 0.8992
4050/20000 [=====>........................] - ETA: 8:42 - loss: 0.2316 - acc: 0.8993
4100/20000 [=====>........................] - ETA: 8:40 - loss: 0.2307 - acc: 0.9000
4150/20000 [=====>........................] - ETA: 8:38 - loss: 0.2302 - acc: 0.9005
4200/20000 [=====>........................] - ETA: 8:36 - loss: 0.2308 - acc: 0.9002
4250/20000 [=====>........................] - ETA: 8:35 - loss: 0.2299 - acc: 0.9007
4300/20000 [=====>........................] - ETA: 8:33 - loss: 0.2293 - acc: 0.9012
4350/20000 [=====>........................] - ETA: 8:31 - loss: 0.2293 - acc: 0.9014
4400/20000 [=====>........................] - ETA: 8:29 - loss: 0.2290 - acc: 0.9016
4450/20000 [=====>........................] - ETA: 8:28 - loss: 0.2292 - acc: 0.9013
4500/20000 [=====>........................] - ETA: 8:26 - loss: 0.2299 - acc: 0.9013
4550/20000 [=====>........................] - ETA: 8:24 - loss: 0.2298 - acc: 0.9011
4600/20000 [=====>........................] - ETA: 8:23 - loss: 0.2296 - acc: 0.9015
4650/20000 [=====>........................] - ETA: 8:21 - loss: 0.2292 - acc: 0.9019
4700/20000 [======>.......................] - ETA: 8:20 - loss: 0.2299 - acc: 0.9013
4750/20000 [======>.......................] - ETA: 8:18 - loss: 0.2308 - acc: 0.9008
4800/20000 [======>.......................] - ETA: 8:17 - loss: 0.2309 - acc: 0.9002
4850/20000 [======>.......................] - ETA: 8:15 - loss: 0.2313 - acc: 0.8998
4900/20000 [======>.......................] - ETA: 8:14 - loss: 0.2312 - acc: 0.8992
4950/20000 [======>.......................] - ETA: 8:12 - loss: 0.2310 - acc: 0.8994
5000/20000 [======>.......................] - ETA: 8:10 - loss: 0.2306 - acc: 0.8998
5050/20000 [======>.......................] - ETA: 8:09 - loss: 0.2308 - acc: 0.8994
5100/20000 [======>.......................] - ETA: 8:07 - loss: 0.2300 - acc: 0.8998
5150/20000 [======>.......................] - ETA: 8:06 - loss: 0.2304 - acc: 0.8996
5200/20000 [======>.......................] - ETA: 8:04 - loss: 0.2308 - acc: 0.8994
5250/20000 [======>.......................] - ETA: 8:03 - loss: 0.2310 - acc: 0.8994
5300/20000 [======>.......................] - ETA: 8:01 - loss: 0.2310 - acc: 0.8992
5350/20000 [=======>......................] - ETA: 8:00 - loss: 0.2313 - acc: 0.8993
5400/20000 [=======>......................] - ETA: 7:58 - loss: 0.2313 - acc: 0.8991
5450/20000 [=======>......................] - ETA: 7:56 - loss: 0.2307 - acc: 0.8994
5500/20000 [=======>......................] - ETA: 7:55 - loss: 0.2302 - acc: 0.8998
5550/20000 [=======>......................] - ETA: 7:53 - loss: 0.2295 - acc: 0.9004
5600/20000 [=======>......................] - ETA: 7:51 - loss: 0.2292 - acc: 0.9004
5650/20000 [=======>......................] - ETA: 7:50 - loss: 0.2286 - acc: 0.9005
5700/20000 [=======>......................] - ETA: 7:48 - loss: 0.2277 - acc: 0.9014
5750/20000 [=======>......................] - ETA: 7:46 - loss: 0.2283 - acc: 0.9012
5800/20000 [=======>......................] - ETA: 7:45 - loss: 0.2281 - acc: 0.9014
5850/20000 [=======>......................] - ETA: 7:43 - loss: 0.2273 - acc: 0.9017
5900/20000 [=======>......................] - ETA: 7:42 - loss: 0.2276 - acc: 0.9017
5950/20000 [=======>......................] - ETA: 7:40 - loss: 0.2275 - acc: 0.9015
6000/20000 [========>.....................] - ETA: 7:39 - loss: 0.2275 - acc: 0.9013
6050/20000 [========>.....................] - ETA: 7:37 - loss: 0.2275 - acc: 0.9013
6100/20000 [========>.....................] - ETA: 7:35 - loss: 0.2267 - acc: 0.9018
6150/20000 [========>.....................] - ETA: 7:34 - loss: 0.2268 - acc: 0.9016
6200/20000 [========>.....................] - ETA: 7:32 - loss: 0.2264 - acc: 0.9016
6250/20000 [========>.....................] - ETA: 7:31 - loss: 0.2268 - acc: 0.9011
6300/20000 [========>.....................] - ETA: 7:29 - loss: 0.2266 - acc: 0.9013
6350/20000 [========>.....................] - ETA: 7:27 - loss: 0.2266 - acc: 0.9014
6400/20000 [========>.....................] - ETA: 7:26 - loss: 0.2262 - acc: 0.9014
6450/20000 [========>.....................] - ETA: 7:24 - loss: 0.2272 - acc: 0.9009
6500/20000 [========>.....................] - ETA: 7:22 - loss: 0.2282 - acc: 0.9006
6550/20000 [========>.....................] - ETA: 7:21 - loss: 0.2281 - acc: 0.9006
6600/20000 [========>.....................] - ETA: 7:19 - loss: 0.2288 - acc: 0.9002
6650/20000 [========>.....................] - ETA: 7:18 - loss: 0.2286 - acc: 0.9003
6700/20000 [=========>....................] - ETA: 7:16 - loss: 0.2281 - acc: 0.9006
6750/20000 [=========>....................] - ETA: 7:14 - loss: 0.2283 - acc: 0.9004
6800/20000 [=========>....................] - ETA: 7:13 - loss: 0.2281 - acc: 0.9004
6850/20000 [=========>....................] - ETA: 7:11 - loss: 0.2281 - acc: 0.9003
6900/20000 [=========>....................] - ETA: 7:09 - loss: 0.2279 - acc: 0.9003
6950/20000 [=========>....................] - ETA: 7:07 - loss: 0.2277 - acc: 0.9004
7000/20000 [=========>....................] - ETA: 7:06 - loss: 0.2277 - acc: 0.9007
7050/20000 [=========>....................] - ETA: 7:04 - loss: 0.2273 - acc: 0.9009
7100/20000 [=========>....................] - ETA: 7:02 - loss: 0.2276 - acc: 0.9008
7150/20000 [=========>....................] - ETA: 7:01 - loss: 0.2281 - acc: 0.9001
7200/20000 [=========>....................] - ETA: 6:59 - loss: 0.2276 - acc: 0.9001
7250/20000 [=========>....................] - ETA: 6:57 - loss: 0.2278 - acc: 0.9001
7300/20000 [=========>....................] - ETA: 6:55 - loss: 0.2276 - acc: 0.9003
7350/20000 [==========>...................] - ETA: 6:54 - loss: 0.2272 - acc: 0.9004
7400/20000 [==========>...................] - ETA: 6:52 - loss: 0.2267 - acc: 0.9008
7450/20000 [==========>...................] - ETA: 6:51 - loss: 0.2275 - acc: 0.9004
7500/20000 [==========>...................] - ETA: 6:49 - loss: 0.2285 - acc: 0.8997
7550/20000 [==========>...................] - ETA: 6:47 - loss: 0.2279 - acc: 0.9001
7600/20000 [==========>...................] - ETA: 6:46 - loss: 0.2287 - acc: 0.9000
7650/20000 [==========>...................] - ETA: 6:44 - loss: 0.2285 - acc: 0.9003
7700/20000 [==========>...................] - ETA: 6:42 - loss: 0.2283 - acc: 0.9003
7750/20000 [==========>...................] - ETA: 6:41 - loss: 0.2277 - acc: 0.9008
7800/20000 [==========>...................] - ETA: 6:39 - loss: 0.2275 - acc: 0.9009
7850/20000 [==========>...................] - ETA: 6:38 - loss: 0.2273 - acc: 0.9011
7900/20000 [==========>...................] - ETA: 6:36 - loss: 0.2278 - acc: 0.9011
7950/20000 [==========>...................] - ETA: 6:34 - loss: 0.2275 - acc: 0.9011
8000/20000 [===========>..................] - ETA: 6:33 - loss: 0.2286 - acc: 0.9005
8050/20000 [===========>..................] - ETA: 6:31 - loss: 0.2284 - acc: 0.9006
8100/20000 [===========>..................] - ETA: 6:29 - loss: 0.2281 - acc: 0.9007
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19950/20000 [============================>.] - ETA: 1s - loss: 0.2316 - acc: 0.8988
20000/20000 [==============================] - 671s 34ms/step - loss: 0.2317 - acc: 0.8989 - val_loss: 0.5226 - val_acc: 0.7840
Epoch 16/50
50/20000 [..............................] - ETA: 10:50 - loss: 0.2687 - acc: 0.8800
100/20000 [..............................] - ETA: 10:21 - loss: 0.3424 - acc: 0.8800
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200/20000 [..............................] - ETA: 10:05 - loss: 0.2724 - acc: 0.8950
250/20000 [..............................] - ETA: 10:09 - loss: 0.2611 - acc: 0.9000
300/20000 [..............................] - ETA: 10:20 - loss: 0.2563 - acc: 0.9067
350/20000 [..............................] - ETA: 10:10 - loss: 0.2806 - acc: 0.8971
400/20000 [..............................] - ETA: 10:20 - loss: 0.2793 - acc: 0.8975
450/20000 [..............................] - ETA: 10:14 - loss: 0.2731 - acc: 0.9000
500/20000 [..............................] - ETA: 10:14 - loss: 0.2626 - acc: 0.8980
550/20000 [..............................] - ETA: 10:19 - loss: 0.2659 - acc: 0.8945
600/20000 [..............................] - ETA: 10:22 - loss: 0.2586 - acc: 0.8967
650/20000 [..............................] - ETA: 10:21 - loss: 0.2563 - acc: 0.8938
700/20000 [>.............................] - ETA: 10:22 - loss: 0.2499 - acc: 0.8986
750/20000 [>.............................] - ETA: 10:19 - loss: 0.2499 - acc: 0.8987
800/20000 [>.............................] - ETA: 10:16 - loss: 0.2501 - acc: 0.8987
850/20000 [>.............................] - ETA: 10:17 - loss: 0.2503 - acc: 0.8988
900/20000 [>.............................] - ETA: 10:16 - loss: 0.2505 - acc: 0.8967
950/20000 [>.............................] - ETA: 10:14 - loss: 0.2487 - acc: 0.8979
1000/20000 [>.............................] - ETA: 10:11 - loss: 0.2465 - acc: 0.9000
1050/20000 [>.............................] - ETA: 10:10 - loss: 0.2453 - acc: 0.9019
1100/20000 [>.............................] - ETA: 10:04 - loss: 0.2406 - acc: 0.9036
1150/20000 [>.............................] - ETA: 10:02 - loss: 0.2385 - acc: 0.9035
1200/20000 [>.............................] - ETA: 10:02 - loss: 0.2356 - acc: 0.9058
1250/20000 [>.............................] - ETA: 10:01 - loss: 0.2364 - acc: 0.9040
1300/20000 [>.............................] - ETA: 9:57 - loss: 0.2316 - acc: 0.9069
1350/20000 [=>............................] - ETA: 9:57 - loss: 0.2315 - acc: 0.9067
1400/20000 [=>............................] - ETA: 9:58 - loss: 0.2325 - acc: 0.9050
1450/20000 [=>............................] - ETA: 9:55 - loss: 0.2316 - acc: 0.9041
1500/20000 [=>............................] - ETA: 9:55 - loss: 0.2332 - acc: 0.9027
1550/20000 [=>............................] - ETA: 9:53 - loss: 0.2320 - acc: 0.9026
1600/20000 [=>............................] - ETA: 9:52 - loss: 0.2286 - acc: 0.9044
1650/20000 [=>............................] - ETA: 9:51 - loss: 0.2261 - acc: 0.9061
1700/20000 [=>............................] - ETA: 9:49 - loss: 0.2242 - acc: 0.9071
1750/20000 [=>............................] - ETA: 9:48 - loss: 0.2259 - acc: 0.9051
1800/20000 [=>............................] - ETA: 9:48 - loss: 0.2225 - acc: 0.9061
1850/20000 [=>............................] - ETA: 9:47 - loss: 0.2250 - acc: 0.9054
1900/20000 [=>............................] - ETA: 9:46 - loss: 0.2250 - acc: 0.9053
1950/20000 [=>............................] - ETA: 9:44 - loss: 0.2228 - acc: 0.9072
2000/20000 [==>...........................] - ETA: 9:43 - loss: 0.2243 - acc: 0.9075
2050/20000 [==>...........................] - ETA: 9:41 - loss: 0.2223 - acc: 0.9088
2100/20000 [==>...........................] - ETA: 9:39 - loss: 0.2211 - acc: 0.9100
2150/20000 [==>...........................] - ETA: 9:38 - loss: 0.2197 - acc: 0.9107
2200/20000 [==>...........................] - ETA: 9:36 - loss: 0.2187 - acc: 0.9109
2250/20000 [==>...........................] - ETA: 9:34 - loss: 0.2173 - acc: 0.9111
2300/20000 [==>...........................] - ETA: 9:32 - loss: 0.2154 - acc: 0.9117
2350/20000 [==>...........................] - ETA: 9:30 - loss: 0.2158 - acc: 0.9119
2400/20000 [==>...........................] - ETA: 9:27 - loss: 0.2160 - acc: 0.9108
2450/20000 [==>...........................] - ETA: 9:26 - loss: 0.2169 - acc: 0.9098
2500/20000 [==>...........................] - ETA: 9:25 - loss: 0.2184 - acc: 0.9088
2550/20000 [==>...........................] - ETA: 9:23 - loss: 0.2174 - acc: 0.9090
2600/20000 [==>...........................] - ETA: 9:23 - loss: 0.2168 - acc: 0.9096
2650/20000 [==>...........................] - ETA: 9:21 - loss: 0.2203 - acc: 0.9075
2700/20000 [===>..........................] - ETA: 9:19 - loss: 0.2206 - acc: 0.9078
2750/20000 [===>..........................] - ETA: 9:17 - loss: 0.2205 - acc: 0.9076
2800/20000 [===>..........................] - ETA: 9:15 - loss: 0.2191 - acc: 0.9079
2850/20000 [===>..........................] - ETA: 9:14 - loss: 0.2187 - acc: 0.9088
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.2184 - acc: 0.9093
2950/20000 [===>..........................] - ETA: 9:11 - loss: 0.2169 - acc: 0.9102
3000/20000 [===>..........................] - ETA: 9:10 - loss: 0.2203 - acc: 0.9090
3050/20000 [===>..........................] - ETA: 9:08 - loss: 0.2205 - acc: 0.9082
3100/20000 [===>..........................] - ETA: 9:08 - loss: 0.2194 - acc: 0.9087
3150/20000 [===>..........................] - ETA: 9:07 - loss: 0.2186 - acc: 0.9092
3200/20000 [===>..........................] - ETA: 9:05 - loss: 0.2194 - acc: 0.9081
3250/20000 [===>..........................] - ETA: 9:04 - loss: 0.2189 - acc: 0.9083
3300/20000 [===>..........................] - ETA: 9:03 - loss: 0.2194 - acc: 0.9079
3350/20000 [====>.........................] - ETA: 9:01 - loss: 0.2181 - acc: 0.9084
3400/20000 [====>.........................] - ETA: 8:59 - loss: 0.2189 - acc: 0.9068
3450/20000 [====>.........................] - ETA: 8:58 - loss: 0.2194 - acc: 0.9067
3500/20000 [====>.........................] - ETA: 8:57 - loss: 0.2222 - acc: 0.9063
3550/20000 [====>.........................] - ETA: 8:55 - loss: 0.2214 - acc: 0.9065
3600/20000 [====>.........................] - ETA: 8:53 - loss: 0.2200 - acc: 0.9075
3650/20000 [====>.........................] - ETA: 8:53 - loss: 0.2218 - acc: 0.9071
3700/20000 [====>.........................] - ETA: 8:50 - loss: 0.2229 - acc: 0.9068
3750/20000 [====>.........................] - ETA: 8:49 - loss: 0.2222 - acc: 0.9072
3800/20000 [====>.........................] - ETA: 8:48 - loss: 0.2215 - acc: 0.9076
3850/20000 [====>.........................] - ETA: 8:46 - loss: 0.2210 - acc: 0.9078
3900/20000 [====>.........................] - ETA: 8:45 - loss: 0.2226 - acc: 0.9069
3950/20000 [====>.........................] - ETA: 8:43 - loss: 0.2220 - acc: 0.9068
4000/20000 [=====>........................] - ETA: 8:41 - loss: 0.2222 - acc: 0.9070
4050/20000 [=====>........................] - ETA: 8:40 - loss: 0.2216 - acc: 0.9077
4100/20000 [=====>........................] - ETA: 8:39 - loss: 0.2229 - acc: 0.9073
4150/20000 [=====>........................] - ETA: 8:37 - loss: 0.2235 - acc: 0.9072
4200/20000 [=====>........................] - ETA: 8:36 - loss: 0.2249 - acc: 0.9069
4250/20000 [=====>........................] - ETA: 8:34 - loss: 0.2253 - acc: 0.9066
4300/20000 [=====>........................] - ETA: 8:32 - loss: 0.2249 - acc: 0.9067
4350/20000 [=====>........................] - ETA: 8:31 - loss: 0.2256 - acc: 0.9067
4400/20000 [=====>........................] - ETA: 8:29 - loss: 0.2257 - acc: 0.9061
4450/20000 [=====>........................] - ETA: 8:28 - loss: 0.2251 - acc: 0.9070
4500/20000 [=====>........................] - ETA: 8:27 - loss: 0.2256 - acc: 0.9069
4550/20000 [=====>........................] - ETA: 8:26 - loss: 0.2251 - acc: 0.9070
4600/20000 [=====>........................] - ETA: 8:24 - loss: 0.2239 - acc: 0.9078
4650/20000 [=====>........................] - ETA: 8:22 - loss: 0.2232 - acc: 0.9082
4700/20000 [======>.......................] - ETA: 8:21 - loss: 0.2221 - acc: 0.9089
4750/20000 [======>.......................] - ETA: 8:19 - loss: 0.2217 - acc: 0.9091
4800/20000 [======>.......................] - ETA: 8:17 - loss: 0.2204 - acc: 0.9098
4850/20000 [======>.......................] - ETA: 8:16 - loss: 0.2195 - acc: 0.9103
4900/20000 [======>.......................] - ETA: 8:14 - loss: 0.2207 - acc: 0.9090
4950/20000 [======>.......................] - ETA: 8:12 - loss: 0.2213 - acc: 0.9093
5000/20000 [======>.......................] - ETA: 8:10 - loss: 0.2221 - acc: 0.9088
5050/20000 [======>.......................] - ETA: 8:08 - loss: 0.2220 - acc: 0.9089
5100/20000 [======>.......................] - ETA: 8:07 - loss: 0.2207 - acc: 0.9096
5150/20000 [======>.......................] - ETA: 8:06 - loss: 0.2202 - acc: 0.9101
5200/20000 [======>.......................] - ETA: 8:04 - loss: 0.2206 - acc: 0.9098
5250/20000 [======>.......................] - ETA: 8:02 - loss: 0.2210 - acc: 0.9095
5300/20000 [======>.......................] - ETA: 8:00 - loss: 0.2210 - acc: 0.9092
5350/20000 [=======>......................] - ETA: 7:59 - loss: 0.2205 - acc: 0.9097
5400/20000 [=======>......................] - ETA: 7:58 - loss: 0.2206 - acc: 0.9100
5450/20000 [=======>......................] - ETA: 7:56 - loss: 0.2199 - acc: 0.9101
5500/20000 [=======>......................] - ETA: 7:54 - loss: 0.2187 - acc: 0.9107
5550/20000 [=======>......................] - ETA: 7:52 - loss: 0.2179 - acc: 0.9112
5600/20000 [=======>......................] - ETA: 7:51 - loss: 0.2170 - acc: 0.9114
5650/20000 [=======>......................] - ETA: 7:49 - loss: 0.2166 - acc: 0.9113
5700/20000 [=======>......................] - ETA: 7:48 - loss: 0.2165 - acc: 0.9112
5750/20000 [=======>......................] - ETA: 7:46 - loss: 0.2163 - acc: 0.9111
5800/20000 [=======>......................] - ETA: 7:45 - loss: 0.2155 - acc: 0.9112
5850/20000 [=======>......................] - ETA: 7:43 - loss: 0.2154 - acc: 0.9111
5900/20000 [=======>......................] - ETA: 7:41 - loss: 0.2158 - acc: 0.9108
5950/20000 [=======>......................] - ETA: 7:40 - loss: 0.2176 - acc: 0.9104
6000/20000 [========>.....................] - ETA: 7:38 - loss: 0.2198 - acc: 0.9102
6050/20000 [========>.....................] - ETA: 7:36 - loss: 0.2192 - acc: 0.9106
6100/20000 [========>.....................] - ETA: 7:34 - loss: 0.2203 - acc: 0.9103
6150/20000 [========>.....................] - ETA: 7:32 - loss: 0.2211 - acc: 0.9094
6200/20000 [========>.....................] - ETA: 7:31 - loss: 0.2210 - acc: 0.9095
6250/20000 [========>.....................] - ETA: 7:29 - loss: 0.2217 - acc: 0.9090
6300/20000 [========>.....................] - ETA: 7:27 - loss: 0.2209 - acc: 0.9092
6350/20000 [========>.....................] - ETA: 7:26 - loss: 0.2202 - acc: 0.9096
6400/20000 [========>.....................] - ETA: 7:24 - loss: 0.2203 - acc: 0.9098
6450/20000 [========>.....................] - ETA: 7:23 - loss: 0.2210 - acc: 0.9095
6500/20000 [========>.....................] - ETA: 7:21 - loss: 0.2216 - acc: 0.9092
6550/20000 [========>.....................] - ETA: 7:19 - loss: 0.2210 - acc: 0.9095
6600/20000 [========>.....................] - ETA: 7:18 - loss: 0.2211 - acc: 0.9095
6650/20000 [========>.....................] - ETA: 7:16 - loss: 0.2212 - acc: 0.9095
6700/20000 [=========>....................] - ETA: 7:14 - loss: 0.2210 - acc: 0.9097
6750/20000 [=========>....................] - ETA: 7:13 - loss: 0.2208 - acc: 0.9098
6800/20000 [=========>....................] - ETA: 7:11 - loss: 0.2210 - acc: 0.9096
6850/20000 [=========>....................] - ETA: 7:09 - loss: 0.2218 - acc: 0.9095
6900/20000 [=========>....................] - ETA: 7:08 - loss: 0.2214 - acc: 0.9099
6950/20000 [=========>....................] - ETA: 7:06 - loss: 0.2211 - acc: 0.9102
7000/20000 [=========>....................] - ETA: 7:04 - loss: 0.2218 - acc: 0.9100
7050/20000 [=========>....................] - ETA: 7:03 - loss: 0.2222 - acc: 0.9098
7100/20000 [=========>....................] - ETA: 7:01 - loss: 0.2231 - acc: 0.9093
7150/20000 [=========>....................] - ETA: 7:00 - loss: 0.2230 - acc: 0.9095
7200/20000 [=========>....................] - ETA: 6:58 - loss: 0.2228 - acc: 0.9096
7250/20000 [=========>....................] - ETA: 6:57 - loss: 0.2224 - acc: 0.9097
7300/20000 [=========>....................] - ETA: 6:55 - loss: 0.2227 - acc: 0.9090
7350/20000 [==========>...................] - ETA: 6:53 - loss: 0.2221 - acc: 0.9093
7400/20000 [==========>...................] - ETA: 6:52 - loss: 0.2222 - acc: 0.9095
7450/20000 [==========>...................] - ETA: 6:50 - loss: 0.2215 - acc: 0.9098
7500/20000 [==========>...................] - ETA: 6:48 - loss: 0.2223 - acc: 0.9093
7550/20000 [==========>...................] - ETA: 6:46 - loss: 0.2220 - acc: 0.9095
7600/20000 [==========>...................] - ETA: 6:45 - loss: 0.2212 - acc: 0.9099
7650/20000 [==========>...................] - ETA: 6:43 - loss: 0.2211 - acc: 0.9101
7700/20000 [==========>...................] - ETA: 6:41 - loss: 0.2208 - acc: 0.9103
7750/20000 [==========>...................] - ETA: 6:40 - loss: 0.2210 - acc: 0.9099
7800/20000 [==========>...................] - ETA: 6:38 - loss: 0.2208 - acc: 0.9099
7850/20000 [==========>...................] - ETA: 6:37 - loss: 0.2199 - acc: 0.9102
7900/20000 [==========>...................] - ETA: 6:35 - loss: 0.2202 - acc: 0.9101
7950/20000 [==========>...................] - ETA: 6:34 - loss: 0.2200 - acc: 0.9103
8000/20000 [===========>..................] - ETA: 6:32 - loss: 0.2200 - acc: 0.9102
8050/20000 [===========>..................] - ETA: 6:30 - loss: 0.2199 - acc: 0.9106
8100/20000 [===========>..................] - ETA: 6:29 - loss: 0.2198 - acc: 0.9105
8150/20000 [===========>..................] - ETA: 6:27 - loss: 0.2200 - acc: 0.9103
8200/20000 [===========>..................] - ETA: 6:26 - loss: 0.2200 - acc: 0.9104
8250/20000 [===========>..................] - ETA: 6:24 - loss: 0.2201 - acc: 0.9105
8300/20000 [===========>..................] - ETA: 6:22 - loss: 0.2200 - acc: 0.9105
8350/20000 [===========>..................] - ETA: 6:21 - loss: 0.2196 - acc: 0.9107
8400/20000 [===========>..................] - ETA: 6:19 - loss: 0.2200 - acc: 0.9105
8450/20000 [===========>..................] - ETA: 6:18 - loss: 0.2200 - acc: 0.9105
8500/20000 [===========>..................] - ETA: 6:16 - loss: 0.2197 - acc: 0.9106
8550/20000 [===========>..................] - ETA: 6:14 - loss: 0.2192 - acc: 0.9109
8600/20000 [===========>..................] - ETA: 6:12 - loss: 0.2188 - acc: 0.9109
8650/20000 [===========>..................] - ETA: 6:11 - loss: 0.2203 - acc: 0.9106
8700/20000 [============>.................] - ETA: 6:09 - loss: 0.2209 - acc: 0.9103
8750/20000 [============>.................] - ETA: 6:08 - loss: 0.2208 - acc: 0.9102
8800/20000 [============>.................] - ETA: 6:06 - loss: 0.2211 - acc: 0.9098
8850/20000 [============>.................] - ETA: 6:04 - loss: 0.2214 - acc: 0.9095
8900/20000 [============>.................] - ETA: 6:03 - loss: 0.2213 - acc: 0.9097
8950/20000 [============>.................] - ETA: 6:01 - loss: 0.2215 - acc: 0.9096
9000/20000 [============>.................] - ETA: 5:59 - loss: 0.2216 - acc: 0.9096
9050/20000 [============>.................] - ETA: 5:58 - loss: 0.2216 - acc: 0.9095
9100/20000 [============>.................] - ETA: 5:56 - loss: 0.2225 - acc: 0.9093
9150/20000 [============>.................] - ETA: 5:54 - loss: 0.2231 - acc: 0.9090
9200/20000 [============>.................] - ETA: 5:53 - loss: 0.2234 - acc: 0.9089
9250/20000 [============>.................] - ETA: 5:51 - loss: 0.2231 - acc: 0.9091
9300/20000 [============>.................] - ETA: 5:49 - loss: 0.2228 - acc: 0.9087
9350/20000 [=============>................] - ETA: 5:48 - loss: 0.2233 - acc: 0.9083
9400/20000 [=============>................] - ETA: 5:46 - loss: 0.2233 - acc: 0.9084
9450/20000 [=============>................] - ETA: 5:44 - loss: 0.2231 - acc: 0.9085
9500/20000 [=============>................] - ETA: 5:43 - loss: 0.2233 - acc: 0.9084
9550/20000 [=============>................] - ETA: 5:41 - loss: 0.2234 - acc: 0.9086
9600/20000 [=============>................] - ETA: 5:39 - loss: 0.2236 - acc: 0.9081
9650/20000 [=============>................] - ETA: 5:37 - loss: 0.2238 - acc: 0.9080
9700/20000 [=============>................] - ETA: 5:36 - loss: 0.2237 - acc: 0.9079
9750/20000 [=============>................] - ETA: 5:34 - loss: 0.2232 - acc: 0.9082
9800/20000 [=============>................] - ETA: 5:32 - loss: 0.2236 - acc: 0.9083
9850/20000 [=============>................] - ETA: 5:31 - loss: 0.2236 - acc: 0.9081
9900/20000 [=============>................] - ETA: 5:29 - loss: 0.2233 - acc: 0.9082
9950/20000 [=============>................] - ETA: 5:28 - loss: 0.2229 - acc: 0.9082
10000/20000 [==============>...............] - ETA: 5:26 - loss: 0.2229 - acc: 0.9082
10050/20000 [==============>...............] - ETA: 5:24 - loss: 0.2235 - acc: 0.9077
10100/20000 [==============>...............] - ETA: 5:22 - loss: 0.2236 - acc: 0.9075
10150/20000 [==============>...............] - ETA: 5:21 - loss: 0.2236 - acc: 0.9075
10200/20000 [==============>...............] - ETA: 5:19 - loss: 0.2235 - acc: 0.9075
10250/20000 [==============>...............] - ETA: 5:18 - loss: 0.2240 - acc: 0.9069
10300/20000 [==============>...............] - ETA: 5:16 - loss: 0.2241 - acc: 0.9069
10350/20000 [==============>...............] - ETA: 5:14 - loss: 0.2241 - acc: 0.9069
10400/20000 [==============>...............] - ETA: 5:13 - loss: 0.2245 - acc: 0.9066
10450/20000 [==============>...............] - ETA: 5:11 - loss: 0.2247 - acc: 0.9063
10500/20000 [==============>...............] - ETA: 5:09 - loss: 0.2252 - acc: 0.9061
10550/20000 [==============>...............] - ETA: 5:08 - loss: 0.2254 - acc: 0.9062
10600/20000 [==============>...............] - ETA: 5:06 - loss: 0.2249 - acc: 0.9063
10650/20000 [==============>...............] - ETA: 5:04 - loss: 0.2244 - acc: 0.9068
10700/20000 [===============>..............] - ETA: 5:03 - loss: 0.2244 - acc: 0.9066
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10800/20000 [===============>..............] - ETA: 4:59 - loss: 0.2251 - acc: 0.9058
10850/20000 [===============>..............] - ETA: 4:58 - loss: 0.2254 - acc: 0.9060
10900/20000 [===============>..............] - ETA: 4:56 - loss: 0.2259 - acc: 0.9057
10950/20000 [===============>..............] - ETA: 4:54 - loss: 0.2264 - acc: 0.9057
11000/20000 [===============>..............] - ETA: 4:53 - loss: 0.2261 - acc: 0.9059
11050/20000 [===============>..............] - ETA: 4:51 - loss: 0.2257 - acc: 0.9060
11100/20000 [===============>..............] - ETA: 4:49 - loss: 0.2266 - acc: 0.9057
11150/20000 [===============>..............] - ETA: 4:48 - loss: 0.2269 - acc: 0.9055
11200/20000 [===============>..............] - ETA: 4:46 - loss: 0.2271 - acc: 0.9055
11250/20000 [===============>..............] - ETA: 4:45 - loss: 0.2273 - acc: 0.9054
11300/20000 [===============>..............] - ETA: 4:43 - loss: 0.2273 - acc: 0.9055
11350/20000 [================>.............] - ETA: 4:41 - loss: 0.2269 - acc: 0.9056
11400/20000 [================>.............] - ETA: 4:40 - loss: 0.2271 - acc: 0.9057
11450/20000 [================>.............] - ETA: 4:38 - loss: 0.2271 - acc: 0.9056
11500/20000 [================>.............] - ETA: 4:36 - loss: 0.2270 - acc: 0.9056
11550/20000 [================>.............] - ETA: 4:35 - loss: 0.2271 - acc: 0.9055
11600/20000 [================>.............] - ETA: 4:33 - loss: 0.2270 - acc: 0.9054
11650/20000 [================>.............] - ETA: 4:31 - loss: 0.2268 - acc: 0.9056
11700/20000 [================>.............] - ETA: 4:30 - loss: 0.2266 - acc: 0.9057
11750/20000 [================>.............] - ETA: 4:28 - loss: 0.2272 - acc: 0.9054
11800/20000 [================>.............] - ETA: 4:27 - loss: 0.2269 - acc: 0.9054
11850/20000 [================>.............] - ETA: 4:25 - loss: 0.2269 - acc: 0.9055
11900/20000 [================>.............] - ETA: 4:23 - loss: 0.2265 - acc: 0.9055
11950/20000 [================>.............] - ETA: 4:22 - loss: 0.2266 - acc: 0.9055
12000/20000 [=================>............] - ETA: 4:20 - loss: 0.2264 - acc: 0.9056
12050/20000 [=================>............] - ETA: 4:19 - loss: 0.2261 - acc: 0.9058
12100/20000 [=================>............] - ETA: 4:17 - loss: 0.2257 - acc: 0.9060
12150/20000 [=================>............] - ETA: 4:15 - loss: 0.2257 - acc: 0.9060
12200/20000 [=================>............] - ETA: 4:14 - loss: 0.2259 - acc: 0.9060
12250/20000 [=================>............] - ETA: 4:12 - loss: 0.2256 - acc: 0.9062
12300/20000 [=================>............] - ETA: 4:10 - loss: 0.2254 - acc: 0.9063
12350/20000 [=================>............] - ETA: 4:09 - loss: 0.2252 - acc: 0.9066
12400/20000 [=================>............] - ETA: 4:07 - loss: 0.2253 - acc: 0.9065
12450/20000 [=================>............] - ETA: 4:05 - loss: 0.2255 - acc: 0.9063
12500/20000 [=================>............] - ETA: 4:04 - loss: 0.2256 - acc: 0.9065
12550/20000 [=================>............] - ETA: 4:02 - loss: 0.2253 - acc: 0.9065
12600/20000 [=================>............] - ETA: 4:01 - loss: 0.2252 - acc: 0.9065
12650/20000 [=================>............] - ETA: 3:59 - loss: 0.2252 - acc: 0.9066
12700/20000 [==================>...........] - ETA: 3:57 - loss: 0.2253 - acc: 0.9065
12750/20000 [==================>...........] - ETA: 3:56 - loss: 0.2252 - acc: 0.9067
12800/20000 [==================>...........] - ETA: 3:54 - loss: 0.2249 - acc: 0.9069
12850/20000 [==================>...........] - ETA: 3:53 - loss: 0.2248 - acc: 0.9071
12900/20000 [==================>...........] - ETA: 3:51 - loss: 0.2247 - acc: 0.9071
12950/20000 [==================>...........] - ETA: 3:49 - loss: 0.2248 - acc: 0.9070
13000/20000 [==================>...........] - ETA: 3:48 - loss: 0.2251 - acc: 0.9071
13050/20000 [==================>...........] - ETA: 3:46 - loss: 0.2248 - acc: 0.9073
13100/20000 [==================>...........] - ETA: 3:44 - loss: 0.2244 - acc: 0.9074
13150/20000 [==================>...........] - ETA: 3:43 - loss: 0.2244 - acc: 0.9075
13200/20000 [==================>...........] - ETA: 3:41 - loss: 0.2243 - acc: 0.9073
13250/20000 [==================>...........] - ETA: 3:40 - loss: 0.2242 - acc: 0.9072
13300/20000 [==================>...........] - ETA: 3:38 - loss: 0.2242 - acc: 0.9072
13350/20000 [===================>..........] - ETA: 3:36 - loss: 0.2244 - acc: 0.9071
13400/20000 [===================>..........] - ETA: 3:35 - loss: 0.2241 - acc: 0.9073
13450/20000 [===================>..........] - ETA: 3:33 - loss: 0.2245 - acc: 0.9071
13500/20000 [===================>..........] - ETA: 3:31 - loss: 0.2245 - acc: 0.9070
13550/20000 [===================>..........] - ETA: 3:30 - loss: 0.2242 - acc: 0.9071
13600/20000 [===================>..........] - ETA: 3:28 - loss: 0.2242 - acc: 0.9070
13650/20000 [===================>..........] - ETA: 3:27 - loss: 0.2241 - acc: 0.9071
13700/20000 [===================>..........] - ETA: 3:25 - loss: 0.2241 - acc: 0.9072
13750/20000 [===================>..........] - ETA: 3:24 - loss: 0.2241 - acc: 0.9072
13800/20000 [===================>..........] - ETA: 3:22 - loss: 0.2247 - acc: 0.9071
13850/20000 [===================>..........] - ETA: 3:20 - loss: 0.2246 - acc: 0.9071
13900/20000 [===================>..........] - ETA: 3:19 - loss: 0.2248 - acc: 0.9069
13950/20000 [===================>..........] - ETA: 3:17 - loss: 0.2249 - acc: 0.9070
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.2248 - acc: 0.9070
14050/20000 [====================>.........] - ETA: 3:14 - loss: 0.2248 - acc: 0.9070
14100/20000 [====================>.........] - ETA: 3:12 - loss: 0.2246 - acc: 0.9071
14150/20000 [====================>.........] - ETA: 3:11 - loss: 0.2247 - acc: 0.9071
14200/20000 [====================>.........] - ETA: 3:09 - loss: 0.2247 - acc: 0.9072
14250/20000 [====================>.........] - ETA: 3:07 - loss: 0.2245 - acc: 0.9073
14300/20000 [====================>.........] - ETA: 3:06 - loss: 0.2242 - acc: 0.9073
14350/20000 [====================>.........] - ETA: 3:04 - loss: 0.2239 - acc: 0.9075
14400/20000 [====================>.........] - ETA: 3:03 - loss: 0.2241 - acc: 0.9075
14450/20000 [====================>.........] - ETA: 3:01 - loss: 0.2240 - acc: 0.9075
14500/20000 [====================>.........] - ETA: 2:59 - loss: 0.2240 - acc: 0.9075
14550/20000 [====================>.........] - ETA: 2:58 - loss: 0.2240 - acc: 0.9076
14600/20000 [====================>.........] - ETA: 2:56 - loss: 0.2239 - acc: 0.9077
14650/20000 [====================>.........] - ETA: 2:54 - loss: 0.2244 - acc: 0.9076
14700/20000 [=====================>........] - ETA: 2:53 - loss: 0.2246 - acc: 0.9075
14750/20000 [=====================>........] - ETA: 2:51 - loss: 0.2243 - acc: 0.9076
14800/20000 [=====================>........] - ETA: 2:50 - loss: 0.2243 - acc: 0.9075
14850/20000 [=====================>........] - ETA: 2:48 - loss: 0.2243 - acc: 0.9074
14900/20000 [=====================>........] - ETA: 2:46 - loss: 0.2242 - acc: 0.9074
14950/20000 [=====================>........] - ETA: 2:45 - loss: 0.2241 - acc: 0.9075
15000/20000 [=====================>........] - ETA: 2:43 - loss: 0.2239 - acc: 0.9075
15050/20000 [=====================>........] - ETA: 2:41 - loss: 0.2241 - acc: 0.9076
15100/20000 [=====================>........] - ETA: 2:40 - loss: 0.2240 - acc: 0.9077
15150/20000 [=====================>........] - ETA: 2:38 - loss: 0.2239 - acc: 0.9077
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.2240 - acc: 0.9076
15250/20000 [=====================>........] - ETA: 2:35 - loss: 0.2237 - acc: 0.9076
15300/20000 [=====================>........] - ETA: 2:33 - loss: 0.2234 - acc: 0.9076
15350/20000 [======================>.......] - ETA: 2:32 - loss: 0.2234 - acc: 0.9076
15400/20000 [======================>.......] - ETA: 2:30 - loss: 0.2233 - acc: 0.9077
15450/20000 [======================>.......] - ETA: 2:28 - loss: 0.2233 - acc: 0.9076
15500/20000 [======================>.......] - ETA: 2:27 - loss: 0.2234 - acc: 0.9077
15550/20000 [======================>.......] - ETA: 2:25 - loss: 0.2234 - acc: 0.9075
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.2235 - acc: 0.9075
15650/20000 [======================>.......] - ETA: 2:22 - loss: 0.2233 - acc: 0.9075
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.2233 - acc: 0.9075
15750/20000 [======================>.......] - ETA: 2:18 - loss: 0.2232 - acc: 0.9076
15800/20000 [======================>.......] - ETA: 2:17 - loss: 0.2232 - acc: 0.9076
15850/20000 [======================>.......] - ETA: 2:15 - loss: 0.2231 - acc: 0.9075
15900/20000 [======================>.......] - ETA: 2:14 - loss: 0.2232 - acc: 0.9076
15950/20000 [======================>.......] - ETA: 2:12 - loss: 0.2234 - acc: 0.9074
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.2238 - acc: 0.9071
16050/20000 [=======================>......] - ETA: 2:09 - loss: 0.2238 - acc: 0.9070
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.2236 - acc: 0.9071
16150/20000 [=======================>......] - ETA: 2:05 - loss: 0.2238 - acc: 0.9069
16200/20000 [=======================>......] - ETA: 2:04 - loss: 0.2237 - acc: 0.9070
16250/20000 [=======================>......] - ETA: 2:02 - loss: 0.2235 - acc: 0.9070
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.2242 - acc: 0.9066
16350/20000 [=======================>......] - ETA: 1:59 - loss: 0.2245 - acc: 0.9065
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.2248 - acc: 0.9065
16450/20000 [=======================>......] - ETA: 1:55 - loss: 0.2246 - acc: 0.9065
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.2246 - acc: 0.9065
16550/20000 [=======================>......] - ETA: 1:52 - loss: 0.2250 - acc: 0.9064
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.2248 - acc: 0.9065
16650/20000 [=======================>......] - ETA: 1:49 - loss: 0.2248 - acc: 0.9064
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.2247 - acc: 0.9065
16750/20000 [========================>.....] - ETA: 1:46 - loss: 0.2246 - acc: 0.9064
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.2244 - acc: 0.9065
16850/20000 [========================>.....] - ETA: 1:42 - loss: 0.2243 - acc: 0.9066
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.2242 - acc: 0.9066
16950/20000 [========================>.....] - ETA: 1:39 - loss: 0.2239 - acc: 0.9067
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.2238 - acc: 0.9066
17050/20000 [========================>.....] - ETA: 1:36 - loss: 0.2242 - acc: 0.9066
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.2244 - acc: 0.9065
17150/20000 [========================>.....] - ETA: 1:33 - loss: 0.2242 - acc: 0.9065
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.2238 - acc: 0.9066
17250/20000 [========================>.....] - ETA: 1:29 - loss: 0.2242 - acc: 0.9066
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.2243 - acc: 0.9064
17350/20000 [=========================>....] - ETA: 1:26 - loss: 0.2244 - acc: 0.9064
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.2241 - acc: 0.9064
17450/20000 [=========================>....] - ETA: 1:23 - loss: 0.2243 - acc: 0.9064
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17550/20000 [=========================>....] - ETA: 1:19 - loss: 0.2244 - acc: 0.9062
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17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.2239 - acc: 0.9062
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17750/20000 [=========================>....] - ETA: 1:13 - loss: 0.2233 - acc: 0.9066
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.2233 - acc: 0.9066
17850/20000 [=========================>....] - ETA: 1:10 - loss: 0.2234 - acc: 0.9065
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18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.2232 - acc: 0.9066
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18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.2232 - acc: 0.9065
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.2229 - acc: 0.9066
18200/20000 [==========================>...] - ETA: 58s - loss: 0.2231 - acc: 0.9064
18250/20000 [==========================>...] - ETA: 57s - loss: 0.2232 - acc: 0.9064
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2233 - acc: 0.9062
18350/20000 [==========================>...] - ETA: 53s - loss: 0.2231 - acc: 0.9064
18400/20000 [==========================>...] - ETA: 52s - loss: 0.2231 - acc: 0.9063
18450/20000 [==========================>...] - ETA: 50s - loss: 0.2230 - acc: 0.9063
18500/20000 [==========================>...] - ETA: 48s - loss: 0.2233 - acc: 0.9062
18550/20000 [==========================>...] - ETA: 47s - loss: 0.2232 - acc: 0.9063
18600/20000 [==========================>...] - ETA: 45s - loss: 0.2229 - acc: 0.9064
18650/20000 [==========================>...] - ETA: 44s - loss: 0.2228 - acc: 0.9064
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2227 - acc: 0.9064
18750/20000 [===========================>..] - ETA: 40s - loss: 0.2227 - acc: 0.9062
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2227 - acc: 0.9063
18850/20000 [===========================>..] - ETA: 37s - loss: 0.2226 - acc: 0.9064
18900/20000 [===========================>..] - ETA: 35s - loss: 0.2225 - acc: 0.9065
18950/20000 [===========================>..] - ETA: 34s - loss: 0.2224 - acc: 0.9065
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2223 - acc: 0.9066
19050/20000 [===========================>..] - ETA: 31s - loss: 0.2220 - acc: 0.9068
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2220 - acc: 0.9067
19150/20000 [===========================>..] - ETA: 27s - loss: 0.2223 - acc: 0.9066
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2224 - acc: 0.9063
19250/20000 [===========================>..] - ETA: 24s - loss: 0.2225 - acc: 0.9063
19300/20000 [===========================>..] - ETA: 22s - loss: 0.2224 - acc: 0.9063
19350/20000 [============================>.] - ETA: 21s - loss: 0.2228 - acc: 0.9062
19400/20000 [============================>.] - ETA: 19s - loss: 0.2226 - acc: 0.9063
19450/20000 [============================>.] - ETA: 17s - loss: 0.2225 - acc: 0.9063
19500/20000 [============================>.] - ETA: 16s - loss: 0.2226 - acc: 0.9063
19550/20000 [============================>.] - ETA: 14s - loss: 0.2224 - acc: 0.9064
19600/20000 [============================>.] - ETA: 13s - loss: 0.2222 - acc: 0.9064
19650/20000 [============================>.] - ETA: 11s - loss: 0.2220 - acc: 0.9065
19700/20000 [============================>.] - ETA: 9s - loss: 0.2220 - acc: 0.9064
19750/20000 [============================>.] - ETA: 8s - loss: 0.2220 - acc: 0.9064
19800/20000 [============================>.] - ETA: 6s - loss: 0.2220 - acc: 0.9063
19850/20000 [============================>.] - ETA: 4s - loss: 0.2222 - acc: 0.9062
19900/20000 [============================>.] - ETA: 3s - loss: 0.2221 - acc: 0.9062
19950/20000 [============================>.] - ETA: 1s - loss: 0.2220 - acc: 0.9062
20000/20000 [==============================] - 663s 33ms/step - loss: 0.2221 - acc: 0.9060 - val_loss: 0.6548 - val_acc: 0.7518
Epoch 17/50
50/20000 [..............................] - ETA: 9:38 - loss: 0.1886 - acc: 0.9200
100/20000 [..............................] - ETA: 10:03 - loss: 0.1731 - acc: 0.9200
150/20000 [..............................] - ETA: 10:20 - loss: 0.1694 - acc: 0.9267
200/20000 [..............................] - ETA: 10:26 - loss: 0.1828 - acc: 0.9350
250/20000 [..............................] - ETA: 10:40 - loss: 0.1770 - acc: 0.9360
300/20000 [..............................] - ETA: 10:32 - loss: 0.1849 - acc: 0.9300
350/20000 [..............................] - ETA: 10:27 - loss: 0.1817 - acc: 0.9257
400/20000 [..............................] - ETA: 10:27 - loss: 0.1820 - acc: 0.9250
450/20000 [..............................] - ETA: 10:23 - loss: 0.1893 - acc: 0.9178
500/20000 [..............................] - ETA: 10:25 - loss: 0.1925 - acc: 0.9160
550/20000 [..............................] - ETA: 10:23 - loss: 0.1973 - acc: 0.9145
600/20000 [..............................] - ETA: 10:16 - loss: 0.2017 - acc: 0.9100
650/20000 [..............................] - ETA: 10:14 - loss: 0.2013 - acc: 0.9092
700/20000 [>.............................] - ETA: 10:18 - loss: 0.1989 - acc: 0.9114
750/20000 [>.............................] - ETA: 10:17 - loss: 0.1961 - acc: 0.9120
800/20000 [>.............................] - ETA: 10:16 - loss: 0.1934 - acc: 0.9125
850/20000 [>.............................] - ETA: 10:11 - loss: 0.2018 - acc: 0.9118
900/20000 [>.............................] - ETA: 10:07 - loss: 0.1960 - acc: 0.9144
950/20000 [>.............................] - ETA: 10:01 - loss: 0.1976 - acc: 0.9137
1000/20000 [>.............................] - ETA: 9:57 - loss: 0.2024 - acc: 0.9090
1050/20000 [>.............................] - ETA: 9:58 - loss: 0.2038 - acc: 0.9095
1100/20000 [>.............................] - ETA: 9:56 - loss: 0.2071 - acc: 0.9073
1150/20000 [>.............................] - ETA: 9:55 - loss: 0.2096 - acc: 0.9061
1200/20000 [>.............................] - ETA: 9:54 - loss: 0.2036 - acc: 0.9100
1250/20000 [>.............................] - ETA: 9:52 - loss: 0.2028 - acc: 0.9088
1300/20000 [>.............................] - ETA: 9:49 - loss: 0.2007 - acc: 0.9100
1350/20000 [=>............................] - ETA: 9:48 - loss: 0.1974 - acc: 0.9111
1400/20000 [=>............................] - ETA: 9:46 - loss: 0.1978 - acc: 0.9114
1450/20000 [=>............................] - ETA: 9:46 - loss: 0.2002 - acc: 0.9117
1500/20000 [=>............................] - ETA: 9:44 - loss: 0.2007 - acc: 0.9113
1550/20000 [=>............................] - ETA: 9:41 - loss: 0.2023 - acc: 0.9097
1600/20000 [=>............................] - ETA: 9:39 - loss: 0.2027 - acc: 0.9094
1650/20000 [=>............................] - ETA: 9:36 - loss: 0.1993 - acc: 0.9109
1700/20000 [=>............................] - ETA: 9:36 - loss: 0.2012 - acc: 0.9118
1750/20000 [=>............................] - ETA: 9:34 - loss: 0.2020 - acc: 0.9114
1800/20000 [=>............................] - ETA: 9:33 - loss: 0.2004 - acc: 0.9117
1850/20000 [=>............................] - ETA: 9:30 - loss: 0.1990 - acc: 0.9119
1900/20000 [=>............................] - ETA: 9:28 - loss: 0.2004 - acc: 0.9105
1950/20000 [=>............................] - ETA: 9:28 - loss: 0.1998 - acc: 0.9113
2000/20000 [==>...........................] - ETA: 9:27 - loss: 0.2005 - acc: 0.9110
2050/20000 [==>...........................] - ETA: 9:27 - loss: 0.2037 - acc: 0.9112
2100/20000 [==>...........................] - ETA: 9:25 - loss: 0.2021 - acc: 0.9119
2150/20000 [==>...........................] - ETA: 9:23 - loss: 0.2025 - acc: 0.9126
2200/20000 [==>...........................] - ETA: 9:22 - loss: 0.2020 - acc: 0.9123
2250/20000 [==>...........................] - ETA: 9:21 - loss: 0.2011 - acc: 0.9133
2300/20000 [==>...........................] - ETA: 9:19 - loss: 0.2025 - acc: 0.9126
2350/20000 [==>...........................] - ETA: 9:19 - loss: 0.2067 - acc: 0.9102
2400/20000 [==>...........................] - ETA: 9:17 - loss: 0.2066 - acc: 0.9104
2450/20000 [==>...........................] - ETA: 9:15 - loss: 0.2048 - acc: 0.9110
2500/20000 [==>...........................] - ETA: 9:14 - loss: 0.2048 - acc: 0.9108
2550/20000 [==>...........................] - ETA: 9:12 - loss: 0.2055 - acc: 0.9110
2600/20000 [==>...........................] - ETA: 9:11 - loss: 0.2041 - acc: 0.9115
2650/20000 [==>...........................] - ETA: 9:10 - loss: 0.2051 - acc: 0.9113
2700/20000 [===>..........................] - ETA: 9:09 - loss: 0.2058 - acc: 0.9111
2750/20000 [===>..........................] - ETA: 9:07 - loss: 0.2066 - acc: 0.9105
2800/20000 [===>..........................] - ETA: 9:06 - loss: 0.2086 - acc: 0.9096
2850/20000 [===>..........................] - ETA: 9:05 - loss: 0.2083 - acc: 0.9095
2900/20000 [===>..........................] - ETA: 9:04 - loss: 0.2076 - acc: 0.9103
2950/20000 [===>..........................] - ETA: 9:02 - loss: 0.2073 - acc: 0.9105
3000/20000 [===>..........................] - ETA: 9:02 - loss: 0.2088 - acc: 0.9103
3050/20000 [===>..........................] - ETA: 9:00 - loss: 0.2091 - acc: 0.9098
3100/20000 [===>..........................] - ETA: 8:58 - loss: 0.2108 - acc: 0.9094
3150/20000 [===>..........................] - ETA: 8:57 - loss: 0.2096 - acc: 0.9102
3200/20000 [===>..........................] - ETA: 8:56 - loss: 0.2097 - acc: 0.9106
3250/20000 [===>..........................] - ETA: 8:55 - loss: 0.2088 - acc: 0.9114
3300/20000 [===>..........................] - ETA: 8:54 - loss: 0.2095 - acc: 0.9112
3350/20000 [====>.........................] - ETA: 8:53 - loss: 0.2094 - acc: 0.9113
3400/20000 [====>.........................] - ETA: 8:51 - loss: 0.2091 - acc: 0.9115
3450/20000 [====>.........................] - ETA: 8:50 - loss: 0.2091 - acc: 0.9113
3500/20000 [====>.........................] - ETA: 8:49 - loss: 0.2092 - acc: 0.9111
3550/20000 [====>.........................] - ETA: 8:48 - loss: 0.2099 - acc: 0.9107
3600/20000 [====>.........................] - ETA: 8:46 - loss: 0.2091 - acc: 0.9108
3650/20000 [====>.........................] - ETA: 8:44 - loss: 0.2093 - acc: 0.9112
3700/20000 [====>.........................] - ETA: 8:43 - loss: 0.2093 - acc: 0.9103
3750/20000 [====>.........................] - ETA: 8:41 - loss: 0.2095 - acc: 0.9101
3800/20000 [====>.........................] - ETA: 8:39 - loss: 0.2102 - acc: 0.9095
3850/20000 [====>.........................] - ETA: 8:38 - loss: 0.2099 - acc: 0.9096
3900/20000 [====>.........................] - ETA: 8:36 - loss: 0.2109 - acc: 0.9095
3950/20000 [====>.........................] - ETA: 8:35 - loss: 0.2115 - acc: 0.9086
4000/20000 [=====>........................] - ETA: 8:33 - loss: 0.2115 - acc: 0.9090
4050/20000 [=====>........................] - ETA: 8:31 - loss: 0.2102 - acc: 0.9094
4100/20000 [=====>........................] - ETA: 8:30 - loss: 0.2108 - acc: 0.9093
4150/20000 [=====>........................] - ETA: 8:29 - loss: 0.2107 - acc: 0.9094
4200/20000 [=====>........................] - ETA: 8:28 - loss: 0.2100 - acc: 0.9095
4250/20000 [=====>........................] - ETA: 8:27 - loss: 0.2115 - acc: 0.9089
4300/20000 [=====>........................] - ETA: 8:26 - loss: 0.2106 - acc: 0.9093
4350/20000 [=====>........................] - ETA: 8:25 - loss: 0.2105 - acc: 0.9092
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16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.2085 - acc: 0.9127
16550/20000 [=======================>......] - ETA: 1:52 - loss: 0.2084 - acc: 0.9129
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.2084 - acc: 0.9129
16650/20000 [=======================>......] - ETA: 1:48 - loss: 0.2087 - acc: 0.9127
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.2086 - acc: 0.9127
16750/20000 [========================>.....] - ETA: 1:45 - loss: 0.2084 - acc: 0.9128
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.2084 - acc: 0.9129
16850/20000 [========================>.....] - ETA: 1:42 - loss: 0.2081 - acc: 0.9132
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.2080 - acc: 0.9133
16950/20000 [========================>.....] - ETA: 1:39 - loss: 0.2079 - acc: 0.9133
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.2082 - acc: 0.9132
17050/20000 [========================>.....] - ETA: 1:35 - loss: 0.2082 - acc: 0.9134
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.2084 - acc: 0.9134
17150/20000 [========================>.....] - ETA: 1:32 - loss: 0.2085 - acc: 0.9134
17200/20000 [========================>.....] - ETA: 1:30 - loss: 0.2083 - acc: 0.9135
17250/20000 [========================>.....] - ETA: 1:29 - loss: 0.2083 - acc: 0.9136
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.2082 - acc: 0.9136
17350/20000 [=========================>....] - ETA: 1:26 - loss: 0.2082 - acc: 0.9137
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.2081 - acc: 0.9137
17450/20000 [=========================>....] - ETA: 1:22 - loss: 0.2083 - acc: 0.9135
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.2083 - acc: 0.9135
17550/20000 [=========================>....] - ETA: 1:19 - loss: 0.2085 - acc: 0.9134
17600/20000 [=========================>....] - ETA: 1:17 - loss: 0.2088 - acc: 0.9132
17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.2088 - acc: 0.9133
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.2089 - acc: 0.9132
17750/20000 [=========================>....] - ETA: 1:13 - loss: 0.2090 - acc: 0.9131
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.2095 - acc: 0.9130
17850/20000 [=========================>....] - ETA: 1:09 - loss: 0.2102 - acc: 0.9129
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.2103 - acc: 0.9128
17950/20000 [=========================>....] - ETA: 1:06 - loss: 0.2102 - acc: 0.9129
18000/20000 [==========================>...] - ETA: 1:04 - loss: 0.2104 - acc: 0.9129
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.2109 - acc: 0.9127
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.2108 - acc: 0.9128
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.2107 - acc: 0.9128
18200/20000 [==========================>...] - ETA: 58s - loss: 0.2105 - acc: 0.9130
18250/20000 [==========================>...] - ETA: 56s - loss: 0.2105 - acc: 0.9129
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2105 - acc: 0.9129
18350/20000 [==========================>...] - ETA: 53s - loss: 0.2104 - acc: 0.9129
18400/20000 [==========================>...] - ETA: 51s - loss: 0.2105 - acc: 0.9128
18450/20000 [==========================>...] - ETA: 50s - loss: 0.2103 - acc: 0.9130
18500/20000 [==========================>...] - ETA: 48s - loss: 0.2104 - acc: 0.9128
18550/20000 [==========================>...] - ETA: 47s - loss: 0.2106 - acc: 0.9128
18600/20000 [==========================>...] - ETA: 45s - loss: 0.2105 - acc: 0.9128
18650/20000 [==========================>...] - ETA: 43s - loss: 0.2106 - acc: 0.9128
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2107 - acc: 0.9128
18750/20000 [===========================>..] - ETA: 40s - loss: 0.2107 - acc: 0.9128
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2111 - acc: 0.9127
18850/20000 [===========================>..] - ETA: 37s - loss: 0.2114 - acc: 0.9126
18900/20000 [===========================>..] - ETA: 35s - loss: 0.2117 - acc: 0.9125
18950/20000 [===========================>..] - ETA: 34s - loss: 0.2114 - acc: 0.9127
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2112 - acc: 0.9128
19050/20000 [===========================>..] - ETA: 30s - loss: 0.2113 - acc: 0.9128
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2112 - acc: 0.9127
19150/20000 [===========================>..] - ETA: 27s - loss: 0.2114 - acc: 0.9127
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2115 - acc: 0.9127
19250/20000 [===========================>..] - ETA: 24s - loss: 0.2121 - acc: 0.9126
19300/20000 [===========================>..] - ETA: 22s - loss: 0.2124 - acc: 0.9125
19350/20000 [============================>.] - ETA: 21s - loss: 0.2124 - acc: 0.9125
19400/20000 [============================>.] - ETA: 19s - loss: 0.2124 - acc: 0.9124
19450/20000 [============================>.] - ETA: 17s - loss: 0.2123 - acc: 0.9123
19500/20000 [============================>.] - ETA: 16s - loss: 0.2124 - acc: 0.9124
19550/20000 [============================>.] - ETA: 14s - loss: 0.2128 - acc: 0.9123
19600/20000 [============================>.] - ETA: 12s - loss: 0.2129 - acc: 0.9123
19650/20000 [============================>.] - ETA: 11s - loss: 0.2127 - acc: 0.9124
19700/20000 [============================>.] - ETA: 9s - loss: 0.2127 - acc: 0.9124
19750/20000 [============================>.] - ETA: 8s - loss: 0.2127 - acc: 0.9124
19800/20000 [============================>.] - ETA: 6s - loss: 0.2127 - acc: 0.9124
19850/20000 [============================>.] - ETA: 4s - loss: 0.2130 - acc: 0.9123
19900/20000 [============================>.] - ETA: 3s - loss: 0.2128 - acc: 0.9124
19950/20000 [============================>.] - ETA: 1s - loss: 0.2131 - acc: 0.9123
20000/20000 [==============================] - 660s 33ms/step - loss: 0.2134 - acc: 0.9121 - val_loss: 0.6362 - val_acc: 0.7454
Epoch 18/50
50/20000 [..............................] - ETA: 9:35 - loss: 0.1800 - acc: 0.9200
100/20000 [..............................] - ETA: 10:07 - loss: 0.1655 - acc: 0.9300
150/20000 [..............................] - ETA: 9:56 - loss: 0.1919 - acc: 0.9133
200/20000 [..............................] - ETA: 10:05 - loss: 0.2075 - acc: 0.9100
250/20000 [..............................] - ETA: 10:10 - loss: 0.1990 - acc: 0.9160
300/20000 [..............................] - ETA: 10:20 - loss: 0.2169 - acc: 0.9067
350/20000 [..............................] - ETA: 10:20 - loss: 0.2225 - acc: 0.9086
400/20000 [..............................] - ETA: 10:17 - loss: 0.2111 - acc: 0.9150
450/20000 [..............................] - ETA: 10:15 - loss: 0.2042 - acc: 0.9200
500/20000 [..............................] - ETA: 10:17 - loss: 0.2131 - acc: 0.9220
550/20000 [..............................] - ETA: 10:15 - loss: 0.2100 - acc: 0.9236
600/20000 [..............................] - ETA: 10:18 - loss: 0.2027 - acc: 0.9267
650/20000 [..............................] - ETA: 10:20 - loss: 0.1931 - acc: 0.9323
700/20000 [>.............................] - ETA: 10:22 - loss: 0.1969 - acc: 0.9314
750/20000 [>.............................] - ETA: 10:22 - loss: 0.2000 - acc: 0.9293
800/20000 [>.............................] - ETA: 10:25 - loss: 0.2022 - acc: 0.9275
850/20000 [>.............................] - ETA: 10:25 - loss: 0.2013 - acc: 0.9247
900/20000 [>.............................] - ETA: 10:26 - loss: 0.2015 - acc: 0.9244
950/20000 [>.............................] - ETA: 10:25 - loss: 0.1998 - acc: 0.9253
1000/20000 [>.............................] - ETA: 10:24 - loss: 0.1962 - acc: 0.9250
1050/20000 [>.............................] - ETA: 10:21 - loss: 0.1985 - acc: 0.9219
1100/20000 [>.............................] - ETA: 10:18 - loss: 0.1992 - acc: 0.9200
1150/20000 [>.............................] - ETA: 10:16 - loss: 0.2002 - acc: 0.9174
1200/20000 [>.............................] - ETA: 10:14 - loss: 0.2009 - acc: 0.9175
1250/20000 [>.............................] - ETA: 10:11 - loss: 0.2079 - acc: 0.9144
1300/20000 [>.............................] - ETA: 10:11 - loss: 0.2049 - acc: 0.9162
1350/20000 [=>............................] - ETA: 10:10 - loss: 0.2007 - acc: 0.9193
1400/20000 [=>............................] - ETA: 10:06 - loss: 0.1985 - acc: 0.9214
1450/20000 [=>............................] - ETA: 10:06 - loss: 0.1958 - acc: 0.9221
1500/20000 [=>............................] - ETA: 10:05 - loss: 0.1949 - acc: 0.9227
1550/20000 [=>............................] - ETA: 10:03 - loss: 0.1908 - acc: 0.9245
1600/20000 [=>............................] - ETA: 10:03 - loss: 0.1895 - acc: 0.9256
1650/20000 [=>............................] - ETA: 10:03 - loss: 0.1889 - acc: 0.9248
1700/20000 [=>............................] - ETA: 10:01 - loss: 0.1885 - acc: 0.9259
1750/20000 [=>............................] - ETA: 10:01 - loss: 0.1881 - acc: 0.9263
1800/20000 [=>............................] - ETA: 9:58 - loss: 0.1871 - acc: 0.9272
1850/20000 [=>............................] - ETA: 9:56 - loss: 0.1869 - acc: 0.9276
1900/20000 [=>............................] - ETA: 9:56 - loss: 0.1885 - acc: 0.9258
1950/20000 [=>............................] - ETA: 9:54 - loss: 0.1870 - acc: 0.9256
2000/20000 [==>...........................] - ETA: 9:52 - loss: 0.1895 - acc: 0.9245
2050/20000 [==>...........................] - ETA: 9:50 - loss: 0.1894 - acc: 0.9244
2100/20000 [==>...........................] - ETA: 9:48 - loss: 0.1879 - acc: 0.9248
2150/20000 [==>...........................] - ETA: 9:46 - loss: 0.1865 - acc: 0.9251
2200/20000 [==>...........................] - ETA: 9:45 - loss: 0.1849 - acc: 0.9264
2250/20000 [==>...........................] - ETA: 9:43 - loss: 0.1861 - acc: 0.9262
2300/20000 [==>...........................] - ETA: 9:42 - loss: 0.1852 - acc: 0.9265
2350/20000 [==>...........................] - ETA: 9:41 - loss: 0.1852 - acc: 0.9264
2400/20000 [==>...........................] - ETA: 9:40 - loss: 0.1832 - acc: 0.9271
2450/20000 [==>...........................] - ETA: 9:37 - loss: 0.1832 - acc: 0.9269
2500/20000 [==>...........................] - ETA: 9:35 - loss: 0.1812 - acc: 0.9276
2550/20000 [==>...........................] - ETA: 9:34 - loss: 0.1828 - acc: 0.9267
2600/20000 [==>...........................] - ETA: 9:31 - loss: 0.1855 - acc: 0.9254
2650/20000 [==>...........................] - ETA: 9:30 - loss: 0.1873 - acc: 0.9257
2700/20000 [===>..........................] - ETA: 9:28 - loss: 0.1895 - acc: 0.9248
2750/20000 [===>..........................] - ETA: 9:27 - loss: 0.1904 - acc: 0.9240
2800/20000 [===>..........................] - ETA: 9:25 - loss: 0.1901 - acc: 0.9236
2850/20000 [===>..........................] - ETA: 9:24 - loss: 0.1924 - acc: 0.9228
2900/20000 [===>..........................] - ETA: 9:22 - loss: 0.1921 - acc: 0.9228
2950/20000 [===>..........................] - ETA: 9:21 - loss: 0.1925 - acc: 0.9224
3000/20000 [===>..........................] - ETA: 9:18 - loss: 0.1946 - acc: 0.9217
3050/20000 [===>..........................] - ETA: 9:17 - loss: 0.1944 - acc: 0.9223
3100/20000 [===>..........................] - ETA: 9:16 - loss: 0.1933 - acc: 0.9223
3150/20000 [===>..........................] - ETA: 9:15 - loss: 0.1927 - acc: 0.9225
3200/20000 [===>..........................] - ETA: 9:14 - loss: 0.1933 - acc: 0.9219
3250/20000 [===>..........................] - ETA: 9:12 - loss: 0.1927 - acc: 0.9218
3300/20000 [===>..........................] - ETA: 9:11 - loss: 0.1923 - acc: 0.9218
3350/20000 [====>.........................] - ETA: 9:10 - loss: 0.1918 - acc: 0.9221
3400/20000 [====>.........................] - ETA: 9:08 - loss: 0.1917 - acc: 0.9221
3450/20000 [====>.........................] - ETA: 9:06 - loss: 0.1934 - acc: 0.9203
3500/20000 [====>.........................] - ETA: 9:05 - loss: 0.1944 - acc: 0.9197
3550/20000 [====>.........................] - ETA: 9:03 - loss: 0.1933 - acc: 0.9206
3600/20000 [====>.........................] - ETA: 9:01 - loss: 0.1923 - acc: 0.9214
3650/20000 [====>.........................] - ETA: 8:59 - loss: 0.1938 - acc: 0.9211
3700/20000 [====>.........................] - ETA: 8:57 - loss: 0.1942 - acc: 0.9200
3750/20000 [====>.........................] - ETA: 8:55 - loss: 0.1948 - acc: 0.9189
3800/20000 [====>.........................] - ETA: 8:53 - loss: 0.1942 - acc: 0.9189
3850/20000 [====>.........................] - ETA: 8:51 - loss: 0.1930 - acc: 0.9197
3900/20000 [====>.........................] - ETA: 8:49 - loss: 0.1929 - acc: 0.9200
3950/20000 [====>.........................] - ETA: 8:46 - loss: 0.1916 - acc: 0.9208
4000/20000 [=====>........................] - ETA: 8:45 - loss: 0.1930 - acc: 0.9200
4050/20000 [=====>........................] - ETA: 8:43 - loss: 0.1924 - acc: 0.9202
4100/20000 [=====>........................] - ETA: 8:41 - loss: 0.1930 - acc: 0.9198
4150/20000 [=====>........................] - ETA: 8:40 - loss: 0.1920 - acc: 0.9202
4200/20000 [=====>........................] - ETA: 8:39 - loss: 0.1916 - acc: 0.9205
4250/20000 [=====>........................] - ETA: 8:36 - loss: 0.1928 - acc: 0.9200
4300/20000 [=====>........................] - ETA: 8:35 - loss: 0.1922 - acc: 0.9202
4350/20000 [=====>........................] - ETA: 8:33 - loss: 0.1931 - acc: 0.9200
4400/20000 [=====>........................] - ETA: 8:32 - loss: 0.1931 - acc: 0.9198
4450/20000 [=====>........................] - ETA: 8:30 - loss: 0.1922 - acc: 0.9202
4500/20000 [=====>........................] - ETA: 8:29 - loss: 0.1920 - acc: 0.9204
4550/20000 [=====>........................] - ETA: 8:27 - loss: 0.1923 - acc: 0.9204
4600/20000 [=====>........................] - ETA: 8:26 - loss: 0.1936 - acc: 0.9202
4650/20000 [=====>........................] - ETA: 8:24 - loss: 0.1927 - acc: 0.9206
4700/20000 [======>.......................] - ETA: 8:23 - loss: 0.1925 - acc: 0.9209
4750/20000 [======>.......................] - ETA: 8:21 - loss: 0.1927 - acc: 0.9206
4800/20000 [======>.......................] - ETA: 8:19 - loss: 0.1931 - acc: 0.9198
4850/20000 [======>.......................] - ETA: 8:18 - loss: 0.1920 - acc: 0.9202
4900/20000 [======>.......................] - ETA: 8:16 - loss: 0.1914 - acc: 0.9200
4950/20000 [======>.......................] - ETA: 8:14 - loss: 0.1915 - acc: 0.9200
5000/20000 [======>.......................] - ETA: 8:12 - loss: 0.1912 - acc: 0.9200
5050/20000 [======>.......................] - ETA: 8:10 - loss: 0.1908 - acc: 0.9202
5100/20000 [======>.......................] - ETA: 8:09 - loss: 0.1902 - acc: 0.9208
5150/20000 [======>.......................] - ETA: 8:07 - loss: 0.1918 - acc: 0.9206
5200/20000 [======>.......................] - ETA: 8:05 - loss: 0.1915 - acc: 0.9206
5250/20000 [======>.......................] - ETA: 8:03 - loss: 0.1929 - acc: 0.9204
5300/20000 [======>.......................] - ETA: 8:01 - loss: 0.1930 - acc: 0.9202
5350/20000 [=======>......................] - ETA: 8:00 - loss: 0.1936 - acc: 0.9200
5400/20000 [=======>......................] - ETA: 7:59 - loss: 0.1928 - acc: 0.9200
5450/20000 [=======>......................] - ETA: 7:57 - loss: 0.1951 - acc: 0.9193
5500/20000 [=======>......................] - ETA: 7:56 - loss: 0.1941 - acc: 0.9198
5550/20000 [=======>......................] - ETA: 7:54 - loss: 0.1936 - acc: 0.9202
5600/20000 [=======>......................] - ETA: 7:53 - loss: 0.1946 - acc: 0.9196
5650/20000 [=======>......................] - ETA: 7:51 - loss: 0.1964 - acc: 0.9191
5700/20000 [=======>......................] - ETA: 7:49 - loss: 0.1970 - acc: 0.9189
5750/20000 [=======>......................] - ETA: 7:47 - loss: 0.1964 - acc: 0.9193
5800/20000 [=======>......................] - ETA: 7:46 - loss: 0.1961 - acc: 0.9195
5850/20000 [=======>......................] - ETA: 7:44 - loss: 0.1975 - acc: 0.9191
5900/20000 [=======>......................] - ETA: 7:43 - loss: 0.1978 - acc: 0.9190
5950/20000 [=======>......................] - ETA: 7:41 - loss: 0.1975 - acc: 0.9190
6000/20000 [========>.....................] - ETA: 7:39 - loss: 0.1981 - acc: 0.9187
6050/20000 [========>.....................] - ETA: 7:38 - loss: 0.1985 - acc: 0.9182
6100/20000 [========>.....................] - ETA: 7:36 - loss: 0.1979 - acc: 0.9184
6150/20000 [========>.....................] - ETA: 7:34 - loss: 0.1977 - acc: 0.9185
6200/20000 [========>.....................] - ETA: 7:32 - loss: 0.1996 - acc: 0.9177
6250/20000 [========>.....................] - ETA: 7:31 - loss: 0.1995 - acc: 0.9179
6300/20000 [========>.....................] - ETA: 7:29 - loss: 0.1990 - acc: 0.9183
6350/20000 [========>.....................] - ETA: 7:28 - loss: 0.1995 - acc: 0.9183
6400/20000 [========>.....................] - ETA: 7:26 - loss: 0.1998 - acc: 0.9181
6450/20000 [========>.....................] - ETA: 7:24 - loss: 0.1995 - acc: 0.9180
6500/20000 [========>.....................] - ETA: 7:22 - loss: 0.1992 - acc: 0.9180
6550/20000 [========>.....................] - ETA: 7:21 - loss: 0.1993 - acc: 0.9177
6600/20000 [========>.....................] - ETA: 7:19 - loss: 0.1993 - acc: 0.9179
6650/20000 [========>.....................] - ETA: 7:17 - loss: 0.1990 - acc: 0.9179
6700/20000 [=========>....................] - ETA: 7:16 - loss: 0.1999 - acc: 0.9173
6750/20000 [=========>....................] - ETA: 7:14 - loss: 0.2002 - acc: 0.9173
6800/20000 [=========>....................] - ETA: 7:12 - loss: 0.1999 - acc: 0.9174
6850/20000 [=========>....................] - ETA: 7:10 - loss: 0.1994 - acc: 0.9177
6900/20000 [=========>....................] - ETA: 7:09 - loss: 0.1995 - acc: 0.9177
6950/20000 [=========>....................] - ETA: 7:07 - loss: 0.1997 - acc: 0.9176
7000/20000 [=========>....................] - ETA: 7:05 - loss: 0.1993 - acc: 0.9177
7050/20000 [=========>....................] - ETA: 7:04 - loss: 0.1994 - acc: 0.9176
7100/20000 [=========>....................] - ETA: 7:02 - loss: 0.1993 - acc: 0.9177
7150/20000 [=========>....................] - ETA: 7:00 - loss: 0.1986 - acc: 0.9182
7200/20000 [=========>....................] - ETA: 6:59 - loss: 0.1985 - acc: 0.9183
7250/20000 [=========>....................] - ETA: 6:57 - loss: 0.1980 - acc: 0.9185
7300/20000 [=========>....................] - ETA: 6:56 - loss: 0.1971 - acc: 0.9190
7350/20000 [==========>...................] - ETA: 6:54 - loss: 0.1967 - acc: 0.9193
7400/20000 [==========>...................] - ETA: 6:53 - loss: 0.1967 - acc: 0.9191
7450/20000 [==========>...................] - ETA: 6:51 - loss: 0.1965 - acc: 0.9189
7500/20000 [==========>...................] - ETA: 6:50 - loss: 0.1969 - acc: 0.9188
7550/20000 [==========>...................] - ETA: 6:48 - loss: 0.1970 - acc: 0.9187
7600/20000 [==========>...................] - ETA: 6:46 - loss: 0.1970 - acc: 0.9187
7650/20000 [==========>...................] - ETA: 6:45 - loss: 0.1970 - acc: 0.9187
7700/20000 [==========>...................] - ETA: 6:43 - loss: 0.1967 - acc: 0.9191
7750/20000 [==========>...................] - ETA: 6:42 - loss: 0.1966 - acc: 0.9192
7800/20000 [==========>...................] - ETA: 6:40 - loss: 0.1965 - acc: 0.9191
7850/20000 [==========>...................] - ETA: 6:38 - loss: 0.1962 - acc: 0.9192
7900/20000 [==========>...................] - ETA: 6:36 - loss: 0.1957 - acc: 0.9194
7950/20000 [==========>...................] - ETA: 6:35 - loss: 0.1956 - acc: 0.9196
8000/20000 [===========>..................] - ETA: 6:33 - loss: 0.1956 - acc: 0.9197
8050/20000 [===========>..................] - ETA: 6:32 - loss: 0.1949 - acc: 0.9201
8100/20000 [===========>..................] - ETA: 6:30 - loss: 0.1947 - acc: 0.9201
8150/20000 [===========>..................] - ETA: 6:29 - loss: 0.1953 - acc: 0.9198
8200/20000 [===========>..................] - ETA: 6:27 - loss: 0.1955 - acc: 0.9195
8250/20000 [===========>..................] - ETA: 6:25 - loss: 0.1948 - acc: 0.9199
8300/20000 [===========>..................] - ETA: 6:23 - loss: 0.1943 - acc: 0.9201
8350/20000 [===========>..................] - ETA: 6:21 - loss: 0.1945 - acc: 0.9198
8400/20000 [===========>..................] - ETA: 6:20 - loss: 0.1944 - acc: 0.9196
8450/20000 [===========>..................] - ETA: 6:18 - loss: 0.1947 - acc: 0.9196
8500/20000 [===========>..................] - ETA: 6:17 - loss: 0.1952 - acc: 0.9194
8550/20000 [===========>..................] - ETA: 6:15 - loss: 0.1952 - acc: 0.9195
8600/20000 [===========>..................] - ETA: 6:13 - loss: 0.1952 - acc: 0.9195
8650/20000 [===========>..................] - ETA: 6:12 - loss: 0.1956 - acc: 0.9193
8700/20000 [============>.................] - ETA: 6:10 - loss: 0.1955 - acc: 0.9192
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10000/20000 [==============>...............] - ETA: 5:27 - loss: 0.1955 - acc: 0.9192
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10150/20000 [==============>...............] - ETA: 5:22 - loss: 0.1958 - acc: 0.9195
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10250/20000 [==============>...............] - ETA: 5:19 - loss: 0.1953 - acc: 0.9198
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10350/20000 [==============>...............] - ETA: 5:16 - loss: 0.1952 - acc: 0.9197
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10450/20000 [==============>...............] - ETA: 5:13 - loss: 0.1965 - acc: 0.9193
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11450/20000 [================>.............] - ETA: 4:42 - loss: 0.1969 - acc: 0.9192
11500/20000 [================>.............] - ETA: 4:40 - loss: 0.1974 - acc: 0.9188
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11650/20000 [================>.............] - ETA: 4:35 - loss: 0.1972 - acc: 0.9189
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11800/20000 [================>.............] - ETA: 4:30 - loss: 0.1974 - acc: 0.9189
11850/20000 [================>.............] - ETA: 4:29 - loss: 0.1975 - acc: 0.9186
11900/20000 [================>.............] - ETA: 4:27 - loss: 0.1978 - acc: 0.9182
11950/20000 [================>.............] - ETA: 4:25 - loss: 0.1976 - acc: 0.9182
12000/20000 [=================>............] - ETA: 4:23 - loss: 0.1975 - acc: 0.9181
12050/20000 [=================>............] - ETA: 4:22 - loss: 0.1978 - acc: 0.9181
12100/20000 [=================>............] - ETA: 4:20 - loss: 0.1986 - acc: 0.9179
12150/20000 [=================>............] - ETA: 4:18 - loss: 0.1983 - acc: 0.9181
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12250/20000 [=================>............] - ETA: 4:15 - loss: 0.1984 - acc: 0.9179
12300/20000 [=================>............] - ETA: 4:13 - loss: 0.1981 - acc: 0.9181
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13300/20000 [==================>...........] - ETA: 3:40 - loss: 0.1988 - acc: 0.9183
13350/20000 [===================>..........] - ETA: 3:38 - loss: 0.1990 - acc: 0.9181
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13450/20000 [===================>..........] - ETA: 3:35 - loss: 0.1990 - acc: 0.9182
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13550/20000 [===================>..........] - ETA: 3:32 - loss: 0.1996 - acc: 0.9179
13600/20000 [===================>..........] - ETA: 3:30 - loss: 0.1993 - acc: 0.9182
13650/20000 [===================>..........] - ETA: 3:29 - loss: 0.1992 - acc: 0.9183
13700/20000 [===================>..........] - ETA: 3:27 - loss: 0.1996 - acc: 0.9181
13750/20000 [===================>..........] - ETA: 3:25 - loss: 0.1995 - acc: 0.9183
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15350/20000 [======================>.......] - ETA: 2:32 - loss: 0.2003 - acc: 0.9169
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15550/20000 [======================>.......] - ETA: 2:26 - loss: 0.2007 - acc: 0.9170
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15650/20000 [======================>.......] - ETA: 2:23 - loss: 0.2009 - acc: 0.9169
15700/20000 [======================>.......] - ETA: 2:21 - loss: 0.2007 - acc: 0.9170
15750/20000 [======================>.......] - ETA: 2:19 - loss: 0.2007 - acc: 0.9168
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16050/20000 [=======================>......] - ETA: 2:09 - loss: 0.2013 - acc: 0.9164
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16150/20000 [=======================>......] - ETA: 2:06 - loss: 0.2011 - acc: 0.9164
16200/20000 [=======================>......] - ETA: 2:04 - loss: 0.2008 - acc: 0.9165
16250/20000 [=======================>......] - ETA: 2:03 - loss: 0.2010 - acc: 0.9164
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.2012 - acc: 0.9163
16350/20000 [=======================>......] - ETA: 2:00 - loss: 0.2013 - acc: 0.9163
16400/20000 [=======================>......] - ETA: 1:58 - loss: 0.2012 - acc: 0.9163
16450/20000 [=======================>......] - ETA: 1:56 - loss: 0.2015 - acc: 0.9160
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16550/20000 [=======================>......] - ETA: 1:53 - loss: 0.2015 - acc: 0.9159
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16850/20000 [========================>.....] - ETA: 1:43 - loss: 0.2017 - acc: 0.9159
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16950/20000 [========================>.....] - ETA: 1:40 - loss: 0.2019 - acc: 0.9159
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.2029 - acc: 0.9155
17050/20000 [========================>.....] - ETA: 1:36 - loss: 0.2031 - acc: 0.9155
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18700/20000 [===========================>..] - ETA: 42s - loss: 0.2045 - acc: 0.9145
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18850/20000 [===========================>..] - ETA: 37s - loss: 0.2044 - acc: 0.9144
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19000/20000 [===========================>..] - ETA: 32s - loss: 0.2041 - acc: 0.9144
19050/20000 [===========================>..] - ETA: 31s - loss: 0.2040 - acc: 0.9144
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2043 - acc: 0.9141
19150/20000 [===========================>..] - ETA: 27s - loss: 0.2046 - acc: 0.9141
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2048 - acc: 0.9141
19250/20000 [===========================>..] - ETA: 24s - loss: 0.2047 - acc: 0.9140
19300/20000 [===========================>..] - ETA: 23s - loss: 0.2046 - acc: 0.9140
19350/20000 [============================>.] - ETA: 21s - loss: 0.2051 - acc: 0.9139
19400/20000 [============================>.] - ETA: 19s - loss: 0.2053 - acc: 0.9138
19450/20000 [============================>.] - ETA: 18s - loss: 0.2056 - acc: 0.9135
19500/20000 [============================>.] - ETA: 16s - loss: 0.2056 - acc: 0.9135
19550/20000 [============================>.] - ETA: 14s - loss: 0.2056 - acc: 0.9135
19600/20000 [============================>.] - ETA: 13s - loss: 0.2054 - acc: 0.9136
19650/20000 [============================>.] - ETA: 11s - loss: 0.2054 - acc: 0.9135
19700/20000 [============================>.] - ETA: 9s - loss: 0.2054 - acc: 0.9135
19750/20000 [============================>.] - ETA: 8s - loss: 0.2056 - acc: 0.9134
19800/20000 [============================>.] - ETA: 6s - loss: 0.2054 - acc: 0.9134
19850/20000 [============================>.] - ETA: 4s - loss: 0.2053 - acc: 0.9135
19900/20000 [============================>.] - ETA: 3s - loss: 0.2052 - acc: 0.9136
19950/20000 [============================>.] - ETA: 1s - loss: 0.2054 - acc: 0.9135
20000/20000 [==============================] - 667s 33ms/step - loss: 0.2052 - acc: 0.9134 - val_loss: 0.5990 - val_acc: 0.7696
Epoch 19/50
50/20000 [..............................] - ETA: 10:32 - loss: 0.1594 - acc: 0.9400
100/20000 [..............................] - ETA: 10:46 - loss: 0.1471 - acc: 0.9300
150/20000 [..............................] - ETA: 10:38 - loss: 0.2109 - acc: 0.8867
200/20000 [..............................] - ETA: 10:33 - loss: 0.2293 - acc: 0.8950
250/20000 [..............................] - ETA: 10:34 - loss: 0.1982 - acc: 0.9120
300/20000 [..............................] - ETA: 10:21 - loss: 0.1859 - acc: 0.9233
350/20000 [..............................] - ETA: 10:18 - loss: 0.1784 - acc: 0.9257
400/20000 [..............................] - ETA: 10:24 - loss: 0.1805 - acc: 0.9225
450/20000 [..............................] - ETA: 10:26 - loss: 0.1849 - acc: 0.9200
500/20000 [..............................] - ETA: 10:29 - loss: 0.1820 - acc: 0.9220
550/20000 [..............................] - ETA: 10:22 - loss: 0.1743 - acc: 0.9255
600/20000 [..............................] - ETA: 10:20 - loss: 0.1710 - acc: 0.9267
650/20000 [..............................] - ETA: 10:20 - loss: 0.1744 - acc: 0.9262
700/20000 [>.............................] - ETA: 10:20 - loss: 0.1775 - acc: 0.9271
750/20000 [>.............................] - ETA: 10:21 - loss: 0.1898 - acc: 0.9240
800/20000 [>.............................] - ETA: 10:21 - loss: 0.1952 - acc: 0.9213
850/20000 [>.............................] - ETA: 10:20 - loss: 0.1952 - acc: 0.9200
900/20000 [>.............................] - ETA: 10:22 - loss: 0.1933 - acc: 0.9189
950/20000 [>.............................] - ETA: 10:19 - loss: 0.1878 - acc: 0.9232
1000/20000 [>.............................] - ETA: 10:19 - loss: 0.1913 - acc: 0.9200
1050/20000 [>.............................] - ETA: 10:17 - loss: 0.1884 - acc: 0.9219
1100/20000 [>.............................] - ETA: 10:13 - loss: 0.1879 - acc: 0.9218
1150/20000 [>.............................] - ETA: 10:16 - loss: 0.1860 - acc: 0.9226
1200/20000 [>.............................] - ETA: 10:11 - loss: 0.1811 - acc: 0.9258
1250/20000 [>.............................] - ETA: 10:09 - loss: 0.1836 - acc: 0.9264
1300/20000 [>.............................] - ETA: 10:09 - loss: 0.1832 - acc: 0.9277
1350/20000 [=>............................] - ETA: 10:07 - loss: 0.1819 - acc: 0.9274
1400/20000 [=>............................] - ETA: 10:03 - loss: 0.1841 - acc: 0.9257
1450/20000 [=>............................] - ETA: 10:00 - loss: 0.1826 - acc: 0.9262
1500/20000 [=>............................] - ETA: 10:00 - loss: 0.1841 - acc: 0.9253
1550/20000 [=>............................] - ETA: 9:59 - loss: 0.1823 - acc: 0.9258
1600/20000 [=>............................] - ETA: 10:00 - loss: 0.1835 - acc: 0.9256
1650/20000 [=>............................] - ETA: 10:00 - loss: 0.1816 - acc: 0.9267
1700/20000 [=>............................] - ETA: 9:58 - loss: 0.1792 - acc: 0.9282
1750/20000 [=>............................] - ETA: 9:56 - loss: 0.1820 - acc: 0.9280
1800/20000 [=>............................] - ETA: 9:53 - loss: 0.1825 - acc: 0.9278
1850/20000 [=>............................] - ETA: 9:52 - loss: 0.1810 - acc: 0.9276
1900/20000 [=>............................] - ETA: 9:49 - loss: 0.1789 - acc: 0.9279
1950/20000 [=>............................] - ETA: 9:48 - loss: 0.1771 - acc: 0.9282
2000/20000 [==>...........................] - ETA: 9:46 - loss: 0.1751 - acc: 0.9290
2050/20000 [==>...........................] - ETA: 9:44 - loss: 0.1762 - acc: 0.9283
2100/20000 [==>...........................] - ETA: 9:42 - loss: 0.1783 - acc: 0.9276
2150/20000 [==>...........................] - ETA: 9:42 - loss: 0.1776 - acc: 0.9284
2200/20000 [==>...........................] - ETA: 9:39 - loss: 0.1795 - acc: 0.9268
2250/20000 [==>...........................] - ETA: 9:39 - loss: 0.1795 - acc: 0.9276
2300/20000 [==>...........................] - ETA: 9:36 - loss: 0.1793 - acc: 0.9274
2350/20000 [==>...........................] - ETA: 9:34 - loss: 0.1778 - acc: 0.9281
2400/20000 [==>...........................] - ETA: 9:33 - loss: 0.1775 - acc: 0.9275
2450/20000 [==>...........................] - ETA: 9:31 - loss: 0.1781 - acc: 0.9269
2500/20000 [==>...........................] - ETA: 9:30 - loss: 0.1773 - acc: 0.9272
2550/20000 [==>...........................] - ETA: 9:29 - loss: 0.1758 - acc: 0.9282
2600/20000 [==>...........................] - ETA: 9:27 - loss: 0.1748 - acc: 0.9288
2650/20000 [==>...........................] - ETA: 9:25 - loss: 0.1756 - acc: 0.9287
2700/20000 [===>..........................] - ETA: 9:24 - loss: 0.1769 - acc: 0.9278
2750/20000 [===>..........................] - ETA: 9:23 - loss: 0.1801 - acc: 0.9273
2800/20000 [===>..........................] - ETA: 9:21 - loss: 0.1813 - acc: 0.9261
2850/20000 [===>..........................] - ETA: 9:20 - loss: 0.1807 - acc: 0.9267
2900/20000 [===>..........................] - ETA: 9:17 - loss: 0.1820 - acc: 0.9262
2950/20000 [===>..........................] - ETA: 9:15 - loss: 0.1868 - acc: 0.9241
3000/20000 [===>..........................] - ETA: 9:14 - loss: 0.1867 - acc: 0.9240
3050/20000 [===>..........................] - ETA: 9:13 - loss: 0.1894 - acc: 0.9223
3100/20000 [===>..........................] - ETA: 9:11 - loss: 0.1873 - acc: 0.9235
3150/20000 [===>..........................] - ETA: 9:09 - loss: 0.1879 - acc: 0.9232
3200/20000 [===>..........................] - ETA: 9:07 - loss: 0.1869 - acc: 0.9237
3250/20000 [===>..........................] - ETA: 9:05 - loss: 0.1874 - acc: 0.9240
3300/20000 [===>..........................] - ETA: 9:02 - loss: 0.1868 - acc: 0.9242
3350/20000 [====>.........................] - ETA: 9:01 - loss: 0.1876 - acc: 0.9242
3400/20000 [====>.........................] - ETA: 8:58 - loss: 0.1869 - acc: 0.9244
3450/20000 [====>.........................] - ETA: 8:57 - loss: 0.1881 - acc: 0.9232
3500/20000 [====>.........................] - ETA: 8:55 - loss: 0.1878 - acc: 0.9234
3550/20000 [====>.........................] - ETA: 8:54 - loss: 0.1896 - acc: 0.9228
3600/20000 [====>.........................] - ETA: 8:52 - loss: 0.1910 - acc: 0.9219
3650/20000 [====>.........................] - ETA: 8:51 - loss: 0.1903 - acc: 0.9222
3700/20000 [====>.........................] - ETA: 8:49 - loss: 0.1925 - acc: 0.9214
3750/20000 [====>.........................] - ETA: 8:47 - loss: 0.1912 - acc: 0.9221
3800/20000 [====>.........................] - ETA: 8:47 - loss: 0.1916 - acc: 0.9218
3850/20000 [====>.........................] - ETA: 8:45 - loss: 0.1912 - acc: 0.9223
3900/20000 [====>.........................] - ETA: 8:43 - loss: 0.1908 - acc: 0.9223
3950/20000 [====>.........................] - ETA: 8:41 - loss: 0.1899 - acc: 0.9228
4000/20000 [=====>........................] - ETA: 8:39 - loss: 0.1895 - acc: 0.9227
4050/20000 [=====>........................] - ETA: 8:38 - loss: 0.1897 - acc: 0.9227
4100/20000 [=====>........................] - ETA: 8:36 - loss: 0.1891 - acc: 0.9227
4150/20000 [=====>........................] - ETA: 8:35 - loss: 0.1902 - acc: 0.9222
4200/20000 [=====>........................] - ETA: 8:34 - loss: 0.1912 - acc: 0.9212
4250/20000 [=====>........................] - ETA: 8:32 - loss: 0.1908 - acc: 0.9214
4300/20000 [=====>........................] - ETA: 8:31 - loss: 0.1916 - acc: 0.9209
4350/20000 [=====>........................] - ETA: 8:29 - loss: 0.1923 - acc: 0.9207
4400/20000 [=====>........................] - ETA: 8:28 - loss: 0.1913 - acc: 0.9211
4450/20000 [=====>........................] - ETA: 8:26 - loss: 0.1914 - acc: 0.9209
4500/20000 [=====>........................] - ETA: 8:24 - loss: 0.1907 - acc: 0.9213
4550/20000 [=====>........................] - ETA: 8:22 - loss: 0.1920 - acc: 0.9204
4600/20000 [=====>........................] - ETA: 8:21 - loss: 0.1917 - acc: 0.9207
4650/20000 [=====>........................] - ETA: 8:20 - loss: 0.1917 - acc: 0.9206
4700/20000 [======>.......................] - ETA: 8:19 - loss: 0.1912 - acc: 0.9209
4750/20000 [======>.......................] - ETA: 8:16 - loss: 0.1905 - acc: 0.9215
4800/20000 [======>.......................] - ETA: 8:15 - loss: 0.1909 - acc: 0.9215
4850/20000 [======>.......................] - ETA: 8:13 - loss: 0.1904 - acc: 0.9214
4900/20000 [======>.......................] - ETA: 8:11 - loss: 0.1895 - acc: 0.9218
4950/20000 [======>.......................] - ETA: 8:09 - loss: 0.1890 - acc: 0.9220
5000/20000 [======>.......................] - ETA: 8:07 - loss: 0.1892 - acc: 0.9214
5050/20000 [======>.......................] - ETA: 8:05 - loss: 0.1882 - acc: 0.9216
5100/20000 [======>.......................] - ETA: 8:04 - loss: 0.1887 - acc: 0.9212
5150/20000 [======>.......................] - ETA: 8:02 - loss: 0.1888 - acc: 0.9210
5200/20000 [======>.......................] - ETA: 8:00 - loss: 0.1887 - acc: 0.9210
5250/20000 [======>.......................] - ETA: 7:58 - loss: 0.1901 - acc: 0.9202
5300/20000 [======>.......................] - ETA: 7:57 - loss: 0.1894 - acc: 0.9206
5350/20000 [=======>......................] - ETA: 7:55 - loss: 0.1881 - acc: 0.9213
5400/20000 [=======>......................] - ETA: 7:54 - loss: 0.1869 - acc: 0.9220
5450/20000 [=======>......................] - ETA: 7:52 - loss: 0.1867 - acc: 0.9220
5500/20000 [=======>......................] - ETA: 7:51 - loss: 0.1872 - acc: 0.9216
5550/20000 [=======>......................] - ETA: 7:49 - loss: 0.1869 - acc: 0.9216
5600/20000 [=======>......................] - ETA: 7:47 - loss: 0.1864 - acc: 0.9220
5650/20000 [=======>......................] - ETA: 7:46 - loss: 0.1857 - acc: 0.9223
5700/20000 [=======>......................] - ETA: 7:44 - loss: 0.1855 - acc: 0.9223
5750/20000 [=======>......................] - ETA: 7:42 - loss: 0.1849 - acc: 0.9223
5800/20000 [=======>......................] - ETA: 7:41 - loss: 0.1850 - acc: 0.9222
5850/20000 [=======>......................] - ETA: 7:39 - loss: 0.1851 - acc: 0.9221
5900/20000 [=======>......................] - ETA: 7:37 - loss: 0.1855 - acc: 0.9217
5950/20000 [=======>......................] - ETA: 7:35 - loss: 0.1862 - acc: 0.9217
6000/20000 [========>.....................] - ETA: 7:34 - loss: 0.1859 - acc: 0.9220
6050/20000 [========>.....................] - ETA: 7:32 - loss: 0.1872 - acc: 0.9217
6100/20000 [========>.....................] - ETA: 7:31 - loss: 0.1873 - acc: 0.9215
6150/20000 [========>.....................] - ETA: 7:29 - loss: 0.1881 - acc: 0.9210
6200/20000 [========>.....................] - ETA: 7:28 - loss: 0.1872 - acc: 0.9215
6250/20000 [========>.....................] - ETA: 7:26 - loss: 0.1869 - acc: 0.9218
6300/20000 [========>.....................] - ETA: 7:24 - loss: 0.1877 - acc: 0.9213
6350/20000 [========>.....................] - ETA: 7:22 - loss: 0.1882 - acc: 0.9211
6400/20000 [========>.....................] - ETA: 7:21 - loss: 0.1874 - acc: 0.9216
6450/20000 [========>.....................] - ETA: 7:19 - loss: 0.1874 - acc: 0.9219
6500/20000 [========>.....................] - ETA: 7:17 - loss: 0.1888 - acc: 0.9217
6550/20000 [========>.....................] - ETA: 7:16 - loss: 0.1889 - acc: 0.9217
6600/20000 [========>.....................] - ETA: 7:14 - loss: 0.1892 - acc: 0.9217
6650/20000 [========>.....................] - ETA: 7:13 - loss: 0.1889 - acc: 0.9215
6700/20000 [=========>....................] - ETA: 7:11 - loss: 0.1898 - acc: 0.9209
6750/20000 [=========>....................] - ETA: 7:09 - loss: 0.1894 - acc: 0.9212
6800/20000 [=========>....................] - ETA: 7:08 - loss: 0.1890 - acc: 0.9215
6850/20000 [=========>....................] - ETA: 7:06 - loss: 0.1885 - acc: 0.9216
6900/20000 [=========>....................] - ETA: 7:04 - loss: 0.1883 - acc: 0.9216
6950/20000 [=========>....................] - ETA: 7:03 - loss: 0.1882 - acc: 0.9219
7000/20000 [=========>....................] - ETA: 7:01 - loss: 0.1882 - acc: 0.9220
7050/20000 [=========>....................] - ETA: 6:59 - loss: 0.1881 - acc: 0.9221
7100/20000 [=========>....................] - ETA: 6:58 - loss: 0.1880 - acc: 0.9220
7150/20000 [=========>....................] - ETA: 6:56 - loss: 0.1882 - acc: 0.9220
7200/20000 [=========>....................] - ETA: 6:54 - loss: 0.1877 - acc: 0.9222
7250/20000 [=========>....................] - ETA: 6:53 - loss: 0.1877 - acc: 0.9222
7300/20000 [=========>....................] - ETA: 6:51 - loss: 0.1873 - acc: 0.9225
7350/20000 [==========>...................] - ETA: 6:50 - loss: 0.1881 - acc: 0.9223
7400/20000 [==========>...................] - ETA: 6:48 - loss: 0.1882 - acc: 0.9222
7450/20000 [==========>...................] - ETA: 6:47 - loss: 0.1882 - acc: 0.9220
7500/20000 [==========>...................] - ETA: 6:45 - loss: 0.1877 - acc: 0.9223
7550/20000 [==========>...................] - ETA: 6:44 - loss: 0.1871 - acc: 0.9226
7600/20000 [==========>...................] - ETA: 6:42 - loss: 0.1868 - acc: 0.9226
7650/20000 [==========>...................] - ETA: 6:40 - loss: 0.1864 - acc: 0.9227
7700/20000 [==========>...................] - ETA: 6:39 - loss: 0.1859 - acc: 0.9230
7750/20000 [==========>...................] - ETA: 6:37 - loss: 0.1859 - acc: 0.9230
7800/20000 [==========>...................] - ETA: 6:36 - loss: 0.1858 - acc: 0.9231
7850/20000 [==========>...................] - ETA: 6:34 - loss: 0.1853 - acc: 0.9234
7900/20000 [==========>...................] - ETA: 6:33 - loss: 0.1849 - acc: 0.9237
7950/20000 [==========>...................] - ETA: 6:31 - loss: 0.1848 - acc: 0.9235
8000/20000 [===========>..................] - ETA: 6:30 - loss: 0.1851 - acc: 0.9231
8050/20000 [===========>..................] - ETA: 6:28 - loss: 0.1848 - acc: 0.9232
8100/20000 [===========>..................] - ETA: 6:27 - loss: 0.1852 - acc: 0.9228
8150/20000 [===========>..................] - ETA: 6:25 - loss: 0.1855 - acc: 0.9227
8200/20000 [===========>..................] - ETA: 6:23 - loss: 0.1859 - acc: 0.9226
8250/20000 [===========>..................] - ETA: 6:22 - loss: 0.1866 - acc: 0.9222
8300/20000 [===========>..................] - ETA: 6:20 - loss: 0.1865 - acc: 0.9224
8350/20000 [===========>..................] - ETA: 6:19 - loss: 0.1862 - acc: 0.9226
8400/20000 [===========>..................] - ETA: 6:17 - loss: 0.1861 - acc: 0.9226
8450/20000 [===========>..................] - ETA: 6:16 - loss: 0.1876 - acc: 0.9224
8500/20000 [===========>..................] - ETA: 6:14 - loss: 0.1875 - acc: 0.9225
8550/20000 [===========>..................] - ETA: 6:12 - loss: 0.1879 - acc: 0.9225
8600/20000 [===========>..................] - ETA: 6:11 - loss: 0.1880 - acc: 0.9223
8650/20000 [===========>..................] - ETA: 6:09 - loss: 0.1879 - acc: 0.9222
8700/20000 [============>.................] - ETA: 6:08 - loss: 0.1879 - acc: 0.9223
8750/20000 [============>.................] - ETA: 6:06 - loss: 0.1876 - acc: 0.9224
8800/20000 [============>.................] - ETA: 6:05 - loss: 0.1883 - acc: 0.9222
8850/20000 [============>.................] - ETA: 6:03 - loss: 0.1880 - acc: 0.9223
8900/20000 [============>.................] - ETA: 6:02 - loss: 0.1876 - acc: 0.9225
8950/20000 [============>.................] - ETA: 6:00 - loss: 0.1875 - acc: 0.9226
9000/20000 [============>.................] - ETA: 5:58 - loss: 0.1879 - acc: 0.9222
9050/20000 [============>.................] - ETA: 5:57 - loss: 0.1880 - acc: 0.9222
9100/20000 [============>.................] - ETA: 5:55 - loss: 0.1886 - acc: 0.9219
9150/20000 [============>.................] - ETA: 5:53 - loss: 0.1887 - acc: 0.9219
9200/20000 [============>.................] - ETA: 5:52 - loss: 0.1883 - acc: 0.9222
9250/20000 [============>.................] - ETA: 5:50 - loss: 0.1883 - acc: 0.9223
9300/20000 [============>.................] - ETA: 5:48 - loss: 0.1879 - acc: 0.9225
9350/20000 [=============>................] - ETA: 5:47 - loss: 0.1882 - acc: 0.9225
9400/20000 [=============>................] - ETA: 5:45 - loss: 0.1883 - acc: 0.9226
9450/20000 [=============>................] - ETA: 5:44 - loss: 0.1884 - acc: 0.9226
9500/20000 [=============>................] - ETA: 5:42 - loss: 0.1884 - acc: 0.9227
9550/20000 [=============>................] - ETA: 5:40 - loss: 0.1886 - acc: 0.9226
9600/20000 [=============>................] - ETA: 5:38 - loss: 0.1887 - acc: 0.9225
9650/20000 [=============>................] - ETA: 5:37 - loss: 0.1894 - acc: 0.9223
9700/20000 [=============>................] - ETA: 5:35 - loss: 0.1897 - acc: 0.9219
9750/20000 [=============>................] - ETA: 5:34 - loss: 0.1898 - acc: 0.9217
9800/20000 [=============>................] - ETA: 5:32 - loss: 0.1895 - acc: 0.9216
9850/20000 [=============>................] - ETA: 5:30 - loss: 0.1891 - acc: 0.9218
9900/20000 [=============>................] - ETA: 5:29 - loss: 0.1889 - acc: 0.9219
9950/20000 [=============>................] - ETA: 5:27 - loss: 0.1885 - acc: 0.9221
10000/20000 [==============>...............] - ETA: 5:26 - loss: 0.1892 - acc: 0.9218
10050/20000 [==============>...............] - ETA: 5:24 - loss: 0.1891 - acc: 0.9216
10100/20000 [==============>...............] - ETA: 5:22 - loss: 0.1894 - acc: 0.9214
10150/20000 [==============>...............] - ETA: 5:21 - loss: 0.1890 - acc: 0.9216
10200/20000 [==============>...............] - ETA: 5:19 - loss: 0.1888 - acc: 0.9218
10250/20000 [==============>...............] - ETA: 5:17 - loss: 0.1888 - acc: 0.9218
10300/20000 [==============>...............] - ETA: 5:16 - loss: 0.1894 - acc: 0.9217
10350/20000 [==============>...............] - ETA: 5:14 - loss: 0.1895 - acc: 0.9215
10400/20000 [==============>...............] - ETA: 5:13 - loss: 0.1897 - acc: 0.9214
10450/20000 [==============>...............] - ETA: 5:11 - loss: 0.1892 - acc: 0.9217
10500/20000 [==============>...............] - ETA: 5:09 - loss: 0.1896 - acc: 0.9215
10550/20000 [==============>...............] - ETA: 5:08 - loss: 0.1897 - acc: 0.9213
10600/20000 [==============>...............] - ETA: 5:06 - loss: 0.1896 - acc: 0.9215
10650/20000 [==============>...............] - ETA: 5:04 - loss: 0.1897 - acc: 0.9215
10700/20000 [===============>..............] - ETA: 5:03 - loss: 0.1900 - acc: 0.9214
10750/20000 [===============>..............] - ETA: 5:01 - loss: 0.1900 - acc: 0.9215
10800/20000 [===============>..............] - ETA: 5:00 - loss: 0.1898 - acc: 0.9215
10850/20000 [===============>..............] - ETA: 4:58 - loss: 0.1900 - acc: 0.9215
10900/20000 [===============>..............] - ETA: 4:57 - loss: 0.1896 - acc: 0.9217
10950/20000 [===============>..............] - ETA: 4:55 - loss: 0.1899 - acc: 0.9213
11000/20000 [===============>..............] - ETA: 4:53 - loss: 0.1895 - acc: 0.9216
11050/20000 [===============>..............] - ETA: 4:51 - loss: 0.1890 - acc: 0.9220
11100/20000 [===============>..............] - ETA: 4:50 - loss: 0.1891 - acc: 0.9220
11150/20000 [===============>..............] - ETA: 4:48 - loss: 0.1891 - acc: 0.9221
11200/20000 [===============>..............] - ETA: 4:46 - loss: 0.1892 - acc: 0.9220
11250/20000 [===============>..............] - ETA: 4:45 - loss: 0.1894 - acc: 0.9219
11300/20000 [===============>..............] - ETA: 4:43 - loss: 0.1892 - acc: 0.9219
11350/20000 [================>.............] - ETA: 4:41 - loss: 0.1892 - acc: 0.9219
11400/20000 [================>.............] - ETA: 4:40 - loss: 0.1890 - acc: 0.9218
11450/20000 [================>.............] - ETA: 4:38 - loss: 0.1894 - acc: 0.9216
11500/20000 [================>.............] - ETA: 4:36 - loss: 0.1892 - acc: 0.9216
11550/20000 [================>.............] - ETA: 4:35 - loss: 0.1893 - acc: 0.9214
11600/20000 [================>.............] - ETA: 4:33 - loss: 0.1895 - acc: 0.9213
11650/20000 [================>.............] - ETA: 4:31 - loss: 0.1894 - acc: 0.9213
11700/20000 [================>.............] - ETA: 4:30 - loss: 0.1890 - acc: 0.9215
11750/20000 [================>.............] - ETA: 4:28 - loss: 0.1895 - acc: 0.9211
11800/20000 [================>.............] - ETA: 4:27 - loss: 0.1893 - acc: 0.9214
11850/20000 [================>.............] - ETA: 4:25 - loss: 0.1898 - acc: 0.9212
11900/20000 [================>.............] - ETA: 4:23 - loss: 0.1897 - acc: 0.9213
11950/20000 [================>.............] - ETA: 4:22 - loss: 0.1906 - acc: 0.9208
12000/20000 [=================>............] - ETA: 4:20 - loss: 0.1908 - acc: 0.9207
12050/20000 [=================>............] - ETA: 4:18 - loss: 0.1909 - acc: 0.9207
12100/20000 [=================>............] - ETA: 4:17 - loss: 0.1908 - acc: 0.9205
12150/20000 [=================>............] - ETA: 4:15 - loss: 0.1910 - acc: 0.9206
12200/20000 [=================>............] - ETA: 4:13 - loss: 0.1910 - acc: 0.9207
12250/20000 [=================>............] - ETA: 4:12 - loss: 0.1911 - acc: 0.9205
12300/20000 [=================>............] - ETA: 4:10 - loss: 0.1912 - acc: 0.9205
12350/20000 [=================>............] - ETA: 4:08 - loss: 0.1912 - acc: 0.9204
12400/20000 [=================>............] - ETA: 4:07 - loss: 0.1914 - acc: 0.9203
12450/20000 [=================>............] - ETA: 4:05 - loss: 0.1916 - acc: 0.9202
12500/20000 [=================>............] - ETA: 4:04 - loss: 0.1917 - acc: 0.9200
12550/20000 [=================>............] - ETA: 4:02 - loss: 0.1916 - acc: 0.9202
12600/20000 [=================>............] - ETA: 4:00 - loss: 0.1919 - acc: 0.9199
12650/20000 [=================>............] - ETA: 3:59 - loss: 0.1920 - acc: 0.9198
12700/20000 [==================>...........] - ETA: 3:57 - loss: 0.1923 - acc: 0.9196
12750/20000 [==================>...........] - ETA: 3:55 - loss: 0.1922 - acc: 0.9197
12800/20000 [==================>...........] - ETA: 3:53 - loss: 0.1930 - acc: 0.9196
12850/20000 [==================>...........] - ETA: 3:52 - loss: 0.1935 - acc: 0.9194
12900/20000 [==================>...........] - ETA: 3:50 - loss: 0.1933 - acc: 0.9194
12950/20000 [==================>...........] - ETA: 3:48 - loss: 0.1936 - acc: 0.9192
13000/20000 [==================>...........] - ETA: 3:47 - loss: 0.1939 - acc: 0.9192
13050/20000 [==================>...........] - ETA: 3:45 - loss: 0.1939 - acc: 0.9190
13100/20000 [==================>...........] - ETA: 3:44 - loss: 0.1939 - acc: 0.9191
13150/20000 [==================>...........] - ETA: 3:42 - loss: 0.1942 - acc: 0.9189
13200/20000 [==================>...........] - ETA: 3:40 - loss: 0.1941 - acc: 0.9190
13250/20000 [==================>...........] - ETA: 3:39 - loss: 0.1941 - acc: 0.9190
13300/20000 [==================>...........] - ETA: 3:37 - loss: 0.1938 - acc: 0.9192
13350/20000 [===================>..........] - ETA: 3:35 - loss: 0.1939 - acc: 0.9191
13400/20000 [===================>..........] - ETA: 3:34 - loss: 0.1941 - acc: 0.9190
13450/20000 [===================>..........] - ETA: 3:32 - loss: 0.1943 - acc: 0.9190
13500/20000 [===================>..........] - ETA: 3:31 - loss: 0.1943 - acc: 0.9191
13550/20000 [===================>..........] - ETA: 3:29 - loss: 0.1945 - acc: 0.9189
13600/20000 [===================>..........] - ETA: 3:28 - loss: 0.1947 - acc: 0.9187
13650/20000 [===================>..........] - ETA: 3:26 - loss: 0.1947 - acc: 0.9187
13700/20000 [===================>..........] - ETA: 3:24 - loss: 0.1952 - acc: 0.9185
13750/20000 [===================>..........] - ETA: 3:23 - loss: 0.1951 - acc: 0.9185
13800/20000 [===================>..........] - ETA: 3:21 - loss: 0.1952 - acc: 0.9186
13850/20000 [===================>..........] - ETA: 3:19 - loss: 0.1959 - acc: 0.9183
13900/20000 [===================>..........] - ETA: 3:18 - loss: 0.1956 - acc: 0.9183
13950/20000 [===================>..........] - ETA: 3:16 - loss: 0.1955 - acc: 0.9183
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.1958 - acc: 0.9181
14050/20000 [====================>.........] - ETA: 3:13 - loss: 0.1957 - acc: 0.9183
14100/20000 [====================>.........] - ETA: 3:11 - loss: 0.1960 - acc: 0.9179
14150/20000 [====================>.........] - ETA: 3:10 - loss: 0.1961 - acc: 0.9181
14200/20000 [====================>.........] - ETA: 3:08 - loss: 0.1963 - acc: 0.9180
14250/20000 [====================>.........] - ETA: 3:06 - loss: 0.1968 - acc: 0.9178
14300/20000 [====================>.........] - ETA: 3:05 - loss: 0.1968 - acc: 0.9178
14350/20000 [====================>.........] - ETA: 3:03 - loss: 0.1968 - acc: 0.9176
14400/20000 [====================>.........] - ETA: 3:02 - loss: 0.1967 - acc: 0.9176
14450/20000 [====================>.........] - ETA: 3:00 - loss: 0.1968 - acc: 0.9176
14500/20000 [====================>.........] - ETA: 2:58 - loss: 0.1967 - acc: 0.9177
14550/20000 [====================>.........] - ETA: 2:57 - loss: 0.1968 - acc: 0.9178
14600/20000 [====================>.........] - ETA: 2:55 - loss: 0.1977 - acc: 0.9175
14650/20000 [====================>.........] - ETA: 2:54 - loss: 0.1975 - acc: 0.9177
14700/20000 [=====================>........] - ETA: 2:52 - loss: 0.1972 - acc: 0.9178
14750/20000 [=====================>........] - ETA: 2:50 - loss: 0.1973 - acc: 0.9178
14800/20000 [=====================>........] - ETA: 2:49 - loss: 0.1980 - acc: 0.9176
14850/20000 [=====================>........] - ETA: 2:47 - loss: 0.1982 - acc: 0.9174
14900/20000 [=====================>........] - ETA: 2:45 - loss: 0.1980 - acc: 0.9176
14950/20000 [=====================>........] - ETA: 2:44 - loss: 0.1979 - acc: 0.9177
15000/20000 [=====================>........] - ETA: 2:42 - loss: 0.1979 - acc: 0.9178
15050/20000 [=====================>........] - ETA: 2:41 - loss: 0.1975 - acc: 0.9180
15100/20000 [=====================>........] - ETA: 2:39 - loss: 0.1972 - acc: 0.9182
15150/20000 [=====================>........] - ETA: 2:37 - loss: 0.1972 - acc: 0.9182
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.1975 - acc: 0.9182
15250/20000 [=====================>........] - ETA: 2:34 - loss: 0.1974 - acc: 0.9183
15300/20000 [=====================>........] - ETA: 2:33 - loss: 0.1979 - acc: 0.9182
15350/20000 [======================>.......] - ETA: 2:31 - loss: 0.1980 - acc: 0.9181
15400/20000 [======================>.......] - ETA: 2:29 - loss: 0.1978 - acc: 0.9181
15450/20000 [======================>.......] - ETA: 2:28 - loss: 0.1978 - acc: 0.9182
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.1979 - acc: 0.9182
15550/20000 [======================>.......] - ETA: 2:24 - loss: 0.1981 - acc: 0.9182
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.1979 - acc: 0.9183
15650/20000 [======================>.......] - ETA: 2:21 - loss: 0.1977 - acc: 0.9184
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.1977 - acc: 0.9182
15750/20000 [======================>.......] - ETA: 2:18 - loss: 0.1979 - acc: 0.9181
15800/20000 [======================>.......] - ETA: 2:16 - loss: 0.1980 - acc: 0.9179
15850/20000 [======================>.......] - ETA: 2:15 - loss: 0.1980 - acc: 0.9177
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.1977 - acc: 0.9177
15950/20000 [======================>.......] - ETA: 2:11 - loss: 0.1975 - acc: 0.9178
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.1974 - acc: 0.9179
16050/20000 [=======================>......] - ETA: 2:08 - loss: 0.1972 - acc: 0.9180
16100/20000 [=======================>......] - ETA: 2:06 - loss: 0.1969 - acc: 0.9181
16150/20000 [=======================>......] - ETA: 2:05 - loss: 0.1970 - acc: 0.9181
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.1968 - acc: 0.9182
16250/20000 [=======================>......] - ETA: 2:02 - loss: 0.1966 - acc: 0.9183
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.1965 - acc: 0.9185
16350/20000 [=======================>......] - ETA: 1:58 - loss: 0.1963 - acc: 0.9186
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.1962 - acc: 0.9187
16450/20000 [=======================>......] - ETA: 1:55 - loss: 0.1962 - acc: 0.9188
16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.1961 - acc: 0.9188
16550/20000 [=======================>......] - ETA: 1:52 - loss: 0.1964 - acc: 0.9187
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.1968 - acc: 0.9185
16650/20000 [=======================>......] - ETA: 1:48 - loss: 0.1969 - acc: 0.9186
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.1974 - acc: 0.9184
16750/20000 [========================>.....] - ETA: 1:45 - loss: 0.1975 - acc: 0.9183
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.1979 - acc: 0.9181
16850/20000 [========================>.....] - ETA: 1:42 - loss: 0.1979 - acc: 0.9180
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.1977 - acc: 0.9180
16950/20000 [========================>.....] - ETA: 1:39 - loss: 0.1976 - acc: 0.9181
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.1978 - acc: 0.9181
17050/20000 [========================>.....] - ETA: 1:35 - loss: 0.1980 - acc: 0.9179
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.1979 - acc: 0.9180
17150/20000 [========================>.....] - ETA: 1:32 - loss: 0.1980 - acc: 0.9180
17200/20000 [========================>.....] - ETA: 1:30 - loss: 0.1979 - acc: 0.9180
17250/20000 [========================>.....] - ETA: 1:29 - loss: 0.1982 - acc: 0.9179
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.1984 - acc: 0.9176
17350/20000 [=========================>....] - ETA: 1:26 - loss: 0.1982 - acc: 0.9178
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.1984 - acc: 0.9178
17450/20000 [=========================>....] - ETA: 1:22 - loss: 0.1984 - acc: 0.9178
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.1984 - acc: 0.9179
17550/20000 [=========================>....] - ETA: 1:19 - loss: 0.1982 - acc: 0.9181
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.1981 - acc: 0.9181
17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.1979 - acc: 0.9182
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.1978 - acc: 0.9184
17750/20000 [=========================>....] - ETA: 1:13 - loss: 0.1980 - acc: 0.9181
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.1980 - acc: 0.9180
17850/20000 [=========================>....] - ETA: 1:09 - loss: 0.1984 - acc: 0.9178
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1986 - acc: 0.9177
17950/20000 [=========================>....] - ETA: 1:06 - loss: 0.1988 - acc: 0.9176
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1990 - acc: 0.9175
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.1989 - acc: 0.9176
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.1988 - acc: 0.9177
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.1993 - acc: 0.9174
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1992 - acc: 0.9174
18250/20000 [==========================>...] - ETA: 56s - loss: 0.1992 - acc: 0.9174
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1996 - acc: 0.9172
18350/20000 [==========================>...] - ETA: 53s - loss: 0.1995 - acc: 0.9172
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1993 - acc: 0.9173
18450/20000 [==========================>...] - ETA: 50s - loss: 0.1993 - acc: 0.9172
18500/20000 [==========================>...] - ETA: 48s - loss: 0.1996 - acc: 0.9170
18550/20000 [==========================>...] - ETA: 47s - loss: 0.1995 - acc: 0.9170
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1995 - acc: 0.9169
18650/20000 [==========================>...] - ETA: 43s - loss: 0.1994 - acc: 0.9169
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1995 - acc: 0.9168
18750/20000 [===========================>..] - ETA: 40s - loss: 0.1995 - acc: 0.9169
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1999 - acc: 0.9166
18850/20000 [===========================>..] - ETA: 37s - loss: 0.2001 - acc: 0.9166
18900/20000 [===========================>..] - ETA: 35s - loss: 0.2002 - acc: 0.9165
18950/20000 [===========================>..] - ETA: 34s - loss: 0.2002 - acc: 0.9166
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1999 - acc: 0.9167
19050/20000 [===========================>..] - ETA: 30s - loss: 0.1999 - acc: 0.9167
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1997 - acc: 0.9169
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1995 - acc: 0.9170
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1994 - acc: 0.9171
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1992 - acc: 0.9172
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1991 - acc: 0.9173
19350/20000 [============================>.] - ETA: 21s - loss: 0.1990 - acc: 0.9173
19400/20000 [============================>.] - ETA: 19s - loss: 0.1989 - acc: 0.9173
19450/20000 [============================>.] - ETA: 17s - loss: 0.1988 - acc: 0.9174
19500/20000 [============================>.] - ETA: 16s - loss: 0.1989 - acc: 0.9173
19550/20000 [============================>.] - ETA: 14s - loss: 0.1990 - acc: 0.9172
19600/20000 [============================>.] - ETA: 13s - loss: 0.1992 - acc: 0.9172
19650/20000 [============================>.] - ETA: 11s - loss: 0.1994 - acc: 0.9172
19700/20000 [============================>.] - ETA: 9s - loss: 0.1992 - acc: 0.9173
19750/20000 [============================>.] - ETA: 8s - loss: 0.1993 - acc: 0.9172
19800/20000 [============================>.] - ETA: 6s - loss: 0.1996 - acc: 0.9171
19850/20000 [============================>.] - ETA: 4s - loss: 0.1995 - acc: 0.9172
19900/20000 [============================>.] - ETA: 3s - loss: 0.1998 - acc: 0.9170
19950/20000 [============================>.] - ETA: 1s - loss: 0.1998 - acc: 0.9170
20000/20000 [==============================] - 660s 33ms/step - loss: 0.1998 - acc: 0.9169 - val_loss: 0.7459 - val_acc: 0.7304
Epoch 20/50
50/20000 [..............................] - ETA: 10:03 - loss: 0.1691 - acc: 0.9200
100/20000 [..............................] - ETA: 10:41 - loss: 0.1643 - acc: 0.9100
150/20000 [..............................] - ETA: 11:00 - loss: 0.1957 - acc: 0.9133
200/20000 [..............................] - ETA: 11:05 - loss: 0.2071 - acc: 0.9150
250/20000 [..............................] - ETA: 11:04 - loss: 0.2035 - acc: 0.9160
300/20000 [..............................] - ETA: 11:05 - loss: 0.2024 - acc: 0.9133
350/20000 [..............................] - ETA: 11:00 - loss: 0.2123 - acc: 0.9143
400/20000 [..............................] - ETA: 10:58 - loss: 0.1993 - acc: 0.9200
450/20000 [..............................] - ETA: 10:50 - loss: 0.2019 - acc: 0.9133
500/20000 [..............................] - ETA: 10:48 - loss: 0.1941 - acc: 0.9180
550/20000 [..............................] - ETA: 10:45 - loss: 0.1913 - acc: 0.9164
600/20000 [..............................] - ETA: 10:42 - loss: 0.1817 - acc: 0.9200
650/20000 [..............................] - ETA: 10:41 - loss: 0.1798 - acc: 0.9200
700/20000 [>.............................] - ETA: 10:33 - loss: 0.1876 - acc: 0.9186
750/20000 [>.............................] - ETA: 10:31 - loss: 0.1866 - acc: 0.9173
800/20000 [>.............................] - ETA: 10:30 - loss: 0.1858 - acc: 0.9175
850/20000 [>.............................] - ETA: 10:27 - loss: 0.1802 - acc: 0.9212
900/20000 [>.............................] - ETA: 10:25 - loss: 0.1811 - acc: 0.9211
950/20000 [>.............................] - ETA: 10:24 - loss: 0.1816 - acc: 0.9200
1000/20000 [>.............................] - ETA: 10:20 - loss: 0.1831 - acc: 0.9190
1050/20000 [>.............................] - ETA: 10:16 - loss: 0.1828 - acc: 0.9200
1100/20000 [>.............................] - ETA: 10:13 - loss: 0.1816 - acc: 0.9200
1150/20000 [>.............................] - ETA: 10:11 - loss: 0.1783 - acc: 0.9226
1200/20000 [>.............................] - ETA: 10:11 - loss: 0.1780 - acc: 0.9233
1250/20000 [>.............................] - ETA: 10:14 - loss: 0.1760 - acc: 0.9248
1300/20000 [>.............................] - ETA: 10:13 - loss: 0.1733 - acc: 0.9254
1350/20000 [=>............................] - ETA: 10:11 - loss: 0.1707 - acc: 0.9267
1400/20000 [=>............................] - ETA: 10:09 - loss: 0.1697 - acc: 0.9271
1450/20000 [=>............................] - ETA: 10:07 - loss: 0.1705 - acc: 0.9262
1500/20000 [=>............................] - ETA: 10:06 - loss: 0.1697 - acc: 0.9267
1550/20000 [=>............................] - ETA: 10:05 - loss: 0.1702 - acc: 0.9245
1600/20000 [=>............................] - ETA: 10:02 - loss: 0.1678 - acc: 0.9269
1650/20000 [=>............................] - ETA: 10:02 - loss: 0.1692 - acc: 0.9261
1700/20000 [=>............................] - ETA: 9:59 - loss: 0.1717 - acc: 0.9247
1750/20000 [=>............................] - ETA: 9:59 - loss: 0.1706 - acc: 0.9257
1800/20000 [=>............................] - ETA: 9:56 - loss: 0.1691 - acc: 0.9267
1850/20000 [=>............................] - ETA: 9:55 - loss: 0.1678 - acc: 0.9270
1900/20000 [=>............................] - ETA: 9:54 - loss: 0.1728 - acc: 0.9258
1950/20000 [=>............................] - ETA: 9:53 - loss: 0.1707 - acc: 0.9267
2000/20000 [==>...........................] - ETA: 9:50 - loss: 0.1735 - acc: 0.9250
2050/20000 [==>...........................] - ETA: 9:49 - loss: 0.1713 - acc: 0.9259
2100/20000 [==>...........................] - ETA: 9:46 - loss: 0.1706 - acc: 0.9262
2150/20000 [==>...........................] - ETA: 9:45 - loss: 0.1689 - acc: 0.9270
2200/20000 [==>...........................] - ETA: 9:44 - loss: 0.1704 - acc: 0.9273
2250/20000 [==>...........................] - ETA: 9:43 - loss: 0.1713 - acc: 0.9271
2300/20000 [==>...........................] - ETA: 9:41 - loss: 0.1716 - acc: 0.9265
2350/20000 [==>...........................] - ETA: 9:41 - loss: 0.1721 - acc: 0.9268
2400/20000 [==>...........................] - ETA: 9:39 - loss: 0.1708 - acc: 0.9275
2450/20000 [==>...........................] - ETA: 9:38 - loss: 0.1702 - acc: 0.9278
2500/20000 [==>...........................] - ETA: 9:36 - loss: 0.1739 - acc: 0.9272
2550/20000 [==>...........................] - ETA: 9:33 - loss: 0.1756 - acc: 0.9267
2600/20000 [==>...........................] - ETA: 9:32 - loss: 0.1750 - acc: 0.9265
2650/20000 [==>...........................] - ETA: 9:31 - loss: 0.1740 - acc: 0.9268
2700/20000 [===>..........................] - ETA: 9:29 - loss: 0.1726 - acc: 0.9278
2750/20000 [===>..........................] - ETA: 9:27 - loss: 0.1725 - acc: 0.9280
2800/20000 [===>..........................] - ETA: 9:24 - loss: 0.1754 - acc: 0.9271
2850/20000 [===>..........................] - ETA: 9:23 - loss: 0.1763 - acc: 0.9270
2900/20000 [===>..........................] - ETA: 9:21 - loss: 0.1783 - acc: 0.9255
2950/20000 [===>..........................] - ETA: 9:20 - loss: 0.1789 - acc: 0.9251
3000/20000 [===>..........................] - ETA: 9:19 - loss: 0.1780 - acc: 0.9257
3050/20000 [===>..........................] - ETA: 9:18 - loss: 0.1789 - acc: 0.9252
3100/20000 [===>..........................] - ETA: 9:17 - loss: 0.1808 - acc: 0.9239
3150/20000 [===>..........................] - ETA: 9:14 - loss: 0.1842 - acc: 0.9229
3200/20000 [===>..........................] - ETA: 9:11 - loss: 0.1837 - acc: 0.9234
3250/20000 [===>..........................] - ETA: 9:10 - loss: 0.1851 - acc: 0.9225
3300/20000 [===>..........................] - ETA: 9:08 - loss: 0.1840 - acc: 0.9233
3350/20000 [====>.........................] - ETA: 9:06 - loss: 0.1853 - acc: 0.9227
3400/20000 [====>.........................] - ETA: 9:04 - loss: 0.1846 - acc: 0.9232
3450/20000 [====>.........................] - ETA: 9:03 - loss: 0.1841 - acc: 0.9235
3500/20000 [====>.........................] - ETA: 9:01 - loss: 0.1836 - acc: 0.9240
3550/20000 [====>.........................] - ETA: 8:59 - loss: 0.1842 - acc: 0.9234
3600/20000 [====>.........................] - ETA: 8:58 - loss: 0.1842 - acc: 0.9228
3650/20000 [====>.........................] - ETA: 8:56 - loss: 0.1841 - acc: 0.9233
3700/20000 [====>.........................] - ETA: 8:55 - loss: 0.1829 - acc: 0.9238
3750/20000 [====>.........................] - ETA: 8:54 - loss: 0.1823 - acc: 0.9243
3800/20000 [====>.........................] - ETA: 8:51 - loss: 0.1819 - acc: 0.9247
3850/20000 [====>.........................] - ETA: 8:49 - loss: 0.1802 - acc: 0.9257
3900/20000 [====>.........................] - ETA: 8:48 - loss: 0.1804 - acc: 0.9256
3950/20000 [====>.........................] - ETA: 8:46 - loss: 0.1798 - acc: 0.9258
4000/20000 [=====>........................] - ETA: 8:45 - loss: 0.1804 - acc: 0.9252
4050/20000 [=====>........................] - ETA: 8:43 - loss: 0.1795 - acc: 0.9259
4100/20000 [=====>........................] - ETA: 8:41 - loss: 0.1798 - acc: 0.9259
4150/20000 [=====>........................] - ETA: 8:41 - loss: 0.1805 - acc: 0.9255
4200/20000 [=====>........................] - ETA: 8:39 - loss: 0.1813 - acc: 0.9250
4250/20000 [=====>........................] - ETA: 8:37 - loss: 0.1820 - acc: 0.9249
4300/20000 [=====>........................] - ETA: 8:36 - loss: 0.1810 - acc: 0.9253
4350/20000 [=====>........................] - ETA: 8:34 - loss: 0.1801 - acc: 0.9257
4400/20000 [=====>........................] - ETA: 8:32 - loss: 0.1795 - acc: 0.9261
4450/20000 [=====>........................] - ETA: 8:31 - loss: 0.1793 - acc: 0.9263
4500/20000 [=====>........................] - ETA: 8:29 - loss: 0.1793 - acc: 0.9262
4550/20000 [=====>........................] - ETA: 8:28 - loss: 0.1789 - acc: 0.9264
4600/20000 [=====>........................] - ETA: 8:26 - loss: 0.1786 - acc: 0.9263
4650/20000 [=====>........................] - ETA: 8:24 - loss: 0.1792 - acc: 0.9260
4700/20000 [======>.......................] - ETA: 8:22 - loss: 0.1792 - acc: 0.9260
4750/20000 [======>.......................] - ETA: 8:20 - loss: 0.1786 - acc: 0.9261
4800/20000 [======>.......................] - ETA: 8:19 - loss: 0.1793 - acc: 0.9260
4850/20000 [======>.......................] - ETA: 8:18 - loss: 0.1803 - acc: 0.9256
4900/20000 [======>.......................] - ETA: 8:16 - loss: 0.1807 - acc: 0.9253
4950/20000 [======>.......................] - ETA: 8:14 - loss: 0.1805 - acc: 0.9257
5000/20000 [======>.......................] - ETA: 8:13 - loss: 0.1803 - acc: 0.9258
5050/20000 [======>.......................] - ETA: 8:11 - loss: 0.1809 - acc: 0.9257
5100/20000 [======>.......................] - ETA: 8:10 - loss: 0.1814 - acc: 0.9253
5150/20000 [======>.......................] - ETA: 8:08 - loss: 0.1811 - acc: 0.9256
5200/20000 [======>.......................] - ETA: 8:06 - loss: 0.1812 - acc: 0.9254
5250/20000 [======>.......................] - ETA: 8:04 - loss: 0.1812 - acc: 0.9251
5300/20000 [======>.......................] - ETA: 8:03 - loss: 0.1804 - acc: 0.9257
5350/20000 [=======>......................] - ETA: 8:01 - loss: 0.1807 - acc: 0.9254
5400/20000 [=======>......................] - ETA: 7:59 - loss: 0.1805 - acc: 0.9257
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17450/20000 [=========================>....] - ETA: 1:23 - loss: 0.1877 - acc: 0.9213
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17550/20000 [=========================>....] - ETA: 1:20 - loss: 0.1874 - acc: 0.9215
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.1873 - acc: 0.9215
17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.1873 - acc: 0.9215
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1872 - acc: 0.9216
17750/20000 [=========================>....] - ETA: 1:13 - loss: 0.1870 - acc: 0.9217
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.1870 - acc: 0.9217
17850/20000 [=========================>....] - ETA: 1:10 - loss: 0.1869 - acc: 0.9217
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1871 - acc: 0.9216
17950/20000 [=========================>....] - ETA: 1:07 - loss: 0.1875 - acc: 0.9214
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1879 - acc: 0.9213
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.1877 - acc: 0.9214
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.1876 - acc: 0.9215
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.1877 - acc: 0.9214
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1880 - acc: 0.9213
18250/20000 [==========================>...] - ETA: 57s - loss: 0.1878 - acc: 0.9214
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1877 - acc: 0.9215
18350/20000 [==========================>...] - ETA: 53s - loss: 0.1876 - acc: 0.9216
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1879 - acc: 0.9215
18450/20000 [==========================>...] - ETA: 50s - loss: 0.1878 - acc: 0.9214
18500/20000 [==========================>...] - ETA: 49s - loss: 0.1879 - acc: 0.9214
18550/20000 [==========================>...] - ETA: 47s - loss: 0.1883 - acc: 0.9213
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1885 - acc: 0.9212
18650/20000 [==========================>...] - ETA: 44s - loss: 0.1884 - acc: 0.9213
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1886 - acc: 0.9213
18750/20000 [===========================>..] - ETA: 40s - loss: 0.1885 - acc: 0.9214
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1885 - acc: 0.9213
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1889 - acc: 0.9212
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1889 - acc: 0.9212
18950/20000 [===========================>..] - ETA: 34s - loss: 0.1890 - acc: 0.9211
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1889 - acc: 0.9212
19050/20000 [===========================>..] - ETA: 31s - loss: 0.1887 - acc: 0.9214
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1887 - acc: 0.9214
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1887 - acc: 0.9213
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1889 - acc: 0.9211
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1887 - acc: 0.9212
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1888 - acc: 0.9211
19350/20000 [============================>.] - ETA: 21s - loss: 0.1888 - acc: 0.9210
19400/20000 [============================>.] - ETA: 19s - loss: 0.1891 - acc: 0.9207
19450/20000 [============================>.] - ETA: 18s - loss: 0.1889 - acc: 0.9209
19500/20000 [============================>.] - ETA: 16s - loss: 0.1888 - acc: 0.9209
19550/20000 [============================>.] - ETA: 14s - loss: 0.1889 - acc: 0.9208
19600/20000 [============================>.] - ETA: 13s - loss: 0.1888 - acc: 0.9208
19650/20000 [============================>.] - ETA: 11s - loss: 0.1892 - acc: 0.9207
19700/20000 [============================>.] - ETA: 9s - loss: 0.1894 - acc: 0.9206
19750/20000 [============================>.] - ETA: 8s - loss: 0.1892 - acc: 0.9206
19800/20000 [============================>.] - ETA: 6s - loss: 0.1895 - acc: 0.9204
19850/20000 [============================>.] - ETA: 4s - loss: 0.1895 - acc: 0.9205
19900/20000 [============================>.] - ETA: 3s - loss: 0.1893 - acc: 0.9206
19950/20000 [============================>.] - ETA: 1s - loss: 0.1893 - acc: 0.9206
20000/20000 [==============================] - 665s 33ms/step - loss: 0.1896 - acc: 0.9204 - val_loss: 0.5991 - val_acc: 0.7754
Epoch 21/50
50/20000 [..............................] - ETA: 11:24 - loss: 0.0791 - acc: 0.9800
100/20000 [..............................] - ETA: 11:02 - loss: 0.1384 - acc: 0.9500
150/20000 [..............................] - ETA: 10:45 - loss: 0.1282 - acc: 0.9533
200/20000 [..............................] - ETA: 10:30 - loss: 0.1341 - acc: 0.9450
250/20000 [..............................] - ETA: 10:47 - loss: 0.1458 - acc: 0.9360
300/20000 [..............................] - ETA: 10:55 - loss: 0.1597 - acc: 0.9367
350/20000 [..............................] - ETA: 10:44 - loss: 0.1516 - acc: 0.9429
400/20000 [..............................] - ETA: 10:41 - loss: 0.1651 - acc: 0.9350
450/20000 [..............................] - ETA: 10:37 - loss: 0.1695 - acc: 0.9378
500/20000 [..............................] - ETA: 10:35 - loss: 0.1721 - acc: 0.9340
550/20000 [..............................] - ETA: 10:34 - loss: 0.1734 - acc: 0.9364
600/20000 [..............................] - ETA: 10:30 - loss: 0.1731 - acc: 0.9367
650/20000 [..............................] - ETA: 10:32 - loss: 0.1726 - acc: 0.9354
700/20000 [>.............................] - ETA: 10:31 - loss: 0.1748 - acc: 0.9357
750/20000 [>.............................] - ETA: 10:32 - loss: 0.1709 - acc: 0.9373
800/20000 [>.............................] - ETA: 10:28 - loss: 0.1735 - acc: 0.9362
850/20000 [>.............................] - ETA: 10:31 - loss: 0.1800 - acc: 0.9341
900/20000 [>.............................] - ETA: 10:38 - loss: 0.1772 - acc: 0.9344
950/20000 [>.............................] - ETA: 10:42 - loss: 0.1748 - acc: 0.9347
1000/20000 [>.............................] - ETA: 10:44 - loss: 0.1763 - acc: 0.9350
1050/20000 [>.............................] - ETA: 10:57 - loss: 0.1751 - acc: 0.9343
1100/20000 [>.............................] - ETA: 11:00 - loss: 0.1722 - acc: 0.9355
1150/20000 [>.............................] - ETA: 11:06 - loss: 0.1699 - acc: 0.9374
1200/20000 [>.............................] - ETA: 11:10 - loss: 0.1708 - acc: 0.9375
1250/20000 [>.............................] - ETA: 11:05 - loss: 0.1707 - acc: 0.9368
1300/20000 [>.............................] - ETA: 11:00 - loss: 0.1698 - acc: 0.9377
1350/20000 [=>............................] - ETA: 10:58 - loss: 0.1737 - acc: 0.9348
1400/20000 [=>............................] - ETA: 10:56 - loss: 0.1704 - acc: 0.9371
1450/20000 [=>............................] - ETA: 10:57 - loss: 0.1684 - acc: 0.9372
1500/20000 [=>............................] - ETA: 10:56 - loss: 0.1676 - acc: 0.9360
1550/20000 [=>............................] - ETA: 10:54 - loss: 0.1681 - acc: 0.9355
1600/20000 [=>............................] - ETA: 10:53 - loss: 0.1686 - acc: 0.9350
1650/20000 [=>............................] - ETA: 10:50 - loss: 0.1685 - acc: 0.9339
1700/20000 [=>............................] - ETA: 10:51 - loss: 0.1669 - acc: 0.9341
1750/20000 [=>............................] - ETA: 10:48 - loss: 0.1646 - acc: 0.9349
1800/20000 [=>............................] - ETA: 10:45 - loss: 0.1681 - acc: 0.9333
1850/20000 [=>............................] - ETA: 10:42 - loss: 0.1671 - acc: 0.9335
1900/20000 [=>............................] - ETA: 10:38 - loss: 0.1670 - acc: 0.9342
1950/20000 [=>............................] - ETA: 10:35 - loss: 0.1667 - acc: 0.9344
2000/20000 [==>...........................] - ETA: 10:33 - loss: 0.1704 - acc: 0.9340
2050/20000 [==>...........................] - ETA: 10:31 - loss: 0.1713 - acc: 0.9337
2100/20000 [==>...........................] - ETA: 10:28 - loss: 0.1699 - acc: 0.9338
2150/20000 [==>...........................] - ETA: 10:25 - loss: 0.1672 - acc: 0.9349
2200/20000 [==>...........................] - ETA: 10:22 - loss: 0.1654 - acc: 0.9359
2250/20000 [==>...........................] - ETA: 10:19 - loss: 0.1682 - acc: 0.9342
2300/20000 [==>...........................] - ETA: 10:15 - loss: 0.1717 - acc: 0.9330
2350/20000 [==>...........................] - ETA: 10:12 - loss: 0.1707 - acc: 0.9332
2400/20000 [==>...........................] - ETA: 10:09 - loss: 0.1711 - acc: 0.9329
2450/20000 [==>...........................] - ETA: 10:06 - loss: 0.1717 - acc: 0.9331
2500/20000 [==>...........................] - ETA: 10:04 - loss: 0.1706 - acc: 0.9332
2550/20000 [==>...........................] - ETA: 10:02 - loss: 0.1721 - acc: 0.9325
2600/20000 [==>...........................] - ETA: 9:59 - loss: 0.1740 - acc: 0.9315
2650/20000 [==>...........................] - ETA: 9:58 - loss: 0.1729 - acc: 0.9321
2700/20000 [===>..........................] - ETA: 9:57 - loss: 0.1731 - acc: 0.9322
2750/20000 [===>..........................] - ETA: 9:55 - loss: 0.1726 - acc: 0.9327
2800/20000 [===>..........................] - ETA: 9:52 - loss: 0.1732 - acc: 0.9318
2850/20000 [===>..........................] - ETA: 9:49 - loss: 0.1739 - acc: 0.9309
2900/20000 [===>..........................] - ETA: 9:48 - loss: 0.1745 - acc: 0.9303
2950/20000 [===>..........................] - ETA: 9:46 - loss: 0.1751 - acc: 0.9308
3000/20000 [===>..........................] - ETA: 9:44 - loss: 0.1735 - acc: 0.9313
3050/20000 [===>..........................] - ETA: 9:41 - loss: 0.1731 - acc: 0.9315
3100/20000 [===>..........................] - ETA: 9:38 - loss: 0.1720 - acc: 0.9319
3150/20000 [===>..........................] - ETA: 9:35 - loss: 0.1720 - acc: 0.9311
3200/20000 [===>..........................] - ETA: 9:32 - loss: 0.1707 - acc: 0.9319
3250/20000 [===>..........................] - ETA: 9:30 - loss: 0.1711 - acc: 0.9317
3300/20000 [===>..........................] - ETA: 9:27 - loss: 0.1719 - acc: 0.9306
3350/20000 [====>.........................] - ETA: 9:24 - loss: 0.1720 - acc: 0.9299
3400/20000 [====>.........................] - ETA: 9:22 - loss: 0.1707 - acc: 0.9306
3450/20000 [====>.........................] - ETA: 9:21 - loss: 0.1729 - acc: 0.9293
3500/20000 [====>.........................] - ETA: 9:18 - loss: 0.1714 - acc: 0.9300
3550/20000 [====>.........................] - ETA: 9:17 - loss: 0.1712 - acc: 0.9301
3600/20000 [====>.........................] - ETA: 9:14 - loss: 0.1718 - acc: 0.9300
3650/20000 [====>.........................] - ETA: 9:11 - loss: 0.1711 - acc: 0.9301
3700/20000 [====>.........................] - ETA: 9:10 - loss: 0.1703 - acc: 0.9308
3750/20000 [====>.........................] - ETA: 9:08 - loss: 0.1706 - acc: 0.9307
3800/20000 [====>.........................] - ETA: 9:06 - loss: 0.1694 - acc: 0.9313
3850/20000 [====>.........................] - ETA: 9:05 - loss: 0.1686 - acc: 0.9317
3900/20000 [====>.........................] - ETA: 9:03 - loss: 0.1677 - acc: 0.9323
3950/20000 [====>.........................] - ETA: 9:01 - loss: 0.1684 - acc: 0.9322
4000/20000 [=====>........................] - ETA: 9:00 - loss: 0.1675 - acc: 0.9327
4050/20000 [=====>........................] - ETA: 8:57 - loss: 0.1664 - acc: 0.9333
4100/20000 [=====>........................] - ETA: 8:55 - loss: 0.1672 - acc: 0.9332
4150/20000 [=====>........................] - ETA: 8:53 - loss: 0.1683 - acc: 0.9328
4200/20000 [=====>........................] - ETA: 8:51 - loss: 0.1674 - acc: 0.9331
4250/20000 [=====>........................] - ETA: 8:50 - loss: 0.1662 - acc: 0.9339
4300/20000 [=====>........................] - ETA: 8:48 - loss: 0.1654 - acc: 0.9342
4350/20000 [=====>........................] - ETA: 8:46 - loss: 0.1660 - acc: 0.9343
4400/20000 [=====>........................] - ETA: 8:44 - loss: 0.1665 - acc: 0.9336
4450/20000 [=====>........................] - ETA: 8:42 - loss: 0.1668 - acc: 0.9335
4500/20000 [=====>........................] - ETA: 8:40 - loss: 0.1667 - acc: 0.9333
4550/20000 [=====>........................] - ETA: 8:38 - loss: 0.1657 - acc: 0.9338
4600/20000 [=====>........................] - ETA: 8:37 - loss: 0.1662 - acc: 0.9341
4650/20000 [=====>........................] - ETA: 8:35 - loss: 0.1662 - acc: 0.9342
4700/20000 [======>.......................] - ETA: 8:34 - loss: 0.1665 - acc: 0.9343
4750/20000 [======>.......................] - ETA: 8:31 - loss: 0.1666 - acc: 0.9343
4800/20000 [======>.......................] - ETA: 8:30 - loss: 0.1662 - acc: 0.9346
4850/20000 [======>.......................] - ETA: 8:28 - loss: 0.1655 - acc: 0.9351
4900/20000 [======>.......................] - ETA: 8:27 - loss: 0.1656 - acc: 0.9349
4950/20000 [======>.......................] - ETA: 8:25 - loss: 0.1655 - acc: 0.9349
5000/20000 [======>.......................] - ETA: 8:23 - loss: 0.1657 - acc: 0.9348
5050/20000 [======>.......................] - ETA: 8:22 - loss: 0.1654 - acc: 0.9350
5100/20000 [======>.......................] - ETA: 8:20 - loss: 0.1650 - acc: 0.9351
5150/20000 [======>.......................] - ETA: 8:18 - loss: 0.1640 - acc: 0.9357
5200/20000 [======>.......................] - ETA: 8:16 - loss: 0.1648 - acc: 0.9352
5250/20000 [======>.......................] - ETA: 8:14 - loss: 0.1643 - acc: 0.9356
5300/20000 [======>.......................] - ETA: 8:13 - loss: 0.1640 - acc: 0.9360
5350/20000 [=======>......................] - ETA: 8:12 - loss: 0.1635 - acc: 0.9363
5400/20000 [=======>......................] - ETA: 8:10 - loss: 0.1633 - acc: 0.9359
5450/20000 [=======>......................] - ETA: 8:08 - loss: 0.1633 - acc: 0.9360
5500/20000 [=======>......................] - ETA: 8:06 - loss: 0.1633 - acc: 0.9356
5550/20000 [=======>......................] - ETA: 8:04 - loss: 0.1639 - acc: 0.9353
5600/20000 [=======>......................] - ETA: 8:02 - loss: 0.1656 - acc: 0.9345
5650/20000 [=======>......................] - ETA: 8:00 - loss: 0.1651 - acc: 0.9347
5700/20000 [=======>......................] - ETA: 7:59 - loss: 0.1653 - acc: 0.9347
5750/20000 [=======>......................] - ETA: 7:57 - loss: 0.1653 - acc: 0.9346
5800/20000 [=======>......................] - ETA: 7:55 - loss: 0.1646 - acc: 0.9352
5850/20000 [=======>......................] - ETA: 7:53 - loss: 0.1641 - acc: 0.9356
5900/20000 [=======>......................] - ETA: 7:51 - loss: 0.1641 - acc: 0.9354
5950/20000 [=======>......................] - ETA: 7:50 - loss: 0.1639 - acc: 0.9356
6000/20000 [========>.....................] - ETA: 7:48 - loss: 0.1655 - acc: 0.9348
6050/20000 [========>.....................] - ETA: 7:47 - loss: 0.1661 - acc: 0.9344
6100/20000 [========>.....................] - ETA: 7:45 - loss: 0.1663 - acc: 0.9343
6150/20000 [========>.....................] - ETA: 7:43 - loss: 0.1666 - acc: 0.9341
6200/20000 [========>.....................] - ETA: 7:41 - loss: 0.1666 - acc: 0.9340
6250/20000 [========>.....................] - ETA: 7:39 - loss: 0.1671 - acc: 0.9336
6300/20000 [========>.....................] - ETA: 7:38 - loss: 0.1677 - acc: 0.9333
6350/20000 [========>.....................] - ETA: 7:36 - loss: 0.1690 - acc: 0.9331
6400/20000 [========>.....................] - ETA: 7:34 - loss: 0.1684 - acc: 0.9334
6450/20000 [========>.....................] - ETA: 7:32 - loss: 0.1679 - acc: 0.9336
6500/20000 [========>.....................] - ETA: 7:31 - loss: 0.1672 - acc: 0.9340
6550/20000 [========>.....................] - ETA: 7:29 - loss: 0.1668 - acc: 0.9342
6600/20000 [========>.....................] - ETA: 7:27 - loss: 0.1664 - acc: 0.9345
6650/20000 [========>.....................] - ETA: 7:26 - loss: 0.1667 - acc: 0.9344
6700/20000 [=========>....................] - ETA: 7:24 - loss: 0.1663 - acc: 0.9343
6750/20000 [=========>....................] - ETA: 7:22 - loss: 0.1657 - acc: 0.9347
6800/20000 [=========>....................] - ETA: 7:20 - loss: 0.1652 - acc: 0.9349
6850/20000 [=========>....................] - ETA: 7:19 - loss: 0.1653 - acc: 0.9347
6900/20000 [=========>....................] - ETA: 7:17 - loss: 0.1674 - acc: 0.9338
6950/20000 [=========>....................] - ETA: 7:15 - loss: 0.1668 - acc: 0.9341
7000/20000 [=========>....................] - ETA: 7:13 - loss: 0.1670 - acc: 0.9340
7050/20000 [=========>....................] - ETA: 7:12 - loss: 0.1673 - acc: 0.9335
7100/20000 [=========>....................] - ETA: 7:10 - loss: 0.1673 - acc: 0.9335
7150/20000 [=========>....................] - ETA: 7:08 - loss: 0.1677 - acc: 0.9333
7200/20000 [=========>....................] - ETA: 7:06 - loss: 0.1675 - acc: 0.9333
7250/20000 [=========>....................] - ETA: 7:05 - loss: 0.1669 - acc: 0.9337
7300/20000 [=========>....................] - ETA: 7:03 - loss: 0.1673 - acc: 0.9337
7350/20000 [==========>...................] - ETA: 7:01 - loss: 0.1672 - acc: 0.9335
7400/20000 [==========>...................] - ETA: 6:59 - loss: 0.1678 - acc: 0.9332
7450/20000 [==========>...................] - ETA: 6:57 - loss: 0.1685 - acc: 0.9329
7500/20000 [==========>...................] - ETA: 6:55 - loss: 0.1684 - acc: 0.9327
7550/20000 [==========>...................] - ETA: 6:54 - loss: 0.1693 - acc: 0.9325
7600/20000 [==========>...................] - ETA: 6:52 - loss: 0.1699 - acc: 0.9321
7650/20000 [==========>...................] - ETA: 6:50 - loss: 0.1703 - acc: 0.9320
7700/20000 [==========>...................] - ETA: 6:48 - loss: 0.1705 - acc: 0.9318
7750/20000 [==========>...................] - ETA: 6:47 - loss: 0.1707 - acc: 0.9316
7800/20000 [==========>...................] - ETA: 6:45 - loss: 0.1711 - acc: 0.9317
7850/20000 [==========>...................] - ETA: 6:43 - loss: 0.1715 - acc: 0.9313
7900/20000 [==========>...................] - ETA: 6:41 - loss: 0.1712 - acc: 0.9313
7950/20000 [==========>...................] - ETA: 6:39 - loss: 0.1710 - acc: 0.9314
8000/20000 [===========>..................] - ETA: 6:38 - loss: 0.1712 - acc: 0.9312
8050/20000 [===========>..................] - ETA: 6:36 - loss: 0.1712 - acc: 0.9313
8100/20000 [===========>..................] - ETA: 6:34 - loss: 0.1716 - acc: 0.9312
8150/20000 [===========>..................] - ETA: 6:32 - loss: 0.1717 - acc: 0.9310
8200/20000 [===========>..................] - ETA: 6:31 - loss: 0.1714 - acc: 0.9311
8250/20000 [===========>..................] - ETA: 6:29 - loss: 0.1712 - acc: 0.9312
8300/20000 [===========>..................] - ETA: 6:27 - loss: 0.1707 - acc: 0.9314
8350/20000 [===========>..................] - ETA: 6:26 - loss: 0.1708 - acc: 0.9314
8400/20000 [===========>..................] - ETA: 6:24 - loss: 0.1713 - acc: 0.9313
8450/20000 [===========>..................] - ETA: 6:22 - loss: 0.1712 - acc: 0.9312
8500/20000 [===========>..................] - ETA: 6:20 - loss: 0.1713 - acc: 0.9311
8550/20000 [===========>..................] - ETA: 6:19 - loss: 0.1713 - acc: 0.9311
8600/20000 [===========>..................] - ETA: 6:17 - loss: 0.1715 - acc: 0.9309
8650/20000 [===========>..................] - ETA: 6:15 - loss: 0.1717 - acc: 0.9309
8700/20000 [============>.................] - ETA: 6:14 - loss: 0.1719 - acc: 0.9306
8750/20000 [============>.................] - ETA: 6:12 - loss: 0.1719 - acc: 0.9305
8800/20000 [============>.................] - ETA: 6:10 - loss: 0.1716 - acc: 0.9307
8850/20000 [============>.................] - ETA: 6:09 - loss: 0.1710 - acc: 0.9310
8900/20000 [============>.................] - ETA: 6:07 - loss: 0.1708 - acc: 0.9311
8950/20000 [============>.................] - ETA: 6:05 - loss: 0.1705 - acc: 0.9312
9000/20000 [============>.................] - ETA: 6:03 - loss: 0.1701 - acc: 0.9312
9050/20000 [============>.................] - ETA: 6:02 - loss: 0.1696 - acc: 0.9315
9100/20000 [============>.................] - ETA: 6:00 - loss: 0.1697 - acc: 0.9314
9150/20000 [============>.................] - ETA: 5:58 - loss: 0.1698 - acc: 0.9313
9200/20000 [============>.................] - ETA: 5:57 - loss: 0.1696 - acc: 0.9314
9250/20000 [============>.................] - ETA: 5:55 - loss: 0.1695 - acc: 0.9316
9300/20000 [============>.................] - ETA: 5:53 - loss: 0.1690 - acc: 0.9318
9350/20000 [=============>................] - ETA: 5:52 - loss: 0.1688 - acc: 0.9319
9400/20000 [=============>................] - ETA: 5:50 - loss: 0.1689 - acc: 0.9318
9450/20000 [=============>................] - ETA: 5:48 - loss: 0.1695 - acc: 0.9316
9500/20000 [=============>................] - ETA: 5:47 - loss: 0.1698 - acc: 0.9316
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19750/20000 [============================>.] - ETA: 8s - loss: 0.1817 - acc: 0.9271
19800/20000 [============================>.] - ETA: 6s - loss: 0.1818 - acc: 0.9270
19850/20000 [============================>.] - ETA: 4s - loss: 0.1817 - acc: 0.9271
19900/20000 [============================>.] - ETA: 3s - loss: 0.1820 - acc: 0.9269
19950/20000 [============================>.] - ETA: 1s - loss: 0.1822 - acc: 0.9268
20000/20000 [==============================] - 667s 33ms/step - loss: 0.1824 - acc: 0.9267 - val_loss: 0.3722 - val_acc: 0.8512
Epoch 22/50
50/20000 [..............................] - ETA: 10:19 - loss: 0.2283 - acc: 0.9200
100/20000 [..............................] - ETA: 11:20 - loss: 0.2105 - acc: 0.9200
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500/20000 [..............................] - ETA: 10:58 - loss: 0.2002 - acc: 0.9200
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700/20000 [>.............................] - ETA: 10:41 - loss: 0.2003 - acc: 0.9214
750/20000 [>.............................] - ETA: 10:34 - loss: 0.2022 - acc: 0.9240
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1300/20000 [>.............................] - ETA: 10:13 - loss: 0.1790 - acc: 0.9331
1350/20000 [=>............................] - ETA: 10:13 - loss: 0.1800 - acc: 0.9319
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1500/20000 [=>............................] - ETA: 10:10 - loss: 0.1787 - acc: 0.9340
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1750/20000 [=>............................] - ETA: 10:03 - loss: 0.1763 - acc: 0.9354
1800/20000 [=>............................] - ETA: 10:01 - loss: 0.1726 - acc: 0.9372
1850/20000 [=>............................] - ETA: 9:58 - loss: 0.1696 - acc: 0.9384
1900/20000 [=>............................] - ETA: 9:57 - loss: 0.1707 - acc: 0.9379
1950/20000 [=>............................] - ETA: 9:56 - loss: 0.1725 - acc: 0.9364
2000/20000 [==>...........................] - ETA: 9:55 - loss: 0.1704 - acc: 0.9375
2050/20000 [==>...........................] - ETA: 9:54 - loss: 0.1692 - acc: 0.9380
2100/20000 [==>...........................] - ETA: 9:52 - loss: 0.1705 - acc: 0.9376
2150/20000 [==>...........................] - ETA: 9:50 - loss: 0.1697 - acc: 0.9372
2200/20000 [==>...........................] - ETA: 9:49 - loss: 0.1698 - acc: 0.9359
2250/20000 [==>...........................] - ETA: 9:46 - loss: 0.1698 - acc: 0.9356
2300/20000 [==>...........................] - ETA: 9:45 - loss: 0.1704 - acc: 0.9343
2350/20000 [==>...........................] - ETA: 9:44 - loss: 0.1708 - acc: 0.9340
2400/20000 [==>...........................] - ETA: 9:43 - loss: 0.1691 - acc: 0.9346
2450/20000 [==>...........................] - ETA: 9:42 - loss: 0.1685 - acc: 0.9347
2500/20000 [==>...........................] - ETA: 9:40 - loss: 0.1689 - acc: 0.9340
2550/20000 [==>...........................] - ETA: 9:38 - loss: 0.1685 - acc: 0.9333
2600/20000 [==>...........................] - ETA: 9:36 - loss: 0.1682 - acc: 0.9335
2650/20000 [==>...........................] - ETA: 9:34 - loss: 0.1681 - acc: 0.9332
2700/20000 [===>..........................] - ETA: 9:33 - loss: 0.1696 - acc: 0.9319
2750/20000 [===>..........................] - ETA: 9:30 - loss: 0.1702 - acc: 0.9316
2800/20000 [===>..........................] - ETA: 9:28 - loss: 0.1689 - acc: 0.9321
2850/20000 [===>..........................] - ETA: 9:26 - loss: 0.1674 - acc: 0.9326
2900/20000 [===>..........................] - ETA: 9:25 - loss: 0.1672 - acc: 0.9324
2950/20000 [===>..........................] - ETA: 9:24 - loss: 0.1666 - acc: 0.9329
3000/20000 [===>..........................] - ETA: 9:23 - loss: 0.1678 - acc: 0.9330
3050/20000 [===>..........................] - ETA: 9:21 - loss: 0.1696 - acc: 0.9315
3100/20000 [===>..........................] - ETA: 9:20 - loss: 0.1702 - acc: 0.9313
3150/20000 [===>..........................] - ETA: 9:17 - loss: 0.1715 - acc: 0.9308
3200/20000 [===>..........................] - ETA: 9:17 - loss: 0.1708 - acc: 0.9316
3250/20000 [===>..........................] - ETA: 9:15 - loss: 0.1698 - acc: 0.9320
3300/20000 [===>..........................] - ETA: 9:14 - loss: 0.1696 - acc: 0.9315
3350/20000 [====>.........................] - ETA: 9:12 - loss: 0.1706 - acc: 0.9313
3400/20000 [====>.........................] - ETA: 9:11 - loss: 0.1713 - acc: 0.9318
3450/20000 [====>.........................] - ETA: 9:10 - loss: 0.1723 - acc: 0.9313
3500/20000 [====>.........................] - ETA: 9:09 - loss: 0.1716 - acc: 0.9314
3550/20000 [====>.........................] - ETA: 9:06 - loss: 0.1711 - acc: 0.9318
3600/20000 [====>.........................] - ETA: 9:05 - loss: 0.1706 - acc: 0.9319
3650/20000 [====>.........................] - ETA: 9:04 - loss: 0.1709 - acc: 0.9318
3700/20000 [====>.........................] - ETA: 9:02 - loss: 0.1731 - acc: 0.9314
3750/20000 [====>.........................] - ETA: 9:01 - loss: 0.1724 - acc: 0.9317
3800/20000 [====>.........................] - ETA: 8:59 - loss: 0.1717 - acc: 0.9321
3850/20000 [====>.........................] - ETA: 8:57 - loss: 0.1713 - acc: 0.9322
3900/20000 [====>.........................] - ETA: 8:55 - loss: 0.1725 - acc: 0.9315
3950/20000 [====>.........................] - ETA: 8:53 - loss: 0.1725 - acc: 0.9314
4000/20000 [=====>........................] - ETA: 8:51 - loss: 0.1715 - acc: 0.9317
4050/20000 [=====>........................] - ETA: 8:50 - loss: 0.1709 - acc: 0.9323
4100/20000 [=====>........................] - ETA: 8:48 - loss: 0.1705 - acc: 0.9327
4150/20000 [=====>........................] - ETA: 8:47 - loss: 0.1724 - acc: 0.9316
4200/20000 [=====>........................] - ETA: 8:45 - loss: 0.1716 - acc: 0.9321
4250/20000 [=====>........................] - ETA: 8:43 - loss: 0.1715 - acc: 0.9322
4300/20000 [=====>........................] - ETA: 8:41 - loss: 0.1705 - acc: 0.9330
4350/20000 [=====>........................] - ETA: 8:39 - loss: 0.1696 - acc: 0.9333
4400/20000 [=====>........................] - ETA: 8:38 - loss: 0.1690 - acc: 0.9339
4450/20000 [=====>........................] - ETA: 8:36 - loss: 0.1689 - acc: 0.9335
4500/20000 [=====>........................] - ETA: 8:35 - loss: 0.1683 - acc: 0.9336
4550/20000 [=====>........................] - ETA: 8:33 - loss: 0.1678 - acc: 0.9338
4600/20000 [=====>........................] - ETA: 8:32 - loss: 0.1683 - acc: 0.9335
4650/20000 [=====>........................] - ETA: 8:31 - loss: 0.1682 - acc: 0.9333
4700/20000 [======>.......................] - ETA: 8:29 - loss: 0.1679 - acc: 0.9336
4750/20000 [======>.......................] - ETA: 8:28 - loss: 0.1669 - acc: 0.9341
4800/20000 [======>.......................] - ETA: 8:26 - loss: 0.1674 - acc: 0.9344
4850/20000 [======>.......................] - ETA: 8:24 - loss: 0.1691 - acc: 0.9338
4900/20000 [======>.......................] - ETA: 8:23 - loss: 0.1688 - acc: 0.9341
4950/20000 [======>.......................] - ETA: 8:22 - loss: 0.1697 - acc: 0.9339
5000/20000 [======>.......................] - ETA: 8:20 - loss: 0.1703 - acc: 0.9334
5050/20000 [======>.......................] - ETA: 8:17 - loss: 0.1692 - acc: 0.9341
5100/20000 [======>.......................] - ETA: 8:16 - loss: 0.1695 - acc: 0.9337
5150/20000 [======>.......................] - ETA: 8:15 - loss: 0.1696 - acc: 0.9338
5200/20000 [======>.......................] - ETA: 8:13 - loss: 0.1700 - acc: 0.9335
5250/20000 [======>.......................] - ETA: 8:11 - loss: 0.1692 - acc: 0.9337
5300/20000 [======>.......................] - ETA: 8:09 - loss: 0.1699 - acc: 0.9336
5350/20000 [=======>......................] - ETA: 8:08 - loss: 0.1698 - acc: 0.9336
5400/20000 [=======>......................] - ETA: 8:06 - loss: 0.1700 - acc: 0.9339
5450/20000 [=======>......................] - ETA: 8:04 - loss: 0.1703 - acc: 0.9338
5500/20000 [=======>......................] - ETA: 8:02 - loss: 0.1700 - acc: 0.9338
5550/20000 [=======>......................] - ETA: 8:00 - loss: 0.1697 - acc: 0.9339
5600/20000 [=======>......................] - ETA: 7:58 - loss: 0.1692 - acc: 0.9341
5650/20000 [=======>......................] - ETA: 7:56 - loss: 0.1694 - acc: 0.9340
5700/20000 [=======>......................] - ETA: 7:54 - loss: 0.1692 - acc: 0.9340
5750/20000 [=======>......................] - ETA: 7:53 - loss: 0.1699 - acc: 0.9339
5800/20000 [=======>......................] - ETA: 7:51 - loss: 0.1705 - acc: 0.9331
5850/20000 [=======>......................] - ETA: 7:49 - loss: 0.1702 - acc: 0.9332
5900/20000 [=======>......................] - ETA: 7:46 - loss: 0.1698 - acc: 0.9334
5950/20000 [=======>......................] - ETA: 7:45 - loss: 0.1707 - acc: 0.9334
6000/20000 [========>.....................] - ETA: 7:44 - loss: 0.1702 - acc: 0.9337
6050/20000 [========>.....................] - ETA: 7:42 - loss: 0.1700 - acc: 0.9337
6100/20000 [========>.....................] - ETA: 7:40 - loss: 0.1702 - acc: 0.9336
6150/20000 [========>.....................] - ETA: 7:38 - loss: 0.1700 - acc: 0.9337
6200/20000 [========>.....................] - ETA: 7:37 - loss: 0.1699 - acc: 0.9339
6250/20000 [========>.....................] - ETA: 7:35 - loss: 0.1698 - acc: 0.9339
6300/20000 [========>.....................] - ETA: 7:33 - loss: 0.1697 - acc: 0.9340
6350/20000 [========>.....................] - ETA: 7:32 - loss: 0.1695 - acc: 0.9339
6400/20000 [========>.....................] - ETA: 7:30 - loss: 0.1701 - acc: 0.9333
6450/20000 [========>.....................] - ETA: 7:28 - loss: 0.1702 - acc: 0.9330
6500/20000 [========>.....................] - ETA: 7:26 - loss: 0.1700 - acc: 0.9332
6550/20000 [========>.....................] - ETA: 7:25 - loss: 0.1698 - acc: 0.9331
6600/20000 [========>.....................] - ETA: 7:23 - loss: 0.1699 - acc: 0.9330
6650/20000 [========>.....................] - ETA: 7:21 - loss: 0.1692 - acc: 0.9331
6700/20000 [=========>....................] - ETA: 7:19 - loss: 0.1691 - acc: 0.9331
6750/20000 [=========>....................] - ETA: 7:17 - loss: 0.1709 - acc: 0.9323
6800/20000 [=========>....................] - ETA: 7:15 - loss: 0.1723 - acc: 0.9321
6850/20000 [=========>....................] - ETA: 7:14 - loss: 0.1721 - acc: 0.9321
6900/20000 [=========>....................] - ETA: 7:12 - loss: 0.1720 - acc: 0.9322
6950/20000 [=========>....................] - ETA: 7:10 - loss: 0.1724 - acc: 0.9318
7000/20000 [=========>....................] - ETA: 7:09 - loss: 0.1720 - acc: 0.9319
7050/20000 [=========>....................] - ETA: 7:07 - loss: 0.1724 - acc: 0.9313
7100/20000 [=========>....................] - ETA: 7:05 - loss: 0.1725 - acc: 0.9314
7150/20000 [=========>....................] - ETA: 7:04 - loss: 0.1728 - acc: 0.9313
7200/20000 [=========>....................] - ETA: 7:02 - loss: 0.1724 - acc: 0.9314
7250/20000 [=========>....................] - ETA: 7:00 - loss: 0.1731 - acc: 0.9310
7300/20000 [=========>....................] - ETA: 6:58 - loss: 0.1732 - acc: 0.9307
7350/20000 [==========>...................] - ETA: 6:57 - loss: 0.1728 - acc: 0.9307
7400/20000 [==========>...................] - ETA: 6:55 - loss: 0.1721 - acc: 0.9312
7450/20000 [==========>...................] - ETA: 6:53 - loss: 0.1719 - acc: 0.9314
7500/20000 [==========>...................] - ETA: 6:52 - loss: 0.1719 - acc: 0.9316
7550/20000 [==========>...................] - ETA: 6:50 - loss: 0.1720 - acc: 0.9314
7600/20000 [==========>...................] - ETA: 6:49 - loss: 0.1719 - acc: 0.9314
7650/20000 [==========>...................] - ETA: 6:47 - loss: 0.1718 - acc: 0.9316
7700/20000 [==========>...................] - ETA: 6:45 - loss: 0.1712 - acc: 0.9318
7750/20000 [==========>...................] - ETA: 6:43 - loss: 0.1715 - acc: 0.9316
7800/20000 [==========>...................] - ETA: 6:42 - loss: 0.1718 - acc: 0.9314
7850/20000 [==========>...................] - ETA: 6:40 - loss: 0.1713 - acc: 0.9317
7900/20000 [==========>...................] - ETA: 6:38 - loss: 0.1711 - acc: 0.9318
7950/20000 [==========>...................] - ETA: 6:36 - loss: 0.1707 - acc: 0.9318
8000/20000 [===========>..................] - ETA: 6:35 - loss: 0.1709 - acc: 0.9319
8050/20000 [===========>..................] - ETA: 6:33 - loss: 0.1704 - acc: 0.9322
8100/20000 [===========>..................] - ETA: 6:32 - loss: 0.1703 - acc: 0.9320
8150/20000 [===========>..................] - ETA: 6:30 - loss: 0.1718 - acc: 0.9319
8200/20000 [===========>..................] - ETA: 6:29 - loss: 0.1716 - acc: 0.9320
8250/20000 [===========>..................] - ETA: 6:27 - loss: 0.1724 - acc: 0.9316
8300/20000 [===========>..................] - ETA: 6:25 - loss: 0.1723 - acc: 0.9318
8350/20000 [===========>..................] - ETA: 6:24 - loss: 0.1722 - acc: 0.9317
8400/20000 [===========>..................] - ETA: 6:22 - loss: 0.1717 - acc: 0.9320
8450/20000 [===========>..................] - ETA: 6:21 - loss: 0.1712 - acc: 0.9322
8500/20000 [===========>..................] - ETA: 6:19 - loss: 0.1710 - acc: 0.9322
8550/20000 [===========>..................] - ETA: 6:18 - loss: 0.1712 - acc: 0.9323
8600/20000 [===========>..................] - ETA: 6:16 - loss: 0.1712 - acc: 0.9321
8650/20000 [===========>..................] - ETA: 6:14 - loss: 0.1713 - acc: 0.9323
8700/20000 [============>.................] - ETA: 6:12 - loss: 0.1711 - acc: 0.9324
8750/20000 [============>.................] - ETA: 6:11 - loss: 0.1705 - acc: 0.9328
8800/20000 [============>.................] - ETA: 6:09 - loss: 0.1704 - acc: 0.9326
8850/20000 [============>.................] - ETA: 6:08 - loss: 0.1700 - acc: 0.9328
8900/20000 [============>.................] - ETA: 6:06 - loss: 0.1703 - acc: 0.9325
8950/20000 [============>.................] - ETA: 6:04 - loss: 0.1699 - acc: 0.9327
9000/20000 [============>.................] - ETA: 6:03 - loss: 0.1702 - acc: 0.9326
9050/20000 [============>.................] - ETA: 6:01 - loss: 0.1708 - acc: 0.9322
9100/20000 [============>.................] - ETA: 5:59 - loss: 0.1725 - acc: 0.9318
9150/20000 [============>.................] - ETA: 5:58 - loss: 0.1722 - acc: 0.9317
9200/20000 [============>.................] - ETA: 5:56 - loss: 0.1717 - acc: 0.9320
9250/20000 [============>.................] - ETA: 5:55 - loss: 0.1719 - acc: 0.9319
9300/20000 [============>.................] - ETA: 5:53 - loss: 0.1723 - acc: 0.9317
9350/20000 [=============>................] - ETA: 5:51 - loss: 0.1729 - acc: 0.9316
9400/20000 [=============>................] - ETA: 5:50 - loss: 0.1726 - acc: 0.9318
9450/20000 [=============>................] - ETA: 5:48 - loss: 0.1726 - acc: 0.9317
9500/20000 [=============>................] - ETA: 5:47 - loss: 0.1728 - acc: 0.9317
9550/20000 [=============>................] - ETA: 5:45 - loss: 0.1738 - acc: 0.9312
9600/20000 [=============>................] - ETA: 5:43 - loss: 0.1736 - acc: 0.9311
9650/20000 [=============>................] - ETA: 5:42 - loss: 0.1740 - acc: 0.9312
9700/20000 [=============>................] - ETA: 5:40 - loss: 0.1740 - acc: 0.9311
9750/20000 [=============>................] - ETA: 5:38 - loss: 0.1742 - acc: 0.9310
9800/20000 [=============>................] - ETA: 5:37 - loss: 0.1739 - acc: 0.9311
9850/20000 [=============>................] - ETA: 5:35 - loss: 0.1737 - acc: 0.9313
9900/20000 [=============>................] - ETA: 5:33 - loss: 0.1737 - acc: 0.9313
9950/20000 [=============>................] - ETA: 5:32 - loss: 0.1739 - acc: 0.9311
10000/20000 [==============>...............] - ETA: 5:30 - loss: 0.1739 - acc: 0.9312
10050/20000 [==============>...............] - ETA: 5:28 - loss: 0.1737 - acc: 0.9311
10100/20000 [==============>...............] - ETA: 5:27 - loss: 0.1742 - acc: 0.9311
10150/20000 [==============>...............] - ETA: 5:25 - loss: 0.1740 - acc: 0.9313
10200/20000 [==============>...............] - ETA: 5:24 - loss: 0.1738 - acc: 0.9315
10250/20000 [==============>...............] - ETA: 5:22 - loss: 0.1735 - acc: 0.9316
10300/20000 [==============>...............] - ETA: 5:20 - loss: 0.1738 - acc: 0.9317
10350/20000 [==============>...............] - ETA: 5:18 - loss: 0.1740 - acc: 0.9316
10400/20000 [==============>...............] - ETA: 5:17 - loss: 0.1736 - acc: 0.9318
10450/20000 [==============>...............] - ETA: 5:15 - loss: 0.1735 - acc: 0.9320
10500/20000 [==============>...............] - ETA: 5:13 - loss: 0.1737 - acc: 0.9319
10550/20000 [==============>...............] - ETA: 5:12 - loss: 0.1735 - acc: 0.9319
10600/20000 [==============>...............] - ETA: 5:10 - loss: 0.1739 - acc: 0.9318
10650/20000 [==============>...............] - ETA: 5:08 - loss: 0.1737 - acc: 0.9318
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10750/20000 [===============>..............] - ETA: 5:05 - loss: 0.1732 - acc: 0.9322
10800/20000 [===============>..............] - ETA: 5:03 - loss: 0.1729 - acc: 0.9323
10850/20000 [===============>..............] - ETA: 5:01 - loss: 0.1730 - acc: 0.9323
10900/20000 [===============>..............] - ETA: 5:00 - loss: 0.1734 - acc: 0.9321
10950/20000 [===============>..............] - ETA: 4:58 - loss: 0.1735 - acc: 0.9321
11000/20000 [===============>..............] - ETA: 4:57 - loss: 0.1735 - acc: 0.9319
11050/20000 [===============>..............] - ETA: 4:55 - loss: 0.1732 - acc: 0.9319
11100/20000 [===============>..............] - ETA: 4:53 - loss: 0.1736 - acc: 0.9316
11150/20000 [===============>..............] - ETA: 4:52 - loss: 0.1742 - acc: 0.9316
11200/20000 [===============>..............] - ETA: 4:50 - loss: 0.1738 - acc: 0.9318
11250/20000 [===============>..............] - ETA: 4:48 - loss: 0.1739 - acc: 0.9316
11300/20000 [===============>..............] - ETA: 4:47 - loss: 0.1736 - acc: 0.9318
11350/20000 [================>.............] - ETA: 4:45 - loss: 0.1735 - acc: 0.9319
11400/20000 [================>.............] - ETA: 4:43 - loss: 0.1742 - acc: 0.9318
11450/20000 [================>.............] - ETA: 4:42 - loss: 0.1745 - acc: 0.9314
11500/20000 [================>.............] - ETA: 4:40 - loss: 0.1750 - acc: 0.9311
11550/20000 [================>.............] - ETA: 4:38 - loss: 0.1751 - acc: 0.9310
11600/20000 [================>.............] - ETA: 4:37 - loss: 0.1750 - acc: 0.9310
11650/20000 [================>.............] - ETA: 4:35 - loss: 0.1749 - acc: 0.9312
11700/20000 [================>.............] - ETA: 4:33 - loss: 0.1752 - acc: 0.9309
11750/20000 [================>.............] - ETA: 4:32 - loss: 0.1750 - acc: 0.9309
11800/20000 [================>.............] - ETA: 4:30 - loss: 0.1752 - acc: 0.9309
11850/20000 [================>.............] - ETA: 4:28 - loss: 0.1759 - acc: 0.9309
11900/20000 [================>.............] - ETA: 4:27 - loss: 0.1765 - acc: 0.9308
11950/20000 [================>.............] - ETA: 4:25 - loss: 0.1766 - acc: 0.9307
12000/20000 [=================>............] - ETA: 4:23 - loss: 0.1763 - acc: 0.9309
12050/20000 [=================>............] - ETA: 4:22 - loss: 0.1761 - acc: 0.9310
12100/20000 [=================>............] - ETA: 4:20 - loss: 0.1764 - acc: 0.9307
12150/20000 [=================>............] - ETA: 4:18 - loss: 0.1767 - acc: 0.9305
12200/20000 [=================>............] - ETA: 4:17 - loss: 0.1767 - acc: 0.9304
12250/20000 [=================>............] - ETA: 4:15 - loss: 0.1765 - acc: 0.9304
12300/20000 [=================>............] - ETA: 4:13 - loss: 0.1762 - acc: 0.9306
12350/20000 [=================>............] - ETA: 4:12 - loss: 0.1760 - acc: 0.9308
12400/20000 [=================>............] - ETA: 4:10 - loss: 0.1762 - acc: 0.9307
12450/20000 [=================>............] - ETA: 4:08 - loss: 0.1759 - acc: 0.9308
12500/20000 [=================>............] - ETA: 4:07 - loss: 0.1757 - acc: 0.9310
12550/20000 [=================>............] - ETA: 4:05 - loss: 0.1774 - acc: 0.9306
12600/20000 [=================>............] - ETA: 4:03 - loss: 0.1784 - acc: 0.9303
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12950/20000 [==================>...........] - ETA: 3:52 - loss: 0.1787 - acc: 0.9302
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13050/20000 [==================>...........] - ETA: 3:49 - loss: 0.1786 - acc: 0.9303
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13250/20000 [==================>...........] - ETA: 3:42 - loss: 0.1791 - acc: 0.9301
13300/20000 [==================>...........] - ETA: 3:40 - loss: 0.1791 - acc: 0.9302
13350/20000 [===================>..........] - ETA: 3:39 - loss: 0.1788 - acc: 0.9301
13400/20000 [===================>..........] - ETA: 3:37 - loss: 0.1791 - acc: 0.9299
13450/20000 [===================>..........] - ETA: 3:35 - loss: 0.1793 - acc: 0.9297
13500/20000 [===================>..........] - ETA: 3:34 - loss: 0.1796 - acc: 0.9295
13550/20000 [===================>..........] - ETA: 3:32 - loss: 0.1797 - acc: 0.9294
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13700/20000 [===================>..........] - ETA: 3:27 - loss: 0.1796 - acc: 0.9293
13750/20000 [===================>..........] - ETA: 3:26 - loss: 0.1796 - acc: 0.9294
13800/20000 [===================>..........] - ETA: 3:24 - loss: 0.1798 - acc: 0.9293
13850/20000 [===================>..........] - ETA: 3:22 - loss: 0.1798 - acc: 0.9292
13900/20000 [===================>..........] - ETA: 3:21 - loss: 0.1801 - acc: 0.9291
13950/20000 [===================>..........] - ETA: 3:19 - loss: 0.1802 - acc: 0.9290
14000/20000 [====================>.........] - ETA: 3:17 - loss: 0.1802 - acc: 0.9291
14050/20000 [====================>.........] - ETA: 3:16 - loss: 0.1806 - acc: 0.9290
14100/20000 [====================>.........] - ETA: 3:14 - loss: 0.1803 - acc: 0.9291
14150/20000 [====================>.........] - ETA: 3:12 - loss: 0.1801 - acc: 0.9292
14200/20000 [====================>.........] - ETA: 3:11 - loss: 0.1798 - acc: 0.9294
14250/20000 [====================>.........] - ETA: 3:09 - loss: 0.1797 - acc: 0.9294
14300/20000 [====================>.........] - ETA: 3:07 - loss: 0.1794 - acc: 0.9296
14350/20000 [====================>.........] - ETA: 3:06 - loss: 0.1792 - acc: 0.9296
14400/20000 [====================>.........] - ETA: 3:04 - loss: 0.1793 - acc: 0.9295
14450/20000 [====================>.........] - ETA: 3:02 - loss: 0.1793 - acc: 0.9293
14500/20000 [====================>.........] - ETA: 3:01 - loss: 0.1792 - acc: 0.9292
14550/20000 [====================>.........] - ETA: 2:59 - loss: 0.1796 - acc: 0.9291
14600/20000 [====================>.........] - ETA: 2:57 - loss: 0.1797 - acc: 0.9290
14650/20000 [====================>.........] - ETA: 2:56 - loss: 0.1799 - acc: 0.9290
14700/20000 [=====================>........] - ETA: 2:54 - loss: 0.1800 - acc: 0.9290
14750/20000 [=====================>........] - ETA: 2:52 - loss: 0.1799 - acc: 0.9291
14800/20000 [=====================>........] - ETA: 2:51 - loss: 0.1797 - acc: 0.9292
14850/20000 [=====================>........] - ETA: 2:49 - loss: 0.1800 - acc: 0.9290
14900/20000 [=====================>........] - ETA: 2:47 - loss: 0.1806 - acc: 0.9288
14950/20000 [=====================>........] - ETA: 2:46 - loss: 0.1807 - acc: 0.9287
15000/20000 [=====================>........] - ETA: 2:44 - loss: 0.1803 - acc: 0.9289
15050/20000 [=====================>........] - ETA: 2:42 - loss: 0.1799 - acc: 0.9290
15100/20000 [=====================>........] - ETA: 2:41 - loss: 0.1798 - acc: 0.9291
15150/20000 [=====================>........] - ETA: 2:39 - loss: 0.1796 - acc: 0.9293
15200/20000 [=====================>........] - ETA: 2:38 - loss: 0.1793 - acc: 0.9295
15250/20000 [=====================>........] - ETA: 2:36 - loss: 0.1794 - acc: 0.9294
15300/20000 [=====================>........] - ETA: 2:34 - loss: 0.1790 - acc: 0.9296
15350/20000 [======================>.......] - ETA: 2:33 - loss: 0.1790 - acc: 0.9294
15400/20000 [======================>.......] - ETA: 2:31 - loss: 0.1790 - acc: 0.9294
15450/20000 [======================>.......] - ETA: 2:29 - loss: 0.1792 - acc: 0.9294
15500/20000 [======================>.......] - ETA: 2:28 - loss: 0.1790 - acc: 0.9294
15550/20000 [======================>.......] - ETA: 2:26 - loss: 0.1791 - acc: 0.9294
15600/20000 [======================>.......] - ETA: 2:24 - loss: 0.1792 - acc: 0.9293
15650/20000 [======================>.......] - ETA: 2:23 - loss: 0.1794 - acc: 0.9293
15700/20000 [======================>.......] - ETA: 2:21 - loss: 0.1796 - acc: 0.9292
15750/20000 [======================>.......] - ETA: 2:19 - loss: 0.1795 - acc: 0.9292
15800/20000 [======================>.......] - ETA: 2:18 - loss: 0.1796 - acc: 0.9291
15850/20000 [======================>.......] - ETA: 2:16 - loss: 0.1795 - acc: 0.9291
15900/20000 [======================>.......] - ETA: 2:15 - loss: 0.1797 - acc: 0.9291
15950/20000 [======================>.......] - ETA: 2:13 - loss: 0.1797 - acc: 0.9290
16000/20000 [=======================>......] - ETA: 2:11 - loss: 0.1798 - acc: 0.9288
16050/20000 [=======================>......] - ETA: 2:10 - loss: 0.1803 - acc: 0.9286
16100/20000 [=======================>......] - ETA: 2:08 - loss: 0.1804 - acc: 0.9285
16150/20000 [=======================>......] - ETA: 2:06 - loss: 0.1801 - acc: 0.9287
16200/20000 [=======================>......] - ETA: 2:05 - loss: 0.1801 - acc: 0.9288
16250/20000 [=======================>......] - ETA: 2:03 - loss: 0.1800 - acc: 0.9288
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.1800 - acc: 0.9288
16350/20000 [=======================>......] - ETA: 2:00 - loss: 0.1802 - acc: 0.9285
16400/20000 [=======================>......] - ETA: 1:58 - loss: 0.1800 - acc: 0.9287
16450/20000 [=======================>......] - ETA: 1:56 - loss: 0.1801 - acc: 0.9286
16500/20000 [=======================>......] - ETA: 1:55 - loss: 0.1799 - acc: 0.9286
16550/20000 [=======================>......] - ETA: 1:53 - loss: 0.1801 - acc: 0.9284
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.1802 - acc: 0.9284
16650/20000 [=======================>......] - ETA: 1:50 - loss: 0.1805 - acc: 0.9281
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.1805 - acc: 0.9281
16750/20000 [========================>.....] - ETA: 1:47 - loss: 0.1804 - acc: 0.9282
16800/20000 [========================>.....] - ETA: 1:45 - loss: 0.1802 - acc: 0.9283
16850/20000 [========================>.....] - ETA: 1:43 - loss: 0.1805 - acc: 0.9281
16900/20000 [========================>.....] - ETA: 1:42 - loss: 0.1806 - acc: 0.9282
16950/20000 [========================>.....] - ETA: 1:40 - loss: 0.1808 - acc: 0.9280
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.1807 - acc: 0.9281
17050/20000 [========================>.....] - ETA: 1:37 - loss: 0.1805 - acc: 0.9282
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.1807 - acc: 0.9281
17150/20000 [========================>.....] - ETA: 1:33 - loss: 0.1807 - acc: 0.9282
17200/20000 [========================>.....] - ETA: 1:32 - loss: 0.1809 - acc: 0.9280
17250/20000 [========================>.....] - ETA: 1:30 - loss: 0.1808 - acc: 0.9280
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.1805 - acc: 0.9282
17350/20000 [=========================>....] - ETA: 1:27 - loss: 0.1807 - acc: 0.9281
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.1804 - acc: 0.9283
17450/20000 [=========================>....] - ETA: 1:23 - loss: 0.1808 - acc: 0.9281
17500/20000 [=========================>....] - ETA: 1:22 - loss: 0.1808 - acc: 0.9281
17550/20000 [=========================>....] - ETA: 1:20 - loss: 0.1808 - acc: 0.9280
17600/20000 [=========================>....] - ETA: 1:19 - loss: 0.1812 - acc: 0.9278
17650/20000 [=========================>....] - ETA: 1:17 - loss: 0.1812 - acc: 0.9279
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1810 - acc: 0.9279
17750/20000 [=========================>....] - ETA: 1:14 - loss: 0.1809 - acc: 0.9279
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.1811 - acc: 0.9279
17850/20000 [=========================>....] - ETA: 1:10 - loss: 0.1811 - acc: 0.9280
17900/20000 [=========================>....] - ETA: 1:09 - loss: 0.1810 - acc: 0.9280
17950/20000 [=========================>....] - ETA: 1:07 - loss: 0.1809 - acc: 0.9281
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1809 - acc: 0.9281
18050/20000 [==========================>...] - ETA: 1:04 - loss: 0.1808 - acc: 0.9283
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.1807 - acc: 0.9283
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.1806 - acc: 0.9283
18200/20000 [==========================>...] - ETA: 59s - loss: 0.1807 - acc: 0.9284
18250/20000 [==========================>...] - ETA: 57s - loss: 0.1806 - acc: 0.9283
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1805 - acc: 0.9283
18350/20000 [==========================>...] - ETA: 54s - loss: 0.1811 - acc: 0.9282
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1818 - acc: 0.9280
18450/20000 [==========================>...] - ETA: 51s - loss: 0.1816 - acc: 0.9281
18500/20000 [==========================>...] - ETA: 49s - loss: 0.1818 - acc: 0.9279
18550/20000 [==========================>...] - ETA: 47s - loss: 0.1818 - acc: 0.9279
18600/20000 [==========================>...] - ETA: 46s - loss: 0.1819 - acc: 0.9277
18650/20000 [==========================>...] - ETA: 44s - loss: 0.1818 - acc: 0.9278
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1825 - acc: 0.9276
18750/20000 [===========================>..] - ETA: 41s - loss: 0.1826 - acc: 0.9275
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1823 - acc: 0.9276
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1825 - acc: 0.9276
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1823 - acc: 0.9277
18950/20000 [===========================>..] - ETA: 34s - loss: 0.1823 - acc: 0.9277
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1821 - acc: 0.9277
19050/20000 [===========================>..] - ETA: 31s - loss: 0.1822 - acc: 0.9276
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1824 - acc: 0.9275
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1823 - acc: 0.9276
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1823 - acc: 0.9276
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1821 - acc: 0.9277
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1825 - acc: 0.9277
19350/20000 [============================>.] - ETA: 21s - loss: 0.1829 - acc: 0.9276
19400/20000 [============================>.] - ETA: 19s - loss: 0.1828 - acc: 0.9276
19450/20000 [============================>.] - ETA: 18s - loss: 0.1830 - acc: 0.9275
19500/20000 [============================>.] - ETA: 16s - loss: 0.1831 - acc: 0.9275
19550/20000 [============================>.] - ETA: 14s - loss: 0.1832 - acc: 0.9275
19600/20000 [============================>.] - ETA: 13s - loss: 0.1832 - acc: 0.9273
19650/20000 [============================>.] - ETA: 11s - loss: 0.1830 - acc: 0.9274
19700/20000 [============================>.] - ETA: 9s - loss: 0.1829 - acc: 0.9275
19750/20000 [============================>.] - ETA: 8s - loss: 0.1829 - acc: 0.9275
19800/20000 [============================>.] - ETA: 6s - loss: 0.1828 - acc: 0.9275
19850/20000 [============================>.] - ETA: 4s - loss: 0.1827 - acc: 0.9275
19900/20000 [============================>.] - ETA: 3s - loss: 0.1834 - acc: 0.9273
19950/20000 [============================>.] - ETA: 1s - loss: 0.1836 - acc: 0.9273
20000/20000 [==============================] - 668s 33ms/step - loss: 0.1836 - acc: 0.9273 - val_loss: 0.4150 - val_acc: 0.8426
Epoch 23/50
50/20000 [..............................] - ETA: 9:57 - loss: 0.1118 - acc: 0.9800
100/20000 [..............................] - ETA: 10:13 - loss: 0.1292 - acc: 0.9600
150/20000 [..............................] - ETA: 10:20 - loss: 0.1645 - acc: 0.9400
200/20000 [..............................] - ETA: 9:58 - loss: 0.1873 - acc: 0.9400
250/20000 [..............................] - ETA: 10:21 - loss: 0.1753 - acc: 0.9440
300/20000 [..............................] - ETA: 10:24 - loss: 0.1558 - acc: 0.9500
350/20000 [..............................] - ETA: 10:11 - loss: 0.1630 - acc: 0.9429
400/20000 [..............................] - ETA: 10:15 - loss: 0.1705 - acc: 0.9350
450/20000 [..............................] - ETA: 10:19 - loss: 0.1646 - acc: 0.9400
500/20000 [..............................] - ETA: 10:22 - loss: 0.1636 - acc: 0.9380
550/20000 [..............................] - ETA: 10:26 - loss: 0.1632 - acc: 0.9364
600/20000 [..............................] - ETA: 10:28 - loss: 0.1627 - acc: 0.9367
650/20000 [..............................] - ETA: 10:20 - loss: 0.1638 - acc: 0.9369
700/20000 [>.............................] - ETA: 10:19 - loss: 0.1726 - acc: 0.9314
750/20000 [>.............................] - ETA: 10:20 - loss: 0.1653 - acc: 0.9333
800/20000 [>.............................] - ETA: 10:18 - loss: 0.1620 - acc: 0.9337
850/20000 [>.............................] - ETA: 10:14 - loss: 0.1634 - acc: 0.9306
900/20000 [>.............................] - ETA: 10:16 - loss: 0.1598 - acc: 0.9311
950/20000 [>.............................] - ETA: 10:14 - loss: 0.1597 - acc: 0.9305
1000/20000 [>.............................] - ETA: 10:10 - loss: 0.1600 - acc: 0.9300
1050/20000 [>.............................] - ETA: 10:11 - loss: 0.1586 - acc: 0.9324
1100/20000 [>.............................] - ETA: 10:11 - loss: 0.1583 - acc: 0.9327
1150/20000 [>.............................] - ETA: 10:13 - loss: 0.1562 - acc: 0.9339
1200/20000 [>.............................] - ETA: 10:13 - loss: 0.1615 - acc: 0.9317
1250/20000 [>.............................] - ETA: 10:11 - loss: 0.1620 - acc: 0.9320
1300/20000 [>.............................] - ETA: 10:12 - loss: 0.1626 - acc: 0.9323
1350/20000 [=>............................] - ETA: 10:11 - loss: 0.1608 - acc: 0.9341
1400/20000 [=>............................] - ETA: 10:07 - loss: 0.1625 - acc: 0.9343
1450/20000 [=>............................] - ETA: 10:05 - loss: 0.1628 - acc: 0.9338
1500/20000 [=>............................] - ETA: 10:05 - loss: 0.1591 - acc: 0.9353
1550/20000 [=>............................] - ETA: 10:02 - loss: 0.1568 - acc: 0.9361
1600/20000 [=>............................] - ETA: 10:02 - loss: 0.1556 - acc: 0.9363
1650/20000 [=>............................] - ETA: 10:03 - loss: 0.1550 - acc: 0.9370
1700/20000 [=>............................] - ETA: 10:03 - loss: 0.1527 - acc: 0.9382
1750/20000 [=>............................] - ETA: 10:00 - loss: 0.1521 - acc: 0.9383
1800/20000 [=>............................] - ETA: 10:00 - loss: 0.1494 - acc: 0.9394
1850/20000 [=>............................] - ETA: 9:57 - loss: 0.1497 - acc: 0.9378
1900/20000 [=>............................] - ETA: 9:57 - loss: 0.1492 - acc: 0.9374
1950/20000 [=>............................] - ETA: 9:54 - loss: 0.1502 - acc: 0.9374
2000/20000 [==>...........................] - ETA: 9:52 - loss: 0.1481 - acc: 0.9385
2050/20000 [==>...........................] - ETA: 9:48 - loss: 0.1522 - acc: 0.9371
2100/20000 [==>...........................] - ETA: 9:48 - loss: 0.1506 - acc: 0.9381
2150/20000 [==>...........................] - ETA: 9:48 - loss: 0.1521 - acc: 0.9367
2200/20000 [==>...........................] - ETA: 9:46 - loss: 0.1531 - acc: 0.9373
2250/20000 [==>...........................] - ETA: 9:45 - loss: 0.1513 - acc: 0.9382
2300/20000 [==>...........................] - ETA: 9:42 - loss: 0.1533 - acc: 0.9374
2350/20000 [==>...........................] - ETA: 9:41 - loss: 0.1517 - acc: 0.9383
2400/20000 [==>...........................] - ETA: 9:38 - loss: 0.1526 - acc: 0.9379
2450/20000 [==>...........................] - ETA: 9:36 - loss: 0.1524 - acc: 0.9376
2500/20000 [==>...........................] - ETA: 9:34 - loss: 0.1519 - acc: 0.9380
2550/20000 [==>...........................] - ETA: 9:33 - loss: 0.1545 - acc: 0.9373
2600/20000 [==>...........................] - ETA: 9:33 - loss: 0.1544 - acc: 0.9377
2650/20000 [==>...........................] - ETA: 9:31 - loss: 0.1546 - acc: 0.9377
2700/20000 [===>..........................] - ETA: 9:29 - loss: 0.1548 - acc: 0.9378
2750/20000 [===>..........................] - ETA: 9:27 - loss: 0.1551 - acc: 0.9378
2800/20000 [===>..........................] - ETA: 9:25 - loss: 0.1552 - acc: 0.9375
2850/20000 [===>..........................] - ETA: 9:24 - loss: 0.1548 - acc: 0.9379
2900/20000 [===>..........................] - ETA: 9:22 - loss: 0.1539 - acc: 0.9386
2950/20000 [===>..........................] - ETA: 9:20 - loss: 0.1539 - acc: 0.9383
3000/20000 [===>..........................] - ETA: 9:19 - loss: 0.1524 - acc: 0.9390
3050/20000 [===>..........................] - ETA: 9:17 - loss: 0.1511 - acc: 0.9397
3100/20000 [===>..........................] - ETA: 9:16 - loss: 0.1511 - acc: 0.9394
3150/20000 [===>..........................] - ETA: 9:14 - loss: 0.1510 - acc: 0.9397
3200/20000 [===>..........................] - ETA: 9:12 - loss: 0.1493 - acc: 0.9406
3250/20000 [===>..........................] - ETA: 9:10 - loss: 0.1492 - acc: 0.9406
3300/20000 [===>..........................] - ETA: 9:09 - loss: 0.1490 - acc: 0.9409
3350/20000 [====>.........................] - ETA: 9:07 - loss: 0.1488 - acc: 0.9409
3400/20000 [====>.........................] - ETA: 9:05 - loss: 0.1503 - acc: 0.9397
3450/20000 [====>.........................] - ETA: 9:04 - loss: 0.1497 - acc: 0.9400
3500/20000 [====>.........................] - ETA: 9:02 - loss: 0.1506 - acc: 0.9400
3550/20000 [====>.........................] - ETA: 9:01 - loss: 0.1511 - acc: 0.9394
3600/20000 [====>.........................] - ETA: 8:59 - loss: 0.1513 - acc: 0.9392
3650/20000 [====>.........................] - ETA: 8:58 - loss: 0.1508 - acc: 0.9392
3700/20000 [====>.........................] - ETA: 8:56 - loss: 0.1507 - acc: 0.9395
3750/20000 [====>.........................] - ETA: 8:55 - loss: 0.1516 - acc: 0.9395
3800/20000 [====>.........................] - ETA: 8:53 - loss: 0.1528 - acc: 0.9392
3850/20000 [====>.........................] - ETA: 8:51 - loss: 0.1525 - acc: 0.9395
3900/20000 [====>.........................] - ETA: 8:49 - loss: 0.1538 - acc: 0.9390
3950/20000 [====>.........................] - ETA: 8:48 - loss: 0.1548 - acc: 0.9387
4000/20000 [=====>........................] - ETA: 8:47 - loss: 0.1540 - acc: 0.9390
4050/20000 [=====>........................] - ETA: 8:45 - loss: 0.1537 - acc: 0.9390
4100/20000 [=====>........................] - ETA: 8:44 - loss: 0.1541 - acc: 0.9388
4150/20000 [=====>........................] - ETA: 8:42 - loss: 0.1529 - acc: 0.9393
4200/20000 [=====>........................] - ETA: 8:40 - loss: 0.1533 - acc: 0.9393
4250/20000 [=====>........................] - ETA: 8:38 - loss: 0.1540 - acc: 0.9391
4300/20000 [=====>........................] - ETA: 8:37 - loss: 0.1532 - acc: 0.9395
4350/20000 [=====>........................] - ETA: 8:35 - loss: 0.1522 - acc: 0.9400
4400/20000 [=====>........................] - ETA: 8:33 - loss: 0.1521 - acc: 0.9400
4450/20000 [=====>........................] - ETA: 8:32 - loss: 0.1521 - acc: 0.9402
4500/20000 [=====>........................] - ETA: 8:30 - loss: 0.1520 - acc: 0.9402
4550/20000 [=====>........................] - ETA: 8:28 - loss: 0.1518 - acc: 0.9404
4600/20000 [=====>........................] - ETA: 8:26 - loss: 0.1517 - acc: 0.9407
4650/20000 [=====>........................] - ETA: 8:24 - loss: 0.1526 - acc: 0.9402
4700/20000 [======>.......................] - ETA: 8:22 - loss: 0.1525 - acc: 0.9404
4750/20000 [======>.......................] - ETA: 8:21 - loss: 0.1523 - acc: 0.9408
4800/20000 [======>.......................] - ETA: 8:19 - loss: 0.1523 - acc: 0.9406
4850/20000 [======>.......................] - ETA: 8:17 - loss: 0.1518 - acc: 0.9406
4900/20000 [======>.......................] - ETA: 8:16 - loss: 0.1512 - acc: 0.9410
4950/20000 [======>.......................] - ETA: 8:14 - loss: 0.1511 - acc: 0.9410
5000/20000 [======>.......................] - ETA: 8:12 - loss: 0.1514 - acc: 0.9408
5050/20000 [======>.......................] - ETA: 8:10 - loss: 0.1509 - acc: 0.9410
5100/20000 [======>.......................] - ETA: 8:09 - loss: 0.1518 - acc: 0.9408
5150/20000 [======>.......................] - ETA: 8:07 - loss: 0.1516 - acc: 0.9410
5200/20000 [======>.......................] - ETA: 8:05 - loss: 0.1520 - acc: 0.9406
5250/20000 [======>.......................] - ETA: 8:04 - loss: 0.1520 - acc: 0.9408
5300/20000 [======>.......................] - ETA: 8:02 - loss: 0.1517 - acc: 0.9408
5350/20000 [=======>......................] - ETA: 8:01 - loss: 0.1516 - acc: 0.9407
5400/20000 [=======>......................] - ETA: 7:59 - loss: 0.1520 - acc: 0.9404
5450/20000 [=======>......................] - ETA: 7:58 - loss: 0.1517 - acc: 0.9402
5500/20000 [=======>......................] - ETA: 7:56 - loss: 0.1516 - acc: 0.9402
5550/20000 [=======>......................] - ETA: 7:55 - loss: 0.1513 - acc: 0.9402
5600/20000 [=======>......................] - ETA: 7:53 - loss: 0.1510 - acc: 0.9404
5650/20000 [=======>......................] - ETA: 7:52 - loss: 0.1501 - acc: 0.9409
5700/20000 [=======>......................] - ETA: 7:50 - loss: 0.1503 - acc: 0.9407
5750/20000 [=======>......................] - ETA: 7:48 - loss: 0.1502 - acc: 0.9407
5800/20000 [=======>......................] - ETA: 7:47 - loss: 0.1500 - acc: 0.9407
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17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1700 - acc: 0.9321
17950/20000 [=========================>....] - ETA: 1:07 - loss: 0.1700 - acc: 0.9320
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1699 - acc: 0.9321
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.1697 - acc: 0.9321
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.1695 - acc: 0.9323
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.1695 - acc: 0.9323
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1698 - acc: 0.9323
18250/20000 [==========================>...] - ETA: 57s - loss: 0.1699 - acc: 0.9322
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1698 - acc: 0.9321
18350/20000 [==========================>...] - ETA: 54s - loss: 0.1701 - acc: 0.9319
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1701 - acc: 0.9320
18450/20000 [==========================>...] - ETA: 50s - loss: 0.1701 - acc: 0.9320
18500/20000 [==========================>...] - ETA: 49s - loss: 0.1708 - acc: 0.9318
18550/20000 [==========================>...] - ETA: 47s - loss: 0.1708 - acc: 0.9319
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1707 - acc: 0.9320
18650/20000 [==========================>...] - ETA: 44s - loss: 0.1704 - acc: 0.9322
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1710 - acc: 0.9318
18750/20000 [===========================>..] - ETA: 40s - loss: 0.1707 - acc: 0.9319
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1706 - acc: 0.9319
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1706 - acc: 0.9319
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1704 - acc: 0.9320
18950/20000 [===========================>..] - ETA: 34s - loss: 0.1703 - acc: 0.9321
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1702 - acc: 0.9321
19050/20000 [===========================>..] - ETA: 31s - loss: 0.1706 - acc: 0.9320
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1704 - acc: 0.9320
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1707 - acc: 0.9319
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1708 - acc: 0.9318
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1708 - acc: 0.9317
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1709 - acc: 0.9318
19350/20000 [============================>.] - ETA: 21s - loss: 0.1710 - acc: 0.9316
19400/20000 [============================>.] - ETA: 19s - loss: 0.1713 - acc: 0.9316
19450/20000 [============================>.] - ETA: 18s - loss: 0.1711 - acc: 0.9317
19500/20000 [============================>.] - ETA: 16s - loss: 0.1713 - acc: 0.9314
19550/20000 [============================>.] - ETA: 14s - loss: 0.1712 - acc: 0.9315
19600/20000 [============================>.] - ETA: 13s - loss: 0.1710 - acc: 0.9316
19650/20000 [============================>.] - ETA: 11s - loss: 0.1709 - acc: 0.9316
19700/20000 [============================>.] - ETA: 9s - loss: 0.1711 - acc: 0.9316
19750/20000 [============================>.] - ETA: 8s - loss: 0.1710 - acc: 0.9316
19800/20000 [============================>.] - ETA: 6s - loss: 0.1711 - acc: 0.9316
19850/20000 [============================>.] - ETA: 4s - loss: 0.1709 - acc: 0.9317
19900/20000 [============================>.] - ETA: 3s - loss: 0.1713 - acc: 0.9316
19950/20000 [============================>.] - ETA: 1s - loss: 0.1713 - acc: 0.9316
20000/20000 [==============================] - 666s 33ms/step - loss: 0.1711 - acc: 0.9316 - val_loss: 0.5566 - val_acc: 0.8012
Epoch 24/50
50/20000 [..............................] - ETA: 11:19 - loss: 0.1052 - acc: 0.9800
100/20000 [..............................] - ETA: 10:46 - loss: 0.1729 - acc: 0.9500
150/20000 [..............................] - ETA: 10:52 - loss: 0.1604 - acc: 0.9533
200/20000 [..............................] - ETA: 10:43 - loss: 0.1576 - acc: 0.9550
250/20000 [..............................] - ETA: 10:55 - loss: 0.1623 - acc: 0.9480
300/20000 [..............................] - ETA: 10:42 - loss: 0.1674 - acc: 0.9367
350/20000 [..............................] - ETA: 10:36 - loss: 0.1734 - acc: 0.9343
400/20000 [..............................] - ETA: 10:27 - loss: 0.1682 - acc: 0.9375
450/20000 [..............................] - ETA: 10:29 - loss: 0.1704 - acc: 0.9378
500/20000 [..............................] - ETA: 10:31 - loss: 0.1705 - acc: 0.9360
550/20000 [..............................] - ETA: 10:29 - loss: 0.1737 - acc: 0.9364
600/20000 [..............................] - ETA: 10:28 - loss: 0.1719 - acc: 0.9350
650/20000 [..............................] - ETA: 10:33 - loss: 0.1689 - acc: 0.9369
700/20000 [>.............................] - ETA: 10:33 - loss: 0.1744 - acc: 0.9343
750/20000 [>.............................] - ETA: 10:30 - loss: 0.1765 - acc: 0.9333
800/20000 [>.............................] - ETA: 10:31 - loss: 0.1749 - acc: 0.9312
850/20000 [>.............................] - ETA: 10:29 - loss: 0.1767 - acc: 0.9318
900/20000 [>.............................] - ETA: 10:24 - loss: 0.1763 - acc: 0.9322
950/20000 [>.............................] - ETA: 10:22 - loss: 0.1787 - acc: 0.9305
1000/20000 [>.............................] - ETA: 10:19 - loss: 0.1755 - acc: 0.9330
1050/20000 [>.............................] - ETA: 10:16 - loss: 0.1718 - acc: 0.9352
1100/20000 [>.............................] - ETA: 10:15 - loss: 0.1715 - acc: 0.9345
1150/20000 [>.............................] - ETA: 10:15 - loss: 0.1695 - acc: 0.9348
1200/20000 [>.............................] - ETA: 10:11 - loss: 0.1698 - acc: 0.9350
1250/20000 [>.............................] - ETA: 10:08 - loss: 0.1683 - acc: 0.9344
1300/20000 [>.............................] - ETA: 10:07 - loss: 0.1661 - acc: 0.9346
1350/20000 [=>............................] - ETA: 10:06 - loss: 0.1641 - acc: 0.9356
1400/20000 [=>............................] - ETA: 10:05 - loss: 0.1655 - acc: 0.9350
1450/20000 [=>............................] - ETA: 10:03 - loss: 0.1634 - acc: 0.9352
1500/20000 [=>............................] - ETA: 10:00 - loss: 0.1642 - acc: 0.9347
1550/20000 [=>............................] - ETA: 9:59 - loss: 0.1635 - acc: 0.9348
1600/20000 [=>............................] - ETA: 9:59 - loss: 0.1628 - acc: 0.9344
1650/20000 [=>............................] - ETA: 9:57 - loss: 0.1636 - acc: 0.9339
1700/20000 [=>............................] - ETA: 9:54 - loss: 0.1661 - acc: 0.9324
1750/20000 [=>............................] - ETA: 9:51 - loss: 0.1693 - acc: 0.9309
1800/20000 [=>............................] - ETA: 9:51 - loss: 0.1690 - acc: 0.9317
1850/20000 [=>............................] - ETA: 9:49 - loss: 0.1704 - acc: 0.9314
1900/20000 [=>............................] - ETA: 9:47 - loss: 0.1705 - acc: 0.9321
1950/20000 [=>............................] - ETA: 9:44 - loss: 0.1687 - acc: 0.9323
2000/20000 [==>...........................] - ETA: 9:43 - loss: 0.1717 - acc: 0.9310
2050/20000 [==>...........................] - ETA: 9:41 - loss: 0.1728 - acc: 0.9307
2100/20000 [==>...........................] - ETA: 9:40 - loss: 0.1724 - acc: 0.9310
2150/20000 [==>...........................] - ETA: 9:39 - loss: 0.1752 - acc: 0.9293
2200/20000 [==>...........................] - ETA: 9:37 - loss: 0.1745 - acc: 0.9300
2250/20000 [==>...........................] - ETA: 9:36 - loss: 0.1789 - acc: 0.9284
2300/20000 [==>...........................] - ETA: 9:34 - loss: 0.1778 - acc: 0.9296
2350/20000 [==>...........................] - ETA: 9:32 - loss: 0.1774 - acc: 0.9302
2400/20000 [==>...........................] - ETA: 9:30 - loss: 0.1775 - acc: 0.9292
2450/20000 [==>...........................] - ETA: 9:27 - loss: 0.1777 - acc: 0.9290
2500/20000 [==>...........................] - ETA: 9:26 - loss: 0.1797 - acc: 0.9276
2550/20000 [==>...........................] - ETA: 9:22 - loss: 0.1812 - acc: 0.9278
2600/20000 [==>...........................] - ETA: 9:21 - loss: 0.1801 - acc: 0.9285
2650/20000 [==>...........................] - ETA: 9:20 - loss: 0.1795 - acc: 0.9291
2700/20000 [===>..........................] - ETA: 9:18 - loss: 0.1811 - acc: 0.9278
2750/20000 [===>..........................] - ETA: 9:17 - loss: 0.1813 - acc: 0.9276
2800/20000 [===>..........................] - ETA: 9:15 - loss: 0.1803 - acc: 0.9282
2850/20000 [===>..........................] - ETA: 9:14 - loss: 0.1804 - acc: 0.9281
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.1795 - acc: 0.9283
2950/20000 [===>..........................] - ETA: 9:10 - loss: 0.1799 - acc: 0.9281
3000/20000 [===>..........................] - ETA: 9:09 - loss: 0.1786 - acc: 0.9283
3050/20000 [===>..........................] - ETA: 9:08 - loss: 0.1807 - acc: 0.9275
3100/20000 [===>..........................] - ETA: 9:06 - loss: 0.1823 - acc: 0.9265
3150/20000 [===>..........................] - ETA: 9:06 - loss: 0.1826 - acc: 0.9270
3200/20000 [===>..........................] - ETA: 9:05 - loss: 0.1842 - acc: 0.9256
3250/20000 [===>..........................] - ETA: 9:03 - loss: 0.1837 - acc: 0.9255
3300/20000 [===>..........................] - ETA: 9:02 - loss: 0.1848 - acc: 0.9255
3350/20000 [====>.........................] - ETA: 9:01 - loss: 0.1846 - acc: 0.9257
3400/20000 [====>.........................] - ETA: 8:59 - loss: 0.1844 - acc: 0.9259
3450/20000 [====>.........................] - ETA: 8:58 - loss: 0.1839 - acc: 0.9264
3500/20000 [====>.........................] - ETA: 8:56 - loss: 0.1830 - acc: 0.9269
3550/20000 [====>.........................] - ETA: 8:54 - loss: 0.1834 - acc: 0.9268
3600/20000 [====>.........................] - ETA: 8:53 - loss: 0.1828 - acc: 0.9269
3650/20000 [====>.........................] - ETA: 8:52 - loss: 0.1815 - acc: 0.9279
3700/20000 [====>.........................] - ETA: 8:50 - loss: 0.1802 - acc: 0.9286
3750/20000 [====>.........................] - ETA: 8:48 - loss: 0.1791 - acc: 0.9293
3800/20000 [====>.........................] - ETA: 8:47 - loss: 0.1790 - acc: 0.9289
3850/20000 [====>.........................] - ETA: 8:45 - loss: 0.1786 - acc: 0.9286
3900/20000 [====>.........................] - ETA: 8:44 - loss: 0.1782 - acc: 0.9292
3950/20000 [====>.........................] - ETA: 8:42 - loss: 0.1771 - acc: 0.9301
4000/20000 [=====>........................] - ETA: 8:41 - loss: 0.1759 - acc: 0.9305
4050/20000 [=====>........................] - ETA: 8:39 - loss: 0.1758 - acc: 0.9299
4100/20000 [=====>........................] - ETA: 8:37 - loss: 0.1747 - acc: 0.9302
4150/20000 [=====>........................] - ETA: 8:36 - loss: 0.1734 - acc: 0.9308
4200/20000 [=====>........................] - ETA: 8:34 - loss: 0.1732 - acc: 0.9310
4250/20000 [=====>........................] - ETA: 8:32 - loss: 0.1731 - acc: 0.9313
4300/20000 [=====>........................] - ETA: 8:31 - loss: 0.1722 - acc: 0.9316
4350/20000 [=====>........................] - ETA: 8:29 - loss: 0.1707 - acc: 0.9322
4400/20000 [=====>........................] - ETA: 8:27 - loss: 0.1708 - acc: 0.9323
4450/20000 [=====>........................] - ETA: 8:26 - loss: 0.1713 - acc: 0.9321
4500/20000 [=====>........................] - ETA: 8:24 - loss: 0.1735 - acc: 0.9320
4550/20000 [=====>........................] - ETA: 8:23 - loss: 0.1729 - acc: 0.9321
4600/20000 [=====>........................] - ETA: 8:21 - loss: 0.1719 - acc: 0.9324
4650/20000 [=====>........................] - ETA: 8:19 - loss: 0.1726 - acc: 0.9325
4700/20000 [======>.......................] - ETA: 8:17 - loss: 0.1717 - acc: 0.9330
4750/20000 [======>.......................] - ETA: 8:16 - loss: 0.1711 - acc: 0.9328
4800/20000 [======>.......................] - ETA: 8:14 - loss: 0.1715 - acc: 0.9329
4850/20000 [======>.......................] - ETA: 8:12 - loss: 0.1716 - acc: 0.9326
4900/20000 [======>.......................] - ETA: 8:11 - loss: 0.1703 - acc: 0.9333
4950/20000 [======>.......................] - ETA: 8:09 - loss: 0.1714 - acc: 0.9331
5000/20000 [======>.......................] - ETA: 8:07 - loss: 0.1708 - acc: 0.9334
5050/20000 [======>.......................] - ETA: 8:05 - loss: 0.1699 - acc: 0.9339
5100/20000 [======>.......................] - ETA: 8:04 - loss: 0.1699 - acc: 0.9337
5150/20000 [======>.......................] - ETA: 8:03 - loss: 0.1700 - acc: 0.9340
5200/20000 [======>.......................] - ETA: 8:01 - loss: 0.1694 - acc: 0.9344
5250/20000 [======>.......................] - ETA: 7:59 - loss: 0.1689 - acc: 0.9343
5300/20000 [======>.......................] - ETA: 7:58 - loss: 0.1706 - acc: 0.9336
5350/20000 [=======>......................] - ETA: 7:56 - loss: 0.1707 - acc: 0.9336
5400/20000 [=======>......................] - ETA: 7:54 - loss: 0.1711 - acc: 0.9333
5450/20000 [=======>......................] - ETA: 7:52 - loss: 0.1712 - acc: 0.9334
5500/20000 [=======>......................] - ETA: 7:51 - loss: 0.1714 - acc: 0.9335
5550/20000 [=======>......................] - ETA: 7:49 - loss: 0.1721 - acc: 0.9332
5600/20000 [=======>......................] - ETA: 7:47 - loss: 0.1719 - acc: 0.9330
5650/20000 [=======>......................] - ETA: 7:46 - loss: 0.1715 - acc: 0.9333
5700/20000 [=======>......................] - ETA: 7:44 - loss: 0.1728 - acc: 0.9328
5750/20000 [=======>......................] - ETA: 7:42 - loss: 0.1722 - acc: 0.9329
5800/20000 [=======>......................] - ETA: 7:40 - loss: 0.1742 - acc: 0.9322
5850/20000 [=======>......................] - ETA: 7:39 - loss: 0.1751 - acc: 0.9318
5900/20000 [=======>......................] - ETA: 7:38 - loss: 0.1746 - acc: 0.9320
5950/20000 [=======>......................] - ETA: 7:36 - loss: 0.1760 - acc: 0.9316
6000/20000 [========>.....................] - ETA: 7:35 - loss: 0.1755 - acc: 0.9318
6050/20000 [========>.....................] - ETA: 7:33 - loss: 0.1754 - acc: 0.9319
6100/20000 [========>.....................] - ETA: 7:31 - loss: 0.1760 - acc: 0.9316
6150/20000 [========>.....................] - ETA: 7:30 - loss: 0.1757 - acc: 0.9315
6200/20000 [========>.....................] - ETA: 7:28 - loss: 0.1766 - acc: 0.9311
6250/20000 [========>.....................] - ETA: 7:26 - loss: 0.1765 - acc: 0.9312
6300/20000 [========>.....................] - ETA: 7:25 - loss: 0.1763 - acc: 0.9314
6350/20000 [========>.....................] - ETA: 7:23 - loss: 0.1770 - acc: 0.9312
6400/20000 [========>.....................] - ETA: 7:22 - loss: 0.1778 - acc: 0.9308
6450/20000 [========>.....................] - ETA: 7:20 - loss: 0.1774 - acc: 0.9309
6500/20000 [========>.....................] - ETA: 7:18 - loss: 0.1779 - acc: 0.9303
6550/20000 [========>.....................] - ETA: 7:16 - loss: 0.1773 - acc: 0.9305
6600/20000 [========>.....................] - ETA: 7:14 - loss: 0.1767 - acc: 0.9308
6650/20000 [========>.....................] - ETA: 7:13 - loss: 0.1766 - acc: 0.9307
6700/20000 [=========>....................] - ETA: 7:11 - loss: 0.1770 - acc: 0.9306
6750/20000 [=========>....................] - ETA: 7:09 - loss: 0.1767 - acc: 0.9308
6800/20000 [=========>....................] - ETA: 7:08 - loss: 0.1769 - acc: 0.9307
6850/20000 [=========>....................] - ETA: 7:06 - loss: 0.1769 - acc: 0.9308
6900/20000 [=========>....................] - ETA: 7:04 - loss: 0.1767 - acc: 0.9309
6950/20000 [=========>....................] - ETA: 7:03 - loss: 0.1773 - acc: 0.9308
7000/20000 [=========>....................] - ETA: 7:01 - loss: 0.1775 - acc: 0.9306
7050/20000 [=========>....................] - ETA: 7:00 - loss: 0.1771 - acc: 0.9309
7100/20000 [=========>....................] - ETA: 6:58 - loss: 0.1768 - acc: 0.9310
7150/20000 [=========>....................] - ETA: 6:56 - loss: 0.1771 - acc: 0.9310
7200/20000 [=========>....................] - ETA: 6:55 - loss: 0.1770 - acc: 0.9312
7250/20000 [=========>....................] - ETA: 6:53 - loss: 0.1764 - acc: 0.9316
7300/20000 [=========>....................] - ETA: 6:52 - loss: 0.1758 - acc: 0.9316
7350/20000 [==========>...................] - ETA: 6:51 - loss: 0.1758 - acc: 0.9314
7400/20000 [==========>...................] - ETA: 6:49 - loss: 0.1756 - acc: 0.9316
7450/20000 [==========>...................] - ETA: 6:47 - loss: 0.1769 - acc: 0.9309
7500/20000 [==========>...................] - ETA: 6:46 - loss: 0.1763 - acc: 0.9312
7550/20000 [==========>...................] - ETA: 6:44 - loss: 0.1762 - acc: 0.9313
7600/20000 [==========>...................] - ETA: 6:43 - loss: 0.1761 - acc: 0.9313
7650/20000 [==========>...................] - ETA: 6:41 - loss: 0.1764 - acc: 0.9312
7700/20000 [==========>...................] - ETA: 6:40 - loss: 0.1764 - acc: 0.9310
7750/20000 [==========>...................] - ETA: 6:38 - loss: 0.1770 - acc: 0.9311
7800/20000 [==========>...................] - ETA: 6:36 - loss: 0.1774 - acc: 0.9310
7850/20000 [==========>...................] - ETA: 6:34 - loss: 0.1770 - acc: 0.9312
7900/20000 [==========>...................] - ETA: 6:33 - loss: 0.1767 - acc: 0.9313
7950/20000 [==========>...................] - ETA: 6:31 - loss: 0.1769 - acc: 0.9312
8000/20000 [===========>..................] - ETA: 6:29 - loss: 0.1765 - acc: 0.9314
8050/20000 [===========>..................] - ETA: 6:28 - loss: 0.1760 - acc: 0.9316
8100/20000 [===========>..................] - ETA: 6:26 - loss: 0.1760 - acc: 0.9317
8150/20000 [===========>..................] - ETA: 6:25 - loss: 0.1763 - acc: 0.9317
8200/20000 [===========>..................] - ETA: 6:23 - loss: 0.1773 - acc: 0.9313
8250/20000 [===========>..................] - ETA: 6:22 - loss: 0.1771 - acc: 0.9312
8300/20000 [===========>..................] - ETA: 6:20 - loss: 0.1772 - acc: 0.9312
8350/20000 [===========>..................] - ETA: 6:18 - loss: 0.1767 - acc: 0.9314
8400/20000 [===========>..................] - ETA: 6:17 - loss: 0.1776 - acc: 0.9311
8450/20000 [===========>..................] - ETA: 6:15 - loss: 0.1783 - acc: 0.9309
8500/20000 [===========>..................] - ETA: 6:13 - loss: 0.1788 - acc: 0.9308
8550/20000 [===========>..................] - ETA: 6:12 - loss: 0.1794 - acc: 0.9305
8600/20000 [===========>..................] - ETA: 6:10 - loss: 0.1792 - acc: 0.9305
8650/20000 [===========>..................] - ETA: 6:09 - loss: 0.1792 - acc: 0.9305
8700/20000 [============>.................] - ETA: 6:07 - loss: 0.1793 - acc: 0.9303
8750/20000 [============>.................] - ETA: 6:05 - loss: 0.1791 - acc: 0.9303
8800/20000 [============>.................] - ETA: 6:03 - loss: 0.1795 - acc: 0.9302
8850/20000 [============>.................] - ETA: 6:02 - loss: 0.1794 - acc: 0.9302
8900/20000 [============>.................] - ETA: 6:00 - loss: 0.1790 - acc: 0.9304
8950/20000 [============>.................] - ETA: 5:58 - loss: 0.1791 - acc: 0.9303
9000/20000 [============>.................] - ETA: 5:57 - loss: 0.1790 - acc: 0.9303
9050/20000 [============>.................] - ETA: 5:55 - loss: 0.1787 - acc: 0.9304
9100/20000 [============>.................] - ETA: 5:54 - loss: 0.1787 - acc: 0.9304
9150/20000 [============>.................] - ETA: 5:52 - loss: 0.1787 - acc: 0.9304
9200/20000 [============>.................] - ETA: 5:50 - loss: 0.1790 - acc: 0.9303
9250/20000 [============>.................] - ETA: 5:49 - loss: 0.1797 - acc: 0.9298
9300/20000 [============>.................] - ETA: 5:47 - loss: 0.1794 - acc: 0.9301
9350/20000 [=============>................] - ETA: 5:45 - loss: 0.1791 - acc: 0.9302
9400/20000 [=============>................] - ETA: 5:44 - loss: 0.1793 - acc: 0.9301
9450/20000 [=============>................] - ETA: 5:42 - loss: 0.1793 - acc: 0.9301
9500/20000 [=============>................] - ETA: 5:40 - loss: 0.1795 - acc: 0.9300
9550/20000 [=============>................] - ETA: 5:39 - loss: 0.1792 - acc: 0.9301
9600/20000 [=============>................] - ETA: 5:37 - loss: 0.1789 - acc: 0.9300
9650/20000 [=============>................] - ETA: 5:36 - loss: 0.1795 - acc: 0.9294
9700/20000 [=============>................] - ETA: 5:34 - loss: 0.1795 - acc: 0.9293
9750/20000 [=============>................] - ETA: 5:32 - loss: 0.1794 - acc: 0.9294
9800/20000 [=============>................] - ETA: 5:30 - loss: 0.1790 - acc: 0.9298
9850/20000 [=============>................] - ETA: 5:29 - loss: 0.1787 - acc: 0.9299
9900/20000 [=============>................] - ETA: 5:27 - loss: 0.1793 - acc: 0.9296
9950/20000 [=============>................] - ETA: 5:26 - loss: 0.1797 - acc: 0.9293
10000/20000 [==============>...............] - ETA: 5:24 - loss: 0.1797 - acc: 0.9293
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18700/20000 [===========================>..] - ETA: 42s - loss: 0.1725 - acc: 0.9309
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18850/20000 [===========================>..] - ETA: 37s - loss: 0.1737 - acc: 0.9305
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19100/20000 [===========================>..] - ETA: 29s - loss: 0.1739 - acc: 0.9304
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1741 - acc: 0.9303
19200/20000 [===========================>..] - ETA: 25s - loss: 0.1743 - acc: 0.9303
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1749 - acc: 0.9300
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1750 - acc: 0.9299
19350/20000 [============================>.] - ETA: 21s - loss: 0.1747 - acc: 0.9300
19400/20000 [============================>.] - ETA: 19s - loss: 0.1746 - acc: 0.9301
19450/20000 [============================>.] - ETA: 17s - loss: 0.1743 - acc: 0.9301
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19850/20000 [============================>.] - ETA: 4s - loss: 0.1742 - acc: 0.9301
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19950/20000 [============================>.] - ETA: 1s - loss: 0.1743 - acc: 0.9300
20000/20000 [==============================] - 660s 33ms/step - loss: 0.1744 - acc: 0.9300 - val_loss: 0.5630 - val_acc: 0.7910
Epoch 25/50
50/20000 [..............................] - ETA: 11:47 - loss: 0.1156 - acc: 0.9600
100/20000 [..............................] - ETA: 10:50 - loss: 0.1640 - acc: 0.9100
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300/20000 [..............................] - ETA: 10:47 - loss: 0.1610 - acc: 0.9233
350/20000 [..............................] - ETA: 10:40 - loss: 0.1728 - acc: 0.9200
400/20000 [..............................] - ETA: 10:47 - loss: 0.1757 - acc: 0.9150
450/20000 [..............................] - ETA: 10:49 - loss: 0.1721 - acc: 0.9178
500/20000 [..............................] - ETA: 10:42 - loss: 0.1661 - acc: 0.9220
550/20000 [..............................] - ETA: 10:37 - loss: 0.1595 - acc: 0.9273
600/20000 [..............................] - ETA: 10:36 - loss: 0.1565 - acc: 0.9283
650/20000 [..............................] - ETA: 10:34 - loss: 0.1505 - acc: 0.9308
700/20000 [>.............................] - ETA: 10:30 - loss: 0.1534 - acc: 0.9300
750/20000 [>.............................] - ETA: 10:28 - loss: 0.1491 - acc: 0.9307
800/20000 [>.............................] - ETA: 10:26 - loss: 0.1430 - acc: 0.9350
850/20000 [>.............................] - ETA: 10:24 - loss: 0.1404 - acc: 0.9365
900/20000 [>.............................] - ETA: 10:31 - loss: 0.1409 - acc: 0.9367
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1000/20000 [>.............................] - ETA: 10:29 - loss: 0.1409 - acc: 0.9380
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1100/20000 [>.............................] - ETA: 10:31 - loss: 0.1357 - acc: 0.9418
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1200/20000 [>.............................] - ETA: 10:28 - loss: 0.1346 - acc: 0.9433
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1300/20000 [>.............................] - ETA: 10:32 - loss: 0.1370 - acc: 0.9431
1350/20000 [=>............................] - ETA: 10:31 - loss: 0.1398 - acc: 0.9422
1400/20000 [=>............................] - ETA: 10:30 - loss: 0.1408 - acc: 0.9421
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1500/20000 [=>............................] - ETA: 10:28 - loss: 0.1446 - acc: 0.9400
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1600/20000 [=>............................] - ETA: 10:27 - loss: 0.1404 - acc: 0.9413
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1700/20000 [=>............................] - ETA: 10:25 - loss: 0.1420 - acc: 0.9388
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1800/20000 [=>............................] - ETA: 10:20 - loss: 0.1457 - acc: 0.9367
1850/20000 [=>............................] - ETA: 10:17 - loss: 0.1461 - acc: 0.9362
1900/20000 [=>............................] - ETA: 10:16 - loss: 0.1448 - acc: 0.9368
1950/20000 [=>............................] - ETA: 10:14 - loss: 0.1472 - acc: 0.9364
2000/20000 [==>...........................] - ETA: 10:12 - loss: 0.1481 - acc: 0.9370
2050/20000 [==>...........................] - ETA: 10:09 - loss: 0.1484 - acc: 0.9366
2100/20000 [==>...........................] - ETA: 10:06 - loss: 0.1473 - acc: 0.9371
2150/20000 [==>...........................] - ETA: 10:04 - loss: 0.1463 - acc: 0.9372
2200/20000 [==>...........................] - ETA: 10:02 - loss: 0.1483 - acc: 0.9359
2250/20000 [==>...........................] - ETA: 10:01 - loss: 0.1512 - acc: 0.9351
2300/20000 [==>...........................] - ETA: 9:59 - loss: 0.1498 - acc: 0.9357
2350/20000 [==>...........................] - ETA: 9:58 - loss: 0.1497 - acc: 0.9349
2400/20000 [==>...........................] - ETA: 9:55 - loss: 0.1513 - acc: 0.9346
2450/20000 [==>...........................] - ETA: 9:53 - loss: 0.1537 - acc: 0.9335
2500/20000 [==>...........................] - ETA: 9:52 - loss: 0.1534 - acc: 0.9332
2550/20000 [==>...........................] - ETA: 9:49 - loss: 0.1560 - acc: 0.9329
2600/20000 [==>...........................] - ETA: 9:46 - loss: 0.1561 - acc: 0.9319
2650/20000 [==>...........................] - ETA: 9:44 - loss: 0.1556 - acc: 0.9317
2700/20000 [===>..........................] - ETA: 9:43 - loss: 0.1556 - acc: 0.9319
2750/20000 [===>..........................] - ETA: 9:43 - loss: 0.1563 - acc: 0.9316
2800/20000 [===>..........................] - ETA: 9:42 - loss: 0.1552 - acc: 0.9321
2850/20000 [===>..........................] - ETA: 9:40 - loss: 0.1550 - acc: 0.9326
2900/20000 [===>..........................] - ETA: 9:40 - loss: 0.1538 - acc: 0.9328
2950/20000 [===>..........................] - ETA: 9:39 - loss: 0.1526 - acc: 0.9332
3000/20000 [===>..........................] - ETA: 9:38 - loss: 0.1531 - acc: 0.9330
3050/20000 [===>..........................] - ETA: 9:37 - loss: 0.1522 - acc: 0.9338
3100/20000 [===>..........................] - ETA: 9:36 - loss: 0.1522 - acc: 0.9342
3150/20000 [===>..........................] - ETA: 9:34 - loss: 0.1532 - acc: 0.9337
3200/20000 [===>..........................] - ETA: 9:33 - loss: 0.1545 - acc: 0.9334
3250/20000 [===>..........................] - ETA: 9:31 - loss: 0.1534 - acc: 0.9338
3300/20000 [===>..........................] - ETA: 9:29 - loss: 0.1525 - acc: 0.9345
3350/20000 [====>.........................] - ETA: 9:28 - loss: 0.1526 - acc: 0.9346
3400/20000 [====>.........................] - ETA: 9:27 - loss: 0.1539 - acc: 0.9344
3450/20000 [====>.........................] - ETA: 9:24 - loss: 0.1539 - acc: 0.9342
3500/20000 [====>.........................] - ETA: 9:22 - loss: 0.1525 - acc: 0.9351
3550/20000 [====>.........................] - ETA: 9:20 - loss: 0.1527 - acc: 0.9346
3600/20000 [====>.........................] - ETA: 9:19 - loss: 0.1531 - acc: 0.9347
3650/20000 [====>.........................] - ETA: 9:17 - loss: 0.1535 - acc: 0.9345
3700/20000 [====>.........................] - ETA: 9:15 - loss: 0.1519 - acc: 0.9354
3750/20000 [====>.........................] - ETA: 9:13 - loss: 0.1531 - acc: 0.9355
3800/20000 [====>.........................] - ETA: 9:11 - loss: 0.1556 - acc: 0.9345
3850/20000 [====>.........................] - ETA: 9:09 - loss: 0.1554 - acc: 0.9345
3900/20000 [====>.........................] - ETA: 9:07 - loss: 0.1558 - acc: 0.9338
3950/20000 [====>.........................] - ETA: 9:05 - loss: 0.1561 - acc: 0.9342
4000/20000 [=====>........................] - ETA: 9:03 - loss: 0.1556 - acc: 0.9342
4050/20000 [=====>........................] - ETA: 9:02 - loss: 0.1552 - acc: 0.9346
4100/20000 [=====>........................] - ETA: 9:00 - loss: 0.1545 - acc: 0.9351
4150/20000 [=====>........................] - ETA: 8:58 - loss: 0.1540 - acc: 0.9352
4200/20000 [=====>........................] - ETA: 8:56 - loss: 0.1550 - acc: 0.9345
4250/20000 [=====>........................] - ETA: 8:54 - loss: 0.1551 - acc: 0.9348
4300/20000 [=====>........................] - ETA: 8:52 - loss: 0.1549 - acc: 0.9349
4350/20000 [=====>........................] - ETA: 8:49 - loss: 0.1553 - acc: 0.9347
4400/20000 [=====>........................] - ETA: 8:48 - loss: 0.1546 - acc: 0.9352
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4600/20000 [=====>........................] - ETA: 8:40 - loss: 0.1549 - acc: 0.9352
4650/20000 [=====>........................] - ETA: 8:38 - loss: 0.1547 - acc: 0.9351
4700/20000 [======>.......................] - ETA: 8:36 - loss: 0.1540 - acc: 0.9355
4750/20000 [======>.......................] - ETA: 8:34 - loss: 0.1535 - acc: 0.9360
4800/20000 [======>.......................] - ETA: 8:33 - loss: 0.1535 - acc: 0.9360
4850/20000 [======>.......................] - ETA: 8:31 - loss: 0.1537 - acc: 0.9359
4900/20000 [======>.......................] - ETA: 8:29 - loss: 0.1529 - acc: 0.9361
4950/20000 [======>.......................] - ETA: 8:27 - loss: 0.1522 - acc: 0.9366
5000/20000 [======>.......................] - ETA: 8:26 - loss: 0.1523 - acc: 0.9366
5050/20000 [======>.......................] - ETA: 8:24 - loss: 0.1521 - acc: 0.9368
5100/20000 [======>.......................] - ETA: 8:21 - loss: 0.1519 - acc: 0.9371
5150/20000 [======>.......................] - ETA: 8:20 - loss: 0.1511 - acc: 0.9375
5200/20000 [======>.......................] - ETA: 8:19 - loss: 0.1517 - acc: 0.9373
5250/20000 [======>.......................] - ETA: 8:17 - loss: 0.1506 - acc: 0.9379
5300/20000 [======>.......................] - ETA: 8:16 - loss: 0.1503 - acc: 0.9381
5350/20000 [=======>......................] - ETA: 8:14 - loss: 0.1497 - acc: 0.9383
5400/20000 [=======>......................] - ETA: 8:12 - loss: 0.1502 - acc: 0.9383
5450/20000 [=======>......................] - ETA: 8:11 - loss: 0.1505 - acc: 0.9383
5500/20000 [=======>......................] - ETA: 8:09 - loss: 0.1519 - acc: 0.9378
5550/20000 [=======>......................] - ETA: 8:07 - loss: 0.1517 - acc: 0.9377
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5650/20000 [=======>......................] - ETA: 8:03 - loss: 0.1515 - acc: 0.9375
5700/20000 [=======>......................] - ETA: 8:01 - loss: 0.1512 - acc: 0.9375
5750/20000 [=======>......................] - ETA: 8:00 - loss: 0.1515 - acc: 0.9372
5800/20000 [=======>......................] - ETA: 7:58 - loss: 0.1527 - acc: 0.9371
5850/20000 [=======>......................] - ETA: 7:56 - loss: 0.1526 - acc: 0.9371
5900/20000 [=======>......................] - ETA: 7:54 - loss: 0.1520 - acc: 0.9373
5950/20000 [=======>......................] - ETA: 7:52 - loss: 0.1518 - acc: 0.9375
6000/20000 [========>.....................] - ETA: 7:50 - loss: 0.1521 - acc: 0.9370
6050/20000 [========>.....................] - ETA: 7:48 - loss: 0.1524 - acc: 0.9369
6100/20000 [========>.....................] - ETA: 7:46 - loss: 0.1528 - acc: 0.9369
6150/20000 [========>.....................] - ETA: 7:44 - loss: 0.1525 - acc: 0.9371
6200/20000 [========>.....................] - ETA: 7:43 - loss: 0.1517 - acc: 0.9376
6250/20000 [========>.....................] - ETA: 7:41 - loss: 0.1524 - acc: 0.9370
6300/20000 [========>.....................] - ETA: 7:39 - loss: 0.1525 - acc: 0.9367
6350/20000 [========>.....................] - ETA: 7:37 - loss: 0.1523 - acc: 0.9369
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6450/20000 [========>.....................] - ETA: 7:33 - loss: 0.1523 - acc: 0.9371
6500/20000 [========>.....................] - ETA: 7:31 - loss: 0.1521 - acc: 0.9371
6550/20000 [========>.....................] - ETA: 7:30 - loss: 0.1516 - acc: 0.9376
6600/20000 [========>.....................] - ETA: 7:28 - loss: 0.1513 - acc: 0.9377
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6700/20000 [=========>....................] - ETA: 7:25 - loss: 0.1512 - acc: 0.9376
6750/20000 [=========>....................] - ETA: 7:23 - loss: 0.1509 - acc: 0.9378
6800/20000 [=========>....................] - ETA: 7:22 - loss: 0.1500 - acc: 0.9382
6850/20000 [=========>....................] - ETA: 7:20 - loss: 0.1495 - acc: 0.9385
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6950/20000 [=========>....................] - ETA: 7:16 - loss: 0.1497 - acc: 0.9386
7000/20000 [=========>....................] - ETA: 7:14 - loss: 0.1500 - acc: 0.9384
7050/20000 [=========>....................] - ETA: 7:12 - loss: 0.1504 - acc: 0.9383
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7150/20000 [=========>....................] - ETA: 7:09 - loss: 0.1511 - acc: 0.9382
7200/20000 [=========>....................] - ETA: 7:07 - loss: 0.1511 - acc: 0.9382
7250/20000 [=========>....................] - ETA: 7:05 - loss: 0.1531 - acc: 0.9375
7300/20000 [=========>....................] - ETA: 7:03 - loss: 0.1536 - acc: 0.9373
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7500/20000 [==========>...................] - ETA: 6:57 - loss: 0.1529 - acc: 0.9373
7550/20000 [==========>...................] - ETA: 6:55 - loss: 0.1533 - acc: 0.9371
7600/20000 [==========>...................] - ETA: 6:53 - loss: 0.1542 - acc: 0.9367
7650/20000 [==========>...................] - ETA: 6:52 - loss: 0.1558 - acc: 0.9362
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7750/20000 [==========>...................] - ETA: 6:48 - loss: 0.1556 - acc: 0.9363
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7950/20000 [==========>...................] - ETA: 6:41 - loss: 0.1565 - acc: 0.9361
8000/20000 [===========>..................] - ETA: 6:39 - loss: 0.1573 - acc: 0.9357
8050/20000 [===========>..................] - ETA: 6:37 - loss: 0.1571 - acc: 0.9358
8100/20000 [===========>..................] - ETA: 6:36 - loss: 0.1565 - acc: 0.9360
8150/20000 [===========>..................] - ETA: 6:34 - loss: 0.1562 - acc: 0.9362
8200/20000 [===========>..................] - ETA: 6:32 - loss: 0.1560 - acc: 0.9365
8250/20000 [===========>..................] - ETA: 6:30 - loss: 0.1565 - acc: 0.9361
8300/20000 [===========>..................] - ETA: 6:29 - loss: 0.1562 - acc: 0.9360
8350/20000 [===========>..................] - ETA: 6:27 - loss: 0.1559 - acc: 0.9363
8400/20000 [===========>..................] - ETA: 6:25 - loss: 0.1556 - acc: 0.9364
8450/20000 [===========>..................] - ETA: 6:23 - loss: 0.1552 - acc: 0.9366
8500/20000 [===========>..................] - ETA: 6:22 - loss: 0.1552 - acc: 0.9365
8550/20000 [===========>..................] - ETA: 6:20 - loss: 0.1550 - acc: 0.9365
8600/20000 [===========>..................] - ETA: 6:18 - loss: 0.1552 - acc: 0.9363
8650/20000 [===========>..................] - ETA: 6:17 - loss: 0.1548 - acc: 0.9365
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8750/20000 [============>.................] - ETA: 6:13 - loss: 0.1551 - acc: 0.9363
8800/20000 [============>.................] - ETA: 6:11 - loss: 0.1548 - acc: 0.9364
8850/20000 [============>.................] - ETA: 6:10 - loss: 0.1551 - acc: 0.9364
8900/20000 [============>.................] - ETA: 6:08 - loss: 0.1551 - acc: 0.9363
8950/20000 [============>.................] - ETA: 6:06 - loss: 0.1550 - acc: 0.9363
9000/20000 [============>.................] - ETA: 6:05 - loss: 0.1549 - acc: 0.9363
9050/20000 [============>.................] - ETA: 6:03 - loss: 0.1550 - acc: 0.9364
9100/20000 [============>.................] - ETA: 6:02 - loss: 0.1552 - acc: 0.9363
9150/20000 [============>.................] - ETA: 6:00 - loss: 0.1551 - acc: 0.9363
9200/20000 [============>.................] - ETA: 5:58 - loss: 0.1548 - acc: 0.9365
9250/20000 [============>.................] - ETA: 5:57 - loss: 0.1546 - acc: 0.9366
9300/20000 [============>.................] - ETA: 5:55 - loss: 0.1547 - acc: 0.9365
9350/20000 [=============>................] - ETA: 5:53 - loss: 0.1550 - acc: 0.9363
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10000/20000 [==============>...............] - ETA: 5:30 - loss: 0.1549 - acc: 0.9360
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10100/20000 [==============>...............] - ETA: 5:27 - loss: 0.1545 - acc: 0.9362
10150/20000 [==============>...............] - ETA: 5:26 - loss: 0.1543 - acc: 0.9363
10200/20000 [==============>...............] - ETA: 5:24 - loss: 0.1550 - acc: 0.9361
10250/20000 [==============>...............] - ETA: 5:22 - loss: 0.1548 - acc: 0.9362
10300/20000 [==============>...............] - ETA: 5:21 - loss: 0.1549 - acc: 0.9363
10350/20000 [==============>...............] - ETA: 5:19 - loss: 0.1561 - acc: 0.9357
10400/20000 [==============>...............] - ETA: 5:17 - loss: 0.1562 - acc: 0.9355
10450/20000 [==============>...............] - ETA: 5:16 - loss: 0.1557 - acc: 0.9356
10500/20000 [==============>...............] - ETA: 5:14 - loss: 0.1561 - acc: 0.9352
10550/20000 [==============>...............] - ETA: 5:12 - loss: 0.1560 - acc: 0.9353
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11450/20000 [================>.............] - ETA: 4:43 - loss: 0.1562 - acc: 0.9357
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11550/20000 [================>.............] - ETA: 4:40 - loss: 0.1559 - acc: 0.9361
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11650/20000 [================>.............] - ETA: 4:36 - loss: 0.1552 - acc: 0.9366
11700/20000 [================>.............] - ETA: 4:34 - loss: 0.1556 - acc: 0.9364
11750/20000 [================>.............] - ETA: 4:33 - loss: 0.1558 - acc: 0.9363
11800/20000 [================>.............] - ETA: 4:31 - loss: 0.1557 - acc: 0.9364
11850/20000 [================>.............] - ETA: 4:29 - loss: 0.1576 - acc: 0.9360
11900/20000 [================>.............] - ETA: 4:28 - loss: 0.1574 - acc: 0.9360
11950/20000 [================>.............] - ETA: 4:26 - loss: 0.1581 - acc: 0.9356
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12150/20000 [=================>............] - ETA: 4:19 - loss: 0.1580 - acc: 0.9356
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12250/20000 [=================>............] - ETA: 4:16 - loss: 0.1577 - acc: 0.9358
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14150/20000 [====================>.........] - ETA: 3:13 - loss: 0.1599 - acc: 0.9338
14200/20000 [====================>.........] - ETA: 3:11 - loss: 0.1597 - acc: 0.9339
14250/20000 [====================>.........] - ETA: 3:10 - loss: 0.1600 - acc: 0.9337
14300/20000 [====================>.........] - ETA: 3:08 - loss: 0.1597 - acc: 0.9338
14350/20000 [====================>.........] - ETA: 3:06 - loss: 0.1597 - acc: 0.9339
14400/20000 [====================>.........] - ETA: 3:05 - loss: 0.1595 - acc: 0.9341
14450/20000 [====================>.........] - ETA: 3:03 - loss: 0.1592 - acc: 0.9342
14500/20000 [====================>.........] - ETA: 3:01 - loss: 0.1599 - acc: 0.9340
14550/20000 [====================>.........] - ETA: 3:00 - loss: 0.1597 - acc: 0.9341
14600/20000 [====================>.........] - ETA: 2:58 - loss: 0.1599 - acc: 0.9340
14650/20000 [====================>.........] - ETA: 2:56 - loss: 0.1599 - acc: 0.9341
14700/20000 [=====================>........] - ETA: 2:55 - loss: 0.1598 - acc: 0.9341
14750/20000 [=====================>........] - ETA: 2:53 - loss: 0.1598 - acc: 0.9341
14800/20000 [=====================>........] - ETA: 2:51 - loss: 0.1599 - acc: 0.9340
14850/20000 [=====================>........] - ETA: 2:50 - loss: 0.1596 - acc: 0.9341
14900/20000 [=====================>........] - ETA: 2:48 - loss: 0.1594 - acc: 0.9342
14950/20000 [=====================>........] - ETA: 2:46 - loss: 0.1590 - acc: 0.9344
15000/20000 [=====================>........] - ETA: 2:44 - loss: 0.1588 - acc: 0.9345
15050/20000 [=====================>........] - ETA: 2:43 - loss: 0.1589 - acc: 0.9347
15100/20000 [=====================>........] - ETA: 2:41 - loss: 0.1589 - acc: 0.9346
15150/20000 [=====================>........] - ETA: 2:39 - loss: 0.1588 - acc: 0.9347
15200/20000 [=====================>........] - ETA: 2:38 - loss: 0.1588 - acc: 0.9347
15250/20000 [=====================>........] - ETA: 2:36 - loss: 0.1587 - acc: 0.9346
15300/20000 [=====================>........] - ETA: 2:34 - loss: 0.1586 - acc: 0.9345
15350/20000 [======================>.......] - ETA: 2:33 - loss: 0.1588 - acc: 0.9346
15400/20000 [======================>.......] - ETA: 2:31 - loss: 0.1587 - acc: 0.9347
15450/20000 [======================>.......] - ETA: 2:29 - loss: 0.1589 - acc: 0.9346
15500/20000 [======================>.......] - ETA: 2:28 - loss: 0.1590 - acc: 0.9345
15550/20000 [======================>.......] - ETA: 2:26 - loss: 0.1592 - acc: 0.9343
15600/20000 [======================>.......] - ETA: 2:24 - loss: 0.1590 - acc: 0.9344
15650/20000 [======================>.......] - ETA: 2:23 - loss: 0.1589 - acc: 0.9344
15700/20000 [======================>.......] - ETA: 2:21 - loss: 0.1587 - acc: 0.9346
15750/20000 [======================>.......] - ETA: 2:20 - loss: 0.1591 - acc: 0.9343
15800/20000 [======================>.......] - ETA: 2:18 - loss: 0.1595 - acc: 0.9343
15850/20000 [======================>.......] - ETA: 2:16 - loss: 0.1596 - acc: 0.9343
15900/20000 [======================>.......] - ETA: 2:15 - loss: 0.1594 - acc: 0.9344
15950/20000 [======================>.......] - ETA: 2:13 - loss: 0.1597 - acc: 0.9344
16000/20000 [=======================>......] - ETA: 2:11 - loss: 0.1599 - acc: 0.9342
16050/20000 [=======================>......] - ETA: 2:10 - loss: 0.1596 - acc: 0.9344
16100/20000 [=======================>......] - ETA: 2:08 - loss: 0.1593 - acc: 0.9346
16150/20000 [=======================>......] - ETA: 2:06 - loss: 0.1596 - acc: 0.9344
16200/20000 [=======================>......] - ETA: 2:05 - loss: 0.1595 - acc: 0.9344
16250/20000 [=======================>......] - ETA: 2:03 - loss: 0.1593 - acc: 0.9346
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.1593 - acc: 0.9345
16350/20000 [=======================>......] - ETA: 2:00 - loss: 0.1592 - acc: 0.9347
16400/20000 [=======================>......] - ETA: 1:58 - loss: 0.1592 - acc: 0.9346
16450/20000 [=======================>......] - ETA: 1:57 - loss: 0.1592 - acc: 0.9346
16500/20000 [=======================>......] - ETA: 1:55 - loss: 0.1591 - acc: 0.9346
16550/20000 [=======================>......] - ETA: 1:53 - loss: 0.1592 - acc: 0.9346
16600/20000 [=======================>......] - ETA: 1:52 - loss: 0.1590 - acc: 0.9348
16650/20000 [=======================>......] - ETA: 1:50 - loss: 0.1591 - acc: 0.9347
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.1595 - acc: 0.9346
16750/20000 [========================>.....] - ETA: 1:47 - loss: 0.1594 - acc: 0.9347
16800/20000 [========================>.....] - ETA: 1:45 - loss: 0.1591 - acc: 0.9348
16850/20000 [========================>.....] - ETA: 1:43 - loss: 0.1594 - acc: 0.9346
16900/20000 [========================>.....] - ETA: 1:42 - loss: 0.1595 - acc: 0.9347
16950/20000 [========================>.....] - ETA: 1:40 - loss: 0.1594 - acc: 0.9346
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.1595 - acc: 0.9347
17050/20000 [========================>.....] - ETA: 1:37 - loss: 0.1598 - acc: 0.9344
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.1597 - acc: 0.9344
17150/20000 [========================>.....] - ETA: 1:34 - loss: 0.1595 - acc: 0.9345
17200/20000 [========================>.....] - ETA: 1:32 - loss: 0.1593 - acc: 0.9345
17250/20000 [========================>.....] - ETA: 1:30 - loss: 0.1593 - acc: 0.9344
17300/20000 [========================>.....] - ETA: 1:29 - loss: 0.1595 - acc: 0.9343
17350/20000 [=========================>....] - ETA: 1:27 - loss: 0.1592 - acc: 0.9344
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.1591 - acc: 0.9345
17450/20000 [=========================>....] - ETA: 1:24 - loss: 0.1598 - acc: 0.9343
17500/20000 [=========================>....] - ETA: 1:22 - loss: 0.1597 - acc: 0.9343
17550/20000 [=========================>....] - ETA: 1:20 - loss: 0.1595 - acc: 0.9344
17600/20000 [=========================>....] - ETA: 1:19 - loss: 0.1595 - acc: 0.9344
17650/20000 [=========================>....] - ETA: 1:17 - loss: 0.1594 - acc: 0.9344
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1595 - acc: 0.9345
17750/20000 [=========================>....] - ETA: 1:14 - loss: 0.1595 - acc: 0.9345
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.1598 - acc: 0.9344
17850/20000 [=========================>....] - ETA: 1:10 - loss: 0.1600 - acc: 0.9343
17900/20000 [=========================>....] - ETA: 1:09 - loss: 0.1601 - acc: 0.9344
17950/20000 [=========================>....] - ETA: 1:07 - loss: 0.1600 - acc: 0.9344
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1603 - acc: 0.9343
18050/20000 [==========================>...] - ETA: 1:04 - loss: 0.1602 - acc: 0.9343
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.1604 - acc: 0.9344
18150/20000 [==========================>...] - ETA: 1:01 - loss: 0.1603 - acc: 0.9344
18200/20000 [==========================>...] - ETA: 59s - loss: 0.1603 - acc: 0.9344
18250/20000 [==========================>...] - ETA: 57s - loss: 0.1601 - acc: 0.9345
18300/20000 [==========================>...] - ETA: 56s - loss: 0.1602 - acc: 0.9345
18350/20000 [==========================>...] - ETA: 54s - loss: 0.1602 - acc: 0.9343
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1603 - acc: 0.9343
18450/20000 [==========================>...] - ETA: 51s - loss: 0.1601 - acc: 0.9344
18500/20000 [==========================>...] - ETA: 49s - loss: 0.1600 - acc: 0.9344
18550/20000 [==========================>...] - ETA: 47s - loss: 0.1601 - acc: 0.9344
18600/20000 [==========================>...] - ETA: 46s - loss: 0.1599 - acc: 0.9346
18650/20000 [==========================>...] - ETA: 44s - loss: 0.1598 - acc: 0.9346
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1602 - acc: 0.9345
18750/20000 [===========================>..] - ETA: 41s - loss: 0.1605 - acc: 0.9344
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1604 - acc: 0.9345
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1606 - acc: 0.9344
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1606 - acc: 0.9344
18950/20000 [===========================>..] - ETA: 34s - loss: 0.1606 - acc: 0.9344
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1606 - acc: 0.9344
19050/20000 [===========================>..] - ETA: 31s - loss: 0.1606 - acc: 0.9344
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1605 - acc: 0.9345
19150/20000 [===========================>..] - ETA: 28s - loss: 0.1604 - acc: 0.9345
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1602 - acc: 0.9346
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1607 - acc: 0.9345
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1608 - acc: 0.9346
19350/20000 [============================>.] - ETA: 21s - loss: 0.1607 - acc: 0.9346
19400/20000 [============================>.] - ETA: 19s - loss: 0.1607 - acc: 0.9346
19450/20000 [============================>.] - ETA: 18s - loss: 0.1608 - acc: 0.9347
19500/20000 [============================>.] - ETA: 16s - loss: 0.1606 - acc: 0.9348
19550/20000 [============================>.] - ETA: 14s - loss: 0.1606 - acc: 0.9347
19600/20000 [============================>.] - ETA: 13s - loss: 0.1606 - acc: 0.9347
19650/20000 [============================>.] - ETA: 11s - loss: 0.1606 - acc: 0.9347
19700/20000 [============================>.] - ETA: 9s - loss: 0.1605 - acc: 0.9348
19750/20000 [============================>.] - ETA: 8s - loss: 0.1606 - acc: 0.9346
19800/20000 [============================>.] - ETA: 6s - loss: 0.1604 - acc: 0.9346
19850/20000 [============================>.] - ETA: 4s - loss: 0.1605 - acc: 0.9346
19900/20000 [============================>.] - ETA: 3s - loss: 0.1606 - acc: 0.9346
19950/20000 [============================>.] - ETA: 1s - loss: 0.1605 - acc: 0.9346
20000/20000 [==============================] - 669s 33ms/step - loss: 0.1606 - acc: 0.9345 - val_loss: 0.7141 - val_acc: 0.7632
Epoch 26/50
50/20000 [..............................] - ETA: 9:36 - loss: 0.1509 - acc: 0.9200
100/20000 [..............................] - ETA: 10:20 - loss: 0.1793 - acc: 0.9000
150/20000 [..............................] - ETA: 10:22 - loss: 0.1644 - acc: 0.9200
200/20000 [..............................] - ETA: 10:46 - loss: 0.1498 - acc: 0.9350
250/20000 [..............................] - ETA: 10:38 - loss: 0.1394 - acc: 0.9400
300/20000 [..............................] - ETA: 10:47 - loss: 0.1472 - acc: 0.9400
350/20000 [..............................] - ETA: 10:47 - loss: 0.1560 - acc: 0.9400
400/20000 [..............................] - ETA: 10:46 - loss: 0.1603 - acc: 0.9375
450/20000 [..............................] - ETA: 10:45 - loss: 0.1495 - acc: 0.9422
500/20000 [..............................] - ETA: 10:37 - loss: 0.1514 - acc: 0.9420
550/20000 [..............................] - ETA: 10:38 - loss: 0.1505 - acc: 0.9418
600/20000 [..............................] - ETA: 10:38 - loss: 0.1566 - acc: 0.9400
650/20000 [..............................] - ETA: 10:36 - loss: 0.1515 - acc: 0.9400
700/20000 [>.............................] - ETA: 10:32 - loss: 0.1522 - acc: 0.9400
750/20000 [>.............................] - ETA: 10:31 - loss: 0.1489 - acc: 0.9413
800/20000 [>.............................] - ETA: 10:30 - loss: 0.1511 - acc: 0.9413
850/20000 [>.............................] - ETA: 10:27 - loss: 0.1509 - acc: 0.9388
900/20000 [>.............................] - ETA: 10:21 - loss: 0.1447 - acc: 0.9411
950/20000 [>.............................] - ETA: 10:18 - loss: 0.1433 - acc: 0.9400
1000/20000 [>.............................] - ETA: 10:18 - loss: 0.1438 - acc: 0.9400
1050/20000 [>.............................] - ETA: 10:15 - loss: 0.1450 - acc: 0.9400
1100/20000 [>.............................] - ETA: 10:13 - loss: 0.1462 - acc: 0.9382
1150/20000 [>.............................] - ETA: 10:09 - loss: 0.1428 - acc: 0.9400
1200/20000 [>.............................] - ETA: 10:08 - loss: 0.1396 - acc: 0.9425
1250/20000 [>.............................] - ETA: 10:06 - loss: 0.1367 - acc: 0.9448
1300/20000 [>.............................] - ETA: 10:06 - loss: 0.1373 - acc: 0.9446
1350/20000 [=>............................] - ETA: 10:05 - loss: 0.1403 - acc: 0.9437
1400/20000 [=>............................] - ETA: 10:04 - loss: 0.1405 - acc: 0.9443
1450/20000 [=>............................] - ETA: 10:04 - loss: 0.1391 - acc: 0.9448
1500/20000 [=>............................] - ETA: 10:03 - loss: 0.1357 - acc: 0.9467
1550/20000 [=>............................] - ETA: 9:59 - loss: 0.1334 - acc: 0.9477
1600/20000 [=>............................] - ETA: 9:59 - loss: 0.1342 - acc: 0.9481
1650/20000 [=>............................] - ETA: 9:58 - loss: 0.1336 - acc: 0.9491
1700/20000 [=>............................] - ETA: 9:57 - loss: 0.1352 - acc: 0.9482
1750/20000 [=>............................] - ETA: 9:54 - loss: 0.1354 - acc: 0.9486
1800/20000 [=>............................] - ETA: 9:52 - loss: 0.1360 - acc: 0.9478
1850/20000 [=>............................] - ETA: 9:51 - loss: 0.1361 - acc: 0.9476
1900/20000 [=>............................] - ETA: 9:49 - loss: 0.1338 - acc: 0.9489
1950/20000 [=>............................] - ETA: 9:45 - loss: 0.1360 - acc: 0.9482
2000/20000 [==>...........................] - ETA: 9:43 - loss: 0.1341 - acc: 0.9495
2050/20000 [==>...........................] - ETA: 9:40 - loss: 0.1345 - acc: 0.9483
2100/20000 [==>...........................] - ETA: 9:40 - loss: 0.1347 - acc: 0.9476
2150/20000 [==>...........................] - ETA: 9:39 - loss: 0.1337 - acc: 0.9484
2200/20000 [==>...........................] - ETA: 9:38 - loss: 0.1335 - acc: 0.9486
2250/20000 [==>...........................] - ETA: 9:35 - loss: 0.1337 - acc: 0.9489
2300/20000 [==>...........................] - ETA: 9:35 - loss: 0.1330 - acc: 0.9491
2350/20000 [==>...........................] - ETA: 9:33 - loss: 0.1338 - acc: 0.9472
2400/20000 [==>...........................] - ETA: 9:31 - loss: 0.1332 - acc: 0.9475
2450/20000 [==>...........................] - ETA: 9:30 - loss: 0.1316 - acc: 0.9482
2500/20000 [==>...........................] - ETA: 9:29 - loss: 0.1303 - acc: 0.9484
2550/20000 [==>...........................] - ETA: 9:27 - loss: 0.1311 - acc: 0.9482
2600/20000 [==>...........................] - ETA: 9:25 - loss: 0.1302 - acc: 0.9485
2650/20000 [==>...........................] - ETA: 9:25 - loss: 0.1314 - acc: 0.9483
2700/20000 [===>..........................] - ETA: 9:23 - loss: 0.1336 - acc: 0.9478
2750/20000 [===>..........................] - ETA: 9:20 - loss: 0.1342 - acc: 0.9476
2800/20000 [===>..........................] - ETA: 9:19 - loss: 0.1360 - acc: 0.9461
2850/20000 [===>..........................] - ETA: 9:17 - loss: 0.1374 - acc: 0.9449
2900/20000 [===>..........................] - ETA: 9:15 - loss: 0.1359 - acc: 0.9459
2950/20000 [===>..........................] - ETA: 9:14 - loss: 0.1368 - acc: 0.9447
3000/20000 [===>..........................] - ETA: 9:13 - loss: 0.1377 - acc: 0.9437
3050/20000 [===>..........................] - ETA: 9:11 - loss: 0.1383 - acc: 0.9436
3100/20000 [===>..........................] - ETA: 9:10 - loss: 0.1407 - acc: 0.9416
3150/20000 [===>..........................] - ETA: 9:08 - loss: 0.1418 - acc: 0.9410
3200/20000 [===>..........................] - ETA: 9:07 - loss: 0.1406 - acc: 0.9409
3250/20000 [===>..........................] - ETA: 9:06 - loss: 0.1414 - acc: 0.9406
3300/20000 [===>..........................] - ETA: 9:04 - loss: 0.1414 - acc: 0.9406
3350/20000 [====>.........................] - ETA: 9:02 - loss: 0.1403 - acc: 0.9412
3400/20000 [====>.........................] - ETA: 9:01 - loss: 0.1400 - acc: 0.9412
3450/20000 [====>.........................] - ETA: 8:59 - loss: 0.1398 - acc: 0.9417
3500/20000 [====>.........................] - ETA: 8:57 - loss: 0.1413 - acc: 0.9409
3550/20000 [====>.........................] - ETA: 8:56 - loss: 0.1402 - acc: 0.9414
3600/20000 [====>.........................] - ETA: 8:54 - loss: 0.1401 - acc: 0.9417
3650/20000 [====>.........................] - ETA: 8:52 - loss: 0.1397 - acc: 0.9414
3700/20000 [====>.........................] - ETA: 8:51 - loss: 0.1399 - acc: 0.9414
3750/20000 [====>.........................] - ETA: 8:50 - loss: 0.1401 - acc: 0.9416
3800/20000 [====>.........................] - ETA: 8:49 - loss: 0.1411 - acc: 0.9411
3850/20000 [====>.........................] - ETA: 8:47 - loss: 0.1410 - acc: 0.9410
3900/20000 [====>.........................] - ETA: 8:45 - loss: 0.1413 - acc: 0.9410
3950/20000 [====>.........................] - ETA: 8:43 - loss: 0.1406 - acc: 0.9418
4000/20000 [=====>........................] - ETA: 8:41 - loss: 0.1402 - acc: 0.9420
4050/20000 [=====>........................] - ETA: 8:39 - loss: 0.1400 - acc: 0.9417
4100/20000 [=====>........................] - ETA: 8:37 - loss: 0.1401 - acc: 0.9415
4150/20000 [=====>........................] - ETA: 8:36 - loss: 0.1403 - acc: 0.9412
4200/20000 [=====>........................] - ETA: 8:34 - loss: 0.1394 - acc: 0.9417
4250/20000 [=====>........................] - ETA: 8:33 - loss: 0.1388 - acc: 0.9421
4300/20000 [=====>........................] - ETA: 8:31 - loss: 0.1405 - acc: 0.9414
4350/20000 [=====>........................] - ETA: 8:30 - loss: 0.1402 - acc: 0.9418
4400/20000 [=====>........................] - ETA: 8:28 - loss: 0.1401 - acc: 0.9418
4450/20000 [=====>........................] - ETA: 8:27 - loss: 0.1395 - acc: 0.9422
4500/20000 [=====>........................] - ETA: 8:25 - loss: 0.1407 - acc: 0.9418
4550/20000 [=====>........................] - ETA: 8:23 - loss: 0.1405 - acc: 0.9415
4600/20000 [=====>........................] - ETA: 8:21 - loss: 0.1402 - acc: 0.9411
4650/20000 [=====>........................] - ETA: 8:20 - loss: 0.1402 - acc: 0.9406
4700/20000 [======>.......................] - ETA: 8:18 - loss: 0.1400 - acc: 0.9406
4750/20000 [======>.......................] - ETA: 8:17 - loss: 0.1407 - acc: 0.9408
4800/20000 [======>.......................] - ETA: 8:15 - loss: 0.1412 - acc: 0.9404
4850/20000 [======>.......................] - ETA: 8:14 - loss: 0.1422 - acc: 0.9402
4900/20000 [======>.......................] - ETA: 8:12 - loss: 0.1418 - acc: 0.9402
4950/20000 [======>.......................] - ETA: 8:11 - loss: 0.1425 - acc: 0.9402
5000/20000 [======>.......................] - ETA: 8:09 - loss: 0.1430 - acc: 0.9402
5050/20000 [======>.......................] - ETA: 8:07 - loss: 0.1429 - acc: 0.9402
5100/20000 [======>.......................] - ETA: 8:05 - loss: 0.1426 - acc: 0.9406
5150/20000 [======>.......................] - ETA: 8:03 - loss: 0.1424 - acc: 0.9408
5200/20000 [======>.......................] - ETA: 8:01 - loss: 0.1422 - acc: 0.9408
5250/20000 [======>.......................] - ETA: 8:00 - loss: 0.1414 - acc: 0.9411
5300/20000 [======>.......................] - ETA: 7:58 - loss: 0.1407 - acc: 0.9413
5350/20000 [=======>......................] - ETA: 7:57 - loss: 0.1416 - acc: 0.9409
5400/20000 [=======>......................] - ETA: 7:55 - loss: 0.1416 - acc: 0.9411
5450/20000 [=======>......................] - ETA: 7:54 - loss: 0.1414 - acc: 0.9409
5500/20000 [=======>......................] - ETA: 7:52 - loss: 0.1420 - acc: 0.9407
5550/20000 [=======>......................] - ETA: 7:51 - loss: 0.1420 - acc: 0.9409
5600/20000 [=======>......................] - ETA: 7:49 - loss: 0.1412 - acc: 0.9412
5650/20000 [=======>......................] - ETA: 7:47 - loss: 0.1409 - acc: 0.9416
5700/20000 [=======>......................] - ETA: 7:45 - loss: 0.1427 - acc: 0.9409
5750/20000 [=======>......................] - ETA: 7:44 - loss: 0.1420 - acc: 0.9412
5800/20000 [=======>......................] - ETA: 7:42 - loss: 0.1420 - acc: 0.9412
5850/20000 [=======>......................] - ETA: 7:40 - loss: 0.1425 - acc: 0.9410
5900/20000 [=======>......................] - ETA: 7:39 - loss: 0.1420 - acc: 0.9412
5950/20000 [=======>......................] - ETA: 7:37 - loss: 0.1421 - acc: 0.9408
6000/20000 [========>.....................] - ETA: 7:35 - loss: 0.1426 - acc: 0.9407
6050/20000 [========>.....................] - ETA: 7:33 - loss: 0.1420 - acc: 0.9410
6100/20000 [========>.....................] - ETA: 7:32 - loss: 0.1423 - acc: 0.9411
6150/20000 [========>.....................] - ETA: 7:30 - loss: 0.1423 - acc: 0.9411
6200/20000 [========>.....................] - ETA: 7:28 - loss: 0.1425 - acc: 0.9411
6250/20000 [========>.....................] - ETA: 7:27 - loss: 0.1423 - acc: 0.9413
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18500/20000 [==========================>...] - ETA: 49s - loss: 0.1496 - acc: 0.9377
18550/20000 [==========================>...] - ETA: 47s - loss: 0.1502 - acc: 0.9374
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1501 - acc: 0.9375
18650/20000 [==========================>...] - ETA: 44s - loss: 0.1505 - acc: 0.9372
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1506 - acc: 0.9372
18750/20000 [===========================>..] - ETA: 41s - loss: 0.1508 - acc: 0.9371
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1510 - acc: 0.9369
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1507 - acc: 0.9370
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1507 - acc: 0.9370
18950/20000 [===========================>..] - ETA: 34s - loss: 0.1508 - acc: 0.9370
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1508 - acc: 0.9370
19050/20000 [===========================>..] - ETA: 31s - loss: 0.1509 - acc: 0.9371
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1509 - acc: 0.9371
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1510 - acc: 0.9371
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1512 - acc: 0.9369
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1512 - acc: 0.9369
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1510 - acc: 0.9371
19350/20000 [============================>.] - ETA: 21s - loss: 0.1510 - acc: 0.9370
19400/20000 [============================>.] - ETA: 19s - loss: 0.1513 - acc: 0.9369
19450/20000 [============================>.] - ETA: 18s - loss: 0.1515 - acc: 0.9368
19500/20000 [============================>.] - ETA: 16s - loss: 0.1517 - acc: 0.9367
19550/20000 [============================>.] - ETA: 14s - loss: 0.1519 - acc: 0.9366
19600/20000 [============================>.] - ETA: 13s - loss: 0.1521 - acc: 0.9366
19650/20000 [============================>.] - ETA: 11s - loss: 0.1521 - acc: 0.9366
19700/20000 [============================>.] - ETA: 9s - loss: 0.1524 - acc: 0.9366
19750/20000 [============================>.] - ETA: 8s - loss: 0.1528 - acc: 0.9366
19800/20000 [============================>.] - ETA: 6s - loss: 0.1526 - acc: 0.9367
19850/20000 [============================>.] - ETA: 4s - loss: 0.1527 - acc: 0.9366
19900/20000 [============================>.] - ETA: 3s - loss: 0.1527 - acc: 0.9366
19950/20000 [============================>.] - ETA: 1s - loss: 0.1533 - acc: 0.9364
20000/20000 [==============================] - 667s 33ms/step - loss: 0.1531 - acc: 0.9364 - val_loss: 0.7234 - val_acc: 0.7452
Epoch 27/50
50/20000 [..............................] - ETA: 10:18 - loss: 0.0725 - acc: 0.9800
100/20000 [..............................] - ETA: 10:59 - loss: 0.1656 - acc: 0.9600
150/20000 [..............................] - ETA: 10:52 - loss: 0.1959 - acc: 0.9600
200/20000 [..............................] - ETA: 10:50 - loss: 0.1774 - acc: 0.9600
250/20000 [..............................] - ETA: 10:32 - loss: 0.1685 - acc: 0.9560
300/20000 [..............................] - ETA: 10:23 - loss: 0.1602 - acc: 0.9633
350/20000 [..............................] - ETA: 10:22 - loss: 0.1773 - acc: 0.9571
400/20000 [..............................] - ETA: 10:26 - loss: 0.1739 - acc: 0.9525
450/20000 [..............................] - ETA: 10:21 - loss: 0.1651 - acc: 0.9533
500/20000 [..............................] - ETA: 10:21 - loss: 0.1577 - acc: 0.9560
550/20000 [..............................] - ETA: 10:20 - loss: 0.1525 - acc: 0.9545
600/20000 [..............................] - ETA: 10:26 - loss: 0.1490 - acc: 0.9567
650/20000 [..............................] - ETA: 10:26 - loss: 0.1498 - acc: 0.9554
700/20000 [>.............................] - ETA: 10:22 - loss: 0.1471 - acc: 0.9571
750/20000 [>.............................] - ETA: 10:19 - loss: 0.1487 - acc: 0.9573
800/20000 [>.............................] - ETA: 10:14 - loss: 0.1444 - acc: 0.9588
850/20000 [>.............................] - ETA: 10:15 - loss: 0.1584 - acc: 0.9506
900/20000 [>.............................] - ETA: 10:11 - loss: 0.1557 - acc: 0.9511
950/20000 [>.............................] - ETA: 10:08 - loss: 0.1541 - acc: 0.9526
1000/20000 [>.............................] - ETA: 10:07 - loss: 0.1547 - acc: 0.9500
1050/20000 [>.............................] - ETA: 10:06 - loss: 0.1524 - acc: 0.9495
1100/20000 [>.............................] - ETA: 10:07 - loss: 0.1520 - acc: 0.9482
1150/20000 [>.............................] - ETA: 10:07 - loss: 0.1482 - acc: 0.9504
1200/20000 [>.............................] - ETA: 10:05 - loss: 0.1439 - acc: 0.9525
1250/20000 [>.............................] - ETA: 10:03 - loss: 0.1486 - acc: 0.9504
1300/20000 [>.............................] - ETA: 10:00 - loss: 0.1479 - acc: 0.9508
1350/20000 [=>............................] - ETA: 9:59 - loss: 0.1492 - acc: 0.9496
1400/20000 [=>............................] - ETA: 9:56 - loss: 0.1471 - acc: 0.9507
1450/20000 [=>............................] - ETA: 9:55 - loss: 0.1449 - acc: 0.9517
1500/20000 [=>............................] - ETA: 9:53 - loss: 0.1449 - acc: 0.9507
1550/20000 [=>............................] - ETA: 9:53 - loss: 0.1461 - acc: 0.9497
1600/20000 [=>............................] - ETA: 9:51 - loss: 0.1439 - acc: 0.9500
1650/20000 [=>............................] - ETA: 9:51 - loss: 0.1420 - acc: 0.9503
1700/20000 [=>............................] - ETA: 9:50 - loss: 0.1416 - acc: 0.9494
1750/20000 [=>............................] - ETA: 9:47 - loss: 0.1427 - acc: 0.9474
1800/20000 [=>............................] - ETA: 9:46 - loss: 0.1428 - acc: 0.9478
1850/20000 [=>............................] - ETA: 9:45 - loss: 0.1402 - acc: 0.9492
1900/20000 [=>............................] - ETA: 9:44 - loss: 0.1386 - acc: 0.9505
1950/20000 [=>............................] - ETA: 9:43 - loss: 0.1373 - acc: 0.9513
2000/20000 [==>...........................] - ETA: 9:42 - loss: 0.1367 - acc: 0.9520
2050/20000 [==>...........................] - ETA: 9:39 - loss: 0.1358 - acc: 0.9517
2100/20000 [==>...........................] - ETA: 9:38 - loss: 0.1345 - acc: 0.9519
2150/20000 [==>...........................] - ETA: 9:36 - loss: 0.1339 - acc: 0.9521
2200/20000 [==>...........................] - ETA: 9:33 - loss: 0.1347 - acc: 0.9518
2250/20000 [==>...........................] - ETA: 9:32 - loss: 0.1342 - acc: 0.9516
2300/20000 [==>...........................] - ETA: 9:29 - loss: 0.1335 - acc: 0.9522
2350/20000 [==>...........................] - ETA: 9:27 - loss: 0.1319 - acc: 0.9528
2400/20000 [==>...........................] - ETA: 9:25 - loss: 0.1315 - acc: 0.9529
2450/20000 [==>...........................] - ETA: 9:24 - loss: 0.1319 - acc: 0.9522
2500/20000 [==>...........................] - ETA: 9:23 - loss: 0.1323 - acc: 0.9508
2550/20000 [==>...........................] - ETA: 9:22 - loss: 0.1319 - acc: 0.9510
2600/20000 [==>...........................] - ETA: 9:20 - loss: 0.1340 - acc: 0.9500
2650/20000 [==>...........................] - ETA: 9:20 - loss: 0.1360 - acc: 0.9491
2700/20000 [===>..........................] - ETA: 9:18 - loss: 0.1362 - acc: 0.9489
2750/20000 [===>..........................] - ETA: 9:16 - loss: 0.1359 - acc: 0.9491
2800/20000 [===>..........................] - ETA: 9:15 - loss: 0.1366 - acc: 0.9482
2850/20000 [===>..........................] - ETA: 9:13 - loss: 0.1359 - acc: 0.9484
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.1368 - acc: 0.9483
2950/20000 [===>..........................] - ETA: 9:10 - loss: 0.1357 - acc: 0.9485
3000/20000 [===>..........................] - ETA: 9:08 - loss: 0.1355 - acc: 0.9483
3050/20000 [===>..........................] - ETA: 9:06 - loss: 0.1349 - acc: 0.9489
3100/20000 [===>..........................] - ETA: 9:03 - loss: 0.1347 - acc: 0.9487
3150/20000 [===>..........................] - ETA: 9:01 - loss: 0.1338 - acc: 0.9486
3200/20000 [===>..........................] - ETA: 8:59 - loss: 0.1337 - acc: 0.9487
3250/20000 [===>..........................] - ETA: 8:58 - loss: 0.1334 - acc: 0.9486
3300/20000 [===>..........................] - ETA: 8:57 - loss: 0.1330 - acc: 0.9485
3350/20000 [====>.........................] - ETA: 8:55 - loss: 0.1338 - acc: 0.9484
3400/20000 [====>.........................] - ETA: 8:54 - loss: 0.1332 - acc: 0.9482
3450/20000 [====>.........................] - ETA: 8:53 - loss: 0.1343 - acc: 0.9481
3500/20000 [====>.........................] - ETA: 8:51 - loss: 0.1352 - acc: 0.9477
3550/20000 [====>.........................] - ETA: 8:50 - loss: 0.1348 - acc: 0.9482
3600/20000 [====>.........................] - ETA: 8:48 - loss: 0.1355 - acc: 0.9478
3650/20000 [====>.........................] - ETA: 8:47 - loss: 0.1363 - acc: 0.9471
3700/20000 [====>.........................] - ETA: 8:45 - loss: 0.1364 - acc: 0.9476
3750/20000 [====>.........................] - ETA: 8:44 - loss: 0.1364 - acc: 0.9472
3800/20000 [====>.........................] - ETA: 8:43 - loss: 0.1373 - acc: 0.9466
3850/20000 [====>.........................] - ETA: 8:41 - loss: 0.1368 - acc: 0.9462
3900/20000 [====>.........................] - ETA: 8:39 - loss: 0.1379 - acc: 0.9451
3950/20000 [====>.........................] - ETA: 8:38 - loss: 0.1374 - acc: 0.9453
4000/20000 [=====>........................] - ETA: 8:35 - loss: 0.1378 - acc: 0.9455
4050/20000 [=====>........................] - ETA: 8:34 - loss: 0.1388 - acc: 0.9459
4100/20000 [=====>........................] - ETA: 8:32 - loss: 0.1390 - acc: 0.9461
4150/20000 [=====>........................] - ETA: 8:30 - loss: 0.1392 - acc: 0.9460
4200/20000 [=====>........................] - ETA: 8:28 - loss: 0.1398 - acc: 0.9455
4250/20000 [=====>........................] - ETA: 8:27 - loss: 0.1397 - acc: 0.9454
4300/20000 [=====>........................] - ETA: 8:25 - loss: 0.1392 - acc: 0.9458
4350/20000 [=====>........................] - ETA: 8:23 - loss: 0.1390 - acc: 0.9460
4400/20000 [=====>........................] - ETA: 8:22 - loss: 0.1404 - acc: 0.9448
4450/20000 [=====>........................] - ETA: 8:20 - loss: 0.1396 - acc: 0.9452
4500/20000 [=====>........................] - ETA: 8:19 - loss: 0.1398 - acc: 0.9451
4550/20000 [=====>........................] - ETA: 8:17 - loss: 0.1394 - acc: 0.9453
4600/20000 [=====>........................] - ETA: 8:16 - loss: 0.1397 - acc: 0.9450
4650/20000 [=====>........................] - ETA: 8:14 - loss: 0.1397 - acc: 0.9449
4700/20000 [======>.......................] - ETA: 8:12 - loss: 0.1409 - acc: 0.9445
4750/20000 [======>.......................] - ETA: 8:11 - loss: 0.1408 - acc: 0.9446
4800/20000 [======>.......................] - ETA: 8:09 - loss: 0.1408 - acc: 0.9442
4850/20000 [======>.......................] - ETA: 8:07 - loss: 0.1410 - acc: 0.9443
4900/20000 [======>.......................] - ETA: 8:05 - loss: 0.1425 - acc: 0.9437
4950/20000 [======>.......................] - ETA: 8:04 - loss: 0.1446 - acc: 0.9432
5000/20000 [======>.......................] - ETA: 8:02 - loss: 0.1447 - acc: 0.9434
5050/20000 [======>.......................] - ETA: 8:01 - loss: 0.1444 - acc: 0.9434
5100/20000 [======>.......................] - ETA: 8:00 - loss: 0.1439 - acc: 0.9437
5150/20000 [======>.......................] - ETA: 7:57 - loss: 0.1441 - acc: 0.9437
5200/20000 [======>.......................] - ETA: 7:57 - loss: 0.1435 - acc: 0.9440
5250/20000 [======>.......................] - ETA: 7:55 - loss: 0.1454 - acc: 0.9430
5300/20000 [======>.......................] - ETA: 7:53 - loss: 0.1453 - acc: 0.9430
5350/20000 [=======>......................] - ETA: 7:52 - loss: 0.1453 - acc: 0.9430
5400/20000 [=======>......................] - ETA: 7:50 - loss: 0.1460 - acc: 0.9426
5450/20000 [=======>......................] - ETA: 7:49 - loss: 0.1450 - acc: 0.9431
5500/20000 [=======>......................] - ETA: 7:47 - loss: 0.1457 - acc: 0.9425
5550/20000 [=======>......................] - ETA: 7:46 - loss: 0.1468 - acc: 0.9422
5600/20000 [=======>......................] - ETA: 7:44 - loss: 0.1471 - acc: 0.9416
5650/20000 [=======>......................] - ETA: 7:43 - loss: 0.1480 - acc: 0.9414
5700/20000 [=======>......................] - ETA: 7:41 - loss: 0.1482 - acc: 0.9414
5750/20000 [=======>......................] - ETA: 7:40 - loss: 0.1476 - acc: 0.9417
5800/20000 [=======>......................] - ETA: 7:38 - loss: 0.1476 - acc: 0.9412
5850/20000 [=======>......................] - ETA: 7:37 - loss: 0.1474 - acc: 0.9410
5900/20000 [=======>......................] - ETA: 7:35 - loss: 0.1473 - acc: 0.9410
5950/20000 [=======>......................] - ETA: 7:34 - loss: 0.1472 - acc: 0.9410
6000/20000 [========>.....................] - ETA: 7:32 - loss: 0.1482 - acc: 0.9405
6050/20000 [========>.....................] - ETA: 7:30 - loss: 0.1484 - acc: 0.9402
6100/20000 [========>.....................] - ETA: 7:29 - loss: 0.1479 - acc: 0.9402
6150/20000 [========>.....................] - ETA: 7:27 - loss: 0.1476 - acc: 0.9403
6200/20000 [========>.....................] - ETA: 7:25 - loss: 0.1472 - acc: 0.9406
6250/20000 [========>.....................] - ETA: 7:23 - loss: 0.1476 - acc: 0.9405
6300/20000 [========>.....................] - ETA: 7:22 - loss: 0.1472 - acc: 0.9406
6350/20000 [========>.....................] - ETA: 7:20 - loss: 0.1489 - acc: 0.9402
6400/20000 [========>.....................] - ETA: 7:18 - loss: 0.1489 - acc: 0.9398
6450/20000 [========>.....................] - ETA: 7:16 - loss: 0.1489 - acc: 0.9398
6500/20000 [========>.....................] - ETA: 7:15 - loss: 0.1485 - acc: 0.9402
6550/20000 [========>.....................] - ETA: 7:13 - loss: 0.1480 - acc: 0.9405
6600/20000 [========>.....................] - ETA: 7:11 - loss: 0.1475 - acc: 0.9408
6650/20000 [========>.....................] - ETA: 7:10 - loss: 0.1479 - acc: 0.9403
6700/20000 [=========>....................] - ETA: 7:08 - loss: 0.1483 - acc: 0.9397
6750/20000 [=========>....................] - ETA: 7:06 - loss: 0.1497 - acc: 0.9393
6800/20000 [=========>....................] - ETA: 7:04 - loss: 0.1494 - acc: 0.9394
6850/20000 [=========>....................] - ETA: 7:03 - loss: 0.1491 - acc: 0.9394
6900/20000 [=========>....................] - ETA: 7:01 - loss: 0.1488 - acc: 0.9394
6950/20000 [=========>....................] - ETA: 6:59 - loss: 0.1484 - acc: 0.9394
7000/20000 [=========>....................] - ETA: 6:58 - loss: 0.1479 - acc: 0.9399
7050/20000 [=========>....................] - ETA: 6:57 - loss: 0.1477 - acc: 0.9400
7100/20000 [=========>....................] - ETA: 6:55 - loss: 0.1478 - acc: 0.9401
7150/20000 [=========>....................] - ETA: 6:54 - loss: 0.1475 - acc: 0.9403
7200/20000 [=========>....................] - ETA: 6:52 - loss: 0.1475 - acc: 0.9403
7250/20000 [=========>....................] - ETA: 6:50 - loss: 0.1472 - acc: 0.9403
7300/20000 [=========>....................] - ETA: 6:49 - loss: 0.1466 - acc: 0.9407
7350/20000 [==========>...................] - ETA: 6:47 - loss: 0.1462 - acc: 0.9410
7400/20000 [==========>...................] - ETA: 6:45 - loss: 0.1459 - acc: 0.9412
7450/20000 [==========>...................] - ETA: 6:43 - loss: 0.1455 - acc: 0.9415
7500/20000 [==========>...................] - ETA: 6:42 - loss: 0.1454 - acc: 0.9415
7550/20000 [==========>...................] - ETA: 6:40 - loss: 0.1452 - acc: 0.9416
7600/20000 [==========>...................] - ETA: 6:38 - loss: 0.1460 - acc: 0.9414
7650/20000 [==========>...................] - ETA: 6:36 - loss: 0.1456 - acc: 0.9414
7700/20000 [==========>...................] - ETA: 6:35 - loss: 0.1457 - acc: 0.9414
7750/20000 [==========>...................] - ETA: 6:34 - loss: 0.1452 - acc: 0.9418
7800/20000 [==========>...................] - ETA: 6:32 - loss: 0.1448 - acc: 0.9421
7850/20000 [==========>...................] - ETA: 6:31 - loss: 0.1449 - acc: 0.9418
7900/20000 [==========>...................] - ETA: 6:29 - loss: 0.1447 - acc: 0.9416
7950/20000 [==========>...................] - ETA: 6:27 - loss: 0.1448 - acc: 0.9416
8000/20000 [===========>..................] - ETA: 6:26 - loss: 0.1449 - acc: 0.9415
8050/20000 [===========>..................] - ETA: 6:24 - loss: 0.1457 - acc: 0.9411
8100/20000 [===========>..................] - ETA: 6:23 - loss: 0.1461 - acc: 0.9407
8150/20000 [===========>..................] - ETA: 6:21 - loss: 0.1459 - acc: 0.9409
8200/20000 [===========>..................] - ETA: 6:20 - loss: 0.1457 - acc: 0.9409
8250/20000 [===========>..................] - ETA: 6:18 - loss: 0.1464 - acc: 0.9405
8300/20000 [===========>..................] - ETA: 6:17 - loss: 0.1479 - acc: 0.9399
8350/20000 [===========>..................] - ETA: 6:15 - loss: 0.1481 - acc: 0.9399
8400/20000 [===========>..................] - ETA: 6:13 - loss: 0.1485 - acc: 0.9393
8450/20000 [===========>..................] - ETA: 6:12 - loss: 0.1482 - acc: 0.9395
8500/20000 [===========>..................] - ETA: 6:10 - loss: 0.1481 - acc: 0.9396
8550/20000 [===========>..................] - ETA: 6:09 - loss: 0.1486 - acc: 0.9395
8600/20000 [===========>..................] - ETA: 6:07 - loss: 0.1482 - acc: 0.9398
8650/20000 [===========>..................] - ETA: 6:06 - loss: 0.1480 - acc: 0.9400
8700/20000 [============>.................] - ETA: 6:04 - loss: 0.1484 - acc: 0.9398
8750/20000 [============>.................] - ETA: 6:03 - loss: 0.1479 - acc: 0.9400
8800/20000 [============>.................] - ETA: 6:01 - loss: 0.1479 - acc: 0.9399
8850/20000 [============>.................] - ETA: 5:59 - loss: 0.1483 - acc: 0.9399
8900/20000 [============>.................] - ETA: 5:58 - loss: 0.1483 - acc: 0.9398
8950/20000 [============>.................] - ETA: 5:56 - loss: 0.1479 - acc: 0.9399
9000/20000 [============>.................] - ETA: 5:54 - loss: 0.1477 - acc: 0.9400
9050/20000 [============>.................] - ETA: 5:53 - loss: 0.1471 - acc: 0.9403
9100/20000 [============>.................] - ETA: 5:51 - loss: 0.1475 - acc: 0.9403
9150/20000 [============>.................] - ETA: 5:49 - loss: 0.1483 - acc: 0.9403
9200/20000 [============>.................] - ETA: 5:48 - loss: 0.1477 - acc: 0.9407
9250/20000 [============>.................] - ETA: 5:46 - loss: 0.1473 - acc: 0.9410
9300/20000 [============>.................] - ETA: 5:44 - loss: 0.1470 - acc: 0.9412
9350/20000 [=============>................] - ETA: 5:43 - loss: 0.1473 - acc: 0.9410
9400/20000 [=============>................] - ETA: 5:41 - loss: 0.1476 - acc: 0.9410
9450/20000 [=============>................] - ETA: 5:40 - loss: 0.1478 - acc: 0.9408
9500/20000 [=============>................] - ETA: 5:38 - loss: 0.1479 - acc: 0.9408
9550/20000 [=============>................] - ETA: 5:36 - loss: 0.1475 - acc: 0.9409
9600/20000 [=============>................] - ETA: 5:35 - loss: 0.1480 - acc: 0.9406
9650/20000 [=============>................] - ETA: 5:33 - loss: 0.1476 - acc: 0.9409
9700/20000 [=============>................] - ETA: 5:32 - loss: 0.1481 - acc: 0.9407
9750/20000 [=============>................] - ETA: 5:30 - loss: 0.1483 - acc: 0.9406
9800/20000 [=============>................] - ETA: 5:29 - loss: 0.1481 - acc: 0.9408
9850/20000 [=============>................] - ETA: 5:27 - loss: 0.1477 - acc: 0.9410
9900/20000 [=============>................] - ETA: 5:26 - loss: 0.1477 - acc: 0.9410
9950/20000 [=============>................] - ETA: 5:24 - loss: 0.1477 - acc: 0.9410
10000/20000 [==============>...............] - ETA: 5:22 - loss: 0.1472 - acc: 0.9412
10050/20000 [==============>...............] - ETA: 5:21 - loss: 0.1471 - acc: 0.9411
10100/20000 [==============>...............] - ETA: 5:19 - loss: 0.1474 - acc: 0.9410
10150/20000 [==============>...............] - ETA: 5:18 - loss: 0.1472 - acc: 0.9411
10200/20000 [==============>...............] - ETA: 5:16 - loss: 0.1479 - acc: 0.9408
10250/20000 [==============>...............] - ETA: 5:14 - loss: 0.1477 - acc: 0.9408
10300/20000 [==============>...............] - ETA: 5:13 - loss: 0.1477 - acc: 0.9409
10350/20000 [==============>...............] - ETA: 5:11 - loss: 0.1473 - acc: 0.9412
10400/20000 [==============>...............] - ETA: 5:10 - loss: 0.1475 - acc: 0.9411
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19950/20000 [============================>.] - ETA: 1s - loss: 0.1517 - acc: 0.9397
20000/20000 [==============================] - 657s 33ms/step - loss: 0.1518 - acc: 0.9397 - val_loss: 0.5707 - val_acc: 0.7990
Epoch 28/50
50/20000 [..............................] - ETA: 10:16 - loss: 0.1916 - acc: 0.9400
100/20000 [..............................] - ETA: 9:36 - loss: 0.1539 - acc: 0.9600
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1300/20000 [>.............................] - ETA: 9:58 - loss: 0.1269 - acc: 0.9515
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1800/20000 [=>............................] - ETA: 9:51 - loss: 0.1264 - acc: 0.9494
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1900/20000 [=>............................] - ETA: 9:47 - loss: 0.1297 - acc: 0.9484
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2000/20000 [==>...........................] - ETA: 9:44 - loss: 0.1306 - acc: 0.9465
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2100/20000 [==>...........................] - ETA: 9:41 - loss: 0.1319 - acc: 0.9467
2150/20000 [==>...........................] - ETA: 9:37 - loss: 0.1341 - acc: 0.9470
2200/20000 [==>...........................] - ETA: 9:37 - loss: 0.1332 - acc: 0.9473
2250/20000 [==>...........................] - ETA: 9:34 - loss: 0.1319 - acc: 0.9476
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2500/20000 [==>...........................] - ETA: 9:27 - loss: 0.1302 - acc: 0.9492
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2650/20000 [==>...........................] - ETA: 9:21 - loss: 0.1308 - acc: 0.9494
2700/20000 [===>..........................] - ETA: 9:18 - loss: 0.1307 - acc: 0.9496
2750/20000 [===>..........................] - ETA: 9:18 - loss: 0.1310 - acc: 0.9498
2800/20000 [===>..........................] - ETA: 9:15 - loss: 0.1308 - acc: 0.9500
2850/20000 [===>..........................] - ETA: 9:14 - loss: 0.1324 - acc: 0.9495
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.1322 - acc: 0.9497
2950/20000 [===>..........................] - ETA: 9:11 - loss: 0.1325 - acc: 0.9498
3000/20000 [===>..........................] - ETA: 9:08 - loss: 0.1317 - acc: 0.9497
3050/20000 [===>..........................] - ETA: 9:07 - loss: 0.1317 - acc: 0.9498
3100/20000 [===>..........................] - ETA: 9:05 - loss: 0.1314 - acc: 0.9500
3150/20000 [===>..........................] - ETA: 9:02 - loss: 0.1316 - acc: 0.9505
3200/20000 [===>..........................] - ETA: 9:01 - loss: 0.1321 - acc: 0.9500
3250/20000 [===>..........................] - ETA: 8:59 - loss: 0.1313 - acc: 0.9502
3300/20000 [===>..........................] - ETA: 8:58 - loss: 0.1307 - acc: 0.9506
3350/20000 [====>.........................] - ETA: 8:56 - loss: 0.1312 - acc: 0.9501
3400/20000 [====>.........................] - ETA: 8:54 - loss: 0.1305 - acc: 0.9503
3450/20000 [====>.........................] - ETA: 8:52 - loss: 0.1294 - acc: 0.9507
3500/20000 [====>.........................] - ETA: 8:51 - loss: 0.1283 - acc: 0.9511
3550/20000 [====>.........................] - ETA: 8:50 - loss: 0.1292 - acc: 0.9510
3600/20000 [====>.........................] - ETA: 8:48 - loss: 0.1296 - acc: 0.9503
3650/20000 [====>.........................] - ETA: 8:47 - loss: 0.1299 - acc: 0.9496
3700/20000 [====>.........................] - ETA: 8:45 - loss: 0.1300 - acc: 0.9497
3750/20000 [====>.........................] - ETA: 8:44 - loss: 0.1298 - acc: 0.9493
3800/20000 [====>.........................] - ETA: 8:42 - loss: 0.1287 - acc: 0.9497
3850/20000 [====>.........................] - ETA: 8:41 - loss: 0.1294 - acc: 0.9491
3900/20000 [====>.........................] - ETA: 8:39 - loss: 0.1290 - acc: 0.9490
3950/20000 [====>.........................] - ETA: 8:37 - loss: 0.1305 - acc: 0.9486
4000/20000 [=====>........................] - ETA: 8:35 - loss: 0.1311 - acc: 0.9483
4050/20000 [=====>........................] - ETA: 8:34 - loss: 0.1316 - acc: 0.9481
4100/20000 [=====>........................] - ETA: 8:32 - loss: 0.1335 - acc: 0.9476
4150/20000 [=====>........................] - ETA: 8:31 - loss: 0.1330 - acc: 0.9477
4200/20000 [=====>........................] - ETA: 8:30 - loss: 0.1325 - acc: 0.9479
4250/20000 [=====>........................] - ETA: 8:28 - loss: 0.1321 - acc: 0.9480
4300/20000 [=====>........................] - ETA: 8:27 - loss: 0.1324 - acc: 0.9477
4350/20000 [=====>........................] - ETA: 8:25 - loss: 0.1325 - acc: 0.9476
4400/20000 [=====>........................] - ETA: 8:23 - loss: 0.1319 - acc: 0.9482
4450/20000 [=====>........................] - ETA: 8:22 - loss: 0.1321 - acc: 0.9483
4500/20000 [=====>........................] - ETA: 8:20 - loss: 0.1315 - acc: 0.9484
4550/20000 [=====>........................] - ETA: 8:18 - loss: 0.1312 - acc: 0.9486
4600/20000 [=====>........................] - ETA: 8:16 - loss: 0.1307 - acc: 0.9485
4650/20000 [=====>........................] - ETA: 8:15 - loss: 0.1317 - acc: 0.9482
4700/20000 [======>.......................] - ETA: 8:13 - loss: 0.1322 - acc: 0.9481
4750/20000 [======>.......................] - ETA: 8:11 - loss: 0.1328 - acc: 0.9478
4800/20000 [======>.......................] - ETA: 8:09 - loss: 0.1337 - acc: 0.9473
4850/20000 [======>.......................] - ETA: 8:08 - loss: 0.1338 - acc: 0.9470
4900/20000 [======>.......................] - ETA: 8:06 - loss: 0.1335 - acc: 0.9473
4950/20000 [======>.......................] - ETA: 8:05 - loss: 0.1340 - acc: 0.9473
5000/20000 [======>.......................] - ETA: 8:03 - loss: 0.1337 - acc: 0.9474
5050/20000 [======>.......................] - ETA: 8:02 - loss: 0.1347 - acc: 0.9467
5100/20000 [======>.......................] - ETA: 8:01 - loss: 0.1343 - acc: 0.9465
5150/20000 [======>.......................] - ETA: 7:59 - loss: 0.1351 - acc: 0.9462
5200/20000 [======>.......................] - ETA: 7:57 - loss: 0.1348 - acc: 0.9463
5250/20000 [======>.......................] - ETA: 7:56 - loss: 0.1353 - acc: 0.9459
5300/20000 [======>.......................] - ETA: 7:54 - loss: 0.1356 - acc: 0.9458
5350/20000 [=======>......................] - ETA: 7:53 - loss: 0.1369 - acc: 0.9454
5400/20000 [=======>......................] - ETA: 7:51 - loss: 0.1375 - acc: 0.9454
5450/20000 [=======>......................] - ETA: 7:49 - loss: 0.1374 - acc: 0.9451
5500/20000 [=======>......................] - ETA: 7:48 - loss: 0.1376 - acc: 0.9451
5550/20000 [=======>......................] - ETA: 7:46 - loss: 0.1385 - acc: 0.9449
5600/20000 [=======>......................] - ETA: 7:44 - loss: 0.1386 - acc: 0.9452
5650/20000 [=======>......................] - ETA: 7:43 - loss: 0.1379 - acc: 0.9453
5700/20000 [=======>......................] - ETA: 7:41 - loss: 0.1378 - acc: 0.9456
5750/20000 [=======>......................] - ETA: 7:40 - loss: 0.1372 - acc: 0.9461
5800/20000 [=======>......................] - ETA: 7:38 - loss: 0.1380 - acc: 0.9459
5850/20000 [=======>......................] - ETA: 7:36 - loss: 0.1390 - acc: 0.9456
5900/20000 [=======>......................] - ETA: 7:34 - loss: 0.1390 - acc: 0.9458
5950/20000 [=======>......................] - ETA: 7:33 - loss: 0.1401 - acc: 0.9450
6000/20000 [========>.....................] - ETA: 7:31 - loss: 0.1399 - acc: 0.9450
6050/20000 [========>.....................] - ETA: 7:30 - loss: 0.1395 - acc: 0.9453
6100/20000 [========>.....................] - ETA: 7:28 - loss: 0.1391 - acc: 0.9454
6150/20000 [========>.....................] - ETA: 7:26 - loss: 0.1388 - acc: 0.9455
6200/20000 [========>.....................] - ETA: 7:25 - loss: 0.1394 - acc: 0.9450
6250/20000 [========>.....................] - ETA: 7:23 - loss: 0.1395 - acc: 0.9448
6300/20000 [========>.....................] - ETA: 7:22 - loss: 0.1396 - acc: 0.9446
6350/20000 [========>.....................] - ETA: 7:20 - loss: 0.1400 - acc: 0.9446
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6550/20000 [========>.....................] - ETA: 7:14 - loss: 0.1405 - acc: 0.9443
6600/20000 [========>.....................] - ETA: 7:12 - loss: 0.1415 - acc: 0.9436
6650/20000 [========>.....................] - ETA: 7:11 - loss: 0.1410 - acc: 0.9439
6700/20000 [=========>....................] - ETA: 7:09 - loss: 0.1404 - acc: 0.9443
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6800/20000 [=========>....................] - ETA: 7:06 - loss: 0.1397 - acc: 0.9449
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6950/20000 [=========>....................] - ETA: 7:02 - loss: 0.1390 - acc: 0.9450
7000/20000 [=========>....................] - ETA: 7:01 - loss: 0.1390 - acc: 0.9451
7050/20000 [=========>....................] - ETA: 6:59 - loss: 0.1395 - acc: 0.9452
7100/20000 [=========>....................] - ETA: 6:57 - loss: 0.1408 - acc: 0.9449
7150/20000 [=========>....................] - ETA: 6:56 - loss: 0.1403 - acc: 0.9450
7200/20000 [=========>....................] - ETA: 6:54 - loss: 0.1407 - acc: 0.9450
7250/20000 [=========>....................] - ETA: 6:52 - loss: 0.1405 - acc: 0.9452
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7900/20000 [==========>...................] - ETA: 6:30 - loss: 0.1421 - acc: 0.9443
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8000/20000 [===========>..................] - ETA: 6:27 - loss: 0.1424 - acc: 0.9445
8050/20000 [===========>..................] - ETA: 6:25 - loss: 0.1423 - acc: 0.9446
8100/20000 [===========>..................] - ETA: 6:24 - loss: 0.1423 - acc: 0.9446
8150/20000 [===========>..................] - ETA: 6:22 - loss: 0.1432 - acc: 0.9444
8200/20000 [===========>..................] - ETA: 6:20 - loss: 0.1429 - acc: 0.9444
8250/20000 [===========>..................] - ETA: 6:19 - loss: 0.1427 - acc: 0.9445
8300/20000 [===========>..................] - ETA: 6:17 - loss: 0.1426 - acc: 0.9445
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8400/20000 [===========>..................] - ETA: 6:14 - loss: 0.1430 - acc: 0.9439
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8500/20000 [===========>..................] - ETA: 6:10 - loss: 0.1429 - acc: 0.9442
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8600/20000 [===========>..................] - ETA: 6:07 - loss: 0.1431 - acc: 0.9444
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8750/20000 [============>.................] - ETA: 6:02 - loss: 0.1446 - acc: 0.9440
8800/20000 [============>.................] - ETA: 6:00 - loss: 0.1453 - acc: 0.9436
8850/20000 [============>.................] - ETA: 5:59 - loss: 0.1452 - acc: 0.9436
8900/20000 [============>.................] - ETA: 5:57 - loss: 0.1455 - acc: 0.9434
8950/20000 [============>.................] - ETA: 5:56 - loss: 0.1453 - acc: 0.9434
9000/20000 [============>.................] - ETA: 5:54 - loss: 0.1455 - acc: 0.9430
9050/20000 [============>.................] - ETA: 5:53 - loss: 0.1451 - acc: 0.9432
9100/20000 [============>.................] - ETA: 5:51 - loss: 0.1452 - acc: 0.9431
9150/20000 [============>.................] - ETA: 5:49 - loss: 0.1447 - acc: 0.9434
9200/20000 [============>.................] - ETA: 5:48 - loss: 0.1445 - acc: 0.9434
9250/20000 [============>.................] - ETA: 5:46 - loss: 0.1442 - acc: 0.9437
9300/20000 [============>.................] - ETA: 5:45 - loss: 0.1446 - acc: 0.9433
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10000/20000 [==============>...............] - ETA: 5:22 - loss: 0.1445 - acc: 0.9433
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10250/20000 [==============>...............] - ETA: 5:14 - loss: 0.1451 - acc: 0.9431
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10350/20000 [==============>...............] - ETA: 5:11 - loss: 0.1453 - acc: 0.9428
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10450/20000 [==============>...............] - ETA: 5:08 - loss: 0.1455 - acc: 0.9427
10500/20000 [==============>...............] - ETA: 5:06 - loss: 0.1463 - acc: 0.9423
10550/20000 [==============>...............] - ETA: 5:05 - loss: 0.1461 - acc: 0.9423
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10650/20000 [==============>...............] - ETA: 5:01 - loss: 0.1459 - acc: 0.9423
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11850/20000 [================>.............] - ETA: 4:23 - loss: 0.1440 - acc: 0.9432
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12150/20000 [=================>............] - ETA: 4:14 - loss: 0.1449 - acc: 0.9434
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12250/20000 [=================>............] - ETA: 4:10 - loss: 0.1454 - acc: 0.9431
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12350/20000 [=================>............] - ETA: 4:07 - loss: 0.1457 - acc: 0.9429
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14600/20000 [====================>.........] - ETA: 2:54 - loss: 0.1453 - acc: 0.9434
14650/20000 [====================>.........] - ETA: 2:52 - loss: 0.1455 - acc: 0.9432
14700/20000 [=====================>........] - ETA: 2:51 - loss: 0.1454 - acc: 0.9431
14750/20000 [=====================>........] - ETA: 2:49 - loss: 0.1453 - acc: 0.9431
14800/20000 [=====================>........] - ETA: 2:47 - loss: 0.1451 - acc: 0.9432
14850/20000 [=====================>........] - ETA: 2:46 - loss: 0.1449 - acc: 0.9433
14900/20000 [=====================>........] - ETA: 2:44 - loss: 0.1453 - acc: 0.9432
14950/20000 [=====================>........] - ETA: 2:43 - loss: 0.1452 - acc: 0.9433
15000/20000 [=====================>........] - ETA: 2:41 - loss: 0.1453 - acc: 0.9432
15050/20000 [=====================>........] - ETA: 2:39 - loss: 0.1456 - acc: 0.9431
15100/20000 [=====================>........] - ETA: 2:38 - loss: 0.1455 - acc: 0.9430
15150/20000 [=====================>........] - ETA: 2:36 - loss: 0.1459 - acc: 0.9428
15200/20000 [=====================>........] - ETA: 2:34 - loss: 0.1460 - acc: 0.9428
15250/20000 [=====================>........] - ETA: 2:33 - loss: 0.1458 - acc: 0.9428
15300/20000 [=====================>........] - ETA: 2:31 - loss: 0.1459 - acc: 0.9427
15350/20000 [======================>.......] - ETA: 2:30 - loss: 0.1462 - acc: 0.9427
15400/20000 [======================>.......] - ETA: 2:28 - loss: 0.1462 - acc: 0.9427
15450/20000 [======================>.......] - ETA: 2:26 - loss: 0.1462 - acc: 0.9428
15500/20000 [======================>.......] - ETA: 2:25 - loss: 0.1466 - acc: 0.9426
15550/20000 [======================>.......] - ETA: 2:23 - loss: 0.1466 - acc: 0.9426
15600/20000 [======================>.......] - ETA: 2:22 - loss: 0.1468 - acc: 0.9426
15650/20000 [======================>.......] - ETA: 2:20 - loss: 0.1471 - acc: 0.9425
15700/20000 [======================>.......] - ETA: 2:18 - loss: 0.1471 - acc: 0.9425
15750/20000 [======================>.......] - ETA: 2:17 - loss: 0.1478 - acc: 0.9423
15800/20000 [======================>.......] - ETA: 2:15 - loss: 0.1477 - acc: 0.9425
15850/20000 [======================>.......] - ETA: 2:14 - loss: 0.1478 - acc: 0.9425
15900/20000 [======================>.......] - ETA: 2:12 - loss: 0.1476 - acc: 0.9426
15950/20000 [======================>.......] - ETA: 2:10 - loss: 0.1479 - acc: 0.9426
16000/20000 [=======================>......] - ETA: 2:09 - loss: 0.1478 - acc: 0.9425
16050/20000 [=======================>......] - ETA: 2:07 - loss: 0.1477 - acc: 0.9424
16100/20000 [=======================>......] - ETA: 2:05 - loss: 0.1475 - acc: 0.9426
16150/20000 [=======================>......] - ETA: 2:04 - loss: 0.1476 - acc: 0.9427
16200/20000 [=======================>......] - ETA: 2:02 - loss: 0.1476 - acc: 0.9426
16250/20000 [=======================>......] - ETA: 2:01 - loss: 0.1475 - acc: 0.9425
16300/20000 [=======================>......] - ETA: 1:59 - loss: 0.1475 - acc: 0.9425
16350/20000 [=======================>......] - ETA: 1:57 - loss: 0.1476 - acc: 0.9423
16400/20000 [=======================>......] - ETA: 1:56 - loss: 0.1474 - acc: 0.9423
16450/20000 [=======================>......] - ETA: 1:54 - loss: 0.1474 - acc: 0.9422
16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.1476 - acc: 0.9421
16550/20000 [=======================>......] - ETA: 1:51 - loss: 0.1478 - acc: 0.9419
16600/20000 [=======================>......] - ETA: 1:49 - loss: 0.1479 - acc: 0.9418
16650/20000 [=======================>......] - ETA: 1:48 - loss: 0.1484 - acc: 0.9415
16700/20000 [========================>.....] - ETA: 1:46 - loss: 0.1488 - acc: 0.9413
16750/20000 [========================>.....] - ETA: 1:45 - loss: 0.1485 - acc: 0.9415
16800/20000 [========================>.....] - ETA: 1:43 - loss: 0.1485 - acc: 0.9414
16850/20000 [========================>.....] - ETA: 1:41 - loss: 0.1488 - acc: 0.9412
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.1490 - acc: 0.9411
16950/20000 [========================>.....] - ETA: 1:38 - loss: 0.1490 - acc: 0.9410
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.1489 - acc: 0.9411
17050/20000 [========================>.....] - ETA: 1:35 - loss: 0.1488 - acc: 0.9409
17100/20000 [========================>.....] - ETA: 1:33 - loss: 0.1489 - acc: 0.9409
17150/20000 [========================>.....] - ETA: 1:32 - loss: 0.1489 - acc: 0.9409
17200/20000 [========================>.....] - ETA: 1:30 - loss: 0.1490 - acc: 0.9409
17250/20000 [========================>.....] - ETA: 1:28 - loss: 0.1489 - acc: 0.9409
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.1490 - acc: 0.9408
17350/20000 [=========================>....] - ETA: 1:25 - loss: 0.1491 - acc: 0.9408
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.1491 - acc: 0.9407
17450/20000 [=========================>....] - ETA: 1:22 - loss: 0.1489 - acc: 0.9409
17500/20000 [=========================>....] - ETA: 1:20 - loss: 0.1490 - acc: 0.9408
17550/20000 [=========================>....] - ETA: 1:19 - loss: 0.1490 - acc: 0.9407
17600/20000 [=========================>....] - ETA: 1:17 - loss: 0.1488 - acc: 0.9408
17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.1488 - acc: 0.9407
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.1487 - acc: 0.9408
17750/20000 [=========================>....] - ETA: 1:12 - loss: 0.1486 - acc: 0.9408
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.1486 - acc: 0.9408
17850/20000 [=========================>....] - ETA: 1:09 - loss: 0.1485 - acc: 0.9407
17900/20000 [=========================>....] - ETA: 1:07 - loss: 0.1485 - acc: 0.9407
17950/20000 [=========================>....] - ETA: 1:06 - loss: 0.1485 - acc: 0.9407
18000/20000 [==========================>...] - ETA: 1:04 - loss: 0.1487 - acc: 0.9407
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.1484 - acc: 0.9408
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.1488 - acc: 0.9407
18150/20000 [==========================>...] - ETA: 59s - loss: 0.1488 - acc: 0.9406
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1488 - acc: 0.9405
18250/20000 [==========================>...] - ETA: 56s - loss: 0.1488 - acc: 0.9405
18300/20000 [==========================>...] - ETA: 54s - loss: 0.1488 - acc: 0.9405
18350/20000 [==========================>...] - ETA: 53s - loss: 0.1490 - acc: 0.9403
18400/20000 [==========================>...] - ETA: 51s - loss: 0.1490 - acc: 0.9403
18450/20000 [==========================>...] - ETA: 50s - loss: 0.1489 - acc: 0.9403
18500/20000 [==========================>...] - ETA: 48s - loss: 0.1489 - acc: 0.9403
18550/20000 [==========================>...] - ETA: 46s - loss: 0.1487 - acc: 0.9404
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1487 - acc: 0.9403
18650/20000 [==========================>...] - ETA: 43s - loss: 0.1486 - acc: 0.9404
18700/20000 [===========================>..] - ETA: 41s - loss: 0.1485 - acc: 0.9404
18750/20000 [===========================>..] - ETA: 40s - loss: 0.1486 - acc: 0.9403
18800/20000 [===========================>..] - ETA: 38s - loss: 0.1484 - acc: 0.9404
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1482 - acc: 0.9405
18900/20000 [===========================>..] - ETA: 35s - loss: 0.1482 - acc: 0.9404
18950/20000 [===========================>..] - ETA: 33s - loss: 0.1482 - acc: 0.9405
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1482 - acc: 0.9405
19050/20000 [===========================>..] - ETA: 30s - loss: 0.1482 - acc: 0.9405
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1483 - acc: 0.9405
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1481 - acc: 0.9406
19200/20000 [===========================>..] - ETA: 25s - loss: 0.1484 - acc: 0.9406
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1485 - acc: 0.9406
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1487 - acc: 0.9405
19350/20000 [============================>.] - ETA: 21s - loss: 0.1490 - acc: 0.9404
19400/20000 [============================>.] - ETA: 19s - loss: 0.1490 - acc: 0.9403
19450/20000 [============================>.] - ETA: 17s - loss: 0.1490 - acc: 0.9402
19500/20000 [============================>.] - ETA: 16s - loss: 0.1488 - acc: 0.9403
19550/20000 [============================>.] - ETA: 14s - loss: 0.1488 - acc: 0.9402
19600/20000 [============================>.] - ETA: 12s - loss: 0.1487 - acc: 0.9402
19650/20000 [============================>.] - ETA: 11s - loss: 0.1487 - acc: 0.9402
19700/20000 [============================>.] - ETA: 9s - loss: 0.1487 - acc: 0.9402
19750/20000 [============================>.] - ETA: 8s - loss: 0.1486 - acc: 0.9402
19800/20000 [============================>.] - ETA: 6s - loss: 0.1485 - acc: 0.9401
19850/20000 [============================>.] - ETA: 4s - loss: 0.1485 - acc: 0.9401
19900/20000 [============================>.] - ETA: 3s - loss: 0.1483 - acc: 0.9402
19950/20000 [============================>.] - ETA: 1s - loss: 0.1482 - acc: 0.9403
20000/20000 [==============================] - 657s 33ms/step - loss: 0.1481 - acc: 0.9403 - val_loss: 0.8456 - val_acc: 0.7496
Epoch 29/50
50/20000 [..............................] - ETA: 10:27 - loss: 0.0318 - acc: 1.0000
100/20000 [..............................] - ETA: 10:04 - loss: 0.1092 - acc: 0.9600
150/20000 [..............................] - ETA: 10:30 - loss: 0.1108 - acc: 0.9533
200/20000 [..............................] - ETA: 10:40 - loss: 0.1219 - acc: 0.9450
250/20000 [..............................] - ETA: 10:17 - loss: 0.1339 - acc: 0.9360
300/20000 [..............................] - ETA: 10:21 - loss: 0.1358 - acc: 0.9367
350/20000 [..............................] - ETA: 10:23 - loss: 0.1351 - acc: 0.9371
400/20000 [..............................] - ETA: 10:31 - loss: 0.1387 - acc: 0.9375
450/20000 [..............................] - ETA: 10:28 - loss: 0.1417 - acc: 0.9378
500/20000 [..............................] - ETA: 10:28 - loss: 0.1442 - acc: 0.9360
550/20000 [..............................] - ETA: 10:32 - loss: 0.1486 - acc: 0.9309
600/20000 [..............................] - ETA: 10:26 - loss: 0.1498 - acc: 0.9300
650/20000 [..............................] - ETA: 10:21 - loss: 0.1527 - acc: 0.9308
700/20000 [>.............................] - ETA: 10:16 - loss: 0.1540 - acc: 0.9329
750/20000 [>.............................] - ETA: 10:17 - loss: 0.1546 - acc: 0.9320
800/20000 [>.............................] - ETA: 10:16 - loss: 0.1534 - acc: 0.9337
850/20000 [>.............................] - ETA: 10:17 - loss: 0.1505 - acc: 0.9353
900/20000 [>.............................] - ETA: 10:11 - loss: 0.1481 - acc: 0.9356
950/20000 [>.............................] - ETA: 10:07 - loss: 0.1508 - acc: 0.9358
1000/20000 [>.............................] - ETA: 10:02 - loss: 0.1542 - acc: 0.9330
1050/20000 [>.............................] - ETA: 10:01 - loss: 0.1559 - acc: 0.9324
1100/20000 [>.............................] - ETA: 9:59 - loss: 0.1567 - acc: 0.9336
1150/20000 [>.............................] - ETA: 10:00 - loss: 0.1528 - acc: 0.9357
1200/20000 [>.............................] - ETA: 10:01 - loss: 0.1491 - acc: 0.9375
1250/20000 [>.............................] - ETA: 10:00 - loss: 0.1452 - acc: 0.9400
1300/20000 [>.............................] - ETA: 9:59 - loss: 0.1431 - acc: 0.9415
1350/20000 [=>............................] - ETA: 9:56 - loss: 0.1436 - acc: 0.9415
1400/20000 [=>............................] - ETA: 9:52 - loss: 0.1427 - acc: 0.9421
1450/20000 [=>............................] - ETA: 9:52 - loss: 0.1432 - acc: 0.9421
1500/20000 [=>............................] - ETA: 9:51 - loss: 0.1442 - acc: 0.9420
1550/20000 [=>............................] - ETA: 9:51 - loss: 0.1487 - acc: 0.9400
1600/20000 [=>............................] - ETA: 9:49 - loss: 0.1468 - acc: 0.9413
1650/20000 [=>............................] - ETA: 9:49 - loss: 0.1471 - acc: 0.9412
1700/20000 [=>............................] - ETA: 9:47 - loss: 0.1467 - acc: 0.9412
1750/20000 [=>............................] - ETA: 9:47 - loss: 0.1479 - acc: 0.9406
1800/20000 [=>............................] - ETA: 9:46 - loss: 0.1458 - acc: 0.9406
1850/20000 [=>............................] - ETA: 9:44 - loss: 0.1454 - acc: 0.9411
1900/20000 [=>............................] - ETA: 9:42 - loss: 0.1438 - acc: 0.9416
1950/20000 [=>............................] - ETA: 9:40 - loss: 0.1427 - acc: 0.9421
2000/20000 [==>...........................] - ETA: 9:40 - loss: 0.1414 - acc: 0.9425
2050/20000 [==>...........................] - ETA: 9:38 - loss: 0.1419 - acc: 0.9420
2100/20000 [==>...........................] - ETA: 9:36 - loss: 0.1419 - acc: 0.9424
2150/20000 [==>...........................] - ETA: 9:34 - loss: 0.1415 - acc: 0.9428
2200/20000 [==>...........................] - ETA: 9:32 - loss: 0.1412 - acc: 0.9427
2250/20000 [==>...........................] - ETA: 9:31 - loss: 0.1412 - acc: 0.9427
2300/20000 [==>...........................] - ETA: 9:29 - loss: 0.1393 - acc: 0.9435
2350/20000 [==>...........................] - ETA: 9:28 - loss: 0.1398 - acc: 0.9430
2400/20000 [==>...........................] - ETA: 9:26 - loss: 0.1376 - acc: 0.9442
2450/20000 [==>...........................] - ETA: 9:25 - loss: 0.1362 - acc: 0.9449
2500/20000 [==>...........................] - ETA: 9:23 - loss: 0.1349 - acc: 0.9456
2550/20000 [==>...........................] - ETA: 9:22 - loss: 0.1346 - acc: 0.9463
2600/20000 [==>...........................] - ETA: 9:21 - loss: 0.1338 - acc: 0.9465
2650/20000 [==>...........................] - ETA: 9:19 - loss: 0.1345 - acc: 0.9468
2700/20000 [===>..........................] - ETA: 9:17 - loss: 0.1355 - acc: 0.9463
2750/20000 [===>..........................] - ETA: 9:16 - loss: 0.1365 - acc: 0.9462
2800/20000 [===>..........................] - ETA: 9:14 - loss: 0.1373 - acc: 0.9461
2850/20000 [===>..........................] - ETA: 9:13 - loss: 0.1368 - acc: 0.9456
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.1366 - acc: 0.9455
2950/20000 [===>..........................] - ETA: 9:10 - loss: 0.1392 - acc: 0.9458
3000/20000 [===>..........................] - ETA: 9:08 - loss: 0.1401 - acc: 0.9450
3050/20000 [===>..........................] - ETA: 9:07 - loss: 0.1413 - acc: 0.9449
3100/20000 [===>..........................] - ETA: 9:06 - loss: 0.1407 - acc: 0.9448
3150/20000 [===>..........................] - ETA: 9:04 - loss: 0.1402 - acc: 0.9448
3200/20000 [===>..........................] - ETA: 9:02 - loss: 0.1401 - acc: 0.9447
3250/20000 [===>..........................] - ETA: 9:01 - loss: 0.1397 - acc: 0.9449
3300/20000 [===>..........................] - ETA: 8:59 - loss: 0.1404 - acc: 0.9439
3350/20000 [====>.........................] - ETA: 8:56 - loss: 0.1402 - acc: 0.9439
3400/20000 [====>.........................] - ETA: 8:54 - loss: 0.1409 - acc: 0.9435
3450/20000 [====>.........................] - ETA: 8:52 - loss: 0.1428 - acc: 0.9432
3500/20000 [====>.........................] - ETA: 8:50 - loss: 0.1416 - acc: 0.9440
3550/20000 [====>.........................] - ETA: 8:49 - loss: 0.1419 - acc: 0.9439
3600/20000 [====>.........................] - ETA: 8:47 - loss: 0.1423 - acc: 0.9436
3650/20000 [====>.........................] - ETA: 8:45 - loss: 0.1412 - acc: 0.9441
3700/20000 [====>.........................] - ETA: 8:44 - loss: 0.1404 - acc: 0.9443
3750/20000 [====>.........................] - ETA: 8:43 - loss: 0.1394 - acc: 0.9448
3800/20000 [====>.........................] - ETA: 8:42 - loss: 0.1390 - acc: 0.9447
3850/20000 [====>.........................] - ETA: 8:41 - loss: 0.1386 - acc: 0.9452
3900/20000 [====>.........................] - ETA: 8:39 - loss: 0.1380 - acc: 0.9454
3950/20000 [====>.........................] - ETA: 8:37 - loss: 0.1377 - acc: 0.9456
4000/20000 [=====>........................] - ETA: 8:35 - loss: 0.1383 - acc: 0.9455
4050/20000 [=====>........................] - ETA: 8:33 - loss: 0.1375 - acc: 0.9459
4100/20000 [=====>........................] - ETA: 8:31 - loss: 0.1378 - acc: 0.9459
4150/20000 [=====>........................] - ETA: 8:30 - loss: 0.1377 - acc: 0.9463
4200/20000 [=====>........................] - ETA: 8:29 - loss: 0.1393 - acc: 0.9452
4250/20000 [=====>........................] - ETA: 8:26 - loss: 0.1388 - acc: 0.9454
4300/20000 [=====>........................] - ETA: 8:24 - loss: 0.1393 - acc: 0.9451
4350/20000 [=====>........................] - ETA: 8:22 - loss: 0.1392 - acc: 0.9451
4400/20000 [=====>........................] - ETA: 8:21 - loss: 0.1396 - acc: 0.9450
4450/20000 [=====>........................] - ETA: 8:19 - loss: 0.1394 - acc: 0.9449
4500/20000 [=====>........................] - ETA: 8:18 - loss: 0.1396 - acc: 0.9447
4550/20000 [=====>........................] - ETA: 8:16 - loss: 0.1391 - acc: 0.9448
4600/20000 [=====>........................] - ETA: 8:15 - loss: 0.1385 - acc: 0.9450
4650/20000 [=====>........................] - ETA: 8:12 - loss: 0.1386 - acc: 0.9447
4700/20000 [======>.......................] - ETA: 8:11 - loss: 0.1388 - acc: 0.9445
4750/20000 [======>.......................] - ETA: 8:10 - loss: 0.1382 - acc: 0.9448
4800/20000 [======>.......................] - ETA: 8:08 - loss: 0.1378 - acc: 0.9448
4850/20000 [======>.......................] - ETA: 8:06 - loss: 0.1383 - acc: 0.9445
4900/20000 [======>.......................] - ETA: 8:05 - loss: 0.1373 - acc: 0.9451
4950/20000 [======>.......................] - ETA: 8:03 - loss: 0.1369 - acc: 0.9453
5000/20000 [======>.......................] - ETA: 8:01 - loss: 0.1371 - acc: 0.9448
5050/20000 [======>.......................] - ETA: 8:00 - loss: 0.1375 - acc: 0.9446
5100/20000 [======>.......................] - ETA: 7:58 - loss: 0.1387 - acc: 0.9439
5150/20000 [======>.......................] - ETA: 7:56 - loss: 0.1383 - acc: 0.9441
5200/20000 [======>.......................] - ETA: 7:55 - loss: 0.1378 - acc: 0.9444
5250/20000 [======>.......................] - ETA: 7:53 - loss: 0.1380 - acc: 0.9442
5300/20000 [======>.......................] - ETA: 7:51 - loss: 0.1380 - acc: 0.9438
5350/20000 [=======>......................] - ETA: 7:50 - loss: 0.1380 - acc: 0.9436
5400/20000 [=======>......................] - ETA: 7:48 - loss: 0.1385 - acc: 0.9433
5450/20000 [=======>......................] - ETA: 7:47 - loss: 0.1382 - acc: 0.9437
5500/20000 [=======>......................] - ETA: 7:45 - loss: 0.1380 - acc: 0.9438
5550/20000 [=======>......................] - ETA: 7:44 - loss: 0.1376 - acc: 0.9440
5600/20000 [=======>......................] - ETA: 7:42 - loss: 0.1393 - acc: 0.9437
5650/20000 [=======>......................] - ETA: 7:41 - loss: 0.1389 - acc: 0.9437
5700/20000 [=======>......................] - ETA: 7:39 - loss: 0.1392 - acc: 0.9437
5750/20000 [=======>......................] - ETA: 7:38 - loss: 0.1407 - acc: 0.9430
5800/20000 [=======>......................] - ETA: 7:36 - loss: 0.1404 - acc: 0.9429
5850/20000 [=======>......................] - ETA: 7:35 - loss: 0.1397 - acc: 0.9432
5900/20000 [=======>......................] - ETA: 7:34 - loss: 0.1394 - acc: 0.9434
5950/20000 [=======>......................] - ETA: 7:32 - loss: 0.1388 - acc: 0.9437
6000/20000 [========>.....................] - ETA: 7:30 - loss: 0.1391 - acc: 0.9437
6050/20000 [========>.....................] - ETA: 7:29 - loss: 0.1393 - acc: 0.9435
6100/20000 [========>.....................] - ETA: 7:27 - loss: 0.1388 - acc: 0.9434
6150/20000 [========>.....................] - ETA: 7:26 - loss: 0.1381 - acc: 0.9437
6200/20000 [========>.....................] - ETA: 7:24 - loss: 0.1381 - acc: 0.9439
6250/20000 [========>.....................] - ETA: 7:23 - loss: 0.1375 - acc: 0.9442
6300/20000 [========>.....................] - ETA: 7:21 - loss: 0.1371 - acc: 0.9446
6350/20000 [========>.....................] - ETA: 7:19 - loss: 0.1369 - acc: 0.9447
6400/20000 [========>.....................] - ETA: 7:17 - loss: 0.1366 - acc: 0.9448
6450/20000 [========>.....................] - ETA: 7:16 - loss: 0.1373 - acc: 0.9447
6500/20000 [========>.....................] - ETA: 7:15 - loss: 0.1372 - acc: 0.9446
6550/20000 [========>.....................] - ETA: 7:13 - loss: 0.1389 - acc: 0.9441
6600/20000 [========>.....................] - ETA: 7:11 - loss: 0.1386 - acc: 0.9442
6650/20000 [========>.....................] - ETA: 7:09 - loss: 0.1383 - acc: 0.9445
6700/20000 [=========>....................] - ETA: 7:08 - loss: 0.1377 - acc: 0.9446
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19000/20000 [===========================>..] - ETA: 32s - loss: 0.1384 - acc: 0.9442
19050/20000 [===========================>..] - ETA: 30s - loss: 0.1387 - acc: 0.9443
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1388 - acc: 0.9443
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1388 - acc: 0.9443
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1387 - acc: 0.9443
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1385 - acc: 0.9444
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1388 - acc: 0.9443
19350/20000 [============================>.] - ETA: 21s - loss: 0.1388 - acc: 0.9442
19400/20000 [============================>.] - ETA: 19s - loss: 0.1387 - acc: 0.9443
19450/20000 [============================>.] - ETA: 17s - loss: 0.1388 - acc: 0.9442
19500/20000 [============================>.] - ETA: 16s - loss: 0.1389 - acc: 0.9442
19550/20000 [============================>.] - ETA: 14s - loss: 0.1391 - acc: 0.9441
19600/20000 [============================>.] - ETA: 13s - loss: 0.1389 - acc: 0.9442
19650/20000 [============================>.] - ETA: 11s - loss: 0.1389 - acc: 0.9442
19700/20000 [============================>.] - ETA: 9s - loss: 0.1387 - acc: 0.9444
19750/20000 [============================>.] - ETA: 8s - loss: 0.1386 - acc: 0.9444
19800/20000 [============================>.] - ETA: 6s - loss: 0.1386 - acc: 0.9443
19850/20000 [============================>.] - ETA: 4s - loss: 0.1389 - acc: 0.9442
19900/20000 [============================>.] - ETA: 3s - loss: 0.1388 - acc: 0.9443
19950/20000 [============================>.] - ETA: 1s - loss: 0.1391 - acc: 0.9441
20000/20000 [==============================] - 661s 33ms/step - loss: 0.1390 - acc: 0.9441 - val_loss: 0.4757 - val_acc: 0.8424
Epoch 30/50
50/20000 [..............................] - ETA: 10:00 - loss: 0.0794 - acc: 0.9600
100/20000 [..............................] - ETA: 10:21 - loss: 0.1300 - acc: 0.9400
150/20000 [..............................] - ETA: 10:18 - loss: 0.1443 - acc: 0.9200
200/20000 [..............................] - ETA: 10:02 - loss: 0.1450 - acc: 0.9200
250/20000 [..............................] - ETA: 10:20 - loss: 0.1312 - acc: 0.9280
300/20000 [..............................] - ETA: 10:21 - loss: 0.1443 - acc: 0.9200
350/20000 [..............................] - ETA: 10:23 - loss: 0.1315 - acc: 0.9314
400/20000 [..............................] - ETA: 10:23 - loss: 0.1258 - acc: 0.9400
450/20000 [..............................] - ETA: 10:16 - loss: 0.1201 - acc: 0.9422
500/20000 [..............................] - ETA: 10:17 - loss: 0.1193 - acc: 0.9440
550/20000 [..............................] - ETA: 10:17 - loss: 0.1257 - acc: 0.9382
600/20000 [..............................] - ETA: 10:15 - loss: 0.1262 - acc: 0.9400
650/20000 [..............................] - ETA: 10:11 - loss: 0.1275 - acc: 0.9400
700/20000 [>.............................] - ETA: 10:13 - loss: 0.1257 - acc: 0.9429
750/20000 [>.............................] - ETA: 10:13 - loss: 0.1279 - acc: 0.9413
800/20000 [>.............................] - ETA: 10:10 - loss: 0.1243 - acc: 0.9437
850/20000 [>.............................] - ETA: 10:09 - loss: 0.1244 - acc: 0.9447
900/20000 [>.............................] - ETA: 10:08 - loss: 0.1223 - acc: 0.9467
950/20000 [>.............................] - ETA: 10:09 - loss: 0.1252 - acc: 0.9463
1000/20000 [>.............................] - ETA: 10:10 - loss: 0.1272 - acc: 0.9460
1050/20000 [>.............................] - ETA: 10:10 - loss: 0.1251 - acc: 0.9467
1100/20000 [>.............................] - ETA: 10:06 - loss: 0.1248 - acc: 0.9464
1150/20000 [>.............................] - ETA: 10:07 - loss: 0.1240 - acc: 0.9478
1200/20000 [>.............................] - ETA: 10:04 - loss: 0.1234 - acc: 0.9475
1250/20000 [>.............................] - ETA: 10:05 - loss: 0.1209 - acc: 0.9488
1300/20000 [>.............................] - ETA: 10:05 - loss: 0.1190 - acc: 0.9500
1350/20000 [=>............................] - ETA: 10:04 - loss: 0.1202 - acc: 0.9496
1400/20000 [=>............................] - ETA: 10:00 - loss: 0.1216 - acc: 0.9486
1450/20000 [=>............................] - ETA: 10:00 - loss: 0.1216 - acc: 0.9497
1500/20000 [=>............................] - ETA: 9:58 - loss: 0.1221 - acc: 0.9507
1550/20000 [=>............................] - ETA: 9:55 - loss: 0.1219 - acc: 0.9516
1600/20000 [=>............................] - ETA: 9:53 - loss: 0.1194 - acc: 0.9531
1650/20000 [=>............................] - ETA: 9:52 - loss: 0.1171 - acc: 0.9545
1700/20000 [=>............................] - ETA: 9:51 - loss: 0.1157 - acc: 0.9553
1750/20000 [=>............................] - ETA: 9:50 - loss: 0.1148 - acc: 0.9560
1800/20000 [=>............................] - ETA: 9:49 - loss: 0.1143 - acc: 0.9561
1850/20000 [=>............................] - ETA: 9:47 - loss: 0.1129 - acc: 0.9568
1900/20000 [=>............................] - ETA: 9:46 - loss: 0.1134 - acc: 0.9558
1950/20000 [=>............................] - ETA: 9:43 - loss: 0.1134 - acc: 0.9559
2000/20000 [==>...........................] - ETA: 9:40 - loss: 0.1123 - acc: 0.9560
2050/20000 [==>...........................] - ETA: 9:38 - loss: 0.1167 - acc: 0.9541
2100/20000 [==>...........................] - ETA: 9:36 - loss: 0.1171 - acc: 0.9538
2150/20000 [==>...........................] - ETA: 9:35 - loss: 0.1166 - acc: 0.9540
2200/20000 [==>...........................] - ETA: 9:34 - loss: 0.1173 - acc: 0.9541
2250/20000 [==>...........................] - ETA: 9:33 - loss: 0.1160 - acc: 0.9551
2300/20000 [==>...........................] - ETA: 9:31 - loss: 0.1162 - acc: 0.9543
2350/20000 [==>...........................] - ETA: 9:29 - loss: 0.1173 - acc: 0.9536
2400/20000 [==>...........................] - ETA: 9:28 - loss: 0.1158 - acc: 0.9542
2450/20000 [==>...........................] - ETA: 9:26 - loss: 0.1172 - acc: 0.9527
2500/20000 [==>...........................] - ETA: 9:26 - loss: 0.1169 - acc: 0.9524
2550/20000 [==>...........................] - ETA: 9:24 - loss: 0.1161 - acc: 0.9525
2600/20000 [==>...........................] - ETA: 9:22 - loss: 0.1152 - acc: 0.9531
2650/20000 [==>...........................] - ETA: 9:21 - loss: 0.1141 - acc: 0.9540
2700/20000 [===>..........................] - ETA: 9:19 - loss: 0.1141 - acc: 0.9541
2750/20000 [===>..........................] - ETA: 9:17 - loss: 0.1144 - acc: 0.9542
2800/20000 [===>..........................] - ETA: 9:16 - loss: 0.1149 - acc: 0.9536
2850/20000 [===>..........................] - ETA: 9:15 - loss: 0.1156 - acc: 0.9530
2900/20000 [===>..........................] - ETA: 9:13 - loss: 0.1151 - acc: 0.9534
2950/20000 [===>..........................] - ETA: 9:11 - loss: 0.1150 - acc: 0.9536
3000/20000 [===>..........................] - ETA: 9:10 - loss: 0.1153 - acc: 0.9530
3050/20000 [===>..........................] - ETA: 9:10 - loss: 0.1182 - acc: 0.9521
3100/20000 [===>..........................] - ETA: 9:09 - loss: 0.1185 - acc: 0.9513
3150/20000 [===>..........................] - ETA: 9:07 - loss: 0.1183 - acc: 0.9514
3200/20000 [===>..........................] - ETA: 9:05 - loss: 0.1179 - acc: 0.9519
3250/20000 [===>..........................] - ETA: 9:03 - loss: 0.1179 - acc: 0.9517
3300/20000 [===>..........................] - ETA: 9:02 - loss: 0.1174 - acc: 0.9518
3350/20000 [====>.........................] - ETA: 9:00 - loss: 0.1175 - acc: 0.9516
3400/20000 [====>.........................] - ETA: 8:59 - loss: 0.1165 - acc: 0.9521
3450/20000 [====>.........................] - ETA: 8:57 - loss: 0.1168 - acc: 0.9519
3500/20000 [====>.........................] - ETA: 8:55 - loss: 0.1165 - acc: 0.9520
3550/20000 [====>.........................] - ETA: 8:53 - loss: 0.1163 - acc: 0.9521
3600/20000 [====>.........................] - ETA: 8:51 - loss: 0.1170 - acc: 0.9522
3650/20000 [====>.........................] - ETA: 8:49 - loss: 0.1176 - acc: 0.9518
3700/20000 [====>.........................] - ETA: 8:47 - loss: 0.1182 - acc: 0.9516
3750/20000 [====>.........................] - ETA: 8:46 - loss: 0.1187 - acc: 0.9515
3800/20000 [====>.........................] - ETA: 8:44 - loss: 0.1191 - acc: 0.9513
3850/20000 [====>.........................] - ETA: 8:43 - loss: 0.1213 - acc: 0.9496
3900/20000 [====>.........................] - ETA: 8:41 - loss: 0.1218 - acc: 0.9495
3950/20000 [====>.........................] - ETA: 8:40 - loss: 0.1231 - acc: 0.9489
4000/20000 [=====>........................] - ETA: 8:38 - loss: 0.1238 - acc: 0.9487
4050/20000 [=====>........................] - ETA: 8:36 - loss: 0.1231 - acc: 0.9491
4100/20000 [=====>........................] - ETA: 8:35 - loss: 0.1226 - acc: 0.9493
4150/20000 [=====>........................] - ETA: 8:33 - loss: 0.1219 - acc: 0.9499
4200/20000 [=====>........................] - ETA: 8:31 - loss: 0.1218 - acc: 0.9498
4250/20000 [=====>........................] - ETA: 8:30 - loss: 0.1221 - acc: 0.9494
4300/20000 [=====>........................] - ETA: 8:28 - loss: 0.1227 - acc: 0.9493
4350/20000 [=====>........................] - ETA: 8:26 - loss: 0.1225 - acc: 0.9492
4400/20000 [=====>........................] - ETA: 8:25 - loss: 0.1214 - acc: 0.9498
4450/20000 [=====>........................] - ETA: 8:24 - loss: 0.1220 - acc: 0.9497
4500/20000 [=====>........................] - ETA: 8:22 - loss: 0.1219 - acc: 0.9498
4550/20000 [=====>........................] - ETA: 8:20 - loss: 0.1225 - acc: 0.9495
4600/20000 [=====>........................] - ETA: 8:18 - loss: 0.1222 - acc: 0.9493
4650/20000 [=====>........................] - ETA: 8:17 - loss: 0.1220 - acc: 0.9497
4700/20000 [======>.......................] - ETA: 8:15 - loss: 0.1222 - acc: 0.9496
4750/20000 [======>.......................] - ETA: 8:14 - loss: 0.1217 - acc: 0.9499
4800/20000 [======>.......................] - ETA: 8:12 - loss: 0.1218 - acc: 0.9496
4850/20000 [======>.......................] - ETA: 8:11 - loss: 0.1211 - acc: 0.9497
4900/20000 [======>.......................] - ETA: 8:09 - loss: 0.1218 - acc: 0.9492
4950/20000 [======>.......................] - ETA: 8:07 - loss: 0.1210 - acc: 0.9495
5000/20000 [======>.......................] - ETA: 8:06 - loss: 0.1201 - acc: 0.9500
5050/20000 [======>.......................] - ETA: 8:04 - loss: 0.1195 - acc: 0.9505
5100/20000 [======>.......................] - ETA: 8:02 - loss: 0.1193 - acc: 0.9506
5150/20000 [======>.......................] - ETA: 8:00 - loss: 0.1212 - acc: 0.9501
5200/20000 [======>.......................] - ETA: 7:59 - loss: 0.1213 - acc: 0.9500
5250/20000 [======>.......................] - ETA: 7:58 - loss: 0.1212 - acc: 0.9501
5300/20000 [======>.......................] - ETA: 7:56 - loss: 0.1211 - acc: 0.9504
5350/20000 [=======>......................] - ETA: 7:54 - loss: 0.1207 - acc: 0.9505
5400/20000 [=======>......................] - ETA: 7:52 - loss: 0.1204 - acc: 0.9506
5450/20000 [=======>......................] - ETA: 7:50 - loss: 0.1199 - acc: 0.9508
5500/20000 [=======>......................] - ETA: 7:49 - loss: 0.1193 - acc: 0.9513
5550/20000 [=======>......................] - ETA: 7:47 - loss: 0.1189 - acc: 0.9515
5600/20000 [=======>......................] - ETA: 7:46 - loss: 0.1185 - acc: 0.9518
5650/20000 [=======>......................] - ETA: 7:45 - loss: 0.1178 - acc: 0.9520
5700/20000 [=======>......................] - ETA: 7:43 - loss: 0.1181 - acc: 0.9519
5750/20000 [=======>......................] - ETA: 7:41 - loss: 0.1183 - acc: 0.9520
5800/20000 [=======>......................] - ETA: 7:39 - loss: 0.1186 - acc: 0.9517
5850/20000 [=======>......................] - ETA: 7:37 - loss: 0.1201 - acc: 0.9513
5900/20000 [=======>......................] - ETA: 7:36 - loss: 0.1197 - acc: 0.9514
5950/20000 [=======>......................] - ETA: 7:35 - loss: 0.1192 - acc: 0.9516
6000/20000 [========>.....................] - ETA: 7:33 - loss: 0.1202 - acc: 0.9512
6050/20000 [========>.....................] - ETA: 7:31 - loss: 0.1210 - acc: 0.9514
6100/20000 [========>.....................] - ETA: 7:30 - loss: 0.1208 - acc: 0.9515
6150/20000 [========>.....................] - ETA: 7:28 - loss: 0.1213 - acc: 0.9511
6200/20000 [========>.....................] - ETA: 7:26 - loss: 0.1225 - acc: 0.9503
6250/20000 [========>.....................] - ETA: 7:25 - loss: 0.1229 - acc: 0.9504
6300/20000 [========>.....................] - ETA: 7:23 - loss: 0.1229 - acc: 0.9505
6350/20000 [========>.....................] - ETA: 7:21 - loss: 0.1227 - acc: 0.9504
6400/20000 [========>.....................] - ETA: 7:20 - loss: 0.1222 - acc: 0.9508
6450/20000 [========>.....................] - ETA: 7:18 - loss: 0.1234 - acc: 0.9504
6500/20000 [========>.....................] - ETA: 7:17 - loss: 0.1230 - acc: 0.9506
6550/20000 [========>.....................] - ETA: 7:15 - loss: 0.1230 - acc: 0.9507
6600/20000 [========>.....................] - ETA: 7:14 - loss: 0.1232 - acc: 0.9503
6650/20000 [========>.....................] - ETA: 7:12 - loss: 0.1232 - acc: 0.9502
6700/20000 [=========>....................] - ETA: 7:11 - loss: 0.1241 - acc: 0.9496
6750/20000 [=========>....................] - ETA: 7:09 - loss: 0.1238 - acc: 0.9496
6800/20000 [=========>....................] - ETA: 7:08 - loss: 0.1234 - acc: 0.9499
6850/20000 [=========>....................] - ETA: 7:06 - loss: 0.1232 - acc: 0.9499
6900/20000 [=========>....................] - ETA: 7:04 - loss: 0.1230 - acc: 0.9500
6950/20000 [=========>....................] - ETA: 7:03 - loss: 0.1226 - acc: 0.9504
7000/20000 [=========>....................] - ETA: 7:01 - loss: 0.1227 - acc: 0.9503
7050/20000 [=========>....................] - ETA: 7:00 - loss: 0.1223 - acc: 0.9506
7100/20000 [=========>....................] - ETA: 6:58 - loss: 0.1236 - acc: 0.9500
7150/20000 [=========>....................] - ETA: 6:57 - loss: 0.1242 - acc: 0.9498
7200/20000 [=========>....................] - ETA: 6:55 - loss: 0.1240 - acc: 0.9499
7250/20000 [=========>....................] - ETA: 6:54 - loss: 0.1238 - acc: 0.9499
7300/20000 [=========>....................] - ETA: 6:52 - loss: 0.1244 - acc: 0.9496
7350/20000 [==========>...................] - ETA: 6:51 - loss: 0.1242 - acc: 0.9497
7400/20000 [==========>...................] - ETA: 6:49 - loss: 0.1239 - acc: 0.9497
7450/20000 [==========>...................] - ETA: 6:48 - loss: 0.1237 - acc: 0.9498
7500/20000 [==========>...................] - ETA: 6:46 - loss: 0.1234 - acc: 0.9500
7550/20000 [==========>...................] - ETA: 6:45 - loss: 0.1230 - acc: 0.9503
7600/20000 [==========>...................] - ETA: 6:43 - loss: 0.1228 - acc: 0.9504
7650/20000 [==========>...................] - ETA: 6:42 - loss: 0.1231 - acc: 0.9501
7700/20000 [==========>...................] - ETA: 6:40 - loss: 0.1226 - acc: 0.9504
7750/20000 [==========>...................] - ETA: 6:39 - loss: 0.1227 - acc: 0.9503
7800/20000 [==========>...................] - ETA: 6:37 - loss: 0.1224 - acc: 0.9504
7850/20000 [==========>...................] - ETA: 6:35 - loss: 0.1221 - acc: 0.9503
7900/20000 [==========>...................] - ETA: 6:34 - loss: 0.1226 - acc: 0.9500
7950/20000 [==========>...................] - ETA: 6:32 - loss: 0.1222 - acc: 0.9502
8000/20000 [===========>..................] - ETA: 6:31 - loss: 0.1220 - acc: 0.9502
8050/20000 [===========>..................] - ETA: 6:29 - loss: 0.1221 - acc: 0.9501
8100/20000 [===========>..................] - ETA: 6:27 - loss: 0.1233 - acc: 0.9496
8150/20000 [===========>..................] - ETA: 6:25 - loss: 0.1228 - acc: 0.9498
8200/20000 [===========>..................] - ETA: 6:24 - loss: 0.1233 - acc: 0.9498
8250/20000 [===========>..................] - ETA: 6:22 - loss: 0.1230 - acc: 0.9499
8300/20000 [===========>..................] - ETA: 6:21 - loss: 0.1231 - acc: 0.9499
8350/20000 [===========>..................] - ETA: 6:19 - loss: 0.1230 - acc: 0.9501
8400/20000 [===========>..................] - ETA: 6:17 - loss: 0.1232 - acc: 0.9500
8450/20000 [===========>..................] - ETA: 6:15 - loss: 0.1231 - acc: 0.9501
8500/20000 [===========>..................] - ETA: 6:14 - loss: 0.1237 - acc: 0.9500
8550/20000 [===========>..................] - ETA: 6:12 - loss: 0.1242 - acc: 0.9495
8600/20000 [===========>..................] - ETA: 6:10 - loss: 0.1240 - acc: 0.9495
8650/20000 [===========>..................] - ETA: 6:09 - loss: 0.1237 - acc: 0.9497
8700/20000 [============>.................] - ETA: 6:07 - loss: 0.1239 - acc: 0.9495
8750/20000 [============>.................] - ETA: 6:06 - loss: 0.1236 - acc: 0.9497
8800/20000 [============>.................] - ETA: 6:04 - loss: 0.1235 - acc: 0.9495
8850/20000 [============>.................] - ETA: 6:02 - loss: 0.1240 - acc: 0.9493
8900/20000 [============>.................] - ETA: 6:01 - loss: 0.1240 - acc: 0.9491
8950/20000 [============>.................] - ETA: 5:59 - loss: 0.1245 - acc: 0.9489
9000/20000 [============>.................] - ETA: 5:57 - loss: 0.1247 - acc: 0.9489
9050/20000 [============>.................] - ETA: 5:56 - loss: 0.1247 - acc: 0.9488
9100/20000 [============>.................] - ETA: 5:54 - loss: 0.1245 - acc: 0.9490
9150/20000 [============>.................] - ETA: 5:53 - loss: 0.1251 - acc: 0.9490
9200/20000 [============>.................] - ETA: 5:51 - loss: 0.1254 - acc: 0.9489
9250/20000 [============>.................] - ETA: 5:49 - loss: 0.1252 - acc: 0.9489
9300/20000 [============>.................] - ETA: 5:48 - loss: 0.1251 - acc: 0.9488
9350/20000 [=============>................] - ETA: 5:46 - loss: 0.1254 - acc: 0.9488
9400/20000 [=============>................] - ETA: 5:45 - loss: 0.1255 - acc: 0.9487
9450/20000 [=============>................] - ETA: 5:43 - loss: 0.1254 - acc: 0.9487
9500/20000 [=============>................] - ETA: 5:41 - loss: 0.1258 - acc: 0.9485
9550/20000 [=============>................] - ETA: 5:39 - loss: 0.1258 - acc: 0.9484
9600/20000 [=============>................] - ETA: 5:38 - loss: 0.1259 - acc: 0.9483
9650/20000 [=============>................] - ETA: 5:36 - loss: 0.1262 - acc: 0.9482
9700/20000 [=============>................] - ETA: 5:34 - loss: 0.1264 - acc: 0.9482
9750/20000 [=============>................] - ETA: 5:33 - loss: 0.1266 - acc: 0.9480
9800/20000 [=============>................] - ETA: 5:31 - loss: 0.1264 - acc: 0.9480
9850/20000 [=============>................] - ETA: 5:29 - loss: 0.1262 - acc: 0.9480
9900/20000 [=============>................] - ETA: 5:28 - loss: 0.1259 - acc: 0.9482
9950/20000 [=============>................] - ETA: 5:26 - loss: 0.1258 - acc: 0.9480
10000/20000 [==============>...............] - ETA: 5:24 - loss: 0.1260 - acc: 0.9479
10050/20000 [==============>...............] - ETA: 5:23 - loss: 0.1262 - acc: 0.9476
10100/20000 [==============>...............] - ETA: 5:21 - loss: 0.1264 - acc: 0.9476
10150/20000 [==============>...............] - ETA: 5:19 - loss: 0.1260 - acc: 0.9478
10200/20000 [==============>...............] - ETA: 5:17 - loss: 0.1259 - acc: 0.9478
10250/20000 [==============>...............] - ETA: 5:16 - loss: 0.1257 - acc: 0.9480
10300/20000 [==============>...............] - ETA: 5:14 - loss: 0.1263 - acc: 0.9476
10350/20000 [==============>...............] - ETA: 5:13 - loss: 0.1264 - acc: 0.9474
10400/20000 [==============>...............] - ETA: 5:11 - loss: 0.1271 - acc: 0.9473
10450/20000 [==============>...............] - ETA: 5:09 - loss: 0.1271 - acc: 0.9473
10500/20000 [==============>...............] - ETA: 5:07 - loss: 0.1274 - acc: 0.9473
10550/20000 [==============>...............] - ETA: 5:06 - loss: 0.1272 - acc: 0.9475
10600/20000 [==============>...............] - ETA: 5:04 - loss: 0.1273 - acc: 0.9474
10650/20000 [==============>...............] - ETA: 5:03 - loss: 0.1279 - acc: 0.9471
10700/20000 [===============>..............] - ETA: 5:01 - loss: 0.1278 - acc: 0.9471
10750/20000 [===============>..............] - ETA: 5:00 - loss: 0.1276 - acc: 0.9473
10800/20000 [===============>..............] - ETA: 4:58 - loss: 0.1283 - acc: 0.9470
10850/20000 [===============>..............] - ETA: 4:56 - loss: 0.1279 - acc: 0.9473
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11850/20000 [================>.............] - ETA: 4:24 - loss: 0.1309 - acc: 0.9462
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11950/20000 [================>.............] - ETA: 4:20 - loss: 0.1325 - acc: 0.9454
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12250/20000 [=================>............] - ETA: 4:11 - loss: 0.1320 - acc: 0.9456
12300/20000 [=================>............] - ETA: 4:09 - loss: 0.1328 - acc: 0.9454
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13350/20000 [===================>..........] - ETA: 3:35 - loss: 0.1335 - acc: 0.9449
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13750/20000 [===================>..........] - ETA: 3:22 - loss: 0.1332 - acc: 0.9451
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16300/20000 [=======================>......] - ETA: 1:59 - loss: 0.1353 - acc: 0.9444
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16850/20000 [========================>.....] - ETA: 1:42 - loss: 0.1361 - acc: 0.9441
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.1362 - acc: 0.9440
16950/20000 [========================>.....] - ETA: 1:38 - loss: 0.1361 - acc: 0.9441
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17050/20000 [========================>.....] - ETA: 1:35 - loss: 0.1366 - acc: 0.9440
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18150/20000 [==========================>...] - ETA: 59s - loss: 0.1378 - acc: 0.9435
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1381 - acc: 0.9434
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18700/20000 [===========================>..] - ETA: 42s - loss: 0.1385 - acc: 0.9432
18750/20000 [===========================>..] - ETA: 40s - loss: 0.1383 - acc: 0.9433
18800/20000 [===========================>..] - ETA: 38s - loss: 0.1386 - acc: 0.9432
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1384 - acc: 0.9433
18900/20000 [===========================>..] - ETA: 35s - loss: 0.1384 - acc: 0.9434
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19000/20000 [===========================>..] - ETA: 32s - loss: 0.1388 - acc: 0.9433
19050/20000 [===========================>..] - ETA: 30s - loss: 0.1391 - acc: 0.9431
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1390 - acc: 0.9431
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1389 - acc: 0.9432
19200/20000 [===========================>..] - ETA: 25s - loss: 0.1388 - acc: 0.9432
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1386 - acc: 0.9432
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1388 - acc: 0.9431
19350/20000 [============================>.] - ETA: 21s - loss: 0.1389 - acc: 0.9430
19400/20000 [============================>.] - ETA: 19s - loss: 0.1387 - acc: 0.9431
19450/20000 [============================>.] - ETA: 17s - loss: 0.1388 - acc: 0.9431
19500/20000 [============================>.] - ETA: 16s - loss: 0.1388 - acc: 0.9431
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19600/20000 [============================>.] - ETA: 12s - loss: 0.1388 - acc: 0.9430
19650/20000 [============================>.] - ETA: 11s - loss: 0.1391 - acc: 0.9427
19700/20000 [============================>.] - ETA: 9s - loss: 0.1389 - acc: 0.9428
19750/20000 [============================>.] - ETA: 8s - loss: 0.1390 - acc: 0.9427
19800/20000 [============================>.] - ETA: 6s - loss: 0.1389 - acc: 0.9428
19850/20000 [============================>.] - ETA: 4s - loss: 0.1389 - acc: 0.9428
19900/20000 [============================>.] - ETA: 3s - loss: 0.1387 - acc: 0.9429
19950/20000 [============================>.] - ETA: 1s - loss: 0.1386 - acc: 0.9430
20000/20000 [==============================] - 658s 33ms/step - loss: 0.1386 - acc: 0.9428 - val_loss: 0.5574 - val_acc: 0.8208
Epoch 31/50
50/20000 [..............................] - ETA: 10:10 - loss: 0.1473 - acc: 0.9400
100/20000 [..............................] - ETA: 10:03 - loss: 0.1751 - acc: 0.9200
150/20000 [..............................] - ETA: 10:06 - loss: 0.1552 - acc: 0.9333
200/20000 [..............................] - ETA: 10:18 - loss: 0.1451 - acc: 0.9350
250/20000 [..............................] - ETA: 10:18 - loss: 0.1636 - acc: 0.9360
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350/20000 [..............................] - ETA: 10:07 - loss: 0.1561 - acc: 0.9429
400/20000 [..............................] - ETA: 10:02 - loss: 0.1449 - acc: 0.9475
450/20000 [..............................] - ETA: 10:01 - loss: 0.1464 - acc: 0.9467
500/20000 [..............................] - ETA: 9:59 - loss: 0.1391 - acc: 0.9480
550/20000 [..............................] - ETA: 10:00 - loss: 0.1404 - acc: 0.9473
600/20000 [..............................] - ETA: 10:03 - loss: 0.1354 - acc: 0.9467
650/20000 [..............................] - ETA: 10:02 - loss: 0.1318 - acc: 0.9477
700/20000 [>.............................] - ETA: 10:03 - loss: 0.1295 - acc: 0.9500
750/20000 [>.............................] - ETA: 10:05 - loss: 0.1264 - acc: 0.9507
800/20000 [>.............................] - ETA: 10:04 - loss: 0.1238 - acc: 0.9512
850/20000 [>.............................] - ETA: 10:02 - loss: 0.1237 - acc: 0.9506
900/20000 [>.............................] - ETA: 10:00 - loss: 0.1234 - acc: 0.9500
950/20000 [>.............................] - ETA: 10:01 - loss: 0.1254 - acc: 0.9474
1000/20000 [>.............................] - ETA: 10:00 - loss: 0.1231 - acc: 0.9490
1050/20000 [>.............................] - ETA: 9:58 - loss: 0.1194 - acc: 0.9514
1100/20000 [>.............................] - ETA: 9:57 - loss: 0.1171 - acc: 0.9527
1150/20000 [>.............................] - ETA: 9:53 - loss: 0.1170 - acc: 0.9530
1200/20000 [>.............................] - ETA: 9:52 - loss: 0.1158 - acc: 0.9525
1250/20000 [>.............................] - ETA: 9:52 - loss: 0.1188 - acc: 0.9528
1300/20000 [>.............................] - ETA: 9:49 - loss: 0.1236 - acc: 0.9508
1350/20000 [=>............................] - ETA: 9:46 - loss: 0.1255 - acc: 0.9496
1400/20000 [=>............................] - ETA: 9:46 - loss: 0.1238 - acc: 0.9507
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1500/20000 [=>............................] - ETA: 9:44 - loss: 0.1249 - acc: 0.9493
1550/20000 [=>............................] - ETA: 9:42 - loss: 0.1240 - acc: 0.9503
1600/20000 [=>............................] - ETA: 9:41 - loss: 0.1279 - acc: 0.9487
1650/20000 [=>............................] - ETA: 9:39 - loss: 0.1306 - acc: 0.9479
1700/20000 [=>............................] - ETA: 9:37 - loss: 0.1282 - acc: 0.9488
1750/20000 [=>............................] - ETA: 9:35 - loss: 0.1276 - acc: 0.9497
1800/20000 [=>............................] - ETA: 9:36 - loss: 0.1273 - acc: 0.9506
1850/20000 [=>............................] - ETA: 9:36 - loss: 0.1284 - acc: 0.9497
1900/20000 [=>............................] - ETA: 9:34 - loss: 0.1289 - acc: 0.9489
1950/20000 [=>............................] - ETA: 9:34 - loss: 0.1266 - acc: 0.9503
2000/20000 [==>...........................] - ETA: 9:33 - loss: 0.1249 - acc: 0.9505
2050/20000 [==>...........................] - ETA: 9:31 - loss: 0.1253 - acc: 0.9502
2100/20000 [==>...........................] - ETA: 9:30 - loss: 0.1265 - acc: 0.9500
2150/20000 [==>...........................] - ETA: 9:28 - loss: 0.1280 - acc: 0.9493
2200/20000 [==>...........................] - ETA: 9:27 - loss: 0.1273 - acc: 0.9491
2250/20000 [==>...........................] - ETA: 9:25 - loss: 0.1254 - acc: 0.9498
2300/20000 [==>...........................] - ETA: 9:23 - loss: 0.1254 - acc: 0.9491
2350/20000 [==>...........................] - ETA: 9:22 - loss: 0.1249 - acc: 0.9489
2400/20000 [==>...........................] - ETA: 9:21 - loss: 0.1244 - acc: 0.9496
2450/20000 [==>...........................] - ETA: 9:19 - loss: 0.1255 - acc: 0.9494
2500/20000 [==>...........................] - ETA: 9:18 - loss: 0.1244 - acc: 0.9500
2550/20000 [==>...........................] - ETA: 9:16 - loss: 0.1242 - acc: 0.9498
2600/20000 [==>...........................] - ETA: 9:14 - loss: 0.1246 - acc: 0.9492
2650/20000 [==>...........................] - ETA: 9:13 - loss: 0.1237 - acc: 0.9502
2700/20000 [===>..........................] - ETA: 9:12 - loss: 0.1238 - acc: 0.9504
2750/20000 [===>..........................] - ETA: 9:11 - loss: 0.1227 - acc: 0.9509
2800/20000 [===>..........................] - ETA: 9:09 - loss: 0.1224 - acc: 0.9507
2850/20000 [===>..........................] - ETA: 9:08 - loss: 0.1217 - acc: 0.9505
2900/20000 [===>..........................] - ETA: 9:07 - loss: 0.1225 - acc: 0.9503
2950/20000 [===>..........................] - ETA: 9:05 - loss: 0.1217 - acc: 0.9505
3000/20000 [===>..........................] - ETA: 9:04 - loss: 0.1206 - acc: 0.9513
3050/20000 [===>..........................] - ETA: 9:03 - loss: 0.1206 - acc: 0.9515
3100/20000 [===>..........................] - ETA: 9:01 - loss: 0.1224 - acc: 0.9510
3150/20000 [===>..........................] - ETA: 8:59 - loss: 0.1234 - acc: 0.9498
3200/20000 [===>..........................] - ETA: 8:57 - loss: 0.1231 - acc: 0.9497
3250/20000 [===>..........................] - ETA: 8:55 - loss: 0.1240 - acc: 0.9492
3300/20000 [===>..........................] - ETA: 8:53 - loss: 0.1234 - acc: 0.9494
3350/20000 [====>.........................] - ETA: 8:51 - loss: 0.1242 - acc: 0.9493
3400/20000 [====>.........................] - ETA: 8:50 - loss: 0.1237 - acc: 0.9494
3450/20000 [====>.........................] - ETA: 8:49 - loss: 0.1228 - acc: 0.9501
3500/20000 [====>.........................] - ETA: 8:47 - loss: 0.1227 - acc: 0.9500
3550/20000 [====>.........................] - ETA: 8:46 - loss: 0.1228 - acc: 0.9499
3600/20000 [====>.........................] - ETA: 8:44 - loss: 0.1236 - acc: 0.9492
3650/20000 [====>.........................] - ETA: 8:43 - loss: 0.1236 - acc: 0.9493
3700/20000 [====>.........................] - ETA: 8:42 - loss: 0.1232 - acc: 0.9497
3750/20000 [====>.........................] - ETA: 8:42 - loss: 0.1231 - acc: 0.9501
3800/20000 [====>.........................] - ETA: 8:40 - loss: 0.1232 - acc: 0.9497
3850/20000 [====>.........................] - ETA: 8:38 - loss: 0.1236 - acc: 0.9494
3900/20000 [====>.........................] - ETA: 8:37 - loss: 0.1234 - acc: 0.9492
3950/20000 [====>.........................] - ETA: 8:35 - loss: 0.1230 - acc: 0.9494
4000/20000 [=====>........................] - ETA: 8:35 - loss: 0.1246 - acc: 0.9487
4050/20000 [=====>........................] - ETA: 8:33 - loss: 0.1243 - acc: 0.9489
4100/20000 [=====>........................] - ETA: 8:31 - loss: 0.1251 - acc: 0.9488
4150/20000 [=====>........................] - ETA: 8:30 - loss: 0.1250 - acc: 0.9484
4200/20000 [=====>........................] - ETA: 8:29 - loss: 0.1253 - acc: 0.9476
4250/20000 [=====>........................] - ETA: 8:27 - loss: 0.1244 - acc: 0.9480
4300/20000 [=====>........................] - ETA: 8:25 - loss: 0.1245 - acc: 0.9484
4350/20000 [=====>........................] - ETA: 8:24 - loss: 0.1234 - acc: 0.9490
4400/20000 [=====>........................] - ETA: 8:23 - loss: 0.1223 - acc: 0.9495
4450/20000 [=====>........................] - ETA: 8:21 - loss: 0.1218 - acc: 0.9497
4500/20000 [=====>........................] - ETA: 8:19 - loss: 0.1214 - acc: 0.9498
4550/20000 [=====>........................] - ETA: 8:18 - loss: 0.1207 - acc: 0.9501
4600/20000 [=====>........................] - ETA: 8:16 - loss: 0.1203 - acc: 0.9504
4650/20000 [=====>........................] - ETA: 8:14 - loss: 0.1207 - acc: 0.9501
4700/20000 [======>.......................] - ETA: 8:12 - loss: 0.1213 - acc: 0.9498
4750/20000 [======>.......................] - ETA: 8:10 - loss: 0.1232 - acc: 0.9495
4800/20000 [======>.......................] - ETA: 8:09 - loss: 0.1230 - acc: 0.9496
4850/20000 [======>.......................] - ETA: 8:08 - loss: 0.1229 - acc: 0.9495
4900/20000 [======>.......................] - ETA: 8:06 - loss: 0.1226 - acc: 0.9496
4950/20000 [======>.......................] - ETA: 8:04 - loss: 0.1227 - acc: 0.9493
5000/20000 [======>.......................] - ETA: 8:03 - loss: 0.1223 - acc: 0.9496
5050/20000 [======>.......................] - ETA: 8:01 - loss: 0.1224 - acc: 0.9495
5100/20000 [======>.......................] - ETA: 7:59 - loss: 0.1216 - acc: 0.9498
5150/20000 [======>.......................] - ETA: 7:58 - loss: 0.1212 - acc: 0.9501
5200/20000 [======>.......................] - ETA: 7:57 - loss: 0.1212 - acc: 0.9498
5250/20000 [======>.......................] - ETA: 7:55 - loss: 0.1213 - acc: 0.9499
5300/20000 [======>.......................] - ETA: 7:54 - loss: 0.1215 - acc: 0.9498
5350/20000 [=======>......................] - ETA: 7:52 - loss: 0.1211 - acc: 0.9501
5400/20000 [=======>......................] - ETA: 7:50 - loss: 0.1217 - acc: 0.9496
5450/20000 [=======>......................] - ETA: 7:49 - loss: 0.1212 - acc: 0.9499
5500/20000 [=======>......................] - ETA: 7:48 - loss: 0.1215 - acc: 0.9500
5550/20000 [=======>......................] - ETA: 7:46 - loss: 0.1209 - acc: 0.9501
5600/20000 [=======>......................] - ETA: 7:44 - loss: 0.1212 - acc: 0.9502
5650/20000 [=======>......................] - ETA: 7:43 - loss: 0.1223 - acc: 0.9497
5700/20000 [=======>......................] - ETA: 7:41 - loss: 0.1233 - acc: 0.9491
5750/20000 [=======>......................] - ETA: 7:39 - loss: 0.1238 - acc: 0.9490
5800/20000 [=======>......................] - ETA: 7:37 - loss: 0.1240 - acc: 0.9488
5850/20000 [=======>......................] - ETA: 7:36 - loss: 0.1240 - acc: 0.9487
5900/20000 [=======>......................] - ETA: 7:35 - loss: 0.1239 - acc: 0.9486
5950/20000 [=======>......................] - ETA: 7:33 - loss: 0.1239 - acc: 0.9486
6000/20000 [========>.....................] - ETA: 7:31 - loss: 0.1237 - acc: 0.9487
6050/20000 [========>.....................] - ETA: 7:29 - loss: 0.1236 - acc: 0.9486
6100/20000 [========>.....................] - ETA: 7:28 - loss: 0.1238 - acc: 0.9484
6150/20000 [========>.....................] - ETA: 7:26 - loss: 0.1235 - acc: 0.9485
6200/20000 [========>.....................] - ETA: 7:24 - loss: 0.1237 - acc: 0.9487
6250/20000 [========>.....................] - ETA: 7:22 - loss: 0.1248 - acc: 0.9483
6300/20000 [========>.....................] - ETA: 7:21 - loss: 0.1256 - acc: 0.9483
6350/20000 [========>.....................] - ETA: 7:19 - loss: 0.1265 - acc: 0.9476
6400/20000 [========>.....................] - ETA: 7:17 - loss: 0.1258 - acc: 0.9480
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6500/20000 [========>.....................] - ETA: 7:14 - loss: 0.1261 - acc: 0.9477
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7050/20000 [=========>....................] - ETA: 6:58 - loss: 0.1286 - acc: 0.9477
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7150/20000 [=========>....................] - ETA: 6:55 - loss: 0.1286 - acc: 0.9477
7200/20000 [=========>....................] - ETA: 6:53 - loss: 0.1285 - acc: 0.9478
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7300/20000 [=========>....................] - ETA: 6:50 - loss: 0.1281 - acc: 0.9479
7350/20000 [==========>...................] - ETA: 6:49 - loss: 0.1276 - acc: 0.9482
7400/20000 [==========>...................] - ETA: 6:47 - loss: 0.1278 - acc: 0.9480
7450/20000 [==========>...................] - ETA: 6:45 - loss: 0.1274 - acc: 0.9482
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7550/20000 [==========>...................] - ETA: 6:42 - loss: 0.1280 - acc: 0.9478
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7650/20000 [==========>...................] - ETA: 6:39 - loss: 0.1275 - acc: 0.9482
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8000/20000 [===========>..................] - ETA: 6:28 - loss: 0.1278 - acc: 0.9482
8050/20000 [===========>..................] - ETA: 6:26 - loss: 0.1278 - acc: 0.9482
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8150/20000 [===========>..................] - ETA: 6:23 - loss: 0.1281 - acc: 0.9481
8200/20000 [===========>..................] - ETA: 6:21 - loss: 0.1286 - acc: 0.9480
8250/20000 [===========>..................] - ETA: 6:20 - loss: 0.1284 - acc: 0.9480
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8400/20000 [===========>..................] - ETA: 6:15 - loss: 0.1291 - acc: 0.9476
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8500/20000 [===========>..................] - ETA: 6:11 - loss: 0.1294 - acc: 0.9474
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8850/20000 [============>.................] - ETA: 6:00 - loss: 0.1291 - acc: 0.9477
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8950/20000 [============>.................] - ETA: 5:56 - loss: 0.1289 - acc: 0.9478
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9050/20000 [============>.................] - ETA: 5:53 - loss: 0.1290 - acc: 0.9474
9100/20000 [============>.................] - ETA: 5:52 - loss: 0.1288 - acc: 0.9474
9150/20000 [============>.................] - ETA: 5:50 - loss: 0.1293 - acc: 0.9471
9200/20000 [============>.................] - ETA: 5:49 - loss: 0.1303 - acc: 0.9471
9250/20000 [============>.................] - ETA: 5:47 - loss: 0.1301 - acc: 0.9472
9300/20000 [============>.................] - ETA: 5:45 - loss: 0.1300 - acc: 0.9474
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15050/20000 [=====================>........] - ETA: 2:40 - loss: 0.1317 - acc: 0.9478
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15150/20000 [=====================>........] - ETA: 2:37 - loss: 0.1314 - acc: 0.9479
15200/20000 [=====================>........] - ETA: 2:35 - loss: 0.1313 - acc: 0.9478
15250/20000 [=====================>........] - ETA: 2:33 - loss: 0.1312 - acc: 0.9479
15300/20000 [=====================>........] - ETA: 2:32 - loss: 0.1311 - acc: 0.9480
15350/20000 [======================>.......] - ETA: 2:30 - loss: 0.1314 - acc: 0.9480
15400/20000 [======================>.......] - ETA: 2:28 - loss: 0.1317 - acc: 0.9480
15450/20000 [======================>.......] - ETA: 2:27 - loss: 0.1316 - acc: 0.9481
15500/20000 [======================>.......] - ETA: 2:25 - loss: 0.1319 - acc: 0.9479
15550/20000 [======================>.......] - ETA: 2:24 - loss: 0.1321 - acc: 0.9480
15600/20000 [======================>.......] - ETA: 2:22 - loss: 0.1321 - acc: 0.9479
15650/20000 [======================>.......] - ETA: 2:20 - loss: 0.1320 - acc: 0.9480
15700/20000 [======================>.......] - ETA: 2:19 - loss: 0.1321 - acc: 0.9480
15750/20000 [======================>.......] - ETA: 2:17 - loss: 0.1321 - acc: 0.9479
15800/20000 [======================>.......] - ETA: 2:15 - loss: 0.1320 - acc: 0.9480
15850/20000 [======================>.......] - ETA: 2:14 - loss: 0.1325 - acc: 0.9475
15900/20000 [======================>.......] - ETA: 2:12 - loss: 0.1326 - acc: 0.9475
15950/20000 [======================>.......] - ETA: 2:11 - loss: 0.1326 - acc: 0.9475
16000/20000 [=======================>......] - ETA: 2:09 - loss: 0.1326 - acc: 0.9474
16050/20000 [=======================>......] - ETA: 2:07 - loss: 0.1331 - acc: 0.9470
16100/20000 [=======================>......] - ETA: 2:06 - loss: 0.1334 - acc: 0.9469
16150/20000 [=======================>......] - ETA: 2:04 - loss: 0.1340 - acc: 0.9466
16200/20000 [=======================>......] - ETA: 2:02 - loss: 0.1340 - acc: 0.9465
16250/20000 [=======================>......] - ETA: 2:01 - loss: 0.1340 - acc: 0.9465
16300/20000 [=======================>......] - ETA: 1:59 - loss: 0.1339 - acc: 0.9466
16350/20000 [=======================>......] - ETA: 1:57 - loss: 0.1340 - acc: 0.9465
16400/20000 [=======================>......] - ETA: 1:56 - loss: 0.1340 - acc: 0.9464
16450/20000 [=======================>......] - ETA: 1:54 - loss: 0.1339 - acc: 0.9465
16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.1340 - acc: 0.9462
16550/20000 [=======================>......] - ETA: 1:51 - loss: 0.1346 - acc: 0.9461
16600/20000 [=======================>......] - ETA: 1:49 - loss: 0.1346 - acc: 0.9460
16650/20000 [=======================>......] - ETA: 1:48 - loss: 0.1345 - acc: 0.9461
16700/20000 [========================>.....] - ETA: 1:46 - loss: 0.1344 - acc: 0.9461
16750/20000 [========================>.....] - ETA: 1:45 - loss: 0.1342 - acc: 0.9463
16800/20000 [========================>.....] - ETA: 1:43 - loss: 0.1343 - acc: 0.9462
16850/20000 [========================>.....] - ETA: 1:41 - loss: 0.1341 - acc: 0.9464
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.1340 - acc: 0.9464
16950/20000 [========================>.....] - ETA: 1:38 - loss: 0.1344 - acc: 0.9463
17000/20000 [========================>.....] - ETA: 1:36 - loss: 0.1342 - acc: 0.9464
17050/20000 [========================>.....] - ETA: 1:35 - loss: 0.1346 - acc: 0.9462
17100/20000 [========================>.....] - ETA: 1:33 - loss: 0.1344 - acc: 0.9464
17150/20000 [========================>.....] - ETA: 1:32 - loss: 0.1347 - acc: 0.9464
17200/20000 [========================>.....] - ETA: 1:30 - loss: 0.1347 - acc: 0.9463
17250/20000 [========================>.....] - ETA: 1:28 - loss: 0.1347 - acc: 0.9463
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.1345 - acc: 0.9464
17350/20000 [=========================>....] - ETA: 1:25 - loss: 0.1349 - acc: 0.9461
17400/20000 [=========================>....] - ETA: 1:23 - loss: 0.1347 - acc: 0.9463
17450/20000 [=========================>....] - ETA: 1:22 - loss: 0.1348 - acc: 0.9461
17500/20000 [=========================>....] - ETA: 1:20 - loss: 0.1345 - acc: 0.9463
17550/20000 [=========================>....] - ETA: 1:19 - loss: 0.1342 - acc: 0.9464
17600/20000 [=========================>....] - ETA: 1:17 - loss: 0.1344 - acc: 0.9465
17650/20000 [=========================>....] - ETA: 1:15 - loss: 0.1342 - acc: 0.9465
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.1341 - acc: 0.9466
17750/20000 [=========================>....] - ETA: 1:12 - loss: 0.1339 - acc: 0.9467
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.1337 - acc: 0.9468
17850/20000 [=========================>....] - ETA: 1:09 - loss: 0.1336 - acc: 0.9468
17900/20000 [=========================>....] - ETA: 1:07 - loss: 0.1338 - acc: 0.9468
17950/20000 [=========================>....] - ETA: 1:06 - loss: 0.1339 - acc: 0.9468
18000/20000 [==========================>...] - ETA: 1:04 - loss: 0.1337 - acc: 0.9469
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.1336 - acc: 0.9469
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.1335 - acc: 0.9471
18150/20000 [==========================>...] - ETA: 59s - loss: 0.1334 - acc: 0.9471
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1335 - acc: 0.9470
18250/20000 [==========================>...] - ETA: 56s - loss: 0.1333 - acc: 0.9471
18300/20000 [==========================>...] - ETA: 54s - loss: 0.1332 - acc: 0.9472
18350/20000 [==========================>...] - ETA: 53s - loss: 0.1331 - acc: 0.9471
18400/20000 [==========================>...] - ETA: 51s - loss: 0.1332 - acc: 0.9471
18450/20000 [==========================>...] - ETA: 50s - loss: 0.1332 - acc: 0.9471
18500/20000 [==========================>...] - ETA: 48s - loss: 0.1332 - acc: 0.9471
18550/20000 [==========================>...] - ETA: 46s - loss: 0.1332 - acc: 0.9471
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1330 - acc: 0.9471
18650/20000 [==========================>...] - ETA: 43s - loss: 0.1330 - acc: 0.9471
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1333 - acc: 0.9470
18750/20000 [===========================>..] - ETA: 40s - loss: 0.1331 - acc: 0.9470
18800/20000 [===========================>..] - ETA: 38s - loss: 0.1331 - acc: 0.9469
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1331 - acc: 0.9469
18900/20000 [===========================>..] - ETA: 35s - loss: 0.1330 - acc: 0.9471
18950/20000 [===========================>..] - ETA: 33s - loss: 0.1331 - acc: 0.9471
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1332 - acc: 0.9471
19050/20000 [===========================>..] - ETA: 30s - loss: 0.1332 - acc: 0.9471
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1332 - acc: 0.9471
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1330 - acc: 0.9472
19200/20000 [===========================>..] - ETA: 25s - loss: 0.1331 - acc: 0.9472
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1330 - acc: 0.9472
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1329 - acc: 0.9473
19350/20000 [============================>.] - ETA: 21s - loss: 0.1329 - acc: 0.9473
19400/20000 [============================>.] - ETA: 19s - loss: 0.1331 - acc: 0.9473
19450/20000 [============================>.] - ETA: 17s - loss: 0.1330 - acc: 0.9474
19500/20000 [============================>.] - ETA: 16s - loss: 0.1328 - acc: 0.9474
19550/20000 [============================>.] - ETA: 14s - loss: 0.1326 - acc: 0.9474
19600/20000 [============================>.] - ETA: 12s - loss: 0.1327 - acc: 0.9474
19650/20000 [============================>.] - ETA: 11s - loss: 0.1324 - acc: 0.9475
19700/20000 [============================>.] - ETA: 9s - loss: 0.1324 - acc: 0.9475
19750/20000 [============================>.] - ETA: 8s - loss: 0.1323 - acc: 0.9476
19800/20000 [============================>.] - ETA: 6s - loss: 0.1323 - acc: 0.9475
19850/20000 [============================>.] - ETA: 4s - loss: 0.1323 - acc: 0.9476
19900/20000 [============================>.] - ETA: 3s - loss: 0.1324 - acc: 0.9475
19950/20000 [============================>.] - ETA: 1s - loss: 0.1327 - acc: 0.9473
20000/20000 [==============================] - 657s 33ms/step - loss: 0.1326 - acc: 0.9473 - val_loss: 0.8675 - val_acc: 0.7432
Epoch 32/50
50/20000 [..............................] - ETA: 9:44 - loss: 0.0873 - acc: 0.9800
100/20000 [..............................] - ETA: 10:44 - loss: 0.1183 - acc: 0.9500
150/20000 [..............................] - ETA: 10:44 - loss: 0.1015 - acc: 0.9667
200/20000 [..............................] - ETA: 10:33 - loss: 0.1357 - acc: 0.9550
250/20000 [..............................] - ETA: 10:38 - loss: 0.1635 - acc: 0.9480
300/20000 [..............................] - ETA: 10:42 - loss: 0.1670 - acc: 0.9400
350/20000 [..............................] - ETA: 10:38 - loss: 0.1551 - acc: 0.9400
400/20000 [..............................] - ETA: 10:29 - loss: 0.1433 - acc: 0.9450
450/20000 [..............................] - ETA: 10:30 - loss: 0.1388 - acc: 0.9467
500/20000 [..............................] - ETA: 10:29 - loss: 0.1541 - acc: 0.9380
550/20000 [..............................] - ETA: 10:22 - loss: 0.1549 - acc: 0.9364
600/20000 [..............................] - ETA: 10:21 - loss: 0.1492 - acc: 0.9383
650/20000 [..............................] - ETA: 10:23 - loss: 0.1408 - acc: 0.9431
700/20000 [>.............................] - ETA: 10:27 - loss: 0.1395 - acc: 0.9429
750/20000 [>.............................] - ETA: 10:26 - loss: 0.1393 - acc: 0.9427
800/20000 [>.............................] - ETA: 10:24 - loss: 0.1463 - acc: 0.9413
850/20000 [>.............................] - ETA: 10:18 - loss: 0.1452 - acc: 0.9412
900/20000 [>.............................] - ETA: 10:17 - loss: 0.1602 - acc: 0.9356
950/20000 [>.............................] - ETA: 10:24 - loss: 0.1610 - acc: 0.9368
1000/20000 [>.............................] - ETA: 10:32 - loss: 0.1565 - acc: 0.9390
1050/20000 [>.............................] - ETA: 10:37 - loss: 0.1543 - acc: 0.9390
1100/20000 [>.............................] - ETA: 10:46 - loss: 0.1528 - acc: 0.9400
1150/20000 [>.............................] - ETA: 10:50 - loss: 0.1530 - acc: 0.9409
1200/20000 [>.............................] - ETA: 11:01 - loss: 0.1520 - acc: 0.9392
1250/20000 [>.............................] - ETA: 11:07 - loss: 0.1487 - acc: 0.9408
1300/20000 [>.............................] - ETA: 11:01 - loss: 0.1459 - acc: 0.9408
1350/20000 [=>............................] - ETA: 10:53 - loss: 0.1489 - acc: 0.9378
1400/20000 [=>............................] - ETA: 10:48 - loss: 0.1466 - acc: 0.9393
1450/20000 [=>............................] - ETA: 10:46 - loss: 0.1431 - acc: 0.9400
1500/20000 [=>............................] - ETA: 10:43 - loss: 0.1444 - acc: 0.9400
1550/20000 [=>............................] - ETA: 10:43 - loss: 0.1424 - acc: 0.9406
1600/20000 [=>............................] - ETA: 10:42 - loss: 0.1420 - acc: 0.9412
1650/20000 [=>............................] - ETA: 10:38 - loss: 0.1399 - acc: 0.9424
1700/20000 [=>............................] - ETA: 10:38 - loss: 0.1385 - acc: 0.9424
1750/20000 [=>............................] - ETA: 10:37 - loss: 0.1371 - acc: 0.9434
1800/20000 [=>............................] - ETA: 10:37 - loss: 0.1392 - acc: 0.9422
1850/20000 [=>............................] - ETA: 10:34 - loss: 0.1371 - acc: 0.9438
1900/20000 [=>............................] - ETA: 10:33 - loss: 0.1345 - acc: 0.9453
1950/20000 [=>............................] - ETA: 10:30 - loss: 0.1315 - acc: 0.9467
2000/20000 [==>...........................] - ETA: 10:27 - loss: 0.1315 - acc: 0.9460
2050/20000 [==>...........................] - ETA: 10:24 - loss: 0.1316 - acc: 0.9454
2100/20000 [==>...........................] - ETA: 10:21 - loss: 0.1310 - acc: 0.9457
2150/20000 [==>...........................] - ETA: 10:17 - loss: 0.1301 - acc: 0.9456
2200/20000 [==>...........................] - ETA: 10:15 - loss: 0.1293 - acc: 0.9455
2250/20000 [==>...........................] - ETA: 10:13 - loss: 0.1277 - acc: 0.9462
2300/20000 [==>...........................] - ETA: 10:10 - loss: 0.1274 - acc: 0.9461
2350/20000 [==>...........................] - ETA: 10:08 - loss: 0.1267 - acc: 0.9468
2400/20000 [==>...........................] - ETA: 10:06 - loss: 0.1278 - acc: 0.9458
2450/20000 [==>...........................] - ETA: 10:04 - loss: 0.1275 - acc: 0.9461
2500/20000 [==>...........................] - ETA: 10:02 - loss: 0.1284 - acc: 0.9464
2550/20000 [==>...........................] - ETA: 10:00 - loss: 0.1274 - acc: 0.9471
2600/20000 [==>...........................] - ETA: 9:57 - loss: 0.1276 - acc: 0.9469
2650/20000 [==>...........................] - ETA: 9:54 - loss: 0.1282 - acc: 0.9468
2700/20000 [===>..........................] - ETA: 9:52 - loss: 0.1279 - acc: 0.9470
2750/20000 [===>..........................] - ETA: 9:49 - loss: 0.1272 - acc: 0.9473
2800/20000 [===>..........................] - ETA: 9:48 - loss: 0.1273 - acc: 0.9475
2850/20000 [===>..........................] - ETA: 9:45 - loss: 0.1264 - acc: 0.9481
2900/20000 [===>..........................] - ETA: 9:43 - loss: 0.1270 - acc: 0.9472
2950/20000 [===>..........................] - ETA: 9:40 - loss: 0.1266 - acc: 0.9478
3000/20000 [===>..........................] - ETA: 9:38 - loss: 0.1260 - acc: 0.9480
3050/20000 [===>..........................] - ETA: 9:36 - loss: 0.1243 - acc: 0.9489
3100/20000 [===>..........................] - ETA: 9:33 - loss: 0.1234 - acc: 0.9490
3150/20000 [===>..........................] - ETA: 9:32 - loss: 0.1230 - acc: 0.9495
3200/20000 [===>..........................] - ETA: 9:30 - loss: 0.1221 - acc: 0.9500
3250/20000 [===>..........................] - ETA: 9:28 - loss: 0.1208 - acc: 0.9505
3300/20000 [===>..........................] - ETA: 9:27 - loss: 0.1200 - acc: 0.9506
3350/20000 [====>.........................] - ETA: 9:25 - loss: 0.1226 - acc: 0.9504
3400/20000 [====>.........................] - ETA: 9:22 - loss: 0.1234 - acc: 0.9506
3450/20000 [====>.........................] - ETA: 9:20 - loss: 0.1224 - acc: 0.9510
3500/20000 [====>.........................] - ETA: 9:18 - loss: 0.1216 - acc: 0.9511
3550/20000 [====>.........................] - ETA: 9:16 - loss: 0.1213 - acc: 0.9510
3600/20000 [====>.........................] - ETA: 9:14 - loss: 0.1223 - acc: 0.9506
3650/20000 [====>.........................] - ETA: 9:11 - loss: 0.1223 - acc: 0.9507
3700/20000 [====>.........................] - ETA: 9:09 - loss: 0.1217 - acc: 0.9511
3750/20000 [====>.........................] - ETA: 9:07 - loss: 0.1227 - acc: 0.9504
3800/20000 [====>.........................] - ETA: 9:06 - loss: 0.1230 - acc: 0.9505
3850/20000 [====>.........................] - ETA: 9:04 - loss: 0.1226 - acc: 0.9509
3900/20000 [====>.........................] - ETA: 9:02 - loss: 0.1221 - acc: 0.9515
3950/20000 [====>.........................] - ETA: 9:00 - loss: 0.1229 - acc: 0.9511
4000/20000 [=====>........................] - ETA: 8:59 - loss: 0.1233 - acc: 0.9507
4050/20000 [=====>........................] - ETA: 8:57 - loss: 0.1233 - acc: 0.9509
4100/20000 [=====>........................] - ETA: 8:55 - loss: 0.1242 - acc: 0.9505
4150/20000 [=====>........................] - ETA: 8:53 - loss: 0.1247 - acc: 0.9508
4200/20000 [=====>........................] - ETA: 8:50 - loss: 0.1241 - acc: 0.9510
4250/20000 [=====>........................] - ETA: 8:48 - loss: 0.1236 - acc: 0.9511
4300/20000 [=====>........................] - ETA: 8:46 - loss: 0.1230 - acc: 0.9514
4350/20000 [=====>........................] - ETA: 8:45 - loss: 0.1221 - acc: 0.9520
4400/20000 [=====>........................] - ETA: 8:43 - loss: 0.1218 - acc: 0.9523
4450/20000 [=====>........................] - ETA: 8:41 - loss: 0.1216 - acc: 0.9524
4500/20000 [=====>........................] - ETA: 8:39 - loss: 0.1209 - acc: 0.9527
4550/20000 [=====>........................] - ETA: 8:37 - loss: 0.1208 - acc: 0.9527
4600/20000 [=====>........................] - ETA: 8:36 - loss: 0.1210 - acc: 0.9528
4650/20000 [=====>........................] - ETA: 8:34 - loss: 0.1218 - acc: 0.9527
4700/20000 [======>.......................] - ETA: 8:32 - loss: 0.1224 - acc: 0.9523
4750/20000 [======>.......................] - ETA: 8:30 - loss: 0.1228 - acc: 0.9522
4800/20000 [======>.......................] - ETA: 8:28 - loss: 0.1231 - acc: 0.9521
4850/20000 [======>.......................] - ETA: 8:26 - loss: 0.1226 - acc: 0.9524
4900/20000 [======>.......................] - ETA: 8:25 - loss: 0.1219 - acc: 0.9529
4950/20000 [======>.......................] - ETA: 8:23 - loss: 0.1215 - acc: 0.9531
5000/20000 [======>.......................] - ETA: 8:21 - loss: 0.1207 - acc: 0.9534
5050/20000 [======>.......................] - ETA: 8:20 - loss: 0.1207 - acc: 0.9531
5100/20000 [======>.......................] - ETA: 8:18 - loss: 0.1212 - acc: 0.9527
5150/20000 [======>.......................] - ETA: 8:16 - loss: 0.1220 - acc: 0.9522
5200/20000 [======>.......................] - ETA: 8:14 - loss: 0.1231 - acc: 0.9523
5250/20000 [======>.......................] - ETA: 8:12 - loss: 0.1235 - acc: 0.9520
5300/20000 [======>.......................] - ETA: 8:11 - loss: 0.1241 - acc: 0.9517
5350/20000 [=======>......................] - ETA: 8:08 - loss: 0.1254 - acc: 0.9514
5400/20000 [=======>......................] - ETA: 8:06 - loss: 0.1263 - acc: 0.9509
5450/20000 [=======>......................] - ETA: 8:05 - loss: 0.1264 - acc: 0.9508
5500/20000 [=======>......................] - ETA: 8:03 - loss: 0.1259 - acc: 0.9511
5550/20000 [=======>......................] - ETA: 8:01 - loss: 0.1249 - acc: 0.9515
5600/20000 [=======>......................] - ETA: 8:00 - loss: 0.1243 - acc: 0.9516
5650/20000 [=======>......................] - ETA: 7:57 - loss: 0.1245 - acc: 0.9515
5700/20000 [=======>......................] - ETA: 7:56 - loss: 0.1255 - acc: 0.9514
5750/20000 [=======>......................] - ETA: 7:54 - loss: 0.1255 - acc: 0.9517
5800/20000 [=======>......................] - ETA: 7:52 - loss: 0.1255 - acc: 0.9517
5850/20000 [=======>......................] - ETA: 7:49 - loss: 0.1251 - acc: 0.9518
5900/20000 [=======>......................] - ETA: 7:48 - loss: 0.1251 - acc: 0.9519
5950/20000 [=======>......................] - ETA: 7:45 - loss: 0.1248 - acc: 0.9518
6000/20000 [========>.....................] - ETA: 7:44 - loss: 0.1250 - acc: 0.9520
6050/20000 [========>.....................] - ETA: 7:42 - loss: 0.1255 - acc: 0.9519
6100/20000 [========>.....................] - ETA: 7:40 - loss: 0.1256 - acc: 0.9515
6150/20000 [========>.....................] - ETA: 7:38 - loss: 0.1257 - acc: 0.9514
6200/20000 [========>.....................] - ETA: 7:36 - loss: 0.1253 - acc: 0.9515
6250/20000 [========>.....................] - ETA: 7:35 - loss: 0.1257 - acc: 0.9510
6300/20000 [========>.....................] - ETA: 7:33 - loss: 0.1252 - acc: 0.9513
6350/20000 [========>.....................] - ETA: 7:31 - loss: 0.1252 - acc: 0.9513
6400/20000 [========>.....................] - ETA: 7:29 - loss: 0.1257 - acc: 0.9511
6450/20000 [========>.....................] - ETA: 7:27 - loss: 0.1256 - acc: 0.9512
6500/20000 [========>.....................] - ETA: 7:25 - loss: 0.1260 - acc: 0.9508
6550/20000 [========>.....................] - ETA: 7:24 - loss: 0.1262 - acc: 0.9505
6600/20000 [========>.....................] - ETA: 7:22 - loss: 0.1260 - acc: 0.9505
6650/20000 [========>.....................] - ETA: 7:20 - loss: 0.1269 - acc: 0.9504
6700/20000 [=========>....................] - ETA: 7:19 - loss: 0.1267 - acc: 0.9503
6750/20000 [=========>....................] - ETA: 7:17 - loss: 0.1271 - acc: 0.9501
6800/20000 [=========>....................] - ETA: 7:15 - loss: 0.1266 - acc: 0.9503
6850/20000 [=========>....................] - ETA: 7:14 - loss: 0.1266 - acc: 0.9504
6900/20000 [=========>....................] - ETA: 7:12 - loss: 0.1271 - acc: 0.9501
6950/20000 [=========>....................] - ETA: 7:10 - loss: 0.1267 - acc: 0.9504
7000/20000 [=========>....................] - ETA: 7:09 - loss: 0.1276 - acc: 0.9499
7050/20000 [=========>....................] - ETA: 7:07 - loss: 0.1279 - acc: 0.9496
7100/20000 [=========>....................] - ETA: 7:05 - loss: 0.1289 - acc: 0.9492
7150/20000 [=========>....................] - ETA: 7:03 - loss: 0.1289 - acc: 0.9490
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19450/20000 [============================>.] - ETA: 17s - loss: 0.1350 - acc: 0.9457
19500/20000 [============================>.] - ETA: 16s - loss: 0.1348 - acc: 0.9457
19550/20000 [============================>.] - ETA: 14s - loss: 0.1348 - acc: 0.9457
19600/20000 [============================>.] - ETA: 12s - loss: 0.1350 - acc: 0.9455
19650/20000 [============================>.] - ETA: 11s - loss: 0.1350 - acc: 0.9453
19700/20000 [============================>.] - ETA: 9s - loss: 0.1348 - acc: 0.9454
19750/20000 [============================>.] - ETA: 8s - loss: 0.1350 - acc: 0.9453
19800/20000 [============================>.] - ETA: 6s - loss: 0.1349 - acc: 0.9454
19850/20000 [============================>.] - ETA: 4s - loss: 0.1350 - acc: 0.9453
19900/20000 [============================>.] - ETA: 3s - loss: 0.1349 - acc: 0.9454
19950/20000 [============================>.] - ETA: 1s - loss: 0.1347 - acc: 0.9455
20000/20000 [==============================] - 660s 33ms/step - loss: 0.1345 - acc: 0.9456 - val_loss: 0.5850 - val_acc: 0.8154
Epoch 33/50
50/20000 [..............................] - ETA: 10:51 - loss: 0.0962 - acc: 0.9600
100/20000 [..............................] - ETA: 10:47 - loss: 0.1551 - acc: 0.9200
150/20000 [..............................] - ETA: 10:37 - loss: 0.1548 - acc: 0.9267
200/20000 [..............................] - ETA: 10:43 - loss: 0.1357 - acc: 0.9400
250/20000 [..............................] - ETA: 10:42 - loss: 0.1228 - acc: 0.9440
300/20000 [..............................] - ETA: 10:43 - loss: 0.1122 - acc: 0.9500
350/20000 [..............................] - ETA: 10:34 - loss: 0.1203 - acc: 0.9429
400/20000 [..............................] - ETA: 10:33 - loss: 0.1190 - acc: 0.9475
450/20000 [..............................] - ETA: 10:30 - loss: 0.1165 - acc: 0.9511
500/20000 [..............................] - ETA: 10:25 - loss: 0.1233 - acc: 0.9480
550/20000 [..............................] - ETA: 10:29 - loss: 0.1239 - acc: 0.9491
600/20000 [..............................] - ETA: 10:26 - loss: 0.1333 - acc: 0.9467
650/20000 [..............................] - ETA: 10:28 - loss: 0.1320 - acc: 0.9477
700/20000 [>.............................] - ETA: 10:31 - loss: 0.1382 - acc: 0.9471
750/20000 [>.............................] - ETA: 10:24 - loss: 0.1377 - acc: 0.9453
800/20000 [>.............................] - ETA: 10:25 - loss: 0.1414 - acc: 0.9438
850/20000 [>.............................] - ETA: 10:28 - loss: 0.1472 - acc: 0.9424
900/20000 [>.............................] - ETA: 10:22 - loss: 0.1450 - acc: 0.9422
950/20000 [>.............................] - ETA: 10:21 - loss: 0.1415 - acc: 0.9432
1000/20000 [>.............................] - ETA: 10:18 - loss: 0.1458 - acc: 0.9430
1050/20000 [>.............................] - ETA: 10:18 - loss: 0.1456 - acc: 0.9438
1100/20000 [>.............................] - ETA: 10:16 - loss: 0.1436 - acc: 0.9436
1150/20000 [>.............................] - ETA: 10:15 - loss: 0.1418 - acc: 0.9443
1200/20000 [>.............................] - ETA: 10:12 - loss: 0.1407 - acc: 0.9450
1250/20000 [>.............................] - ETA: 10:09 - loss: 0.1383 - acc: 0.9464
1300/20000 [>.............................] - ETA: 10:07 - loss: 0.1362 - acc: 0.9469
1350/20000 [=>............................] - ETA: 10:03 - loss: 0.1363 - acc: 0.9452
1400/20000 [=>............................] - ETA: 10:02 - loss: 0.1389 - acc: 0.9457
1450/20000 [=>............................] - ETA: 10:00 - loss: 0.1378 - acc: 0.9455
1500/20000 [=>............................] - ETA: 10:00 - loss: 0.1350 - acc: 0.9467
1550/20000 [=>............................] - ETA: 9:57 - loss: 0.1328 - acc: 0.9477
1600/20000 [=>............................] - ETA: 9:55 - loss: 0.1318 - acc: 0.9481
1650/20000 [=>............................] - ETA: 9:54 - loss: 0.1299 - acc: 0.9491
1700/20000 [=>............................] - ETA: 9:53 - loss: 0.1291 - acc: 0.9488
1750/20000 [=>............................] - ETA: 9:51 - loss: 0.1309 - acc: 0.9486
1800/20000 [=>............................] - ETA: 9:50 - loss: 0.1305 - acc: 0.9489
1850/20000 [=>............................] - ETA: 9:49 - loss: 0.1303 - acc: 0.9481
1900/20000 [=>............................] - ETA: 9:46 - loss: 0.1319 - acc: 0.9479
1950/20000 [=>............................] - ETA: 9:44 - loss: 0.1315 - acc: 0.9482
2000/20000 [==>...........................] - ETA: 9:43 - loss: 0.1304 - acc: 0.9490
2050/20000 [==>...........................] - ETA: 9:40 - loss: 0.1301 - acc: 0.9493
2100/20000 [==>...........................] - ETA: 9:38 - loss: 0.1324 - acc: 0.9471
2150/20000 [==>...........................] - ETA: 9:37 - loss: 0.1327 - acc: 0.9474
2200/20000 [==>...........................] - ETA: 9:36 - loss: 0.1333 - acc: 0.9468
2250/20000 [==>...........................] - ETA: 9:34 - loss: 0.1332 - acc: 0.9467
2300/20000 [==>...........................] - ETA: 9:32 - loss: 0.1329 - acc: 0.9474
2350/20000 [==>...........................] - ETA: 9:30 - loss: 0.1322 - acc: 0.9477
2400/20000 [==>...........................] - ETA: 9:28 - loss: 0.1307 - acc: 0.9487
2450/20000 [==>...........................] - ETA: 9:26 - loss: 0.1299 - acc: 0.9486
2500/20000 [==>...........................] - ETA: 9:24 - loss: 0.1291 - acc: 0.9488
2550/20000 [==>...........................] - ETA: 9:24 - loss: 0.1290 - acc: 0.9490
2600/20000 [==>...........................] - ETA: 9:23 - loss: 0.1273 - acc: 0.9496
2650/20000 [==>...........................] - ETA: 9:21 - loss: 0.1267 - acc: 0.9494
2700/20000 [===>..........................] - ETA: 9:19 - loss: 0.1261 - acc: 0.9496
2750/20000 [===>..........................] - ETA: 9:17 - loss: 0.1254 - acc: 0.9502
2800/20000 [===>..........................] - ETA: 9:16 - loss: 0.1287 - acc: 0.9482
2850/20000 [===>..........................] - ETA: 9:14 - loss: 0.1281 - acc: 0.9484
2900/20000 [===>..........................] - ETA: 9:13 - loss: 0.1272 - acc: 0.9490
2950/20000 [===>..........................] - ETA: 9:11 - loss: 0.1255 - acc: 0.9495
3000/20000 [===>..........................] - ETA: 9:08 - loss: 0.1255 - acc: 0.9497
3050/20000 [===>..........................] - ETA: 9:06 - loss: 0.1248 - acc: 0.9498
3100/20000 [===>..........................] - ETA: 9:04 - loss: 0.1241 - acc: 0.9500
3150/20000 [===>..........................] - ETA: 9:02 - loss: 0.1247 - acc: 0.9492
3200/20000 [===>..........................] - ETA: 9:00 - loss: 0.1248 - acc: 0.9491
3250/20000 [===>..........................] - ETA: 8:59 - loss: 0.1241 - acc: 0.9495
3300/20000 [===>..........................] - ETA: 8:58 - loss: 0.1245 - acc: 0.9497
3350/20000 [====>.........................] - ETA: 8:56 - loss: 0.1271 - acc: 0.9493
3400/20000 [====>.........................] - ETA: 8:55 - loss: 0.1273 - acc: 0.9488
3450/20000 [====>.........................] - ETA: 8:53 - loss: 0.1279 - acc: 0.9481
3500/20000 [====>.........................] - ETA: 8:52 - loss: 0.1286 - acc: 0.9480
3550/20000 [====>.........................] - ETA: 8:51 - loss: 0.1286 - acc: 0.9482
3600/20000 [====>.........................] - ETA: 8:50 - loss: 0.1274 - acc: 0.9489
3650/20000 [====>.........................] - ETA: 8:49 - loss: 0.1285 - acc: 0.9482
3700/20000 [====>.........................] - ETA: 8:47 - loss: 0.1287 - acc: 0.9481
3750/20000 [====>.........................] - ETA: 8:46 - loss: 0.1277 - acc: 0.9485
3800/20000 [====>.........................] - ETA: 8:43 - loss: 0.1272 - acc: 0.9487
3850/20000 [====>.........................] - ETA: 8:41 - loss: 0.1285 - acc: 0.9481
3900/20000 [====>.........................] - ETA: 8:40 - loss: 0.1281 - acc: 0.9485
3950/20000 [====>.........................] - ETA: 8:39 - loss: 0.1273 - acc: 0.9489
4000/20000 [=====>........................] - ETA: 8:37 - loss: 0.1274 - acc: 0.9490
4050/20000 [=====>........................] - ETA: 8:35 - loss: 0.1278 - acc: 0.9489
4100/20000 [=====>........................] - ETA: 8:34 - loss: 0.1277 - acc: 0.9485
4150/20000 [=====>........................] - ETA: 8:32 - loss: 0.1275 - acc: 0.9487
4200/20000 [=====>........................] - ETA: 8:31 - loss: 0.1276 - acc: 0.9486
4250/20000 [=====>........................] - ETA: 8:29 - loss: 0.1270 - acc: 0.9489
4300/20000 [=====>........................] - ETA: 8:27 - loss: 0.1273 - acc: 0.9493
4350/20000 [=====>........................] - ETA: 8:26 - loss: 0.1289 - acc: 0.9490
4400/20000 [=====>........................] - ETA: 8:25 - loss: 0.1281 - acc: 0.9493
4450/20000 [=====>........................] - ETA: 8:23 - loss: 0.1276 - acc: 0.9497
4500/20000 [=====>........................] - ETA: 8:22 - loss: 0.1270 - acc: 0.9498
4550/20000 [=====>........................] - ETA: 8:21 - loss: 0.1266 - acc: 0.9499
4600/20000 [=====>........................] - ETA: 8:20 - loss: 0.1269 - acc: 0.9498
4650/20000 [=====>........................] - ETA: 8:18 - loss: 0.1260 - acc: 0.9503
4700/20000 [======>.......................] - ETA: 8:16 - loss: 0.1254 - acc: 0.9506
4750/20000 [======>.......................] - ETA: 8:15 - loss: 0.1258 - acc: 0.9505
4800/20000 [======>.......................] - ETA: 8:13 - loss: 0.1259 - acc: 0.9506
4850/20000 [======>.......................] - ETA: 8:11 - loss: 0.1263 - acc: 0.9499
4900/20000 [======>.......................] - ETA: 8:09 - loss: 0.1261 - acc: 0.9498
4950/20000 [======>.......................] - ETA: 8:08 - loss: 0.1257 - acc: 0.9499
5000/20000 [======>.......................] - ETA: 8:06 - loss: 0.1250 - acc: 0.9504
5050/20000 [======>.......................] - ETA: 8:04 - loss: 0.1252 - acc: 0.9499
5100/20000 [======>.......................] - ETA: 8:02 - loss: 0.1252 - acc: 0.9500
5150/20000 [======>.......................] - ETA: 8:01 - loss: 0.1260 - acc: 0.9499
5200/20000 [======>.......................] - ETA: 7:59 - loss: 0.1265 - acc: 0.9498
5250/20000 [======>.......................] - ETA: 7:57 - loss: 0.1262 - acc: 0.9497
5300/20000 [======>.......................] - ETA: 7:56 - loss: 0.1265 - acc: 0.9498
5350/20000 [=======>......................] - ETA: 7:54 - loss: 0.1265 - acc: 0.9499
5400/20000 [=======>......................] - ETA: 7:52 - loss: 0.1258 - acc: 0.9504
5450/20000 [=======>......................] - ETA: 7:50 - loss: 0.1250 - acc: 0.9506
5500/20000 [=======>......................] - ETA: 7:49 - loss: 0.1260 - acc: 0.9504
5550/20000 [=======>......................] - ETA: 7:47 - loss: 0.1260 - acc: 0.9501
5600/20000 [=======>......................] - ETA: 7:45 - loss: 0.1279 - acc: 0.9498
5650/20000 [=======>......................] - ETA: 7:44 - loss: 0.1270 - acc: 0.9503
5700/20000 [=======>......................] - ETA: 7:41 - loss: 0.1262 - acc: 0.9507
5750/20000 [=======>......................] - ETA: 7:39 - loss: 0.1267 - acc: 0.9508
5800/20000 [=======>......................] - ETA: 7:38 - loss: 0.1277 - acc: 0.9502
5850/20000 [=======>......................] - ETA: 7:36 - loss: 0.1273 - acc: 0.9504
5900/20000 [=======>......................] - ETA: 7:35 - loss: 0.1274 - acc: 0.9503
5950/20000 [=======>......................] - ETA: 7:33 - loss: 0.1270 - acc: 0.9504
6000/20000 [========>.....................] - ETA: 7:31 - loss: 0.1267 - acc: 0.9507
6050/20000 [========>.....................] - ETA: 7:30 - loss: 0.1269 - acc: 0.9506
6100/20000 [========>.....................] - ETA: 7:28 - loss: 0.1267 - acc: 0.9507
6150/20000 [========>.....................] - ETA: 7:27 - loss: 0.1279 - acc: 0.9504
6200/20000 [========>.....................] - ETA: 7:25 - loss: 0.1275 - acc: 0.9505
6250/20000 [========>.....................] - ETA: 7:23 - loss: 0.1273 - acc: 0.9507
6300/20000 [========>.....................] - ETA: 7:22 - loss: 0.1272 - acc: 0.9506
6350/20000 [========>.....................] - ETA: 7:20 - loss: 0.1279 - acc: 0.9502
6400/20000 [========>.....................] - ETA: 7:19 - loss: 0.1282 - acc: 0.9498
6450/20000 [========>.....................] - ETA: 7:17 - loss: 0.1280 - acc: 0.9498
6500/20000 [========>.....................] - ETA: 7:16 - loss: 0.1284 - acc: 0.9498
6550/20000 [========>.....................] - ETA: 7:14 - loss: 0.1288 - acc: 0.9495
6600/20000 [========>.....................] - ETA: 7:12 - loss: 0.1285 - acc: 0.9494
6650/20000 [========>.....................] - ETA: 7:11 - loss: 0.1296 - acc: 0.9492
6700/20000 [=========>....................] - ETA: 7:09 - loss: 0.1305 - acc: 0.9485
6750/20000 [=========>....................] - ETA: 7:08 - loss: 0.1303 - acc: 0.9486
6800/20000 [=========>....................] - ETA: 7:06 - loss: 0.1307 - acc: 0.9485
6850/20000 [=========>....................] - ETA: 7:05 - loss: 0.1309 - acc: 0.9486
6900/20000 [=========>....................] - ETA: 7:03 - loss: 0.1304 - acc: 0.9488
6950/20000 [=========>....................] - ETA: 7:01 - loss: 0.1306 - acc: 0.9489
7000/20000 [=========>....................] - ETA: 6:59 - loss: 0.1318 - acc: 0.9486
7050/20000 [=========>....................] - ETA: 6:58 - loss: 0.1319 - acc: 0.9485
7100/20000 [=========>....................] - ETA: 6:56 - loss: 0.1312 - acc: 0.9489
7150/20000 [=========>....................] - ETA: 6:54 - loss: 0.1313 - acc: 0.9490
7200/20000 [=========>....................] - ETA: 6:52 - loss: 0.1314 - acc: 0.9487
7250/20000 [=========>....................] - ETA: 6:51 - loss: 0.1311 - acc: 0.9488
7300/20000 [=========>....................] - ETA: 6:49 - loss: 0.1311 - acc: 0.9489
7350/20000 [==========>...................] - ETA: 6:47 - loss: 0.1312 - acc: 0.9484
7400/20000 [==========>...................] - ETA: 6:46 - loss: 0.1312 - acc: 0.9484
7450/20000 [==========>...................] - ETA: 6:44 - loss: 0.1310 - acc: 0.9485
7500/20000 [==========>...................] - ETA: 6:43 - loss: 0.1309 - acc: 0.9485
7550/20000 [==========>...................] - ETA: 6:41 - loss: 0.1310 - acc: 0.9482
7600/20000 [==========>...................] - ETA: 6:40 - loss: 0.1305 - acc: 0.9483
7650/20000 [==========>...................] - ETA: 6:38 - loss: 0.1312 - acc: 0.9481
7700/20000 [==========>...................] - ETA: 6:36 - loss: 0.1309 - acc: 0.9483
7750/20000 [==========>...................] - ETA: 6:35 - loss: 0.1308 - acc: 0.9483
7800/20000 [==========>...................] - ETA: 6:33 - loss: 0.1304 - acc: 0.9485
7850/20000 [==========>...................] - ETA: 6:32 - loss: 0.1310 - acc: 0.9483
7900/20000 [==========>...................] - ETA: 6:30 - loss: 0.1312 - acc: 0.9484
7950/20000 [==========>...................] - ETA: 6:29 - loss: 0.1310 - acc: 0.9486
8000/20000 [===========>..................] - ETA: 6:27 - loss: 0.1313 - acc: 0.9482
8050/20000 [===========>..................] - ETA: 6:26 - loss: 0.1310 - acc: 0.9483
8100/20000 [===========>..................] - ETA: 6:24 - loss: 0.1310 - acc: 0.9484
8150/20000 [===========>..................] - ETA: 6:22 - loss: 0.1305 - acc: 0.9487
8200/20000 [===========>..................] - ETA: 6:21 - loss: 0.1310 - acc: 0.9488
8250/20000 [===========>..................] - ETA: 6:19 - loss: 0.1309 - acc: 0.9490
8300/20000 [===========>..................] - ETA: 6:18 - loss: 0.1307 - acc: 0.9490
8350/20000 [===========>..................] - ETA: 6:16 - loss: 0.1303 - acc: 0.9492
8400/20000 [===========>..................] - ETA: 6:14 - loss: 0.1311 - acc: 0.9489
8450/20000 [===========>..................] - ETA: 6:13 - loss: 0.1313 - acc: 0.9488
8500/20000 [===========>..................] - ETA: 6:11 - loss: 0.1320 - acc: 0.9482
8550/20000 [===========>..................] - ETA: 6:09 - loss: 0.1319 - acc: 0.9483
8600/20000 [===========>..................] - ETA: 6:07 - loss: 0.1316 - acc: 0.9485
8650/20000 [===========>..................] - ETA: 6:06 - loss: 0.1318 - acc: 0.9484
8700/20000 [============>.................] - ETA: 6:04 - loss: 0.1323 - acc: 0.9483
8750/20000 [============>.................] - ETA: 6:02 - loss: 0.1326 - acc: 0.9479
8800/20000 [============>.................] - ETA: 6:01 - loss: 0.1329 - acc: 0.9480
8850/20000 [============>.................] - ETA: 5:59 - loss: 0.1325 - acc: 0.9481
8900/20000 [============>.................] - ETA: 5:57 - loss: 0.1325 - acc: 0.9479
8950/20000 [============>.................] - ETA: 5:56 - loss: 0.1321 - acc: 0.9480
9000/20000 [============>.................] - ETA: 5:54 - loss: 0.1323 - acc: 0.9478
9050/20000 [============>.................] - ETA: 5:53 - loss: 0.1318 - acc: 0.9481
9100/20000 [============>.................] - ETA: 5:51 - loss: 0.1323 - acc: 0.9477
9150/20000 [============>.................] - ETA: 5:49 - loss: 0.1318 - acc: 0.9479
9200/20000 [============>.................] - ETA: 5:48 - loss: 0.1319 - acc: 0.9477
9250/20000 [============>.................] - ETA: 5:46 - loss: 0.1321 - acc: 0.9477
9300/20000 [============>.................] - ETA: 5:45 - loss: 0.1322 - acc: 0.9476
9350/20000 [=============>................] - ETA: 5:43 - loss: 0.1321 - acc: 0.9476
9400/20000 [=============>................] - ETA: 5:41 - loss: 0.1321 - acc: 0.9477
9450/20000 [=============>................] - ETA: 5:40 - loss: 0.1319 - acc: 0.9476
9500/20000 [=============>................] - ETA: 5:38 - loss: 0.1317 - acc: 0.9478
9550/20000 [=============>................] - ETA: 5:36 - loss: 0.1316 - acc: 0.9480
9600/20000 [=============>................] - ETA: 5:35 - loss: 0.1317 - acc: 0.9479
9650/20000 [=============>................] - ETA: 5:33 - loss: 0.1319 - acc: 0.9478
9700/20000 [=============>................] - ETA: 5:32 - loss: 0.1320 - acc: 0.9476
9750/20000 [=============>................] - ETA: 5:30 - loss: 0.1323 - acc: 0.9474
9800/20000 [=============>................] - ETA: 5:29 - loss: 0.1322 - acc: 0.9473
9850/20000 [=============>................] - ETA: 5:27 - loss: 0.1322 - acc: 0.9472
9900/20000 [=============>................] - ETA: 5:26 - loss: 0.1319 - acc: 0.9474
9950/20000 [=============>................] - ETA: 5:24 - loss: 0.1315 - acc: 0.9476
10000/20000 [==============>...............] - ETA: 5:23 - loss: 0.1310 - acc: 0.9479
10050/20000 [==============>...............] - ETA: 5:21 - loss: 0.1307 - acc: 0.9481
10100/20000 [==============>...............] - ETA: 5:19 - loss: 0.1303 - acc: 0.9483
10150/20000 [==============>...............] - ETA: 5:18 - loss: 0.1309 - acc: 0.9480
10200/20000 [==============>...............] - ETA: 5:16 - loss: 0.1309 - acc: 0.9480
10250/20000 [==============>...............] - ETA: 5:14 - loss: 0.1314 - acc: 0.9477
10300/20000 [==============>...............] - ETA: 5:13 - loss: 0.1312 - acc: 0.9478
10350/20000 [==============>...............] - ETA: 5:11 - loss: 0.1311 - acc: 0.9478
10400/20000 [==============>...............] - ETA: 5:09 - loss: 0.1315 - acc: 0.9477
10450/20000 [==============>...............] - ETA: 5:08 - loss: 0.1314 - acc: 0.9476
10500/20000 [==============>...............] - ETA: 5:06 - loss: 0.1312 - acc: 0.9476
10550/20000 [==============>...............] - ETA: 5:04 - loss: 0.1308 - acc: 0.9478
10600/20000 [==============>...............] - ETA: 5:03 - loss: 0.1308 - acc: 0.9478
10650/20000 [==============>...............] - ETA: 5:01 - loss: 0.1306 - acc: 0.9479
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10750/20000 [===============>..............] - ETA: 4:58 - loss: 0.1300 - acc: 0.9483
10800/20000 [===============>..............] - ETA: 4:56 - loss: 0.1300 - acc: 0.9481
10850/20000 [===============>..............] - ETA: 4:55 - loss: 0.1303 - acc: 0.9481
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10950/20000 [===============>..............] - ETA: 4:51 - loss: 0.1307 - acc: 0.9481
11000/20000 [===============>..............] - ETA: 4:50 - loss: 0.1319 - acc: 0.9478
11050/20000 [===============>..............] - ETA: 4:48 - loss: 0.1322 - acc: 0.9478
11100/20000 [===============>..............] - ETA: 4:46 - loss: 0.1318 - acc: 0.9480
11150/20000 [===============>..............] - ETA: 4:45 - loss: 0.1324 - acc: 0.9478
11200/20000 [===============>..............] - ETA: 4:43 - loss: 0.1321 - acc: 0.9479
11250/20000 [===============>..............] - ETA: 4:42 - loss: 0.1317 - acc: 0.9482
11300/20000 [===============>..............] - ETA: 4:40 - loss: 0.1314 - acc: 0.9483
11350/20000 [================>.............] - ETA: 4:39 - loss: 0.1313 - acc: 0.9484
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13250/20000 [==================>...........] - ETA: 3:37 - loss: 0.1299 - acc: 0.9494
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13350/20000 [===================>..........] - ETA: 3:34 - loss: 0.1297 - acc: 0.9495
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13500/20000 [===================>..........] - ETA: 3:29 - loss: 0.1293 - acc: 0.9497
13550/20000 [===================>..........] - ETA: 3:28 - loss: 0.1291 - acc: 0.9498
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13650/20000 [===================>..........] - ETA: 3:24 - loss: 0.1295 - acc: 0.9495
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13750/20000 [===================>..........] - ETA: 3:21 - loss: 0.1290 - acc: 0.9498
13800/20000 [===================>..........] - ETA: 3:20 - loss: 0.1290 - acc: 0.9497
13850/20000 [===================>..........] - ETA: 3:18 - loss: 0.1287 - acc: 0.9499
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13950/20000 [===================>..........] - ETA: 3:15 - loss: 0.1283 - acc: 0.9502
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15250/20000 [=====================>........] - ETA: 2:33 - loss: 0.1321 - acc: 0.9485
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15450/20000 [======================>.......] - ETA: 2:27 - loss: 0.1320 - acc: 0.9487
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15750/20000 [======================>.......] - ETA: 2:17 - loss: 0.1326 - acc: 0.9481
15800/20000 [======================>.......] - ETA: 2:15 - loss: 0.1328 - acc: 0.9479
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16200/20000 [=======================>......] - ETA: 2:02 - loss: 0.1335 - acc: 0.9477
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16300/20000 [=======================>......] - ETA: 1:59 - loss: 0.1337 - acc: 0.9473
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17050/20000 [========================>.....] - ETA: 1:35 - loss: 0.1345 - acc: 0.9470
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18200/20000 [==========================>...] - ETA: 58s - loss: 0.1339 - acc: 0.9473
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18600/20000 [==========================>...] - ETA: 45s - loss: 0.1346 - acc: 0.9470
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18700/20000 [===========================>..] - ETA: 42s - loss: 0.1346 - acc: 0.9468
18750/20000 [===========================>..] - ETA: 40s - loss: 0.1344 - acc: 0.9470
18800/20000 [===========================>..] - ETA: 38s - loss: 0.1343 - acc: 0.9470
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1343 - acc: 0.9469
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19050/20000 [===========================>..] - ETA: 30s - loss: 0.1342 - acc: 0.9469
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1341 - acc: 0.9470
19150/20000 [===========================>..] - ETA: 27s - loss: 0.1344 - acc: 0.9468
19200/20000 [===========================>..] - ETA: 25s - loss: 0.1344 - acc: 0.9468
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1344 - acc: 0.9467
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1342 - acc: 0.9468
19350/20000 [============================>.] - ETA: 21s - loss: 0.1340 - acc: 0.9469
19400/20000 [============================>.] - ETA: 19s - loss: 0.1338 - acc: 0.9470
19450/20000 [============================>.] - ETA: 17s - loss: 0.1338 - acc: 0.9470
19500/20000 [============================>.] - ETA: 16s - loss: 0.1337 - acc: 0.9471
19550/20000 [============================>.] - ETA: 14s - loss: 0.1339 - acc: 0.9470
19600/20000 [============================>.] - ETA: 12s - loss: 0.1338 - acc: 0.9470
19650/20000 [============================>.] - ETA: 11s - loss: 0.1340 - acc: 0.9470
19700/20000 [============================>.] - ETA: 9s - loss: 0.1338 - acc: 0.9471
19750/20000 [============================>.] - ETA: 8s - loss: 0.1337 - acc: 0.9472
19800/20000 [============================>.] - ETA: 6s - loss: 0.1338 - acc: 0.9472
19850/20000 [============================>.] - ETA: 4s - loss: 0.1339 - acc: 0.9471
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19950/20000 [============================>.] - ETA: 1s - loss: 0.1339 - acc: 0.9471
20000/20000 [==============================] - 656s 33ms/step - loss: 0.1339 - acc: 0.9472 - val_loss: 0.6835 - val_acc: 0.7966
Epoch 34/50
50/20000 [..............................] - ETA: 9:38 - loss: 0.1688 - acc: 0.9000
100/20000 [..............................] - ETA: 10:04 - loss: 0.1334 - acc: 0.9300
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200/20000 [..............................] - ETA: 9:47 - loss: 0.1282 - acc: 0.9450
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300/20000 [..............................] - ETA: 9:43 - loss: 0.1440 - acc: 0.9400
350/20000 [..............................] - ETA: 9:50 - loss: 0.1371 - acc: 0.9429
400/20000 [..............................] - ETA: 9:53 - loss: 0.1310 - acc: 0.9425
450/20000 [..............................] - ETA: 9:59 - loss: 0.1342 - acc: 0.9400
500/20000 [..............................] - ETA: 9:56 - loss: 0.1312 - acc: 0.9400
550/20000 [..............................] - ETA: 9:54 - loss: 0.1358 - acc: 0.9382
600/20000 [..............................] - ETA: 9:54 - loss: 0.1345 - acc: 0.9383
650/20000 [..............................] - ETA: 9:52 - loss: 0.1273 - acc: 0.9431
700/20000 [>.............................] - ETA: 9:49 - loss: 0.1271 - acc: 0.9429
750/20000 [>.............................] - ETA: 9:51 - loss: 0.1257 - acc: 0.9440
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850/20000 [>.............................] - ETA: 9:49 - loss: 0.1232 - acc: 0.9471
900/20000 [>.............................] - ETA: 9:50 - loss: 0.1203 - acc: 0.9489
950/20000 [>.............................] - ETA: 9:51 - loss: 0.1189 - acc: 0.9505
1000/20000 [>.............................] - ETA: 9:49 - loss: 0.1166 - acc: 0.9520
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1100/20000 [>.............................] - ETA: 9:49 - loss: 0.1188 - acc: 0.9509
1150/20000 [>.............................] - ETA: 9:47 - loss: 0.1165 - acc: 0.9522
1200/20000 [>.............................] - ETA: 9:47 - loss: 0.1189 - acc: 0.9525
1250/20000 [>.............................] - ETA: 9:48 - loss: 0.1228 - acc: 0.9496
1300/20000 [>.............................] - ETA: 9:47 - loss: 0.1221 - acc: 0.9500
1350/20000 [=>............................] - ETA: 9:46 - loss: 0.1206 - acc: 0.9511
1400/20000 [=>............................] - ETA: 9:43 - loss: 0.1222 - acc: 0.9507
1450/20000 [=>............................] - ETA: 9:45 - loss: 0.1206 - acc: 0.9510
1500/20000 [=>............................] - ETA: 9:45 - loss: 0.1176 - acc: 0.9527
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1600/20000 [=>............................] - ETA: 9:44 - loss: 0.1148 - acc: 0.9550
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1700/20000 [=>............................] - ETA: 9:42 - loss: 0.1191 - acc: 0.9541
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1800/20000 [=>............................] - ETA: 9:39 - loss: 0.1166 - acc: 0.9544
1850/20000 [=>............................] - ETA: 9:40 - loss: 0.1159 - acc: 0.9551
1900/20000 [=>............................] - ETA: 9:38 - loss: 0.1169 - acc: 0.9542
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2000/20000 [==>...........................] - ETA: 9:37 - loss: 0.1169 - acc: 0.9545
2050/20000 [==>...........................] - ETA: 9:40 - loss: 0.1179 - acc: 0.9537
2100/20000 [==>...........................] - ETA: 9:38 - loss: 0.1198 - acc: 0.9533
2150/20000 [==>...........................] - ETA: 9:38 - loss: 0.1235 - acc: 0.9530
2200/20000 [==>...........................] - ETA: 9:36 - loss: 0.1224 - acc: 0.9532
2250/20000 [==>...........................] - ETA: 9:32 - loss: 0.1209 - acc: 0.9538
2300/20000 [==>...........................] - ETA: 9:29 - loss: 0.1279 - acc: 0.9522
2350/20000 [==>...........................] - ETA: 9:28 - loss: 0.1283 - acc: 0.9523
2400/20000 [==>...........................] - ETA: 9:26 - loss: 0.1281 - acc: 0.9529
2450/20000 [==>...........................] - ETA: 9:25 - loss: 0.1262 - acc: 0.9539
2500/20000 [==>...........................] - ETA: 9:22 - loss: 0.1249 - acc: 0.9548
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2600/20000 [==>...........................] - ETA: 9:19 - loss: 0.1245 - acc: 0.9546
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2700/20000 [===>..........................] - ETA: 9:22 - loss: 0.1243 - acc: 0.9541
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2800/20000 [===>..........................] - ETA: 9:21 - loss: 0.1239 - acc: 0.9539
2850/20000 [===>..........................] - ETA: 9:20 - loss: 0.1233 - acc: 0.9540
2900/20000 [===>..........................] - ETA: 9:19 - loss: 0.1222 - acc: 0.9541
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3000/20000 [===>..........................] - ETA: 9:17 - loss: 0.1231 - acc: 0.9537
3050/20000 [===>..........................] - ETA: 9:16 - loss: 0.1224 - acc: 0.9541
3100/20000 [===>..........................] - ETA: 9:16 - loss: 0.1224 - acc: 0.9542
3150/20000 [===>..........................] - ETA: 9:15 - loss: 0.1229 - acc: 0.9537
3200/20000 [===>..........................] - ETA: 9:15 - loss: 0.1232 - acc: 0.9531
3250/20000 [===>..........................] - ETA: 9:13 - loss: 0.1225 - acc: 0.9532
3300/20000 [===>..........................] - ETA: 9:12 - loss: 0.1223 - acc: 0.9527
3350/20000 [====>.........................] - ETA: 9:12 - loss: 0.1225 - acc: 0.9525
3400/20000 [====>.........................] - ETA: 9:12 - loss: 0.1219 - acc: 0.9526
3450/20000 [====>.........................] - ETA: 9:11 - loss: 0.1220 - acc: 0.9528
3500/20000 [====>.........................] - ETA: 9:09 - loss: 0.1209 - acc: 0.9534
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15650/20000 [======================>.......] - ETA: 2:27 - loss: 0.1277 - acc: 0.9507
15700/20000 [======================>.......] - ETA: 2:25 - loss: 0.1274 - acc: 0.9508
15750/20000 [======================>.......] - ETA: 2:23 - loss: 0.1274 - acc: 0.9507
15800/20000 [======================>.......] - ETA: 2:22 - loss: 0.1273 - acc: 0.9507
15850/20000 [======================>.......] - ETA: 2:20 - loss: 0.1275 - acc: 0.9507
15900/20000 [======================>.......] - ETA: 2:18 - loss: 0.1275 - acc: 0.9508
15950/20000 [======================>.......] - ETA: 2:16 - loss: 0.1272 - acc: 0.9508
16000/20000 [=======================>......] - ETA: 2:15 - loss: 0.1273 - acc: 0.9508
16050/20000 [=======================>......] - ETA: 2:13 - loss: 0.1272 - acc: 0.9508
16100/20000 [=======================>......] - ETA: 2:11 - loss: 0.1273 - acc: 0.9507
16150/20000 [=======================>......] - ETA: 2:10 - loss: 0.1272 - acc: 0.9507
16200/20000 [=======================>......] - ETA: 2:08 - loss: 0.1271 - acc: 0.9507
16250/20000 [=======================>......] - ETA: 2:06 - loss: 0.1271 - acc: 0.9507
16300/20000 [=======================>......] - ETA: 2:05 - loss: 0.1270 - acc: 0.9507
16350/20000 [=======================>......] - ETA: 2:03 - loss: 0.1272 - acc: 0.9506
16400/20000 [=======================>......] - ETA: 2:01 - loss: 0.1271 - acc: 0.9507
16450/20000 [=======================>......] - ETA: 2:00 - loss: 0.1271 - acc: 0.9506
16500/20000 [=======================>......] - ETA: 1:58 - loss: 0.1271 - acc: 0.9507
16550/20000 [=======================>......] - ETA: 1:56 - loss: 0.1272 - acc: 0.9508
16600/20000 [=======================>......] - ETA: 1:55 - loss: 0.1269 - acc: 0.9508
16650/20000 [=======================>......] - ETA: 1:53 - loss: 0.1270 - acc: 0.9508
16700/20000 [========================>.....] - ETA: 1:51 - loss: 0.1272 - acc: 0.9506
16750/20000 [========================>.....] - ETA: 1:50 - loss: 0.1271 - acc: 0.9506
16800/20000 [========================>.....] - ETA: 1:48 - loss: 0.1271 - acc: 0.9505
16850/20000 [========================>.....] - ETA: 1:46 - loss: 0.1271 - acc: 0.9505
16900/20000 [========================>.....] - ETA: 1:45 - loss: 0.1275 - acc: 0.9504
16950/20000 [========================>.....] - ETA: 1:43 - loss: 0.1274 - acc: 0.9505
17000/20000 [========================>.....] - ETA: 1:41 - loss: 0.1275 - acc: 0.9504
17050/20000 [========================>.....] - ETA: 1:40 - loss: 0.1276 - acc: 0.9503
17100/20000 [========================>.....] - ETA: 1:38 - loss: 0.1274 - acc: 0.9503
17150/20000 [========================>.....] - ETA: 1:36 - loss: 0.1278 - acc: 0.9501
17200/20000 [========================>.....] - ETA: 1:35 - loss: 0.1277 - acc: 0.9502
17250/20000 [========================>.....] - ETA: 1:33 - loss: 0.1276 - acc: 0.9503
17300/20000 [========================>.....] - ETA: 1:31 - loss: 0.1275 - acc: 0.9503
17350/20000 [=========================>....] - ETA: 1:30 - loss: 0.1275 - acc: 0.9503
17400/20000 [=========================>....] - ETA: 1:28 - loss: 0.1280 - acc: 0.9502
17450/20000 [=========================>....] - ETA: 1:26 - loss: 0.1277 - acc: 0.9503
17500/20000 [=========================>....] - ETA: 1:25 - loss: 0.1278 - acc: 0.9502
17550/20000 [=========================>....] - ETA: 1:23 - loss: 0.1276 - acc: 0.9502
17600/20000 [=========================>....] - ETA: 1:21 - loss: 0.1280 - acc: 0.9500
17650/20000 [=========================>....] - ETA: 1:20 - loss: 0.1278 - acc: 0.9501
17700/20000 [=========================>....] - ETA: 1:18 - loss: 0.1276 - acc: 0.9503
17750/20000 [=========================>....] - ETA: 1:16 - loss: 0.1275 - acc: 0.9503
17800/20000 [=========================>....] - ETA: 1:15 - loss: 0.1274 - acc: 0.9503
17850/20000 [=========================>....] - ETA: 1:13 - loss: 0.1274 - acc: 0.9503
17900/20000 [=========================>....] - ETA: 1:11 - loss: 0.1272 - acc: 0.9504
17950/20000 [=========================>....] - ETA: 1:09 - loss: 0.1271 - acc: 0.9505
18000/20000 [==========================>...] - ETA: 1:08 - loss: 0.1270 - acc: 0.9506
18050/20000 [==========================>...] - ETA: 1:06 - loss: 0.1270 - acc: 0.9505
18100/20000 [==========================>...] - ETA: 1:04 - loss: 0.1272 - acc: 0.9504
18150/20000 [==========================>...] - ETA: 1:03 - loss: 0.1275 - acc: 0.9503
18200/20000 [==========================>...] - ETA: 1:01 - loss: 0.1277 - acc: 0.9503
18250/20000 [==========================>...] - ETA: 59s - loss: 0.1275 - acc: 0.9503
18300/20000 [==========================>...] - ETA: 58s - loss: 0.1275 - acc: 0.9503
18350/20000 [==========================>...] - ETA: 56s - loss: 0.1275 - acc: 0.9502
18400/20000 [==========================>...] - ETA: 54s - loss: 0.1275 - acc: 0.9503
18450/20000 [==========================>...] - ETA: 52s - loss: 0.1279 - acc: 0.9502
18500/20000 [==========================>...] - ETA: 51s - loss: 0.1278 - acc: 0.9503
18550/20000 [==========================>...] - ETA: 49s - loss: 0.1278 - acc: 0.9502
18600/20000 [==========================>...] - ETA: 47s - loss: 0.1281 - acc: 0.9501
18650/20000 [==========================>...] - ETA: 46s - loss: 0.1280 - acc: 0.9502
18700/20000 [===========================>..] - ETA: 44s - loss: 0.1281 - acc: 0.9502
18750/20000 [===========================>..] - ETA: 42s - loss: 0.1283 - acc: 0.9501
18800/20000 [===========================>..] - ETA: 41s - loss: 0.1281 - acc: 0.9502
18850/20000 [===========================>..] - ETA: 39s - loss: 0.1280 - acc: 0.9502
18900/20000 [===========================>..] - ETA: 37s - loss: 0.1280 - acc: 0.9502
18950/20000 [===========================>..] - ETA: 35s - loss: 0.1279 - acc: 0.9502
19000/20000 [===========================>..] - ETA: 34s - loss: 0.1280 - acc: 0.9502
19050/20000 [===========================>..] - ETA: 32s - loss: 0.1283 - acc: 0.9501
19100/20000 [===========================>..] - ETA: 30s - loss: 0.1283 - acc: 0.9500
19150/20000 [===========================>..] - ETA: 29s - loss: 0.1280 - acc: 0.9501
19200/20000 [===========================>..] - ETA: 27s - loss: 0.1280 - acc: 0.9502
19250/20000 [===========================>..] - ETA: 25s - loss: 0.1280 - acc: 0.9501
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1280 - acc: 0.9501
19350/20000 [============================>.] - ETA: 22s - loss: 0.1280 - acc: 0.9501
19400/20000 [============================>.] - ETA: 20s - loss: 0.1279 - acc: 0.9502
19450/20000 [============================>.] - ETA: 18s - loss: 0.1278 - acc: 0.9503
19500/20000 [============================>.] - ETA: 17s - loss: 0.1278 - acc: 0.9503
19550/20000 [============================>.] - ETA: 15s - loss: 0.1281 - acc: 0.9501
19600/20000 [============================>.] - ETA: 13s - loss: 0.1281 - acc: 0.9501
19650/20000 [============================>.] - ETA: 11s - loss: 0.1281 - acc: 0.9501
19700/20000 [============================>.] - ETA: 10s - loss: 0.1280 - acc: 0.9501
19750/20000 [============================>.] - ETA: 8s - loss: 0.1280 - acc: 0.9501
19800/20000 [============================>.] - ETA: 6s - loss: 0.1278 - acc: 0.9502
19850/20000 [============================>.] - ETA: 5s - loss: 0.1278 - acc: 0.9502
19900/20000 [============================>.] - ETA: 3s - loss: 0.1277 - acc: 0.9502
19950/20000 [============================>.] - ETA: 1s - loss: 0.1276 - acc: 0.9502
20000/20000 [==============================] - 696s 35ms/step - loss: 0.1277 - acc: 0.9502 - val_loss: 0.5657 - val_acc: 0.8284
Epoch 35/50
50/20000 [..............................] - ETA: 10:48 - loss: 0.0389 - acc: 0.9800
100/20000 [..............................] - ETA: 10:45 - loss: 0.0988 - acc: 0.9600
150/20000 [..............................] - ETA: 10:39 - loss: 0.1003 - acc: 0.9533
200/20000 [..............................] - ETA: 10:33 - loss: 0.1482 - acc: 0.9450
250/20000 [..............................] - ETA: 10:43 - loss: 0.1291 - acc: 0.9520
300/20000 [..............................] - ETA: 11:04 - loss: 0.1142 - acc: 0.9567
350/20000 [..............................] - ETA: 11:01 - loss: 0.1153 - acc: 0.9571
400/20000 [..............................] - ETA: 11:04 - loss: 0.1150 - acc: 0.9575
450/20000 [..............................] - ETA: 11:13 - loss: 0.1087 - acc: 0.9600
500/20000 [..............................] - ETA: 11:11 - loss: 0.1104 - acc: 0.9600
550/20000 [..............................] - ETA: 11:14 - loss: 0.1117 - acc: 0.9600
600/20000 [..............................] - ETA: 11:11 - loss: 0.1267 - acc: 0.9533
650/20000 [..............................] - ETA: 11:13 - loss: 0.1264 - acc: 0.9523
700/20000 [>.............................] - ETA: 11:12 - loss: 0.1273 - acc: 0.9529
750/20000 [>.............................] - ETA: 11:13 - loss: 0.1299 - acc: 0.9507
800/20000 [>.............................] - ETA: 11:09 - loss: 0.1353 - acc: 0.9475
850/20000 [>.............................] - ETA: 11:09 - loss: 0.1315 - acc: 0.9494
900/20000 [>.............................] - ETA: 11:05 - loss: 0.1259 - acc: 0.9522
950/20000 [>.............................] - ETA: 11:02 - loss: 0.1211 - acc: 0.9547
1000/20000 [>.............................] - ETA: 11:02 - loss: 0.1209 - acc: 0.9550
1050/20000 [>.............................] - ETA: 11:01 - loss: 0.1211 - acc: 0.9543
1100/20000 [>.............................] - ETA: 11:01 - loss: 0.1225 - acc: 0.9545
1150/20000 [>.............................] - ETA: 11:03 - loss: 0.1260 - acc: 0.9513
1200/20000 [>.............................] - ETA: 10:58 - loss: 0.1305 - acc: 0.9492
1250/20000 [>.............................] - ETA: 10:57 - loss: 0.1325 - acc: 0.9480
1300/20000 [>.............................] - ETA: 10:58 - loss: 0.1307 - acc: 0.9485
1350/20000 [=>............................] - ETA: 10:53 - loss: 0.1287 - acc: 0.9489
1400/20000 [=>............................] - ETA: 10:49 - loss: 0.1273 - acc: 0.9500
1450/20000 [=>............................] - ETA: 10:48 - loss: 0.1261 - acc: 0.9497
1500/20000 [=>............................] - ETA: 10:46 - loss: 0.1314 - acc: 0.9487
1550/20000 [=>............................] - ETA: 10:45 - loss: 0.1301 - acc: 0.9497
1600/20000 [=>............................] - ETA: 10:42 - loss: 0.1326 - acc: 0.9481
1650/20000 [=>............................] - ETA: 10:41 - loss: 0.1312 - acc: 0.9485
1700/20000 [=>............................] - ETA: 10:39 - loss: 0.1318 - acc: 0.9482
1750/20000 [=>............................] - ETA: 10:36 - loss: 0.1309 - acc: 0.9486
1800/20000 [=>............................] - ETA: 10:34 - loss: 0.1306 - acc: 0.9494
1850/20000 [=>............................] - ETA: 10:32 - loss: 0.1318 - acc: 0.9486
1900/20000 [=>............................] - ETA: 10:31 - loss: 0.1313 - acc: 0.9484
1950/20000 [=>............................] - ETA: 10:31 - loss: 0.1316 - acc: 0.9487
2000/20000 [==>...........................] - ETA: 10:28 - loss: 0.1299 - acc: 0.9495
2050/20000 [==>...........................] - ETA: 10:26 - loss: 0.1305 - acc: 0.9488
2100/20000 [==>...........................] - ETA: 10:23 - loss: 0.1292 - acc: 0.9495
2150/20000 [==>...........................] - ETA: 10:20 - loss: 0.1287 - acc: 0.9498
2200/20000 [==>...........................] - ETA: 10:19 - loss: 0.1278 - acc: 0.9500
2250/20000 [==>...........................] - ETA: 10:18 - loss: 0.1267 - acc: 0.9507
2300/20000 [==>...........................] - ETA: 10:15 - loss: 0.1253 - acc: 0.9513
2350/20000 [==>...........................] - ETA: 10:13 - loss: 0.1249 - acc: 0.9515
2400/20000 [==>...........................] - ETA: 10:10 - loss: 0.1258 - acc: 0.9517
2450/20000 [==>...........................] - ETA: 10:07 - loss: 0.1248 - acc: 0.9518
2500/20000 [==>...........................] - ETA: 10:05 - loss: 0.1253 - acc: 0.9524
2550/20000 [==>...........................] - ETA: 10:03 - loss: 0.1249 - acc: 0.9522
2600/20000 [==>...........................] - ETA: 10:02 - loss: 0.1240 - acc: 0.9523
2650/20000 [==>...........................] - ETA: 10:01 - loss: 0.1230 - acc: 0.9521
2700/20000 [===>..........................] - ETA: 9:59 - loss: 0.1232 - acc: 0.9522
2750/20000 [===>..........................] - ETA: 9:57 - loss: 0.1246 - acc: 0.9520
2800/20000 [===>..........................] - ETA: 9:56 - loss: 0.1233 - acc: 0.9525
2850/20000 [===>..........................] - ETA: 9:53 - loss: 0.1239 - acc: 0.9519
2900/20000 [===>..........................] - ETA: 9:51 - loss: 0.1233 - acc: 0.9521
2950/20000 [===>..........................] - ETA: 9:50 - loss: 0.1224 - acc: 0.9525
3000/20000 [===>..........................] - ETA: 9:47 - loss: 0.1215 - acc: 0.9530
3050/20000 [===>..........................] - ETA: 9:47 - loss: 0.1207 - acc: 0.9534
3100/20000 [===>..........................] - ETA: 9:45 - loss: 0.1211 - acc: 0.9523
3150/20000 [===>..........................] - ETA: 9:43 - loss: 0.1223 - acc: 0.9514
3200/20000 [===>..........................] - ETA: 9:41 - loss: 0.1224 - acc: 0.9509
3250/20000 [===>..........................] - ETA: 9:39 - loss: 0.1210 - acc: 0.9517
3300/20000 [===>..........................] - ETA: 9:37 - loss: 0.1209 - acc: 0.9512
3350/20000 [====>.........................] - ETA: 9:35 - loss: 0.1200 - acc: 0.9516
3400/20000 [====>.........................] - ETA: 9:33 - loss: 0.1198 - acc: 0.9521
3450/20000 [====>.........................] - ETA: 9:30 - loss: 0.1187 - acc: 0.9525
3500/20000 [====>.........................] - ETA: 9:28 - loss: 0.1182 - acc: 0.9526
3550/20000 [====>.........................] - ETA: 9:27 - loss: 0.1177 - acc: 0.9527
3600/20000 [====>.........................] - ETA: 9:25 - loss: 0.1180 - acc: 0.9528
3650/20000 [====>.........................] - ETA: 9:24 - loss: 0.1188 - acc: 0.9529
3700/20000 [====>.........................] - ETA: 9:22 - loss: 0.1194 - acc: 0.9530
3750/20000 [====>.........................] - ETA: 9:19 - loss: 0.1191 - acc: 0.9528
3800/20000 [====>.........................] - ETA: 9:17 - loss: 0.1183 - acc: 0.9529
3850/20000 [====>.........................] - ETA: 9:15 - loss: 0.1174 - acc: 0.9535
3900/20000 [====>.........................] - ETA: 9:13 - loss: 0.1177 - acc: 0.9533
3950/20000 [====>.........................] - ETA: 9:12 - loss: 0.1173 - acc: 0.9537
4000/20000 [=====>........................] - ETA: 9:10 - loss: 0.1172 - acc: 0.9540
4050/20000 [=====>........................] - ETA: 9:09 - loss: 0.1168 - acc: 0.9541
4100/20000 [=====>........................] - ETA: 9:07 - loss: 0.1190 - acc: 0.9532
4150/20000 [=====>........................] - ETA: 9:05 - loss: 0.1200 - acc: 0.9528
4200/20000 [=====>........................] - ETA: 9:02 - loss: 0.1197 - acc: 0.9531
4250/20000 [=====>........................] - ETA: 9:01 - loss: 0.1206 - acc: 0.9525
4300/20000 [=====>........................] - ETA: 8:59 - loss: 0.1217 - acc: 0.9526
4350/20000 [=====>........................] - ETA: 8:56 - loss: 0.1208 - acc: 0.9529
4400/20000 [=====>........................] - ETA: 8:55 - loss: 0.1205 - acc: 0.9527
4450/20000 [=====>........................] - ETA: 8:53 - loss: 0.1211 - acc: 0.9526
4500/20000 [=====>........................] - ETA: 8:52 - loss: 0.1207 - acc: 0.9529
4550/20000 [=====>........................] - ETA: 8:50 - loss: 0.1204 - acc: 0.9527
4600/20000 [=====>........................] - ETA: 8:49 - loss: 0.1204 - acc: 0.9528
4650/20000 [=====>........................] - ETA: 8:47 - loss: 0.1207 - acc: 0.9527
4700/20000 [======>.......................] - ETA: 8:45 - loss: 0.1201 - acc: 0.9530
4750/20000 [======>.......................] - ETA: 8:43 - loss: 0.1194 - acc: 0.9535
4800/20000 [======>.......................] - ETA: 8:42 - loss: 0.1195 - acc: 0.9531
4850/20000 [======>.......................] - ETA: 8:40 - loss: 0.1194 - acc: 0.9530
4900/20000 [======>.......................] - ETA: 8:38 - loss: 0.1194 - acc: 0.9531
4950/20000 [======>.......................] - ETA: 8:36 - loss: 0.1193 - acc: 0.9527
5000/20000 [======>.......................] - ETA: 8:34 - loss: 0.1200 - acc: 0.9524
5050/20000 [======>.......................] - ETA: 8:32 - loss: 0.1201 - acc: 0.9523
5100/20000 [======>.......................] - ETA: 8:30 - loss: 0.1202 - acc: 0.9522
5150/20000 [======>.......................] - ETA: 8:28 - loss: 0.1198 - acc: 0.9524
5200/20000 [======>.......................] - ETA: 8:26 - loss: 0.1207 - acc: 0.9523
5250/20000 [======>.......................] - ETA: 8:25 - loss: 0.1198 - acc: 0.9528
5300/20000 [======>.......................] - ETA: 8:23 - loss: 0.1197 - acc: 0.9528
5350/20000 [=======>......................] - ETA: 8:20 - loss: 0.1190 - acc: 0.9533
5400/20000 [=======>......................] - ETA: 8:19 - loss: 0.1195 - acc: 0.9530
5450/20000 [=======>......................] - ETA: 8:17 - loss: 0.1197 - acc: 0.9530
5500/20000 [=======>......................] - ETA: 8:15 - loss: 0.1210 - acc: 0.9524
5550/20000 [=======>......................] - ETA: 8:13 - loss: 0.1211 - acc: 0.9524
5600/20000 [=======>......................] - ETA: 8:11 - loss: 0.1212 - acc: 0.9525
5650/20000 [=======>......................] - ETA: 8:09 - loss: 0.1211 - acc: 0.9524
5700/20000 [=======>......................] - ETA: 8:07 - loss: 0.1208 - acc: 0.9526
5750/20000 [=======>......................] - ETA: 8:06 - loss: 0.1202 - acc: 0.9530
5800/20000 [=======>......................] - ETA: 8:04 - loss: 0.1195 - acc: 0.9534
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5900/20000 [=======>......................] - ETA: 8:01 - loss: 0.1205 - acc: 0.9531
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6000/20000 [========>.....................] - ETA: 7:58 - loss: 0.1202 - acc: 0.9532
6050/20000 [========>.....................] - ETA: 7:57 - loss: 0.1199 - acc: 0.9532
6100/20000 [========>.....................] - ETA: 7:55 - loss: 0.1207 - acc: 0.9534
6150/20000 [========>.....................] - ETA: 7:53 - loss: 0.1220 - acc: 0.9530
6200/20000 [========>.....................] - ETA: 7:51 - loss: 0.1221 - acc: 0.9529
6250/20000 [========>.....................] - ETA: 7:49 - loss: 0.1216 - acc: 0.9531
6300/20000 [========>.....................] - ETA: 7:48 - loss: 0.1221 - acc: 0.9529
6350/20000 [========>.....................] - ETA: 7:46 - loss: 0.1215 - acc: 0.9532
6400/20000 [========>.....................] - ETA: 7:43 - loss: 0.1223 - acc: 0.9528
6450/20000 [========>.....................] - ETA: 7:42 - loss: 0.1224 - acc: 0.9527
6500/20000 [========>.....................] - ETA: 7:39 - loss: 0.1237 - acc: 0.9523
6550/20000 [========>.....................] - ETA: 7:38 - loss: 0.1238 - acc: 0.9524
6600/20000 [========>.....................] - ETA: 7:36 - loss: 0.1234 - acc: 0.9526
6650/20000 [========>.....................] - ETA: 7:34 - loss: 0.1232 - acc: 0.9526
6700/20000 [=========>....................] - ETA: 7:32 - loss: 0.1228 - acc: 0.9527
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6800/20000 [=========>....................] - ETA: 7:28 - loss: 0.1244 - acc: 0.9525
6850/20000 [=========>....................] - ETA: 7:26 - loss: 0.1243 - acc: 0.9524
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7050/20000 [=========>....................] - ETA: 7:19 - loss: 0.1234 - acc: 0.9526
7100/20000 [=========>....................] - ETA: 7:18 - loss: 0.1230 - acc: 0.9528
7150/20000 [=========>....................] - ETA: 7:16 - loss: 0.1233 - acc: 0.9529
7200/20000 [=========>....................] - ETA: 7:14 - loss: 0.1228 - acc: 0.9531
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7300/20000 [=========>....................] - ETA: 7:11 - loss: 0.1216 - acc: 0.9536
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7400/20000 [==========>...................] - ETA: 7:07 - loss: 0.1212 - acc: 0.9538
7450/20000 [==========>...................] - ETA: 7:05 - loss: 0.1214 - acc: 0.9536
7500/20000 [==========>...................] - ETA: 7:03 - loss: 0.1208 - acc: 0.9539
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7600/20000 [==========>...................] - ETA: 7:00 - loss: 0.1210 - acc: 0.9537
7650/20000 [==========>...................] - ETA: 6:58 - loss: 0.1211 - acc: 0.9537
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20000/20000 [==============================] - 681s 34ms/step - loss: 0.1248 - acc: 0.9502 - val_loss: 0.6008 - val_acc: 0.8010
Epoch 36/50
50/20000 [..............................] - ETA: 10:04 - loss: 0.1014 - acc: 0.9800
100/20000 [..............................] - ETA: 10:31 - loss: 0.1025 - acc: 0.9700
150/20000 [..............................] - ETA: 10:44 - loss: 0.0965 - acc: 0.9667
200/20000 [..............................] - ETA: 10:40 - loss: 0.0922 - acc: 0.9650
250/20000 [..............................] - ETA: 10:38 - loss: 0.0969 - acc: 0.9640
300/20000 [..............................] - ETA: 10:21 - loss: 0.1012 - acc: 0.9600
350/20000 [..............................] - ETA: 10:23 - loss: 0.1114 - acc: 0.9571
400/20000 [..............................] - ETA: 10:25 - loss: 0.1020 - acc: 0.9625
450/20000 [..............................] - ETA: 10:27 - loss: 0.1134 - acc: 0.9622
500/20000 [..............................] - ETA: 10:20 - loss: 0.1181 - acc: 0.9620
550/20000 [..............................] - ETA: 10:22 - loss: 0.1175 - acc: 0.9636
600/20000 [..............................] - ETA: 10:22 - loss: 0.1199 - acc: 0.9583
650/20000 [..............................] - ETA: 10:26 - loss: 0.1179 - acc: 0.9600
700/20000 [>.............................] - ETA: 10:22 - loss: 0.1148 - acc: 0.9629
750/20000 [>.............................] - ETA: 10:23 - loss: 0.1116 - acc: 0.9640
800/20000 [>.............................] - ETA: 10:17 - loss: 0.1127 - acc: 0.9625
850/20000 [>.............................] - ETA: 10:19 - loss: 0.1191 - acc: 0.9600
900/20000 [>.............................] - ETA: 10:19 - loss: 0.1163 - acc: 0.9611
950/20000 [>.............................] - ETA: 10:18 - loss: 0.1136 - acc: 0.9632
1000/20000 [>.............................] - ETA: 10:14 - loss: 0.1121 - acc: 0.9630
1050/20000 [>.............................] - ETA: 10:15 - loss: 0.1118 - acc: 0.9629
1100/20000 [>.............................] - ETA: 10:14 - loss: 0.1095 - acc: 0.9627
1150/20000 [>.............................] - ETA: 10:11 - loss: 0.1114 - acc: 0.9609
1200/20000 [>.............................] - ETA: 10:09 - loss: 0.1093 - acc: 0.9617
1250/20000 [>.............................] - ETA: 10:09 - loss: 0.1165 - acc: 0.9600
1300/20000 [>.............................] - ETA: 10:07 - loss: 0.1200 - acc: 0.9585
1350/20000 [=>............................] - ETA: 10:05 - loss: 0.1180 - acc: 0.9593
1400/20000 [=>............................] - ETA: 10:07 - loss: 0.1217 - acc: 0.9579
1450/20000 [=>............................] - ETA: 10:03 - loss: 0.1240 - acc: 0.9579
1500/20000 [=>............................] - ETA: 10:01 - loss: 0.1257 - acc: 0.9567
1550/20000 [=>............................] - ETA: 10:01 - loss: 0.1289 - acc: 0.9535
1600/20000 [=>............................] - ETA: 9:59 - loss: 0.1283 - acc: 0.9531
1650/20000 [=>............................] - ETA: 9:58 - loss: 0.1263 - acc: 0.9539
1700/20000 [=>............................] - ETA: 9:58 - loss: 0.1270 - acc: 0.9541
1750/20000 [=>............................] - ETA: 9:55 - loss: 0.1250 - acc: 0.9554
1800/20000 [=>............................] - ETA: 9:54 - loss: 0.1241 - acc: 0.9550
1850/20000 [=>............................] - ETA: 9:54 - loss: 0.1222 - acc: 0.9557
1900/20000 [=>............................] - ETA: 9:53 - loss: 0.1223 - acc: 0.9547
1950/20000 [=>............................] - ETA: 9:51 - loss: 0.1205 - acc: 0.9554
2000/20000 [==>...........................] - ETA: 9:52 - loss: 0.1209 - acc: 0.9555
2050/20000 [==>...........................] - ETA: 9:50 - loss: 0.1189 - acc: 0.9561
2100/20000 [==>...........................] - ETA: 9:49 - loss: 0.1168 - acc: 0.9571
2150/20000 [==>...........................] - ETA: 9:46 - loss: 0.1177 - acc: 0.9567
2200/20000 [==>...........................] - ETA: 9:46 - loss: 0.1166 - acc: 0.9573
2250/20000 [==>...........................] - ETA: 9:43 - loss: 0.1159 - acc: 0.9578
2300/20000 [==>...........................] - ETA: 9:42 - loss: 0.1164 - acc: 0.9578
2350/20000 [==>...........................] - ETA: 9:41 - loss: 0.1155 - acc: 0.9583
2400/20000 [==>...........................] - ETA: 9:38 - loss: 0.1156 - acc: 0.9583
2450/20000 [==>...........................] - ETA: 9:36 - loss: 0.1149 - acc: 0.9580
2500/20000 [==>...........................] - ETA: 9:34 - loss: 0.1149 - acc: 0.9576
2550/20000 [==>...........................] - ETA: 9:32 - loss: 0.1165 - acc: 0.9573
2600/20000 [==>...........................] - ETA: 9:30 - loss: 0.1186 - acc: 0.9562
2650/20000 [==>...........................] - ETA: 9:27 - loss: 0.1176 - acc: 0.9566
2700/20000 [===>..........................] - ETA: 9:24 - loss: 0.1165 - acc: 0.9574
2750/20000 [===>..........................] - ETA: 9:22 - loss: 0.1170 - acc: 0.9571
2800/20000 [===>..........................] - ETA: 9:20 - loss: 0.1160 - acc: 0.9575
2850/20000 [===>..........................] - ETA: 9:19 - loss: 0.1155 - acc: 0.9575
2900/20000 [===>..........................] - ETA: 9:18 - loss: 0.1146 - acc: 0.9576
2950/20000 [===>..........................] - ETA: 9:16 - loss: 0.1150 - acc: 0.9569
3000/20000 [===>..........................] - ETA: 9:14 - loss: 0.1155 - acc: 0.9570
3050/20000 [===>..........................] - ETA: 9:12 - loss: 0.1150 - acc: 0.9574
3100/20000 [===>..........................] - ETA: 9:12 - loss: 0.1152 - acc: 0.9574
3150/20000 [===>..........................] - ETA: 9:10 - loss: 0.1144 - acc: 0.9578
3200/20000 [===>..........................] - ETA: 9:09 - loss: 0.1190 - acc: 0.9566
3250/20000 [===>..........................] - ETA: 9:07 - loss: 0.1185 - acc: 0.9563
3300/20000 [===>..........................] - ETA: 9:05 - loss: 0.1175 - acc: 0.9567
3350/20000 [====>.........................] - ETA: 9:04 - loss: 0.1167 - acc: 0.9573
3400/20000 [====>.........................] - ETA: 9:02 - loss: 0.1170 - acc: 0.9565
3450/20000 [====>.........................] - ETA: 9:00 - loss: 0.1159 - acc: 0.9571
3500/20000 [====>.........................] - ETA: 8:58 - loss: 0.1152 - acc: 0.9571
3550/20000 [====>.........................] - ETA: 8:56 - loss: 0.1152 - acc: 0.9575
3600/20000 [====>.........................] - ETA: 8:54 - loss: 0.1151 - acc: 0.9578
3650/20000 [====>.........................] - ETA: 8:53 - loss: 0.1148 - acc: 0.9578
3700/20000 [====>.........................] - ETA: 8:52 - loss: 0.1150 - acc: 0.9578
3750/20000 [====>.........................] - ETA: 8:50 - loss: 0.1165 - acc: 0.9576
3800/20000 [====>.........................] - ETA: 8:49 - loss: 0.1174 - acc: 0.9571
3850/20000 [====>.........................] - ETA: 8:48 - loss: 0.1170 - acc: 0.9574
3900/20000 [====>.........................] - ETA: 8:46 - loss: 0.1170 - acc: 0.9574
3950/20000 [====>.........................] - ETA: 8:45 - loss: 0.1167 - acc: 0.9577
4000/20000 [=====>........................] - ETA: 8:44 - loss: 0.1163 - acc: 0.9578
4050/20000 [=====>........................] - ETA: 8:42 - loss: 0.1175 - acc: 0.9575
4100/20000 [=====>........................] - ETA: 8:40 - loss: 0.1168 - acc: 0.9578
4150/20000 [=====>........................] - ETA: 8:39 - loss: 0.1163 - acc: 0.9581
4200/20000 [=====>........................] - ETA: 8:38 - loss: 0.1166 - acc: 0.9576
4250/20000 [=====>........................] - ETA: 8:36 - loss: 0.1166 - acc: 0.9576
4300/20000 [=====>........................] - ETA: 8:34 - loss: 0.1163 - acc: 0.9579
4350/20000 [=====>........................] - ETA: 8:33 - loss: 0.1158 - acc: 0.9582
4400/20000 [=====>........................] - ETA: 8:31 - loss: 0.1158 - acc: 0.9580
4450/20000 [=====>........................] - ETA: 8:29 - loss: 0.1157 - acc: 0.9580
4500/20000 [=====>........................] - ETA: 8:28 - loss: 0.1161 - acc: 0.9576
4550/20000 [=====>........................] - ETA: 8:26 - loss: 0.1167 - acc: 0.9574
4600/20000 [=====>........................] - ETA: 8:24 - loss: 0.1169 - acc: 0.9570
4650/20000 [=====>........................] - ETA: 8:23 - loss: 0.1171 - acc: 0.9570
4700/20000 [======>.......................] - ETA: 8:21 - loss: 0.1173 - acc: 0.9570
4750/20000 [======>.......................] - ETA: 8:20 - loss: 0.1172 - acc: 0.9568
4800/20000 [======>.......................] - ETA: 8:19 - loss: 0.1179 - acc: 0.9563
4850/20000 [======>.......................] - ETA: 8:17 - loss: 0.1174 - acc: 0.9563
4900/20000 [======>.......................] - ETA: 8:16 - loss: 0.1167 - acc: 0.9565
4950/20000 [======>.......................] - ETA: 8:15 - loss: 0.1174 - acc: 0.9562
5000/20000 [======>.......................] - ETA: 8:14 - loss: 0.1177 - acc: 0.9558
5050/20000 [======>.......................] - ETA: 8:14 - loss: 0.1183 - acc: 0.9554
5100/20000 [======>.......................] - ETA: 8:13 - loss: 0.1188 - acc: 0.9553
5150/20000 [======>.......................] - ETA: 8:12 - loss: 0.1186 - acc: 0.9553
5200/20000 [======>.......................] - ETA: 8:11 - loss: 0.1183 - acc: 0.9556
5250/20000 [======>.......................] - ETA: 8:11 - loss: 0.1176 - acc: 0.9560
5300/20000 [======>.......................] - ETA: 8:10 - loss: 0.1184 - acc: 0.9557
5350/20000 [=======>......................] - ETA: 8:09 - loss: 0.1196 - acc: 0.9546
5400/20000 [=======>......................] - ETA: 8:07 - loss: 0.1199 - acc: 0.9543
5450/20000 [=======>......................] - ETA: 8:06 - loss: 0.1209 - acc: 0.9538
5500/20000 [=======>......................] - ETA: 8:05 - loss: 0.1222 - acc: 0.9536
5550/20000 [=======>......................] - ETA: 8:04 - loss: 0.1221 - acc: 0.9537
5600/20000 [=======>......................] - ETA: 8:03 - loss: 0.1237 - acc: 0.9532
5650/20000 [=======>......................] - ETA: 8:02 - loss: 0.1242 - acc: 0.9531
5700/20000 [=======>......................] - ETA: 8:01 - loss: 0.1237 - acc: 0.9535
5750/20000 [=======>......................] - ETA: 8:01 - loss: 0.1238 - acc: 0.9534
5800/20000 [=======>......................] - ETA: 7:59 - loss: 0.1240 - acc: 0.9531
5850/20000 [=======>......................] - ETA: 7:58 - loss: 0.1234 - acc: 0.9532
5900/20000 [=======>......................] - ETA: 7:56 - loss: 0.1234 - acc: 0.9532
5950/20000 [=======>......................] - ETA: 7:55 - loss: 0.1237 - acc: 0.9531
6000/20000 [========>.....................] - ETA: 7:54 - loss: 0.1234 - acc: 0.9533
6050/20000 [========>.....................] - ETA: 7:52 - loss: 0.1239 - acc: 0.9531
6100/20000 [========>.....................] - ETA: 7:51 - loss: 0.1241 - acc: 0.9531
6150/20000 [========>.....................] - ETA: 7:50 - loss: 0.1236 - acc: 0.9533
6200/20000 [========>.....................] - ETA: 7:49 - loss: 0.1235 - acc: 0.9534
6250/20000 [========>.....................] - ETA: 7:48 - loss: 0.1233 - acc: 0.9536
6300/20000 [========>.....................] - ETA: 7:46 - loss: 0.1229 - acc: 0.9537
6350/20000 [========>.....................] - ETA: 7:45 - loss: 0.1230 - acc: 0.9534
6400/20000 [========>.....................] - ETA: 7:43 - loss: 0.1226 - acc: 0.9534
6450/20000 [========>.....................] - ETA: 7:42 - loss: 0.1227 - acc: 0.9536
6500/20000 [========>.....................] - ETA: 7:41 - loss: 0.1228 - acc: 0.9537
6550/20000 [========>.....................] - ETA: 7:39 - loss: 0.1230 - acc: 0.9534
6600/20000 [========>.....................] - ETA: 7:37 - loss: 0.1226 - acc: 0.9536
6650/20000 [========>.....................] - ETA: 7:36 - loss: 0.1221 - acc: 0.9538
6700/20000 [=========>....................] - ETA: 7:35 - loss: 0.1232 - acc: 0.9537
6750/20000 [=========>....................] - ETA: 7:33 - loss: 0.1229 - acc: 0.9539
6800/20000 [=========>....................] - ETA: 7:32 - loss: 0.1226 - acc: 0.9538
6850/20000 [=========>....................] - ETA: 7:31 - loss: 0.1226 - acc: 0.9537
6900/20000 [=========>....................] - ETA: 7:29 - loss: 0.1228 - acc: 0.9535
6950/20000 [=========>....................] - ETA: 7:28 - loss: 0.1232 - acc: 0.9532
7000/20000 [=========>....................] - ETA: 7:27 - loss: 0.1228 - acc: 0.9534
7050/20000 [=========>....................] - ETA: 7:25 - loss: 0.1223 - acc: 0.9538
7100/20000 [=========>....................] - ETA: 7:23 - loss: 0.1219 - acc: 0.9539
7150/20000 [=========>....................] - ETA: 7:22 - loss: 0.1217 - acc: 0.9541
7200/20000 [=========>....................] - ETA: 7:20 - loss: 0.1213 - acc: 0.9542
7250/20000 [=========>....................] - ETA: 7:19 - loss: 0.1208 - acc: 0.9543
7300/20000 [=========>....................] - ETA: 7:17 - loss: 0.1211 - acc: 0.9541
7350/20000 [==========>...................] - ETA: 7:15 - loss: 0.1219 - acc: 0.9539
7400/20000 [==========>...................] - ETA: 7:14 - loss: 0.1218 - acc: 0.9536
7450/20000 [==========>...................] - ETA: 7:12 - loss: 0.1217 - acc: 0.9536
7500/20000 [==========>...................] - ETA: 7:11 - loss: 0.1214 - acc: 0.9537
7550/20000 [==========>...................] - ETA: 7:09 - loss: 0.1216 - acc: 0.9539
7600/20000 [==========>...................] - ETA: 7:08 - loss: 0.1215 - acc: 0.9541
7650/20000 [==========>...................] - ETA: 7:06 - loss: 0.1215 - acc: 0.9541
7700/20000 [==========>...................] - ETA: 7:05 - loss: 0.1219 - acc: 0.9538
7750/20000 [==========>...................] - ETA: 7:03 - loss: 0.1216 - acc: 0.9538
7800/20000 [==========>...................] - ETA: 7:02 - loss: 0.1218 - acc: 0.9536
7850/20000 [==========>...................] - ETA: 7:01 - loss: 0.1218 - acc: 0.9538
7900/20000 [==========>...................] - ETA: 6:59 - loss: 0.1222 - acc: 0.9535
7950/20000 [==========>...................] - ETA: 6:58 - loss: 0.1224 - acc: 0.9533
8000/20000 [===========>..................] - ETA: 6:57 - loss: 0.1220 - acc: 0.9535
8050/20000 [===========>..................] - ETA: 6:55 - loss: 0.1222 - acc: 0.9533
8100/20000 [===========>..................] - ETA: 6:53 - loss: 0.1219 - acc: 0.9533
8150/20000 [===========>..................] - ETA: 6:52 - loss: 0.1222 - acc: 0.9531
8200/20000 [===========>..................] - ETA: 6:51 - loss: 0.1222 - acc: 0.9530
8250/20000 [===========>..................] - ETA: 6:49 - loss: 0.1223 - acc: 0.9530
8300/20000 [===========>..................] - ETA: 6:47 - loss: 0.1219 - acc: 0.9530
8350/20000 [===========>..................] - ETA: 6:46 - loss: 0.1219 - acc: 0.9529
8400/20000 [===========>..................] - ETA: 6:44 - loss: 0.1220 - acc: 0.9529
8450/20000 [===========>..................] - ETA: 6:43 - loss: 0.1224 - acc: 0.9529
8500/20000 [===========>..................] - ETA: 6:41 - loss: 0.1221 - acc: 0.9531
8550/20000 [===========>..................] - ETA: 6:39 - loss: 0.1218 - acc: 0.9531
8600/20000 [===========>..................] - ETA: 6:37 - loss: 0.1222 - acc: 0.9527
8650/20000 [===========>..................] - ETA: 6:36 - loss: 0.1223 - acc: 0.9526
8700/20000 [============>.................] - ETA: 6:34 - loss: 0.1221 - acc: 0.9528
8750/20000 [============>.................] - ETA: 6:32 - loss: 0.1220 - acc: 0.9527
8800/20000 [============>.................] - ETA: 6:30 - loss: 0.1218 - acc: 0.9527
8850/20000 [============>.................] - ETA: 6:28 - loss: 0.1222 - acc: 0.9525
8900/20000 [============>.................] - ETA: 6:27 - loss: 0.1219 - acc: 0.9526
8950/20000 [============>.................] - ETA: 6:25 - loss: 0.1215 - acc: 0.9527
9000/20000 [============>.................] - ETA: 6:23 - loss: 0.1213 - acc: 0.9529
9050/20000 [============>.................] - ETA: 6:22 - loss: 0.1216 - acc: 0.9527
9100/20000 [============>.................] - ETA: 6:20 - loss: 0.1213 - acc: 0.9529
9150/20000 [============>.................] - ETA: 6:19 - loss: 0.1214 - acc: 0.9528
9200/20000 [============>.................] - ETA: 6:17 - loss: 0.1210 - acc: 0.9530
9250/20000 [============>.................] - ETA: 6:15 - loss: 0.1209 - acc: 0.9531
9300/20000 [============>.................] - ETA: 6:14 - loss: 0.1215 - acc: 0.9528
9350/20000 [=============>................] - ETA: 6:12 - loss: 0.1215 - acc: 0.9525
9400/20000 [=============>................] - ETA: 6:11 - loss: 0.1230 - acc: 0.9516
9450/20000 [=============>................] - ETA: 6:09 - loss: 0.1226 - acc: 0.9519
9500/20000 [=============>................] - ETA: 6:07 - loss: 0.1231 - acc: 0.9515
9550/20000 [=============>................] - ETA: 6:05 - loss: 0.1230 - acc: 0.9515
9600/20000 [=============>................] - ETA: 6:04 - loss: 0.1229 - acc: 0.9516
9650/20000 [=============>................] - ETA: 6:02 - loss: 0.1226 - acc: 0.9515
9700/20000 [=============>................] - ETA: 6:00 - loss: 0.1229 - acc: 0.9514
9750/20000 [=============>................] - ETA: 5:59 - loss: 0.1226 - acc: 0.9516
9800/20000 [=============>................] - ETA: 5:57 - loss: 0.1228 - acc: 0.9516
9850/20000 [=============>................] - ETA: 5:55 - loss: 0.1228 - acc: 0.9516
9900/20000 [=============>................] - ETA: 5:53 - loss: 0.1228 - acc: 0.9515
9950/20000 [=============>................] - ETA: 5:51 - loss: 0.1230 - acc: 0.9516
10000/20000 [==============>...............] - ETA: 5:49 - loss: 0.1227 - acc: 0.9516
10050/20000 [==============>...............] - ETA: 5:47 - loss: 0.1224 - acc: 0.9517
10100/20000 [==============>...............] - ETA: 5:46 - loss: 0.1220 - acc: 0.9519
10150/20000 [==============>...............] - ETA: 5:44 - loss: 0.1225 - acc: 0.9516
10200/20000 [==============>...............] - ETA: 5:42 - loss: 0.1222 - acc: 0.9518
10250/20000 [==============>...............] - ETA: 5:41 - loss: 0.1222 - acc: 0.9516
10300/20000 [==============>...............] - ETA: 5:39 - loss: 0.1222 - acc: 0.9514
10350/20000 [==============>...............] - ETA: 5:37 - loss: 0.1220 - acc: 0.9516
10400/20000 [==============>...............] - ETA: 5:35 - loss: 0.1221 - acc: 0.9516
10450/20000 [==============>...............] - ETA: 5:33 - loss: 0.1220 - acc: 0.9517
10500/20000 [==============>...............] - ETA: 5:31 - loss: 0.1227 - acc: 0.9512
10550/20000 [==============>...............] - ETA: 5:30 - loss: 0.1229 - acc: 0.9511
10600/20000 [==============>...............] - ETA: 5:28 - loss: 0.1231 - acc: 0.9510
10650/20000 [==============>...............] - ETA: 5:26 - loss: 0.1231 - acc: 0.9510
10700/20000 [===============>..............] - ETA: 5:25 - loss: 0.1234 - acc: 0.9508
10750/20000 [===============>..............] - ETA: 5:23 - loss: 0.1231 - acc: 0.9510
10800/20000 [===============>..............] - ETA: 5:22 - loss: 0.1235 - acc: 0.9508
10850/20000 [===============>..............] - ETA: 5:20 - loss: 0.1239 - acc: 0.9507
10900/20000 [===============>..............] - ETA: 5:18 - loss: 0.1242 - acc: 0.9506
10950/20000 [===============>..............] - ETA: 5:16 - loss: 0.1239 - acc: 0.9508
11000/20000 [===============>..............] - ETA: 5:14 - loss: 0.1242 - acc: 0.9505
11050/20000 [===============>..............] - ETA: 5:12 - loss: 0.1244 - acc: 0.9506
11100/20000 [===============>..............] - ETA: 5:10 - loss: 0.1245 - acc: 0.9505
11150/20000 [===============>..............] - ETA: 5:09 - loss: 0.1241 - acc: 0.9508
11200/20000 [===============>..............] - ETA: 5:07 - loss: 0.1239 - acc: 0.9508
11250/20000 [===============>..............] - ETA: 5:05 - loss: 0.1239 - acc: 0.9509
11300/20000 [===============>..............] - ETA: 5:03 - loss: 0.1240 - acc: 0.9508
11350/20000 [================>.............] - ETA: 5:01 - loss: 0.1239 - acc: 0.9509
11400/20000 [================>.............] - ETA: 4:59 - loss: 0.1234 - acc: 0.9511
11450/20000 [================>.............] - ETA: 4:58 - loss: 0.1233 - acc: 0.9512
11500/20000 [================>.............] - ETA: 4:56 - loss: 0.1231 - acc: 0.9512
11550/20000 [================>.............] - ETA: 4:54 - loss: 0.1237 - acc: 0.9512
11600/20000 [================>.............] - ETA: 4:52 - loss: 0.1237 - acc: 0.9512
11650/20000 [================>.............] - ETA: 4:51 - loss: 0.1233 - acc: 0.9514
11700/20000 [================>.............] - ETA: 4:49 - loss: 0.1233 - acc: 0.9515
11750/20000 [================>.............] - ETA: 4:47 - loss: 0.1232 - acc: 0.9516
11800/20000 [================>.............] - ETA: 4:45 - loss: 0.1230 - acc: 0.9516
11850/20000 [================>.............] - ETA: 4:44 - loss: 0.1227 - acc: 0.9517
11900/20000 [================>.............] - ETA: 4:42 - loss: 0.1228 - acc: 0.9517
11950/20000 [================>.............] - ETA: 4:41 - loss: 0.1224 - acc: 0.9519
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12150/20000 [=================>............] - ETA: 4:33 - loss: 0.1223 - acc: 0.9519
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12250/20000 [=================>............] - ETA: 4:30 - loss: 0.1222 - acc: 0.9518
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12950/20000 [==================>...........] - ETA: 4:06 - loss: 0.1233 - acc: 0.9514
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13050/20000 [==================>...........] - ETA: 4:02 - loss: 0.1231 - acc: 0.9516
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13150/20000 [==================>...........] - ETA: 3:59 - loss: 0.1228 - acc: 0.9517
13200/20000 [==================>...........] - ETA: 3:57 - loss: 0.1226 - acc: 0.9519
13250/20000 [==================>...........] - ETA: 3:56 - loss: 0.1225 - acc: 0.9520
13300/20000 [==================>...........] - ETA: 3:54 - loss: 0.1222 - acc: 0.9522
13350/20000 [===================>..........] - ETA: 3:52 - loss: 0.1222 - acc: 0.9521
13400/20000 [===================>..........] - ETA: 3:50 - loss: 0.1220 - acc: 0.9522
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13500/20000 [===================>..........] - ETA: 3:47 - loss: 0.1222 - acc: 0.9521
13550/20000 [===================>..........] - ETA: 3:45 - loss: 0.1225 - acc: 0.9520
13600/20000 [===================>..........] - ETA: 3:43 - loss: 0.1223 - acc: 0.9521
13650/20000 [===================>..........] - ETA: 3:42 - loss: 0.1219 - acc: 0.9522
13700/20000 [===================>..........] - ETA: 3:40 - loss: 0.1220 - acc: 0.9521
13750/20000 [===================>..........] - ETA: 3:39 - loss: 0.1220 - acc: 0.9521
13800/20000 [===================>..........] - ETA: 3:37 - loss: 0.1223 - acc: 0.9520
13850/20000 [===================>..........] - ETA: 3:35 - loss: 0.1224 - acc: 0.9519
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14000/20000 [====================>.........] - ETA: 3:30 - loss: 0.1220 - acc: 0.9521
14050/20000 [====================>.........] - ETA: 3:28 - loss: 0.1220 - acc: 0.9520
14100/20000 [====================>.........] - ETA: 3:27 - loss: 0.1219 - acc: 0.9521
14150/20000 [====================>.........] - ETA: 3:25 - loss: 0.1216 - acc: 0.9522
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14250/20000 [====================>.........] - ETA: 3:22 - loss: 0.1216 - acc: 0.9522
14300/20000 [====================>.........] - ETA: 3:20 - loss: 0.1215 - acc: 0.9522
14350/20000 [====================>.........] - ETA: 3:18 - loss: 0.1218 - acc: 0.9522
14400/20000 [====================>.........] - ETA: 3:17 - loss: 0.1219 - acc: 0.9521
14450/20000 [====================>.........] - ETA: 3:15 - loss: 0.1217 - acc: 0.9522
14500/20000 [====================>.........] - ETA: 3:13 - loss: 0.1215 - acc: 0.9523
14550/20000 [====================>.........] - ETA: 3:12 - loss: 0.1217 - acc: 0.9522
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14950/20000 [=====================>........] - ETA: 2:58 - loss: 0.1235 - acc: 0.9512
15000/20000 [=====================>........] - ETA: 2:56 - loss: 0.1236 - acc: 0.9513
15050/20000 [=====================>........] - ETA: 2:54 - loss: 0.1234 - acc: 0.9513
15100/20000 [=====================>........] - ETA: 2:53 - loss: 0.1233 - acc: 0.9513
15150/20000 [=====================>........] - ETA: 2:51 - loss: 0.1234 - acc: 0.9514
15200/20000 [=====================>........] - ETA: 2:49 - loss: 0.1234 - acc: 0.9513
15250/20000 [=====================>........] - ETA: 2:47 - loss: 0.1233 - acc: 0.9513
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15350/20000 [======================>.......] - ETA: 2:44 - loss: 0.1230 - acc: 0.9514
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15450/20000 [======================>.......] - ETA: 2:41 - loss: 0.1235 - acc: 0.9513
15500/20000 [======================>.......] - ETA: 2:39 - loss: 0.1234 - acc: 0.9514
15550/20000 [======================>.......] - ETA: 2:37 - loss: 0.1237 - acc: 0.9513
15600/20000 [======================>.......] - ETA: 2:35 - loss: 0.1240 - acc: 0.9512
15650/20000 [======================>.......] - ETA: 2:34 - loss: 0.1241 - acc: 0.9512
15700/20000 [======================>.......] - ETA: 2:32 - loss: 0.1240 - acc: 0.9513
15750/20000 [======================>.......] - ETA: 2:30 - loss: 0.1239 - acc: 0.9514
15800/20000 [======================>.......] - ETA: 2:28 - loss: 0.1241 - acc: 0.9513
15850/20000 [======================>.......] - ETA: 2:27 - loss: 0.1248 - acc: 0.9511
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15950/20000 [======================>.......] - ETA: 2:23 - loss: 0.1247 - acc: 0.9512
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16050/20000 [=======================>......] - ETA: 2:20 - loss: 0.1250 - acc: 0.9509
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16150/20000 [=======================>......] - ETA: 2:16 - loss: 0.1249 - acc: 0.9509
16200/20000 [=======================>......] - ETA: 2:14 - loss: 0.1253 - acc: 0.9509
16250/20000 [=======================>......] - ETA: 2:13 - loss: 0.1253 - acc: 0.9510
16300/20000 [=======================>......] - ETA: 2:11 - loss: 0.1253 - acc: 0.9510
16350/20000 [=======================>......] - ETA: 2:09 - loss: 0.1253 - acc: 0.9509
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16450/20000 [=======================>......] - ETA: 2:06 - loss: 0.1258 - acc: 0.9510
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16650/20000 [=======================>......] - ETA: 1:59 - loss: 0.1257 - acc: 0.9509
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16750/20000 [========================>.....] - ETA: 1:55 - loss: 0.1257 - acc: 0.9509
16800/20000 [========================>.....] - ETA: 1:53 - loss: 0.1256 - acc: 0.9509
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16950/20000 [========================>.....] - ETA: 1:48 - loss: 0.1254 - acc: 0.9510
17000/20000 [========================>.....] - ETA: 1:46 - loss: 0.1252 - acc: 0.9511
17050/20000 [========================>.....] - ETA: 1:44 - loss: 0.1251 - acc: 0.9512
17100/20000 [========================>.....] - ETA: 1:43 - loss: 0.1250 - acc: 0.9512
17150/20000 [========================>.....] - ETA: 1:41 - loss: 0.1248 - acc: 0.9514
17200/20000 [========================>.....] - ETA: 1:39 - loss: 0.1246 - acc: 0.9515
17250/20000 [========================>.....] - ETA: 1:37 - loss: 0.1249 - acc: 0.9513
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17350/20000 [=========================>....] - ETA: 1:34 - loss: 0.1250 - acc: 0.9513
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18000/20000 [==========================>...] - ETA: 1:10 - loss: 0.1243 - acc: 0.9516
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18100/20000 [==========================>...] - ETA: 1:07 - loss: 0.1243 - acc: 0.9514
18150/20000 [==========================>...] - ETA: 1:05 - loss: 0.1242 - acc: 0.9515
18200/20000 [==========================>...] - ETA: 1:03 - loss: 0.1240 - acc: 0.9516
18250/20000 [==========================>...] - ETA: 1:01 - loss: 0.1242 - acc: 0.9516
18300/20000 [==========================>...] - ETA: 1:00 - loss: 0.1244 - acc: 0.9515
18350/20000 [==========================>...] - ETA: 58s - loss: 0.1242 - acc: 0.9516
18400/20000 [==========================>...] - ETA: 56s - loss: 0.1242 - acc: 0.9516
18450/20000 [==========================>...] - ETA: 54s - loss: 0.1246 - acc: 0.9515
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18600/20000 [==========================>...] - ETA: 49s - loss: 0.1244 - acc: 0.9516
18650/20000 [==========================>...] - ETA: 47s - loss: 0.1248 - acc: 0.9515
18700/20000 [===========================>..] - ETA: 45s - loss: 0.1247 - acc: 0.9515
18750/20000 [===========================>..] - ETA: 44s - loss: 0.1249 - acc: 0.9514
18800/20000 [===========================>..] - ETA: 42s - loss: 0.1247 - acc: 0.9514
18850/20000 [===========================>..] - ETA: 40s - loss: 0.1250 - acc: 0.9514
18900/20000 [===========================>..] - ETA: 38s - loss: 0.1250 - acc: 0.9514
18950/20000 [===========================>..] - ETA: 37s - loss: 0.1250 - acc: 0.9514
19000/20000 [===========================>..] - ETA: 35s - loss: 0.1249 - acc: 0.9514
19050/20000 [===========================>..] - ETA: 33s - loss: 0.1249 - acc: 0.9514
19100/20000 [===========================>..] - ETA: 31s - loss: 0.1248 - acc: 0.9514
19150/20000 [===========================>..] - ETA: 29s - loss: 0.1247 - acc: 0.9514
19200/20000 [===========================>..] - ETA: 28s - loss: 0.1247 - acc: 0.9515
19250/20000 [===========================>..] - ETA: 26s - loss: 0.1248 - acc: 0.9514
19300/20000 [===========================>..] - ETA: 24s - loss: 0.1248 - acc: 0.9513
19350/20000 [============================>.] - ETA: 22s - loss: 0.1249 - acc: 0.9513
19400/20000 [============================>.] - ETA: 21s - loss: 0.1252 - acc: 0.9510
19450/20000 [============================>.] - ETA: 19s - loss: 0.1251 - acc: 0.9511
19500/20000 [============================>.] - ETA: 17s - loss: 0.1250 - acc: 0.9512
19550/20000 [============================>.] - ETA: 15s - loss: 0.1248 - acc: 0.9513
19600/20000 [============================>.] - ETA: 14s - loss: 0.1246 - acc: 0.9513
19650/20000 [============================>.] - ETA: 12s - loss: 0.1248 - acc: 0.9512
19700/20000 [============================>.] - ETA: 10s - loss: 0.1247 - acc: 0.9513
19750/20000 [============================>.] - ETA: 8s - loss: 0.1246 - acc: 0.9513
19800/20000 [============================>.] - ETA: 7s - loss: 0.1246 - acc: 0.9513
19850/20000 [============================>.] - ETA: 5s - loss: 0.1250 - acc: 0.9512
19900/20000 [============================>.] - ETA: 3s - loss: 0.1250 - acc: 0.9513
19950/20000 [============================>.] - ETA: 1s - loss: 0.1248 - acc: 0.9513
20000/20000 [==============================] - 715s 36ms/step - loss: 0.1246 - acc: 0.9514 - val_loss: 0.5507 - val_acc: 0.8358
Epoch 37/50
50/20000 [..............................] - ETA: 10:44 - loss: 0.1074 - acc: 0.9400
100/20000 [..............................] - ETA: 10:53 - loss: 0.0915 - acc: 0.9400
150/20000 [..............................] - ETA: 10:51 - loss: 0.0725 - acc: 0.9533
200/20000 [..............................] - ETA: 11:10 - loss: 0.0670 - acc: 0.9600
250/20000 [..............................] - ETA: 11:24 - loss: 0.0815 - acc: 0.9600
300/20000 [..............................] - ETA: 11:31 - loss: 0.0878 - acc: 0.9567
350/20000 [..............................] - ETA: 11:27 - loss: 0.0770 - acc: 0.9629
400/20000 [..............................] - ETA: 11:18 - loss: 0.0748 - acc: 0.9650
450/20000 [..............................] - ETA: 11:12 - loss: 0.0720 - acc: 0.9667
500/20000 [..............................] - ETA: 11:00 - loss: 0.0733 - acc: 0.9660
550/20000 [..............................] - ETA: 10:58 - loss: 0.0833 - acc: 0.9600
600/20000 [..............................] - ETA: 11:00 - loss: 0.0816 - acc: 0.9617
650/20000 [..............................] - ETA: 10:59 - loss: 0.0822 - acc: 0.9631
700/20000 [>.............................] - ETA: 11:03 - loss: 0.0911 - acc: 0.9614
750/20000 [>.............................] - ETA: 10:59 - loss: 0.0951 - acc: 0.9613
800/20000 [>.............................] - ETA: 11:01 - loss: 0.0910 - acc: 0.9638
850/20000 [>.............................] - ETA: 10:56 - loss: 0.0881 - acc: 0.9647
900/20000 [>.............................] - ETA: 10:56 - loss: 0.0855 - acc: 0.9667
950/20000 [>.............................] - ETA: 10:53 - loss: 0.0856 - acc: 0.9663
1000/20000 [>.............................] - ETA: 10:53 - loss: 0.0890 - acc: 0.9670
1050/20000 [>.............................] - ETA: 10:52 - loss: 0.0874 - acc: 0.9686
1100/20000 [>.............................] - ETA: 10:50 - loss: 0.0879 - acc: 0.9682
1150/20000 [>.............................] - ETA: 10:45 - loss: 0.0853 - acc: 0.9687
1200/20000 [>.............................] - ETA: 10:45 - loss: 0.0900 - acc: 0.9667
1250/20000 [>.............................] - ETA: 10:43 - loss: 0.0893 - acc: 0.9672
1300/20000 [>.............................] - ETA: 10:42 - loss: 0.0885 - acc: 0.9677
1350/20000 [=>............................] - ETA: 10:40 - loss: 0.0958 - acc: 0.9659
1400/20000 [=>............................] - ETA: 10:38 - loss: 0.0961 - acc: 0.9643
1450/20000 [=>............................] - ETA: 10:36 - loss: 0.0951 - acc: 0.9648
1500/20000 [=>............................] - ETA: 10:32 - loss: 0.0949 - acc: 0.9653
1550/20000 [=>............................] - ETA: 10:31 - loss: 0.0937 - acc: 0.9658
1600/20000 [=>............................] - ETA: 10:30 - loss: 0.0970 - acc: 0.9644
1650/20000 [=>............................] - ETA: 10:29 - loss: 0.1017 - acc: 0.9624
1700/20000 [=>............................] - ETA: 10:26 - loss: 0.1047 - acc: 0.9612
1750/20000 [=>............................] - ETA: 10:24 - loss: 0.1034 - acc: 0.9617
1800/20000 [=>............................] - ETA: 10:21 - loss: 0.1025 - acc: 0.9617
1850/20000 [=>............................] - ETA: 10:20 - loss: 0.1051 - acc: 0.9605
1900/20000 [=>............................] - ETA: 10:17 - loss: 0.1066 - acc: 0.9589
1950/20000 [=>............................] - ETA: 10:14 - loss: 0.1079 - acc: 0.9585
2000/20000 [==>...........................] - ETA: 10:10 - loss: 0.1087 - acc: 0.9580
2050/20000 [==>...........................] - ETA: 10:08 - loss: 0.1116 - acc: 0.9561
2100/20000 [==>...........................] - ETA: 10:07 - loss: 0.1106 - acc: 0.9567
2150/20000 [==>...........................] - ETA: 10:04 - loss: 0.1095 - acc: 0.9572
2200/20000 [==>...........................] - ETA: 10:03 - loss: 0.1078 - acc: 0.9582
2250/20000 [==>...........................] - ETA: 10:01 - loss: 0.1066 - acc: 0.9587
2300/20000 [==>...........................] - ETA: 10:01 - loss: 0.1062 - acc: 0.9583
2350/20000 [==>...........................] - ETA: 9:58 - loss: 0.1076 - acc: 0.9579
2400/20000 [==>...........................] - ETA: 9:55 - loss: 0.1074 - acc: 0.9583
2450/20000 [==>...........................] - ETA: 9:54 - loss: 0.1070 - acc: 0.9588
2500/20000 [==>...........................] - ETA: 9:52 - loss: 0.1092 - acc: 0.9584
2550/20000 [==>...........................] - ETA: 9:50 - loss: 0.1108 - acc: 0.9576
2600/20000 [==>...........................] - ETA: 9:48 - loss: 0.1108 - acc: 0.9573
2650/20000 [==>...........................] - ETA: 9:47 - loss: 0.1103 - acc: 0.9574
2700/20000 [===>..........................] - ETA: 9:46 - loss: 0.1118 - acc: 0.9567
2750/20000 [===>..........................] - ETA: 9:44 - loss: 0.1147 - acc: 0.9560
2800/20000 [===>..........................] - ETA: 9:42 - loss: 0.1151 - acc: 0.9554
2850/20000 [===>..........................] - ETA: 9:40 - loss: 0.1155 - acc: 0.9551
2900/20000 [===>..........................] - ETA: 9:38 - loss: 0.1159 - acc: 0.9552
2950/20000 [===>..........................] - ETA: 9:37 - loss: 0.1148 - acc: 0.9556
3000/20000 [===>..........................] - ETA: 9:35 - loss: 0.1163 - acc: 0.9550
3050/20000 [===>..........................] - ETA: 9:33 - loss: 0.1153 - acc: 0.9554
3100/20000 [===>..........................] - ETA: 9:32 - loss: 0.1150 - acc: 0.9558
3150/20000 [===>..........................] - ETA: 9:29 - loss: 0.1154 - acc: 0.9556
3200/20000 [===>..........................] - ETA: 9:27 - loss: 0.1158 - acc: 0.9556
3250/20000 [===>..........................] - ETA: 9:26 - loss: 0.1163 - acc: 0.9551
3300/20000 [===>..........................] - ETA: 9:23 - loss: 0.1169 - acc: 0.9545
3350/20000 [====>.........................] - ETA: 9:22 - loss: 0.1169 - acc: 0.9540
3400/20000 [====>.........................] - ETA: 9:20 - loss: 0.1182 - acc: 0.9541
3450/20000 [====>.........................] - ETA: 9:18 - loss: 0.1176 - acc: 0.9542
3500/20000 [====>.........................] - ETA: 9:16 - loss: 0.1174 - acc: 0.9543
3550/20000 [====>.........................] - ETA: 9:14 - loss: 0.1170 - acc: 0.9544
3600/20000 [====>.........................] - ETA: 9:13 - loss: 0.1172 - acc: 0.9544
3650/20000 [====>.........................] - ETA: 9:11 - loss: 0.1175 - acc: 0.9542
3700/20000 [====>.........................] - ETA: 9:09 - loss: 0.1178 - acc: 0.9541
3750/20000 [====>.........................] - ETA: 9:07 - loss: 0.1179 - acc: 0.9539
3800/20000 [====>.........................] - ETA: 9:05 - loss: 0.1176 - acc: 0.9537
3850/20000 [====>.........................] - ETA: 9:03 - loss: 0.1170 - acc: 0.9540
3900/20000 [====>.........................] - ETA: 9:01 - loss: 0.1168 - acc: 0.9541
3950/20000 [====>.........................] - ETA: 9:00 - loss: 0.1170 - acc: 0.9539
4000/20000 [=====>........................] - ETA: 8:57 - loss: 0.1166 - acc: 0.9540
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16100/20000 [=======================>......] - ETA: 2:22 - loss: 0.1211 - acc: 0.9535
16150/20000 [=======================>......] - ETA: 2:21 - loss: 0.1210 - acc: 0.9536
16200/20000 [=======================>......] - ETA: 2:19 - loss: 0.1209 - acc: 0.9536
16250/20000 [=======================>......] - ETA: 2:17 - loss: 0.1210 - acc: 0.9536
16300/20000 [=======================>......] - ETA: 2:15 - loss: 0.1210 - acc: 0.9536
16350/20000 [=======================>......] - ETA: 2:13 - loss: 0.1213 - acc: 0.9536
16400/20000 [=======================>......] - ETA: 2:11 - loss: 0.1216 - acc: 0.9534
16450/20000 [=======================>......] - ETA: 2:10 - loss: 0.1216 - acc: 0.9534
16500/20000 [=======================>......] - ETA: 2:08 - loss: 0.1218 - acc: 0.9533
16550/20000 [=======================>......] - ETA: 2:06 - loss: 0.1218 - acc: 0.9534
16600/20000 [=======================>......] - ETA: 2:04 - loss: 0.1218 - acc: 0.9533
16650/20000 [=======================>......] - ETA: 2:02 - loss: 0.1216 - acc: 0.9534
16700/20000 [========================>.....] - ETA: 2:01 - loss: 0.1215 - acc: 0.9534
16750/20000 [========================>.....] - ETA: 1:59 - loss: 0.1216 - acc: 0.9533
16800/20000 [========================>.....] - ETA: 1:57 - loss: 0.1217 - acc: 0.9532
16850/20000 [========================>.....] - ETA: 1:55 - loss: 0.1217 - acc: 0.9532
16900/20000 [========================>.....] - ETA: 1:53 - loss: 0.1220 - acc: 0.9531
16950/20000 [========================>.....] - ETA: 1:51 - loss: 0.1220 - acc: 0.9532
17000/20000 [========================>.....] - ETA: 1:50 - loss: 0.1220 - acc: 0.9531
17050/20000 [========================>.....] - ETA: 1:48 - loss: 0.1218 - acc: 0.9532
17100/20000 [========================>.....] - ETA: 1:46 - loss: 0.1217 - acc: 0.9532
17150/20000 [========================>.....] - ETA: 1:44 - loss: 0.1219 - acc: 0.9532
17200/20000 [========================>.....] - ETA: 1:42 - loss: 0.1218 - acc: 0.9532
17250/20000 [========================>.....] - ETA: 1:40 - loss: 0.1217 - acc: 0.9533
17300/20000 [========================>.....] - ETA: 1:39 - loss: 0.1219 - acc: 0.9532
17350/20000 [=========================>....] - ETA: 1:37 - loss: 0.1219 - acc: 0.9532
17400/20000 [=========================>....] - ETA: 1:35 - loss: 0.1221 - acc: 0.9531
17450/20000 [=========================>....] - ETA: 1:33 - loss: 0.1223 - acc: 0.9531
17500/20000 [=========================>....] - ETA: 1:31 - loss: 0.1221 - acc: 0.9532
17550/20000 [=========================>....] - ETA: 1:29 - loss: 0.1221 - acc: 0.9532
17600/20000 [=========================>....] - ETA: 1:28 - loss: 0.1220 - acc: 0.9533
17650/20000 [=========================>....] - ETA: 1:26 - loss: 0.1226 - acc: 0.9530
17700/20000 [=========================>....] - ETA: 1:24 - loss: 0.1228 - acc: 0.9529
17750/20000 [=========================>....] - ETA: 1:22 - loss: 0.1226 - acc: 0.9531
17800/20000 [=========================>....] - ETA: 1:20 - loss: 0.1226 - acc: 0.9531
17850/20000 [=========================>....] - ETA: 1:18 - loss: 0.1228 - acc: 0.9529
17900/20000 [=========================>....] - ETA: 1:17 - loss: 0.1227 - acc: 0.9530
17950/20000 [=========================>....] - ETA: 1:15 - loss: 0.1226 - acc: 0.9530
18000/20000 [==========================>...] - ETA: 1:13 - loss: 0.1229 - acc: 0.9529
18050/20000 [==========================>...] - ETA: 1:11 - loss: 0.1227 - acc: 0.9529
18100/20000 [==========================>...] - ETA: 1:09 - loss: 0.1230 - acc: 0.9528
18150/20000 [==========================>...] - ETA: 1:07 - loss: 0.1229 - acc: 0.9528
18200/20000 [==========================>...] - ETA: 1:06 - loss: 0.1231 - acc: 0.9529
18250/20000 [==========================>...] - ETA: 1:04 - loss: 0.1231 - acc: 0.9529
18300/20000 [==========================>...] - ETA: 1:02 - loss: 0.1229 - acc: 0.9530
18350/20000 [==========================>...] - ETA: 1:00 - loss: 0.1233 - acc: 0.9529
18400/20000 [==========================>...] - ETA: 58s - loss: 0.1232 - acc: 0.9529
18450/20000 [==========================>...] - ETA: 56s - loss: 0.1233 - acc: 0.9527
18500/20000 [==========================>...] - ETA: 55s - loss: 0.1235 - acc: 0.9525
18550/20000 [==========================>...] - ETA: 53s - loss: 0.1236 - acc: 0.9526
18600/20000 [==========================>...] - ETA: 51s - loss: 0.1235 - acc: 0.9526
18650/20000 [==========================>...] - ETA: 49s - loss: 0.1235 - acc: 0.9526
18700/20000 [===========================>..] - ETA: 47s - loss: 0.1235 - acc: 0.9526
18750/20000 [===========================>..] - ETA: 45s - loss: 0.1234 - acc: 0.9526
18800/20000 [===========================>..] - ETA: 44s - loss: 0.1233 - acc: 0.9527
18850/20000 [===========================>..] - ETA: 42s - loss: 0.1232 - acc: 0.9527
18900/20000 [===========================>..] - ETA: 40s - loss: 0.1233 - acc: 0.9527
18950/20000 [===========================>..] - ETA: 38s - loss: 0.1234 - acc: 0.9527
19000/20000 [===========================>..] - ETA: 36s - loss: 0.1236 - acc: 0.9526
19050/20000 [===========================>..] - ETA: 34s - loss: 0.1236 - acc: 0.9525
19100/20000 [===========================>..] - ETA: 33s - loss: 0.1234 - acc: 0.9527
19150/20000 [===========================>..] - ETA: 31s - loss: 0.1233 - acc: 0.9527
19200/20000 [===========================>..] - ETA: 29s - loss: 0.1231 - acc: 0.9528
19250/20000 [===========================>..] - ETA: 27s - loss: 0.1230 - acc: 0.9529
19300/20000 [===========================>..] - ETA: 25s - loss: 0.1232 - acc: 0.9529
19350/20000 [============================>.] - ETA: 23s - loss: 0.1235 - acc: 0.9527
19400/20000 [============================>.] - ETA: 22s - loss: 0.1233 - acc: 0.9528
19450/20000 [============================>.] - ETA: 20s - loss: 0.1233 - acc: 0.9528
19500/20000 [============================>.] - ETA: 18s - loss: 0.1234 - acc: 0.9528
19550/20000 [============================>.] - ETA: 16s - loss: 0.1236 - acc: 0.9527
19600/20000 [============================>.] - ETA: 14s - loss: 0.1235 - acc: 0.9527
19650/20000 [============================>.] - ETA: 12s - loss: 0.1239 - acc: 0.9526
19700/20000 [============================>.] - ETA: 11s - loss: 0.1239 - acc: 0.9526
19750/20000 [============================>.] - ETA: 9s - loss: 0.1240 - acc: 0.9524
19800/20000 [============================>.] - ETA: 7s - loss: 0.1239 - acc: 0.9525
19850/20000 [============================>.] - ETA: 5s - loss: 0.1239 - acc: 0.9524
19900/20000 [============================>.] - ETA: 3s - loss: 0.1238 - acc: 0.9525
19950/20000 [============================>.] - ETA: 1s - loss: 0.1239 - acc: 0.9525
20000/20000 [==============================] - 743s 37ms/step - loss: 0.1239 - acc: 0.9525 - val_loss: 0.7869 - val_acc: 0.7704
Epoch 38/50
50/20000 [..............................] - ETA: 10:21 - loss: 0.1188 - acc: 0.9600
100/20000 [..............................] - ETA: 11:09 - loss: 0.1154 - acc: 0.9600
150/20000 [..............................] - ETA: 10:56 - loss: 0.1540 - acc: 0.9267
200/20000 [..............................] - ETA: 11:01 - loss: 0.1301 - acc: 0.9450
250/20000 [..............................] - ETA: 11:15 - loss: 0.1181 - acc: 0.9520
300/20000 [..............................] - ETA: 11:05 - loss: 0.1119 - acc: 0.9533
350/20000 [..............................] - ETA: 10:59 - loss: 0.1020 - acc: 0.9600
400/20000 [..............................] - ETA: 10:52 - loss: 0.1038 - acc: 0.9600
450/20000 [..............................] - ETA: 10:48 - loss: 0.1163 - acc: 0.9600
500/20000 [..............................] - ETA: 10:39 - loss: 0.1159 - acc: 0.9580
550/20000 [..............................] - ETA: 10:39 - loss: 0.1235 - acc: 0.9545
600/20000 [..............................] - ETA: 10:43 - loss: 0.1185 - acc: 0.9567
650/20000 [..............................] - ETA: 10:44 - loss: 0.1134 - acc: 0.9585
700/20000 [>.............................] - ETA: 10:39 - loss: 0.1105 - acc: 0.9600
750/20000 [>.............................] - ETA: 10:40 - loss: 0.1162 - acc: 0.9600
800/20000 [>.............................] - ETA: 10:36 - loss: 0.1147 - acc: 0.9587
850/20000 [>.............................] - ETA: 10:28 - loss: 0.1146 - acc: 0.9576
900/20000 [>.............................] - ETA: 10:30 - loss: 0.1117 - acc: 0.9600
950/20000 [>.............................] - ETA: 10:26 - loss: 0.1095 - acc: 0.9600
1000/20000 [>.............................] - ETA: 10:22 - loss: 0.1055 - acc: 0.9620
1050/20000 [>.............................] - ETA: 10:19 - loss: 0.1078 - acc: 0.9590
1100/20000 [>.............................] - ETA: 10:17 - loss: 0.1102 - acc: 0.9591
1150/20000 [>.............................] - ETA: 10:17 - loss: 0.1073 - acc: 0.9600
1200/20000 [>.............................] - ETA: 10:20 - loss: 0.1149 - acc: 0.9575
1250/20000 [>.............................] - ETA: 10:19 - loss: 0.1123 - acc: 0.9584
1300/20000 [>.............................] - ETA: 10:14 - loss: 0.1114 - acc: 0.9585
1350/20000 [=>............................] - ETA: 10:14 - loss: 0.1093 - acc: 0.9593
1400/20000 [=>............................] - ETA: 10:10 - loss: 0.1107 - acc: 0.9593
1450/20000 [=>............................] - ETA: 10:08 - loss: 0.1085 - acc: 0.9600
1500/20000 [=>............................] - ETA: 10:04 - loss: 0.1139 - acc: 0.9593
1550/20000 [=>............................] - ETA: 10:04 - loss: 0.1146 - acc: 0.9581
1600/20000 [=>............................] - ETA: 10:02 - loss: 0.1148 - acc: 0.9587
1650/20000 [=>............................] - ETA: 10:03 - loss: 0.1180 - acc: 0.9582
1700/20000 [=>............................] - ETA: 10:00 - loss: 0.1162 - acc: 0.9588
1750/20000 [=>............................] - ETA: 9:57 - loss: 0.1179 - acc: 0.9583
1800/20000 [=>............................] - ETA: 9:55 - loss: 0.1175 - acc: 0.9583
1850/20000 [=>............................] - ETA: 9:55 - loss: 0.1164 - acc: 0.9589
1900/20000 [=>............................] - ETA: 9:54 - loss: 0.1177 - acc: 0.9589
1950/20000 [=>............................] - ETA: 9:53 - loss: 0.1207 - acc: 0.9569
2000/20000 [==>...........................] - ETA: 9:51 - loss: 0.1209 - acc: 0.9565
2050/20000 [==>...........................] - ETA: 9:50 - loss: 0.1208 - acc: 0.9561
2100/20000 [==>...........................] - ETA: 9:48 - loss: 0.1237 - acc: 0.9548
2150/20000 [==>...........................] - ETA: 9:47 - loss: 0.1227 - acc: 0.9549
2200/20000 [==>...........................] - ETA: 9:47 - loss: 0.1220 - acc: 0.9555
2250/20000 [==>...........................] - ETA: 9:45 - loss: 0.1221 - acc: 0.9551
2300/20000 [==>...........................] - ETA: 9:46 - loss: 0.1215 - acc: 0.9552
2350/20000 [==>...........................] - ETA: 9:43 - loss: 0.1224 - acc: 0.9549
2400/20000 [==>...........................] - ETA: 9:41 - loss: 0.1227 - acc: 0.9546
2450/20000 [==>...........................] - ETA: 9:39 - loss: 0.1227 - acc: 0.9547
2500/20000 [==>...........................] - ETA: 9:38 - loss: 0.1215 - acc: 0.9552
2550/20000 [==>...........................] - ETA: 9:36 - loss: 0.1234 - acc: 0.9549
2600/20000 [==>...........................] - ETA: 9:34 - loss: 0.1241 - acc: 0.9546
2650/20000 [==>...........................] - ETA: 9:33 - loss: 0.1233 - acc: 0.9547
2700/20000 [===>..........................] - ETA: 9:30 - loss: 0.1241 - acc: 0.9541
2750/20000 [===>..........................] - ETA: 9:29 - loss: 0.1234 - acc: 0.9545
2800/20000 [===>..........................] - ETA: 9:27 - loss: 0.1230 - acc: 0.9546
2850/20000 [===>..........................] - ETA: 9:26 - loss: 0.1234 - acc: 0.9540
2900/20000 [===>..........................] - ETA: 9:24 - loss: 0.1224 - acc: 0.9545
2950/20000 [===>..........................] - ETA: 9:23 - loss: 0.1217 - acc: 0.9546
3000/20000 [===>..........................] - ETA: 9:22 - loss: 0.1204 - acc: 0.9553
3050/20000 [===>..........................] - ETA: 9:20 - loss: 0.1191 - acc: 0.9561
3100/20000 [===>..........................] - ETA: 9:19 - loss: 0.1200 - acc: 0.9555
3150/20000 [===>..........................] - ETA: 9:18 - loss: 0.1205 - acc: 0.9549
3200/20000 [===>..........................] - ETA: 9:15 - loss: 0.1199 - acc: 0.9553
3250/20000 [===>..........................] - ETA: 9:14 - loss: 0.1204 - acc: 0.9551
3300/20000 [===>..........................] - ETA: 9:12 - loss: 0.1199 - acc: 0.9555
3350/20000 [====>.........................] - ETA: 9:11 - loss: 0.1200 - acc: 0.9552
3400/20000 [====>.........................] - ETA: 9:09 - loss: 0.1185 - acc: 0.9559
3450/20000 [====>.........................] - ETA: 9:08 - loss: 0.1196 - acc: 0.9554
3500/20000 [====>.........................] - ETA: 9:06 - loss: 0.1197 - acc: 0.9554
3550/20000 [====>.........................] - ETA: 9:04 - loss: 0.1212 - acc: 0.9552
3600/20000 [====>.........................] - ETA: 9:02 - loss: 0.1210 - acc: 0.9547
3650/20000 [====>.........................] - ETA: 9:00 - loss: 0.1214 - acc: 0.9548
3700/20000 [====>.........................] - ETA: 8:59 - loss: 0.1207 - acc: 0.9549
3750/20000 [====>.........................] - ETA: 8:58 - loss: 0.1198 - acc: 0.9552
3800/20000 [====>.........................] - ETA: 8:56 - loss: 0.1189 - acc: 0.9558
3850/20000 [====>.........................] - ETA: 8:54 - loss: 0.1187 - acc: 0.9558
3900/20000 [====>.........................] - ETA: 8:52 - loss: 0.1186 - acc: 0.9556
3950/20000 [====>.........................] - ETA: 8:50 - loss: 0.1195 - acc: 0.9552
4000/20000 [=====>........................] - ETA: 8:49 - loss: 0.1195 - acc: 0.9552
4050/20000 [=====>........................] - ETA: 8:48 - loss: 0.1200 - acc: 0.9553
4100/20000 [=====>........................] - ETA: 8:47 - loss: 0.1196 - acc: 0.9551
4150/20000 [=====>........................] - ETA: 8:46 - loss: 0.1185 - acc: 0.9557
4200/20000 [=====>........................] - ETA: 8:44 - loss: 0.1182 - acc: 0.9557
4250/20000 [=====>........................] - ETA: 8:43 - loss: 0.1179 - acc: 0.9555
4300/20000 [=====>........................] - ETA: 8:40 - loss: 0.1171 - acc: 0.9560
4350/20000 [=====>........................] - ETA: 8:39 - loss: 0.1169 - acc: 0.9561
4400/20000 [=====>........................] - ETA: 8:38 - loss: 0.1160 - acc: 0.9566
4450/20000 [=====>........................] - ETA: 8:36 - loss: 0.1158 - acc: 0.9564
4500/20000 [=====>........................] - ETA: 8:34 - loss: 0.1153 - acc: 0.9564
4550/20000 [=====>........................] - ETA: 8:33 - loss: 0.1174 - acc: 0.9558
4600/20000 [=====>........................] - ETA: 8:31 - loss: 0.1177 - acc: 0.9557
4650/20000 [=====>........................] - ETA: 8:29 - loss: 0.1174 - acc: 0.9555
4700/20000 [======>.......................] - ETA: 8:27 - loss: 0.1177 - acc: 0.9553
4750/20000 [======>.......................] - ETA: 8:25 - loss: 0.1177 - acc: 0.9549
4800/20000 [======>.......................] - ETA: 8:24 - loss: 0.1170 - acc: 0.9550
4850/20000 [======>.......................] - ETA: 8:23 - loss: 0.1175 - acc: 0.9544
4900/20000 [======>.......................] - ETA: 8:21 - loss: 0.1173 - acc: 0.9545
4950/20000 [======>.......................] - ETA: 8:19 - loss: 0.1176 - acc: 0.9545
5000/20000 [======>.......................] - ETA: 8:16 - loss: 0.1186 - acc: 0.9542
5050/20000 [======>.......................] - ETA: 8:15 - loss: 0.1181 - acc: 0.9543
5100/20000 [======>.......................] - ETA: 8:13 - loss: 0.1182 - acc: 0.9541
5150/20000 [======>.......................] - ETA: 8:11 - loss: 0.1179 - acc: 0.9542
5200/20000 [======>.......................] - ETA: 8:10 - loss: 0.1176 - acc: 0.9544
5250/20000 [======>.......................] - ETA: 8:08 - loss: 0.1174 - acc: 0.9549
5300/20000 [======>.......................] - ETA: 8:07 - loss: 0.1171 - acc: 0.9549
5350/20000 [=======>......................] - ETA: 8:05 - loss: 0.1179 - acc: 0.9546
5400/20000 [=======>......................] - ETA: 8:04 - loss: 0.1175 - acc: 0.9548
5450/20000 [=======>......................] - ETA: 8:02 - loss: 0.1170 - acc: 0.9550
5500/20000 [=======>......................] - ETA: 8:01 - loss: 0.1166 - acc: 0.9551
5550/20000 [=======>......................] - ETA: 7:59 - loss: 0.1172 - acc: 0.9550
5600/20000 [=======>......................] - ETA: 7:57 - loss: 0.1166 - acc: 0.9554
5650/20000 [=======>......................] - ETA: 7:55 - loss: 0.1169 - acc: 0.9554
5700/20000 [=======>......................] - ETA: 7:54 - loss: 0.1174 - acc: 0.9553
5750/20000 [=======>......................] - ETA: 7:52 - loss: 0.1169 - acc: 0.9555
5800/20000 [=======>......................] - ETA: 7:50 - loss: 0.1165 - acc: 0.9559
5850/20000 [=======>......................] - ETA: 7:48 - loss: 0.1179 - acc: 0.9557
5900/20000 [=======>......................] - ETA: 7:46 - loss: 0.1175 - acc: 0.9558
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6000/20000 [========>.....................] - ETA: 7:43 - loss: 0.1183 - acc: 0.9553
6050/20000 [========>.....................] - ETA: 7:41 - loss: 0.1178 - acc: 0.9555
6100/20000 [========>.....................] - ETA: 7:39 - loss: 0.1174 - acc: 0.9556
6150/20000 [========>.....................] - ETA: 7:38 - loss: 0.1172 - acc: 0.9556
6200/20000 [========>.....................] - ETA: 7:37 - loss: 0.1170 - acc: 0.9556
6250/20000 [========>.....................] - ETA: 7:35 - loss: 0.1168 - acc: 0.9557
6300/20000 [========>.....................] - ETA: 7:33 - loss: 0.1164 - acc: 0.9557
6350/20000 [========>.....................] - ETA: 7:31 - loss: 0.1161 - acc: 0.9557
6400/20000 [========>.....................] - ETA: 7:30 - loss: 0.1157 - acc: 0.9559
6450/20000 [========>.....................] - ETA: 7:28 - loss: 0.1158 - acc: 0.9560
6500/20000 [========>.....................] - ETA: 7:26 - loss: 0.1153 - acc: 0.9562
6550/20000 [========>.....................] - ETA: 7:25 - loss: 0.1148 - acc: 0.9563
6600/20000 [========>.....................] - ETA: 7:23 - loss: 0.1143 - acc: 0.9565
6650/20000 [========>.....................] - ETA: 7:21 - loss: 0.1150 - acc: 0.9561
6700/20000 [=========>....................] - ETA: 7:20 - loss: 0.1151 - acc: 0.9563
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6800/20000 [=========>....................] - ETA: 7:16 - loss: 0.1149 - acc: 0.9562
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6950/20000 [=========>....................] - ETA: 7:11 - loss: 0.1141 - acc: 0.9565
7000/20000 [=========>....................] - ETA: 7:10 - loss: 0.1140 - acc: 0.9567
7050/20000 [=========>....................] - ETA: 7:08 - loss: 0.1136 - acc: 0.9570
7100/20000 [=========>....................] - ETA: 7:06 - loss: 0.1143 - acc: 0.9566
7150/20000 [=========>....................] - ETA: 7:05 - loss: 0.1138 - acc: 0.9568
7200/20000 [=========>....................] - ETA: 7:03 - loss: 0.1134 - acc: 0.9569
7250/20000 [=========>....................] - ETA: 7:01 - loss: 0.1135 - acc: 0.9567
7300/20000 [=========>....................] - ETA: 6:59 - loss: 0.1136 - acc: 0.9567
7350/20000 [==========>...................] - ETA: 6:57 - loss: 0.1130 - acc: 0.9569
7400/20000 [==========>...................] - ETA: 6:56 - loss: 0.1131 - acc: 0.9568
7450/20000 [==========>...................] - ETA: 6:54 - loss: 0.1134 - acc: 0.9564
7500/20000 [==========>...................] - ETA: 6:53 - loss: 0.1130 - acc: 0.9565
7550/20000 [==========>...................] - ETA: 6:51 - loss: 0.1144 - acc: 0.9563
7600/20000 [==========>...................] - ETA: 6:49 - loss: 0.1144 - acc: 0.9562
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7800/20000 [==========>...................] - ETA: 6:43 - loss: 0.1137 - acc: 0.9565
7850/20000 [==========>...................] - ETA: 6:42 - loss: 0.1143 - acc: 0.9562
7900/20000 [==========>...................] - ETA: 6:40 - loss: 0.1141 - acc: 0.9563
7950/20000 [==========>...................] - ETA: 6:38 - loss: 0.1140 - acc: 0.9565
8000/20000 [===========>..................] - ETA: 6:37 - loss: 0.1135 - acc: 0.9566
8050/20000 [===========>..................] - ETA: 6:35 - loss: 0.1137 - acc: 0.9565
8100/20000 [===========>..................] - ETA: 6:34 - loss: 0.1138 - acc: 0.9564
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19950/20000 [============================>.] - ETA: 1s - loss: 0.1175 - acc: 0.9548
20000/20000 [==============================] - 693s 35ms/step - loss: 0.1174 - acc: 0.9548 - val_loss: 0.4273 - val_acc: 0.8652
Epoch 39/50
50/20000 [..............................] - ETA: 10:56 - loss: 0.2129 - acc: 0.9400
100/20000 [..............................] - ETA: 11:12 - loss: 0.1576 - acc: 0.9500
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300/20000 [..............................] - ETA: 11:42 - loss: 0.1294 - acc: 0.9567
350/20000 [..............................] - ETA: 11:40 - loss: 0.1253 - acc: 0.9543
400/20000 [..............................] - ETA: 11:39 - loss: 0.1177 - acc: 0.9575
450/20000 [..............................] - ETA: 11:35 - loss: 0.1143 - acc: 0.9533
500/20000 [..............................] - ETA: 11:31 - loss: 0.1134 - acc: 0.9520
550/20000 [..............................] - ETA: 11:31 - loss: 0.1123 - acc: 0.9527
600/20000 [..............................] - ETA: 11:26 - loss: 0.1121 - acc: 0.9533
650/20000 [..............................] - ETA: 11:19 - loss: 0.1164 - acc: 0.9508
700/20000 [>.............................] - ETA: 11:07 - loss: 0.1117 - acc: 0.9529
750/20000 [>.............................] - ETA: 11:07 - loss: 0.1132 - acc: 0.9533
800/20000 [>.............................] - ETA: 11:04 - loss: 0.1139 - acc: 0.9525
850/20000 [>.............................] - ETA: 11:00 - loss: 0.1117 - acc: 0.9529
900/20000 [>.............................] - ETA: 11:00 - loss: 0.1176 - acc: 0.9489
950/20000 [>.............................] - ETA: 11:02 - loss: 0.1132 - acc: 0.9516
1000/20000 [>.............................] - ETA: 11:00 - loss: 0.1136 - acc: 0.9520
1050/20000 [>.............................] - ETA: 11:00 - loss: 0.1135 - acc: 0.9514
1100/20000 [>.............................] - ETA: 10:58 - loss: 0.1186 - acc: 0.9491
1150/20000 [>.............................] - ETA: 10:54 - loss: 0.1175 - acc: 0.9496
1200/20000 [>.............................] - ETA: 10:54 - loss: 0.1160 - acc: 0.9500
1250/20000 [>.............................] - ETA: 10:50 - loss: 0.1152 - acc: 0.9504
1300/20000 [>.............................] - ETA: 10:51 - loss: 0.1138 - acc: 0.9515
1350/20000 [=>............................] - ETA: 10:49 - loss: 0.1135 - acc: 0.9511
1400/20000 [=>............................] - ETA: 10:46 - loss: 0.1128 - acc: 0.9514
1450/20000 [=>............................] - ETA: 10:42 - loss: 0.1123 - acc: 0.9510
1500/20000 [=>............................] - ETA: 10:41 - loss: 0.1161 - acc: 0.9493
1550/20000 [=>............................] - ETA: 10:39 - loss: 0.1147 - acc: 0.9497
1600/20000 [=>............................] - ETA: 10:37 - loss: 0.1122 - acc: 0.9512
1650/20000 [=>............................] - ETA: 10:33 - loss: 0.1111 - acc: 0.9515
1700/20000 [=>............................] - ETA: 10:33 - loss: 0.1097 - acc: 0.9524
1750/20000 [=>............................] - ETA: 10:31 - loss: 0.1094 - acc: 0.9531
1800/20000 [=>............................] - ETA: 10:30 - loss: 0.1101 - acc: 0.9533
1850/20000 [=>............................] - ETA: 10:27 - loss: 0.1111 - acc: 0.9524
1900/20000 [=>............................] - ETA: 10:27 - loss: 0.1094 - acc: 0.9537
1950/20000 [=>............................] - ETA: 10:25 - loss: 0.1097 - acc: 0.9533
2000/20000 [==>...........................] - ETA: 10:22 - loss: 0.1085 - acc: 0.9540
2050/20000 [==>...........................] - ETA: 10:21 - loss: 0.1090 - acc: 0.9541
2100/20000 [==>...........................] - ETA: 10:20 - loss: 0.1076 - acc: 0.9548
2150/20000 [==>...........................] - ETA: 10:18 - loss: 0.1084 - acc: 0.9549
2200/20000 [==>...........................] - ETA: 10:15 - loss: 0.1066 - acc: 0.9559
2250/20000 [==>...........................] - ETA: 10:13 - loss: 0.1067 - acc: 0.9560
2300/20000 [==>...........................] - ETA: 10:11 - loss: 0.1080 - acc: 0.9557
2350/20000 [==>...........................] - ETA: 10:09 - loss: 0.1080 - acc: 0.9557
2400/20000 [==>...........................] - ETA: 10:07 - loss: 0.1070 - acc: 0.9562
2450/20000 [==>...........................] - ETA: 10:06 - loss: 0.1083 - acc: 0.9559
2500/20000 [==>...........................] - ETA: 10:04 - loss: 0.1082 - acc: 0.9560
2550/20000 [==>...........................] - ETA: 10:03 - loss: 0.1077 - acc: 0.9561
2600/20000 [==>...........................] - ETA: 10:01 - loss: 0.1081 - acc: 0.9562
2650/20000 [==>...........................] - ETA: 9:58 - loss: 0.1083 - acc: 0.9558
2700/20000 [===>..........................] - ETA: 9:56 - loss: 0.1082 - acc: 0.9563
2750/20000 [===>..........................] - ETA: 9:54 - loss: 0.1085 - acc: 0.9560
2800/20000 [===>..........................] - ETA: 9:52 - loss: 0.1085 - acc: 0.9557
2850/20000 [===>..........................] - ETA: 9:50 - loss: 0.1079 - acc: 0.9558
2900/20000 [===>..........................] - ETA: 9:48 - loss: 0.1104 - acc: 0.9548
2950/20000 [===>..........................] - ETA: 9:47 - loss: 0.1102 - acc: 0.9553
3000/20000 [===>..........................] - ETA: 9:45 - loss: 0.1094 - acc: 0.9557
3050/20000 [===>..........................] - ETA: 9:43 - loss: 0.1093 - acc: 0.9561
3100/20000 [===>..........................] - ETA: 9:42 - loss: 0.1086 - acc: 0.9561
3150/20000 [===>..........................] - ETA: 9:40 - loss: 0.1083 - acc: 0.9562
3200/20000 [===>..........................] - ETA: 9:37 - loss: 0.1075 - acc: 0.9569
3250/20000 [===>..........................] - ETA: 9:35 - loss: 0.1074 - acc: 0.9569
3300/20000 [===>..........................] - ETA: 9:33 - loss: 0.1088 - acc: 0.9561
3350/20000 [====>.........................] - ETA: 9:33 - loss: 0.1083 - acc: 0.9564
3400/20000 [====>.........................] - ETA: 9:31 - loss: 0.1076 - acc: 0.9568
3450/20000 [====>.........................] - ETA: 9:30 - loss: 0.1070 - acc: 0.9568
3500/20000 [====>.........................] - ETA: 9:28 - loss: 0.1065 - acc: 0.9571
3550/20000 [====>.........................] - ETA: 9:26 - loss: 0.1058 - acc: 0.9572
3600/20000 [====>.........................] - ETA: 9:24 - loss: 0.1059 - acc: 0.9569
3650/20000 [====>.........................] - ETA: 9:22 - loss: 0.1048 - acc: 0.9575
3700/20000 [====>.........................] - ETA: 9:21 - loss: 0.1068 - acc: 0.9565
3750/20000 [====>.........................] - ETA: 9:19 - loss: 0.1072 - acc: 0.9560
3800/20000 [====>.........................] - ETA: 9:17 - loss: 0.1070 - acc: 0.9561
3850/20000 [====>.........................] - ETA: 9:15 - loss: 0.1076 - acc: 0.9561
3900/20000 [====>.........................] - ETA: 9:14 - loss: 0.1087 - acc: 0.9554
3950/20000 [====>.........................] - ETA: 9:12 - loss: 0.1098 - acc: 0.9549
4000/20000 [=====>........................] - ETA: 9:11 - loss: 0.1104 - acc: 0.9547
4050/20000 [=====>........................] - ETA: 9:10 - loss: 0.1094 - acc: 0.9553
4100/20000 [=====>........................] - ETA: 9:08 - loss: 0.1103 - acc: 0.9549
4150/20000 [=====>........................] - ETA: 9:05 - loss: 0.1127 - acc: 0.9540
4200/20000 [=====>........................] - ETA: 9:04 - loss: 0.1132 - acc: 0.9538
4250/20000 [=====>........................] - ETA: 9:01 - loss: 0.1129 - acc: 0.9536
4300/20000 [=====>........................] - ETA: 8:59 - loss: 0.1135 - acc: 0.9537
4350/20000 [=====>........................] - ETA: 8:57 - loss: 0.1136 - acc: 0.9538
4400/20000 [=====>........................] - ETA: 8:55 - loss: 0.1131 - acc: 0.9539
4450/20000 [=====>........................] - ETA: 8:53 - loss: 0.1126 - acc: 0.9542
4500/20000 [=====>........................] - ETA: 8:51 - loss: 0.1120 - acc: 0.9542
4550/20000 [=====>........................] - ETA: 8:50 - loss: 0.1111 - acc: 0.9547
4600/20000 [=====>........................] - ETA: 8:48 - loss: 0.1111 - acc: 0.9546
4650/20000 [=====>........................] - ETA: 8:45 - loss: 0.1119 - acc: 0.9544
4700/20000 [======>.......................] - ETA: 8:44 - loss: 0.1120 - acc: 0.9543
4750/20000 [======>.......................] - ETA: 8:42 - loss: 0.1120 - acc: 0.9543
4800/20000 [======>.......................] - ETA: 8:40 - loss: 0.1116 - acc: 0.9544
4850/20000 [======>.......................] - ETA: 8:38 - loss: 0.1121 - acc: 0.9540
4900/20000 [======>.......................] - ETA: 8:36 - loss: 0.1124 - acc: 0.9541
4950/20000 [======>.......................] - ETA: 8:35 - loss: 0.1121 - acc: 0.9543
5000/20000 [======>.......................] - ETA: 8:33 - loss: 0.1126 - acc: 0.9542
5050/20000 [======>.......................] - ETA: 8:31 - loss: 0.1131 - acc: 0.9539
5100/20000 [======>.......................] - ETA: 8:30 - loss: 0.1131 - acc: 0.9539
5150/20000 [======>.......................] - ETA: 8:28 - loss: 0.1124 - acc: 0.9544
5200/20000 [======>.......................] - ETA: 8:27 - loss: 0.1121 - acc: 0.9544
5250/20000 [======>.......................] - ETA: 8:27 - loss: 0.1118 - acc: 0.9545
5300/20000 [======>.......................] - ETA: 8:26 - loss: 0.1122 - acc: 0.9542
5350/20000 [=======>......................] - ETA: 8:24 - loss: 0.1127 - acc: 0.9542
5400/20000 [=======>......................] - ETA: 8:22 - loss: 0.1125 - acc: 0.9544
5450/20000 [=======>......................] - ETA: 8:20 - loss: 0.1120 - acc: 0.9549
5500/20000 [=======>......................] - ETA: 8:19 - loss: 0.1115 - acc: 0.9551
5550/20000 [=======>......................] - ETA: 8:17 - loss: 0.1113 - acc: 0.9551
5600/20000 [=======>......................] - ETA: 8:15 - loss: 0.1111 - acc: 0.9552
5650/20000 [=======>......................] - ETA: 8:13 - loss: 0.1107 - acc: 0.9554
5700/20000 [=======>......................] - ETA: 8:12 - loss: 0.1112 - acc: 0.9553
5750/20000 [=======>......................] - ETA: 8:10 - loss: 0.1105 - acc: 0.9557
5800/20000 [=======>......................] - ETA: 8:08 - loss: 0.1102 - acc: 0.9559
5850/20000 [=======>......................] - ETA: 8:06 - loss: 0.1100 - acc: 0.9561
5900/20000 [=======>......................] - ETA: 8:05 - loss: 0.1101 - acc: 0.9561
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6000/20000 [========>.....................] - ETA: 8:01 - loss: 0.1111 - acc: 0.9558
6050/20000 [========>.....................] - ETA: 7:59 - loss: 0.1115 - acc: 0.9555
6100/20000 [========>.....................] - ETA: 7:57 - loss: 0.1116 - acc: 0.9554
6150/20000 [========>.....................] - ETA: 7:56 - loss: 0.1115 - acc: 0.9554
6200/20000 [========>.....................] - ETA: 7:54 - loss: 0.1130 - acc: 0.9548
6250/20000 [========>.....................] - ETA: 7:52 - loss: 0.1129 - acc: 0.9549
6300/20000 [========>.....................] - ETA: 7:51 - loss: 0.1137 - acc: 0.9548
6350/20000 [========>.....................] - ETA: 7:49 - loss: 0.1140 - acc: 0.9548
6400/20000 [========>.....................] - ETA: 7:47 - loss: 0.1136 - acc: 0.9552
6450/20000 [========>.....................] - ETA: 7:46 - loss: 0.1140 - acc: 0.9550
6500/20000 [========>.....................] - ETA: 7:44 - loss: 0.1142 - acc: 0.9549
6550/20000 [========>.....................] - ETA: 7:43 - loss: 0.1137 - acc: 0.9551
6600/20000 [========>.....................] - ETA: 7:41 - loss: 0.1133 - acc: 0.9555
6650/20000 [========>.....................] - ETA: 7:39 - loss: 0.1132 - acc: 0.9555
6700/20000 [=========>....................] - ETA: 7:37 - loss: 0.1127 - acc: 0.9557
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6800/20000 [=========>....................] - ETA: 7:34 - loss: 0.1124 - acc: 0.9559
6850/20000 [=========>....................] - ETA: 7:32 - loss: 0.1125 - acc: 0.9559
6900/20000 [=========>....................] - ETA: 7:30 - loss: 0.1119 - acc: 0.9562
6950/20000 [=========>....................] - ETA: 7:28 - loss: 0.1117 - acc: 0.9564
7000/20000 [=========>....................] - ETA: 7:26 - loss: 0.1114 - acc: 0.9566
7050/20000 [=========>....................] - ETA: 7:24 - loss: 0.1116 - acc: 0.9565
7100/20000 [=========>....................] - ETA: 7:23 - loss: 0.1121 - acc: 0.9561
7150/20000 [=========>....................] - ETA: 7:21 - loss: 0.1126 - acc: 0.9561
7200/20000 [=========>....................] - ETA: 7:19 - loss: 0.1125 - acc: 0.9560
7250/20000 [=========>....................] - ETA: 7:18 - loss: 0.1121 - acc: 0.9561
7300/20000 [=========>....................] - ETA: 7:16 - loss: 0.1121 - acc: 0.9563
7350/20000 [==========>...................] - ETA: 7:14 - loss: 0.1120 - acc: 0.9563
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7450/20000 [==========>...................] - ETA: 7:11 - loss: 0.1129 - acc: 0.9562
7500/20000 [==========>...................] - ETA: 7:09 - loss: 0.1128 - acc: 0.9563
7550/20000 [==========>...................] - ETA: 7:07 - loss: 0.1124 - acc: 0.9566
7600/20000 [==========>...................] - ETA: 7:05 - loss: 0.1124 - acc: 0.9564
7650/20000 [==========>...................] - ETA: 7:04 - loss: 0.1121 - acc: 0.9567
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7800/20000 [==========>...................] - ETA: 6:58 - loss: 0.1124 - acc: 0.9567
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8000/20000 [===========>..................] - ETA: 6:52 - loss: 0.1125 - acc: 0.9562
8050/20000 [===========>..................] - ETA: 6:50 - loss: 0.1127 - acc: 0.9561
8100/20000 [===========>..................] - ETA: 6:48 - loss: 0.1132 - acc: 0.9560
8150/20000 [===========>..................] - ETA: 6:47 - loss: 0.1133 - acc: 0.9561
8200/20000 [===========>..................] - ETA: 6:45 - loss: 0.1139 - acc: 0.9561
8250/20000 [===========>..................] - ETA: 6:43 - loss: 0.1140 - acc: 0.9561
8300/20000 [===========>..................] - ETA: 6:41 - loss: 0.1139 - acc: 0.9561
8350/20000 [===========>..................] - ETA: 6:39 - loss: 0.1136 - acc: 0.9562
8400/20000 [===========>..................] - ETA: 6:38 - loss: 0.1134 - acc: 0.9562
8450/20000 [===========>..................] - ETA: 6:36 - loss: 0.1133 - acc: 0.9562
8500/20000 [===========>..................] - ETA: 6:34 - loss: 0.1130 - acc: 0.9565
8550/20000 [===========>..................] - ETA: 6:33 - loss: 0.1126 - acc: 0.9566
8600/20000 [===========>..................] - ETA: 6:31 - loss: 0.1125 - acc: 0.9567
8650/20000 [===========>..................] - ETA: 6:29 - loss: 0.1125 - acc: 0.9568
8700/20000 [============>.................] - ETA: 6:27 - loss: 0.1124 - acc: 0.9567
8750/20000 [============>.................] - ETA: 6:26 - loss: 0.1120 - acc: 0.9569
8800/20000 [============>.................] - ETA: 6:24 - loss: 0.1119 - acc: 0.9569
8850/20000 [============>.................] - ETA: 6:22 - loss: 0.1121 - acc: 0.9568
8900/20000 [============>.................] - ETA: 6:20 - loss: 0.1118 - acc: 0.9570
8950/20000 [============>.................] - ETA: 6:19 - loss: 0.1114 - acc: 0.9572
9000/20000 [============>.................] - ETA: 6:17 - loss: 0.1110 - acc: 0.9574
9050/20000 [============>.................] - ETA: 6:15 - loss: 0.1110 - acc: 0.9575
9100/20000 [============>.................] - ETA: 6:13 - loss: 0.1110 - acc: 0.9575
9150/20000 [============>.................] - ETA: 6:12 - loss: 0.1115 - acc: 0.9573
9200/20000 [============>.................] - ETA: 6:10 - loss: 0.1124 - acc: 0.9570
9250/20000 [============>.................] - ETA: 6:08 - loss: 0.1124 - acc: 0.9569
9300/20000 [============>.................] - ETA: 6:06 - loss: 0.1124 - acc: 0.9569
9350/20000 [=============>................] - ETA: 6:05 - loss: 0.1124 - acc: 0.9569
9400/20000 [=============>................] - ETA: 6:03 - loss: 0.1123 - acc: 0.9570
9450/20000 [=============>................] - ETA: 6:01 - loss: 0.1131 - acc: 0.9569
9500/20000 [=============>................] - ETA: 5:59 - loss: 0.1133 - acc: 0.9568
9550/20000 [=============>................] - ETA: 5:57 - loss: 0.1135 - acc: 0.9569
9600/20000 [=============>................] - ETA: 5:56 - loss: 0.1135 - acc: 0.9568
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9700/20000 [=============>................] - ETA: 5:52 - loss: 0.1137 - acc: 0.9567
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9800/20000 [=============>................] - ETA: 5:49 - loss: 0.1141 - acc: 0.9565
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10000/20000 [==============>...............] - ETA: 5:42 - loss: 0.1139 - acc: 0.9566
10050/20000 [==============>...............] - ETA: 5:40 - loss: 0.1137 - acc: 0.9566
10100/20000 [==============>...............] - ETA: 5:39 - loss: 0.1137 - acc: 0.9565
10150/20000 [==============>...............] - ETA: 5:37 - loss: 0.1136 - acc: 0.9566
10200/20000 [==============>...............] - ETA: 5:35 - loss: 0.1137 - acc: 0.9566
10250/20000 [==============>...............] - ETA: 5:33 - loss: 0.1137 - acc: 0.9565
10300/20000 [==============>...............] - ETA: 5:31 - loss: 0.1135 - acc: 0.9565
10350/20000 [==============>...............] - ETA: 5:30 - loss: 0.1139 - acc: 0.9565
10400/20000 [==============>...............] - ETA: 5:28 - loss: 0.1144 - acc: 0.9560
10450/20000 [==============>...............] - ETA: 5:26 - loss: 0.1142 - acc: 0.9560
10500/20000 [==============>...............] - ETA: 5:24 - loss: 0.1144 - acc: 0.9557
10550/20000 [==============>...............] - ETA: 5:23 - loss: 0.1143 - acc: 0.9558
10600/20000 [==============>...............] - ETA: 5:21 - loss: 0.1146 - acc: 0.9558
10650/20000 [==============>...............] - ETA: 5:19 - loss: 0.1144 - acc: 0.9560
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10850/20000 [===============>..............] - ETA: 5:13 - loss: 0.1136 - acc: 0.9564
10900/20000 [===============>..............] - ETA: 5:11 - loss: 0.1138 - acc: 0.9562
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11100/20000 [===============>..............] - ETA: 5:04 - loss: 0.1141 - acc: 0.9559
11150/20000 [===============>..............] - ETA: 5:03 - loss: 0.1139 - acc: 0.9561
11200/20000 [===============>..............] - ETA: 5:01 - loss: 0.1141 - acc: 0.9559
11250/20000 [===============>..............] - ETA: 4:59 - loss: 0.1137 - acc: 0.9561
11300/20000 [===============>..............] - ETA: 4:58 - loss: 0.1138 - acc: 0.9561
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11400/20000 [================>.............] - ETA: 4:54 - loss: 0.1133 - acc: 0.9563
11450/20000 [================>.............] - ETA: 4:52 - loss: 0.1129 - acc: 0.9565
11500/20000 [================>.............] - ETA: 4:51 - loss: 0.1128 - acc: 0.9566
11550/20000 [================>.............] - ETA: 4:49 - loss: 0.1130 - acc: 0.9565
11600/20000 [================>.............] - ETA: 4:47 - loss: 0.1128 - acc: 0.9566
11650/20000 [================>.............] - ETA: 4:46 - loss: 0.1128 - acc: 0.9567
11700/20000 [================>.............] - ETA: 4:44 - loss: 0.1126 - acc: 0.9568
11750/20000 [================>.............] - ETA: 4:42 - loss: 0.1129 - acc: 0.9568
11800/20000 [================>.............] - ETA: 4:41 - loss: 0.1131 - acc: 0.9567
11850/20000 [================>.............] - ETA: 4:39 - loss: 0.1130 - acc: 0.9567
11900/20000 [================>.............] - ETA: 4:38 - loss: 0.1130 - acc: 0.9568
11950/20000 [================>.............] - ETA: 4:36 - loss: 0.1132 - acc: 0.9567
12000/20000 [=================>............] - ETA: 4:34 - loss: 0.1131 - acc: 0.9567
12050/20000 [=================>............] - ETA: 4:33 - loss: 0.1127 - acc: 0.9569
12100/20000 [=================>............] - ETA: 4:31 - loss: 0.1128 - acc: 0.9569
12150/20000 [=================>............] - ETA: 4:29 - loss: 0.1127 - acc: 0.9569
12200/20000 [=================>............] - ETA: 4:27 - loss: 0.1125 - acc: 0.9570
12250/20000 [=================>............] - ETA: 4:26 - loss: 0.1129 - acc: 0.9570
12300/20000 [=================>............] - ETA: 4:24 - loss: 0.1127 - acc: 0.9571
12350/20000 [=================>............] - ETA: 4:22 - loss: 0.1132 - acc: 0.9569
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12800/20000 [==================>...........] - ETA: 4:07 - loss: 0.1129 - acc: 0.9571
12850/20000 [==================>...........] - ETA: 4:05 - loss: 0.1127 - acc: 0.9572
12900/20000 [==================>...........] - ETA: 4:03 - loss: 0.1125 - acc: 0.9573
12950/20000 [==================>...........] - ETA: 4:01 - loss: 0.1122 - acc: 0.9575
13000/20000 [==================>...........] - ETA: 4:00 - loss: 0.1121 - acc: 0.9575
13050/20000 [==================>...........] - ETA: 3:58 - loss: 0.1121 - acc: 0.9575
13100/20000 [==================>...........] - ETA: 3:56 - loss: 0.1120 - acc: 0.9575
13150/20000 [==================>...........] - ETA: 3:54 - loss: 0.1120 - acc: 0.9574
13200/20000 [==================>...........] - ETA: 3:53 - loss: 0.1118 - acc: 0.9575
13250/20000 [==================>...........] - ETA: 3:51 - loss: 0.1119 - acc: 0.9575
13300/20000 [==================>...........] - ETA: 3:49 - loss: 0.1117 - acc: 0.9576
13350/20000 [===================>..........] - ETA: 3:47 - loss: 0.1120 - acc: 0.9576
13400/20000 [===================>..........] - ETA: 3:46 - loss: 0.1124 - acc: 0.9573
13450/20000 [===================>..........] - ETA: 3:44 - loss: 0.1122 - acc: 0.9574
13500/20000 [===================>..........] - ETA: 3:42 - loss: 0.1121 - acc: 0.9575
13550/20000 [===================>..........] - ETA: 3:41 - loss: 0.1119 - acc: 0.9576
13600/20000 [===================>..........] - ETA: 3:39 - loss: 0.1120 - acc: 0.9576
13650/20000 [===================>..........] - ETA: 3:37 - loss: 0.1118 - acc: 0.9576
13700/20000 [===================>..........] - ETA: 3:35 - loss: 0.1118 - acc: 0.9576
13750/20000 [===================>..........] - ETA: 3:34 - loss: 0.1120 - acc: 0.9575
13800/20000 [===================>..........] - ETA: 3:32 - loss: 0.1121 - acc: 0.9574
13850/20000 [===================>..........] - ETA: 3:30 - loss: 0.1123 - acc: 0.9573
13900/20000 [===================>..........] - ETA: 3:29 - loss: 0.1120 - acc: 0.9573
13950/20000 [===================>..........] - ETA: 3:27 - loss: 0.1121 - acc: 0.9573
14000/20000 [====================>.........] - ETA: 3:25 - loss: 0.1121 - acc: 0.9573
14050/20000 [====================>.........] - ETA: 3:24 - loss: 0.1118 - acc: 0.9574
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14200/20000 [====================>.........] - ETA: 3:18 - loss: 0.1118 - acc: 0.9575
14250/20000 [====================>.........] - ETA: 3:17 - loss: 0.1119 - acc: 0.9574
14300/20000 [====================>.........] - ETA: 3:15 - loss: 0.1120 - acc: 0.9573
14350/20000 [====================>.........] - ETA: 3:13 - loss: 0.1118 - acc: 0.9575
14400/20000 [====================>.........] - ETA: 3:12 - loss: 0.1118 - acc: 0.9575
14450/20000 [====================>.........] - ETA: 3:10 - loss: 0.1118 - acc: 0.9575
14500/20000 [====================>.........] - ETA: 3:09 - loss: 0.1122 - acc: 0.9574
14550/20000 [====================>.........] - ETA: 3:07 - loss: 0.1121 - acc: 0.9574
14600/20000 [====================>.........] - ETA: 3:05 - loss: 0.1121 - acc: 0.9573
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14900/20000 [=====================>........] - ETA: 2:55 - loss: 0.1119 - acc: 0.9575
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15000/20000 [=====================>........] - ETA: 2:52 - loss: 0.1121 - acc: 0.9573
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15100/20000 [=====================>........] - ETA: 2:48 - loss: 0.1120 - acc: 0.9575
15150/20000 [=====================>........] - ETA: 2:46 - loss: 0.1117 - acc: 0.9576
15200/20000 [=====================>........] - ETA: 2:45 - loss: 0.1119 - acc: 0.9575
15250/20000 [=====================>........] - ETA: 2:43 - loss: 0.1118 - acc: 0.9576
15300/20000 [=====================>........] - ETA: 2:41 - loss: 0.1117 - acc: 0.9576
15350/20000 [======================>.......] - ETA: 2:40 - loss: 0.1116 - acc: 0.9576
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15450/20000 [======================>.......] - ETA: 2:36 - loss: 0.1114 - acc: 0.9576
15500/20000 [======================>.......] - ETA: 2:34 - loss: 0.1123 - acc: 0.9574
15550/20000 [======================>.......] - ETA: 2:33 - loss: 0.1122 - acc: 0.9575
15600/20000 [======================>.......] - ETA: 2:31 - loss: 0.1131 - acc: 0.9573
15650/20000 [======================>.......] - ETA: 2:29 - loss: 0.1130 - acc: 0.9574
15700/20000 [======================>.......] - ETA: 2:28 - loss: 0.1132 - acc: 0.9574
15750/20000 [======================>.......] - ETA: 2:26 - loss: 0.1132 - acc: 0.9574
15800/20000 [======================>.......] - ETA: 2:24 - loss: 0.1135 - acc: 0.9573
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15950/20000 [======================>.......] - ETA: 2:19 - loss: 0.1134 - acc: 0.9572
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16100/20000 [=======================>......] - ETA: 2:14 - loss: 0.1137 - acc: 0.9570
16150/20000 [=======================>......] - ETA: 2:12 - loss: 0.1138 - acc: 0.9570
16200/20000 [=======================>......] - ETA: 2:11 - loss: 0.1138 - acc: 0.9570
16250/20000 [=======================>......] - ETA: 2:09 - loss: 0.1139 - acc: 0.9571
16300/20000 [=======================>......] - ETA: 2:07 - loss: 0.1141 - acc: 0.9569
16350/20000 [=======================>......] - ETA: 2:05 - loss: 0.1140 - acc: 0.9569
16400/20000 [=======================>......] - ETA: 2:04 - loss: 0.1139 - acc: 0.9570
16450/20000 [=======================>......] - ETA: 2:02 - loss: 0.1140 - acc: 0.9570
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16550/20000 [=======================>......] - ETA: 1:59 - loss: 0.1141 - acc: 0.9569
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16650/20000 [=======================>......] - ETA: 1:55 - loss: 0.1138 - acc: 0.9570
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16750/20000 [========================>.....] - ETA: 1:52 - loss: 0.1140 - acc: 0.9568
16800/20000 [========================>.....] - ETA: 1:50 - loss: 0.1144 - acc: 0.9565
16850/20000 [========================>.....] - ETA: 1:48 - loss: 0.1146 - acc: 0.9565
16900/20000 [========================>.....] - ETA: 1:47 - loss: 0.1151 - acc: 0.9563
16950/20000 [========================>.....] - ETA: 1:45 - loss: 0.1148 - acc: 0.9565
17000/20000 [========================>.....] - ETA: 1:43 - loss: 0.1146 - acc: 0.9566
17050/20000 [========================>.....] - ETA: 1:41 - loss: 0.1147 - acc: 0.9566
17100/20000 [========================>.....] - ETA: 1:40 - loss: 0.1146 - acc: 0.9567
17150/20000 [========================>.....] - ETA: 1:38 - loss: 0.1146 - acc: 0.9566
17200/20000 [========================>.....] - ETA: 1:36 - loss: 0.1146 - acc: 0.9565
17250/20000 [========================>.....] - ETA: 1:35 - loss: 0.1145 - acc: 0.9565
17300/20000 [========================>.....] - ETA: 1:33 - loss: 0.1146 - acc: 0.9566
17350/20000 [=========================>....] - ETA: 1:31 - loss: 0.1146 - acc: 0.9565
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18000/20000 [==========================>...] - ETA: 1:09 - loss: 0.1152 - acc: 0.9562
18050/20000 [==========================>...] - ETA: 1:07 - loss: 0.1154 - acc: 0.9561
18100/20000 [==========================>...] - ETA: 1:05 - loss: 0.1154 - acc: 0.9561
18150/20000 [==========================>...] - ETA: 1:04 - loss: 0.1154 - acc: 0.9561
18200/20000 [==========================>...] - ETA: 1:02 - loss: 0.1154 - acc: 0.9561
18250/20000 [==========================>...] - ETA: 1:00 - loss: 0.1154 - acc: 0.9560
18300/20000 [==========================>...] - ETA: 58s - loss: 0.1153 - acc: 0.9560
18350/20000 [==========================>...] - ETA: 57s - loss: 0.1155 - acc: 0.9559
18400/20000 [==========================>...] - ETA: 55s - loss: 0.1155 - acc: 0.9559
18450/20000 [==========================>...] - ETA: 53s - loss: 0.1155 - acc: 0.9559
18500/20000 [==========================>...] - ETA: 51s - loss: 0.1155 - acc: 0.9559
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18600/20000 [==========================>...] - ETA: 48s - loss: 0.1155 - acc: 0.9560
18650/20000 [==========================>...] - ETA: 46s - loss: 0.1154 - acc: 0.9560
18700/20000 [===========================>..] - ETA: 45s - loss: 0.1153 - acc: 0.9560
18750/20000 [===========================>..] - ETA: 43s - loss: 0.1154 - acc: 0.9561
18800/20000 [===========================>..] - ETA: 41s - loss: 0.1153 - acc: 0.9561
18850/20000 [===========================>..] - ETA: 39s - loss: 0.1155 - acc: 0.9561
18900/20000 [===========================>..] - ETA: 38s - loss: 0.1154 - acc: 0.9562
18950/20000 [===========================>..] - ETA: 36s - loss: 0.1154 - acc: 0.9561
19000/20000 [===========================>..] - ETA: 34s - loss: 0.1154 - acc: 0.9561
19050/20000 [===========================>..] - ETA: 32s - loss: 0.1155 - acc: 0.9560
19100/20000 [===========================>..] - ETA: 31s - loss: 0.1155 - acc: 0.9560
19150/20000 [===========================>..] - ETA: 29s - loss: 0.1153 - acc: 0.9561
19200/20000 [===========================>..] - ETA: 27s - loss: 0.1152 - acc: 0.9561
19250/20000 [===========================>..] - ETA: 26s - loss: 0.1151 - acc: 0.9562
19300/20000 [===========================>..] - ETA: 24s - loss: 0.1154 - acc: 0.9561
19350/20000 [============================>.] - ETA: 22s - loss: 0.1152 - acc: 0.9562
19400/20000 [============================>.] - ETA: 20s - loss: 0.1155 - acc: 0.9561
19450/20000 [============================>.] - ETA: 19s - loss: 0.1159 - acc: 0.9560
19500/20000 [============================>.] - ETA: 17s - loss: 0.1158 - acc: 0.9560
19550/20000 [============================>.] - ETA: 15s - loss: 0.1158 - acc: 0.9560
19600/20000 [============================>.] - ETA: 13s - loss: 0.1157 - acc: 0.9560
19650/20000 [============================>.] - ETA: 12s - loss: 0.1155 - acc: 0.9561
19700/20000 [============================>.] - ETA: 10s - loss: 0.1154 - acc: 0.9561
19750/20000 [============================>.] - ETA: 8s - loss: 0.1155 - acc: 0.9560
19800/20000 [============================>.] - ETA: 6s - loss: 0.1156 - acc: 0.9560
19850/20000 [============================>.] - ETA: 5s - loss: 0.1154 - acc: 0.9561
19900/20000 [============================>.] - ETA: 3s - loss: 0.1157 - acc: 0.9560
19950/20000 [============================>.] - ETA: 1s - loss: 0.1157 - acc: 0.9560
20000/20000 [==============================] - 708s 35ms/step - loss: 0.1158 - acc: 0.9559 - val_loss: 0.9708 - val_acc: 0.7386
Epoch 40/50
50/20000 [..............................] - ETA: 12:08 - loss: 0.1337 - acc: 0.9800
100/20000 [..............................] - ETA: 11:52 - loss: 0.1047 - acc: 0.9800
150/20000 [..............................] - ETA: 11:42 - loss: 0.0962 - acc: 0.9667
200/20000 [..............................] - ETA: 12:23 - loss: 0.0988 - acc: 0.9650
250/20000 [..............................] - ETA: 12:13 - loss: 0.0928 - acc: 0.9680
300/20000 [..............................] - ETA: 11:52 - loss: 0.0908 - acc: 0.9667
350/20000 [..............................] - ETA: 11:53 - loss: 0.0898 - acc: 0.9657
400/20000 [..............................] - ETA: 11:52 - loss: 0.0898 - acc: 0.9625
450/20000 [..............................] - ETA: 11:42 - loss: 0.0907 - acc: 0.9622
500/20000 [..............................] - ETA: 11:34 - loss: 0.0883 - acc: 0.9620
550/20000 [..............................] - ETA: 11:30 - loss: 0.0926 - acc: 0.9582
600/20000 [..............................] - ETA: 11:35 - loss: 0.0923 - acc: 0.9600
650/20000 [..............................] - ETA: 11:31 - loss: 0.0911 - acc: 0.9615
700/20000 [>.............................] - ETA: 11:22 - loss: 0.0904 - acc: 0.9629
750/20000 [>.............................] - ETA: 11:21 - loss: 0.0900 - acc: 0.9640
800/20000 [>.............................] - ETA: 11:17 - loss: 0.0866 - acc: 0.9663
850/20000 [>.............................] - ETA: 11:12 - loss: 0.0869 - acc: 0.9659
900/20000 [>.............................] - ETA: 11:12 - loss: 0.0903 - acc: 0.9633
950/20000 [>.............................] - ETA: 11:09 - loss: 0.0897 - acc: 0.9642
1000/20000 [>.............................] - ETA: 11:09 - loss: 0.0931 - acc: 0.9610
1050/20000 [>.............................] - ETA: 11:07 - loss: 0.0965 - acc: 0.9590
1100/20000 [>.............................] - ETA: 11:03 - loss: 0.0956 - acc: 0.9591
1150/20000 [>.............................] - ETA: 11:03 - loss: 0.1012 - acc: 0.9574
1200/20000 [>.............................] - ETA: 11:00 - loss: 0.1034 - acc: 0.9567
1250/20000 [>.............................] - ETA: 10:57 - loss: 0.1009 - acc: 0.9576
1300/20000 [>.............................] - ETA: 10:56 - loss: 0.1024 - acc: 0.9569
1350/20000 [=>............................] - ETA: 10:55 - loss: 0.1029 - acc: 0.9563
1400/20000 [=>............................] - ETA: 10:52 - loss: 0.1022 - acc: 0.9564
1450/20000 [=>............................] - ETA: 10:51 - loss: 0.1049 - acc: 0.9566
1500/20000 [=>............................] - ETA: 10:49 - loss: 0.1060 - acc: 0.9567
1550/20000 [=>............................] - ETA: 10:46 - loss: 0.1041 - acc: 0.9581
1600/20000 [=>............................] - ETA: 10:44 - loss: 0.1022 - acc: 0.9588
1650/20000 [=>............................] - ETA: 10:41 - loss: 0.1002 - acc: 0.9600
1700/20000 [=>............................] - ETA: 10:37 - loss: 0.0997 - acc: 0.9600
1750/20000 [=>............................] - ETA: 10:35 - loss: 0.1005 - acc: 0.9594
1800/20000 [=>............................] - ETA: 10:34 - loss: 0.1002 - acc: 0.9594
1850/20000 [=>............................] - ETA: 10:31 - loss: 0.1035 - acc: 0.9573
1900/20000 [=>............................] - ETA: 10:29 - loss: 0.1031 - acc: 0.9579
1950/20000 [=>............................] - ETA: 10:26 - loss: 0.1033 - acc: 0.9585
2000/20000 [==>...........................] - ETA: 10:25 - loss: 0.1039 - acc: 0.9580
2050/20000 [==>...........................] - ETA: 10:23 - loss: 0.1027 - acc: 0.9585
2100/20000 [==>...........................] - ETA: 10:21 - loss: 0.1031 - acc: 0.9581
2150/20000 [==>...........................] - ETA: 10:22 - loss: 0.1034 - acc: 0.9581
2200/20000 [==>...........................] - ETA: 10:22 - loss: 0.1027 - acc: 0.9582
2250/20000 [==>...........................] - ETA: 10:20 - loss: 0.1039 - acc: 0.9573
2300/20000 [==>...........................] - ETA: 10:19 - loss: 0.1088 - acc: 0.9561
2350/20000 [==>...........................] - ETA: 10:17 - loss: 0.1078 - acc: 0.9566
2400/20000 [==>...........................] - ETA: 10:14 - loss: 0.1106 - acc: 0.9558
2450/20000 [==>...........................] - ETA: 10:13 - loss: 0.1115 - acc: 0.9555
2500/20000 [==>...........................] - ETA: 10:11 - loss: 0.1107 - acc: 0.9560
2550/20000 [==>...........................] - ETA: 10:08 - loss: 0.1109 - acc: 0.9561
2600/20000 [==>...........................] - ETA: 10:07 - loss: 0.1124 - acc: 0.9554
2650/20000 [==>...........................] - ETA: 10:03 - loss: 0.1133 - acc: 0.9551
2700/20000 [===>..........................] - ETA: 10:00 - loss: 0.1126 - acc: 0.9552
2750/20000 [===>..........................] - ETA: 9:58 - loss: 0.1120 - acc: 0.9553
2800/20000 [===>..........................] - ETA: 9:57 - loss: 0.1114 - acc: 0.9554
2850/20000 [===>..........................] - ETA: 9:54 - loss: 0.1103 - acc: 0.9558
2900/20000 [===>..........................] - ETA: 9:53 - loss: 0.1106 - acc: 0.9559
2950/20000 [===>..........................] - ETA: 9:51 - loss: 0.1098 - acc: 0.9559
3000/20000 [===>..........................] - ETA: 9:48 - loss: 0.1094 - acc: 0.9557
3050/20000 [===>..........................] - ETA: 9:46 - loss: 0.1104 - acc: 0.9554
3100/20000 [===>..........................] - ETA: 9:43 - loss: 0.1098 - acc: 0.9558
3150/20000 [===>..........................] - ETA: 9:41 - loss: 0.1094 - acc: 0.9562
3200/20000 [===>..........................] - ETA: 9:39 - loss: 0.1087 - acc: 0.9566
3250/20000 [===>..........................] - ETA: 9:38 - loss: 0.1089 - acc: 0.9563
3300/20000 [===>..........................] - ETA: 9:36 - loss: 0.1078 - acc: 0.9570
3350/20000 [====>.........................] - ETA: 9:35 - loss: 0.1068 - acc: 0.9576
3400/20000 [====>.........................] - ETA: 9:33 - loss: 0.1071 - acc: 0.9574
3450/20000 [====>.........................] - ETA: 9:32 - loss: 0.1071 - acc: 0.9571
3500/20000 [====>.........................] - ETA: 9:30 - loss: 0.1068 - acc: 0.9569
3550/20000 [====>.........................] - ETA: 9:29 - loss: 0.1076 - acc: 0.9566
3600/20000 [====>.........................] - ETA: 9:27 - loss: 0.1077 - acc: 0.9564
3650/20000 [====>.........................] - ETA: 9:25 - loss: 0.1074 - acc: 0.9564
3700/20000 [====>.........................] - ETA: 9:23 - loss: 0.1067 - acc: 0.9568
3750/20000 [====>.........................] - ETA: 9:20 - loss: 0.1058 - acc: 0.9573
3800/20000 [====>.........................] - ETA: 9:18 - loss: 0.1051 - acc: 0.9576
3850/20000 [====>.........................] - ETA: 9:16 - loss: 0.1052 - acc: 0.9574
3900/20000 [====>.........................] - ETA: 9:14 - loss: 0.1071 - acc: 0.9567
3950/20000 [====>.........................] - ETA: 9:13 - loss: 0.1081 - acc: 0.9562
4000/20000 [=====>........................] - ETA: 9:11 - loss: 0.1074 - acc: 0.9565
4050/20000 [=====>........................] - ETA: 9:10 - loss: 0.1069 - acc: 0.9568
4100/20000 [=====>........................] - ETA: 9:08 - loss: 0.1070 - acc: 0.9571
4150/20000 [=====>........................] - ETA: 9:06 - loss: 0.1065 - acc: 0.9573
4200/20000 [=====>........................] - ETA: 9:04 - loss: 0.1056 - acc: 0.9579
4250/20000 [=====>........................] - ETA: 9:03 - loss: 0.1050 - acc: 0.9581
4300/20000 [=====>........................] - ETA: 9:01 - loss: 0.1046 - acc: 0.9584
4350/20000 [=====>........................] - ETA: 8:59 - loss: 0.1042 - acc: 0.9582
4400/20000 [=====>........................] - ETA: 8:57 - loss: 0.1051 - acc: 0.9577
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16600/20000 [=======================>......] - ETA: 1:56 - loss: 0.1162 - acc: 0.9550
16650/20000 [=======================>......] - ETA: 1:55 - loss: 0.1166 - acc: 0.9548
16700/20000 [========================>.....] - ETA: 1:53 - loss: 0.1170 - acc: 0.9547
16750/20000 [========================>.....] - ETA: 1:51 - loss: 0.1170 - acc: 0.9547
16800/20000 [========================>.....] - ETA: 1:49 - loss: 0.1170 - acc: 0.9548
16850/20000 [========================>.....] - ETA: 1:48 - loss: 0.1168 - acc: 0.9549
16900/20000 [========================>.....] - ETA: 1:46 - loss: 0.1167 - acc: 0.9550
16950/20000 [========================>.....] - ETA: 1:44 - loss: 0.1167 - acc: 0.9550
17000/20000 [========================>.....] - ETA: 1:42 - loss: 0.1165 - acc: 0.9551
17050/20000 [========================>.....] - ETA: 1:41 - loss: 0.1163 - acc: 0.9551
17100/20000 [========================>.....] - ETA: 1:39 - loss: 0.1161 - acc: 0.9552
17150/20000 [========================>.....] - ETA: 1:37 - loss: 0.1161 - acc: 0.9550
17200/20000 [========================>.....] - ETA: 1:36 - loss: 0.1163 - acc: 0.9549
17250/20000 [========================>.....] - ETA: 1:34 - loss: 0.1161 - acc: 0.9551
17300/20000 [========================>.....] - ETA: 1:32 - loss: 0.1159 - acc: 0.9552
17350/20000 [=========================>....] - ETA: 1:31 - loss: 0.1160 - acc: 0.9551
17400/20000 [=========================>....] - ETA: 1:29 - loss: 0.1158 - acc: 0.9552
17450/20000 [=========================>....] - ETA: 1:27 - loss: 0.1157 - acc: 0.9552
17500/20000 [=========================>....] - ETA: 1:26 - loss: 0.1156 - acc: 0.9553
17550/20000 [=========================>....] - ETA: 1:24 - loss: 0.1159 - acc: 0.9551
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17650/20000 [=========================>....] - ETA: 1:20 - loss: 0.1156 - acc: 0.9552
17700/20000 [=========================>....] - ETA: 1:19 - loss: 0.1154 - acc: 0.9553
17750/20000 [=========================>....] - ETA: 1:17 - loss: 0.1153 - acc: 0.9554
17800/20000 [=========================>....] - ETA: 1:15 - loss: 0.1154 - acc: 0.9552
17850/20000 [=========================>....] - ETA: 1:14 - loss: 0.1154 - acc: 0.9552
17900/20000 [=========================>....] - ETA: 1:12 - loss: 0.1159 - acc: 0.9550
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18000/20000 [==========================>...] - ETA: 1:08 - loss: 0.1157 - acc: 0.9551
18050/20000 [==========================>...] - ETA: 1:07 - loss: 0.1161 - acc: 0.9549
18100/20000 [==========================>...] - ETA: 1:05 - loss: 0.1161 - acc: 0.9549
18150/20000 [==========================>...] - ETA: 1:03 - loss: 0.1160 - acc: 0.9549
18200/20000 [==========================>...] - ETA: 1:02 - loss: 0.1159 - acc: 0.9549
18250/20000 [==========================>...] - ETA: 1:00 - loss: 0.1160 - acc: 0.9550
18300/20000 [==========================>...] - ETA: 58s - loss: 0.1161 - acc: 0.9550
18350/20000 [==========================>...] - ETA: 56s - loss: 0.1161 - acc: 0.9550
18400/20000 [==========================>...] - ETA: 55s - loss: 0.1160 - acc: 0.9551
18450/20000 [==========================>...] - ETA: 53s - loss: 0.1159 - acc: 0.9551
18500/20000 [==========================>...] - ETA: 51s - loss: 0.1159 - acc: 0.9551
18550/20000 [==========================>...] - ETA: 49s - loss: 0.1159 - acc: 0.9550
18600/20000 [==========================>...] - ETA: 48s - loss: 0.1159 - acc: 0.9550
18650/20000 [==========================>...] - ETA: 46s - loss: 0.1158 - acc: 0.9551
18700/20000 [===========================>..] - ETA: 44s - loss: 0.1159 - acc: 0.9550
18750/20000 [===========================>..] - ETA: 43s - loss: 0.1156 - acc: 0.9551
18800/20000 [===========================>..] - ETA: 41s - loss: 0.1156 - acc: 0.9551
18850/20000 [===========================>..] - ETA: 39s - loss: 0.1161 - acc: 0.9550
18900/20000 [===========================>..] - ETA: 37s - loss: 0.1159 - acc: 0.9551
18950/20000 [===========================>..] - ETA: 36s - loss: 0.1158 - acc: 0.9552
19000/20000 [===========================>..] - ETA: 34s - loss: 0.1158 - acc: 0.9552
19050/20000 [===========================>..] - ETA: 32s - loss: 0.1157 - acc: 0.9551
19100/20000 [===========================>..] - ETA: 30s - loss: 0.1157 - acc: 0.9551
19150/20000 [===========================>..] - ETA: 29s - loss: 0.1156 - acc: 0.9551
19200/20000 [===========================>..] - ETA: 27s - loss: 0.1154 - acc: 0.9552
19250/20000 [===========================>..] - ETA: 25s - loss: 0.1153 - acc: 0.9553
19300/20000 [===========================>..] - ETA: 24s - loss: 0.1153 - acc: 0.9552
19350/20000 [============================>.] - ETA: 22s - loss: 0.1152 - acc: 0.9552
19400/20000 [============================>.] - ETA: 20s - loss: 0.1151 - acc: 0.9553
19450/20000 [============================>.] - ETA: 18s - loss: 0.1149 - acc: 0.9554
19500/20000 [============================>.] - ETA: 17s - loss: 0.1147 - acc: 0.9554
19550/20000 [============================>.] - ETA: 15s - loss: 0.1148 - acc: 0.9554
19600/20000 [============================>.] - ETA: 13s - loss: 0.1147 - acc: 0.9555
19650/20000 [============================>.] - ETA: 12s - loss: 0.1146 - acc: 0.9555
19700/20000 [============================>.] - ETA: 10s - loss: 0.1144 - acc: 0.9556
19750/20000 [============================>.] - ETA: 8s - loss: 0.1143 - acc: 0.9557
19800/20000 [============================>.] - ETA: 6s - loss: 0.1141 - acc: 0.9558
19850/20000 [============================>.] - ETA: 5s - loss: 0.1142 - acc: 0.9557
19900/20000 [============================>.] - ETA: 3s - loss: 0.1140 - acc: 0.9558
19950/20000 [============================>.] - ETA: 1s - loss: 0.1138 - acc: 0.9559
20000/20000 [==============================] - 703s 35ms/step - loss: 0.1138 - acc: 0.9559 - val_loss: 0.7768 - val_acc: 0.7920
Epoch 41/50
50/20000 [..............................] - ETA: 11:10 - loss: 0.0418 - acc: 0.9600
100/20000 [..............................] - ETA: 11:00 - loss: 0.0770 - acc: 0.9400
150/20000 [..............................] - ETA: 11:00 - loss: 0.0731 - acc: 0.9467
200/20000 [..............................] - ETA: 11:14 - loss: 0.0649 - acc: 0.9550
250/20000 [..............................] - ETA: 11:43 - loss: 0.0591 - acc: 0.9640
300/20000 [..............................] - ETA: 11:56 - loss: 0.0649 - acc: 0.9633
350/20000 [..............................] - ETA: 11:54 - loss: 0.0690 - acc: 0.9629
400/20000 [..............................] - ETA: 11:56 - loss: 0.0660 - acc: 0.9650
450/20000 [..............................] - ETA: 11:55 - loss: 0.0804 - acc: 0.9644
500/20000 [..............................] - ETA: 11:56 - loss: 0.0851 - acc: 0.9640
550/20000 [..............................] - ETA: 11:59 - loss: 0.0887 - acc: 0.9636
600/20000 [..............................] - ETA: 11:53 - loss: 0.0852 - acc: 0.9667
650/20000 [..............................] - ETA: 11:43 - loss: 0.0832 - acc: 0.9677
700/20000 [>.............................] - ETA: 11:37 - loss: 0.0918 - acc: 0.9629
750/20000 [>.............................] - ETA: 11:28 - loss: 0.0958 - acc: 0.9627
800/20000 [>.............................] - ETA: 11:24 - loss: 0.0955 - acc: 0.9625
850/20000 [>.............................] - ETA: 11:18 - loss: 0.0915 - acc: 0.9647
900/20000 [>.............................] - ETA: 11:12 - loss: 0.0955 - acc: 0.9611
950/20000 [>.............................] - ETA: 11:07 - loss: 0.0932 - acc: 0.9621
1000/20000 [>.............................] - ETA: 11:05 - loss: 0.0942 - acc: 0.9610
1050/20000 [>.............................] - ETA: 11:04 - loss: 0.0935 - acc: 0.9619
1100/20000 [>.............................] - ETA: 11:01 - loss: 0.0919 - acc: 0.9627
1150/20000 [>.............................] - ETA: 11:00 - loss: 0.0969 - acc: 0.9600
1200/20000 [>.............................] - ETA: 10:58 - loss: 0.0940 - acc: 0.9617
1250/20000 [>.............................] - ETA: 10:55 - loss: 0.0938 - acc: 0.9616
1300/20000 [>.............................] - ETA: 10:50 - loss: 0.0918 - acc: 0.9623
1350/20000 [=>............................] - ETA: 10:46 - loss: 0.0915 - acc: 0.9622
1400/20000 [=>............................] - ETA: 10:43 - loss: 0.0936 - acc: 0.9607
1450/20000 [=>............................] - ETA: 10:43 - loss: 0.0922 - acc: 0.9614
1500/20000 [=>............................] - ETA: 10:38 - loss: 0.0968 - acc: 0.9600
1550/20000 [=>............................] - ETA: 10:36 - loss: 0.0946 - acc: 0.9613
1600/20000 [=>............................] - ETA: 10:36 - loss: 0.0971 - acc: 0.9600
1650/20000 [=>............................] - ETA: 10:34 - loss: 0.0956 - acc: 0.9612
1700/20000 [=>............................] - ETA: 10:31 - loss: 0.0942 - acc: 0.9624
1750/20000 [=>............................] - ETA: 10:28 - loss: 0.0929 - acc: 0.9623
1800/20000 [=>............................] - ETA: 10:26 - loss: 0.0973 - acc: 0.9617
1850/20000 [=>............................] - ETA: 10:23 - loss: 0.0956 - acc: 0.9627
1900/20000 [=>............................] - ETA: 10:20 - loss: 0.0961 - acc: 0.9621
1950/20000 [=>............................] - ETA: 10:16 - loss: 0.0956 - acc: 0.9615
2000/20000 [==>...........................] - ETA: 10:14 - loss: 0.0966 - acc: 0.9610
2050/20000 [==>...........................] - ETA: 10:12 - loss: 0.0966 - acc: 0.9610
2100/20000 [==>...........................] - ETA: 10:08 - loss: 0.0958 - acc: 0.9614
2150/20000 [==>...........................] - ETA: 10:06 - loss: 0.0997 - acc: 0.9609
2200/20000 [==>...........................] - ETA: 10:02 - loss: 0.1002 - acc: 0.9614
2250/20000 [==>...........................] - ETA: 10:00 - loss: 0.1006 - acc: 0.9604
2300/20000 [==>...........................] - ETA: 9:58 - loss: 0.0994 - acc: 0.9609
2350/20000 [==>...........................] - ETA: 9:57 - loss: 0.0987 - acc: 0.9609
2400/20000 [==>...........................] - ETA: 9:55 - loss: 0.0977 - acc: 0.9612
2450/20000 [==>...........................] - ETA: 9:54 - loss: 0.0968 - acc: 0.9616
2500/20000 [==>...........................] - ETA: 9:53 - loss: 0.0971 - acc: 0.9620
2550/20000 [==>...........................] - ETA: 9:51 - loss: 0.0966 - acc: 0.9627
2600/20000 [==>...........................] - ETA: 9:49 - loss: 0.0956 - acc: 0.9627
2650/20000 [==>...........................] - ETA: 9:47 - loss: 0.0966 - acc: 0.9623
2700/20000 [===>..........................] - ETA: 9:44 - loss: 0.0972 - acc: 0.9619
2750/20000 [===>..........................] - ETA: 9:42 - loss: 0.0983 - acc: 0.9611
2800/20000 [===>..........................] - ETA: 9:39 - loss: 0.0970 - acc: 0.9618
2850/20000 [===>..........................] - ETA: 9:36 - loss: 0.0974 - acc: 0.9618
2900/20000 [===>..........................] - ETA: 9:34 - loss: 0.0987 - acc: 0.9614
2950/20000 [===>..........................] - ETA: 9:32 - loss: 0.0988 - acc: 0.9614
3000/20000 [===>..........................] - ETA: 9:30 - loss: 0.0991 - acc: 0.9610
3050/20000 [===>..........................] - ETA: 9:29 - loss: 0.0981 - acc: 0.9616
3100/20000 [===>..........................] - ETA: 9:27 - loss: 0.0976 - acc: 0.9619
3150/20000 [===>..........................] - ETA: 9:25 - loss: 0.0984 - acc: 0.9616
3200/20000 [===>..........................] - ETA: 9:24 - loss: 0.0976 - acc: 0.9619
3250/20000 [===>..........................] - ETA: 9:22 - loss: 0.0967 - acc: 0.9625
3300/20000 [===>..........................] - ETA: 9:20 - loss: 0.0961 - acc: 0.9627
3350/20000 [====>.........................] - ETA: 9:18 - loss: 0.0961 - acc: 0.9627
3400/20000 [====>.........................] - ETA: 9:16 - loss: 0.0957 - acc: 0.9629
3450/20000 [====>.........................] - ETA: 9:14 - loss: 0.0960 - acc: 0.9629
3500/20000 [====>.........................] - ETA: 9:12 - loss: 0.0960 - acc: 0.9631
3550/20000 [====>.........................] - ETA: 9:10 - loss: 0.0970 - acc: 0.9628
3600/20000 [====>.........................] - ETA: 9:07 - loss: 0.0967 - acc: 0.9631
3650/20000 [====>.........................] - ETA: 9:06 - loss: 0.0957 - acc: 0.9636
3700/20000 [====>.........................] - ETA: 9:05 - loss: 0.0949 - acc: 0.9638
3750/20000 [====>.........................] - ETA: 9:04 - loss: 0.0957 - acc: 0.9629
3800/20000 [====>.........................] - ETA: 9:02 - loss: 0.0958 - acc: 0.9629
3850/20000 [====>.........................] - ETA: 9:01 - loss: 0.0957 - acc: 0.9629
3900/20000 [====>.........................] - ETA: 8:59 - loss: 0.0960 - acc: 0.9626
3950/20000 [====>.........................] - ETA: 8:57 - loss: 0.0952 - acc: 0.9628
4000/20000 [=====>........................] - ETA: 8:55 - loss: 0.0944 - acc: 0.9632
4050/20000 [=====>........................] - ETA: 8:54 - loss: 0.0950 - acc: 0.9627
4100/20000 [=====>........................] - ETA: 8:52 - loss: 0.0944 - acc: 0.9629
4150/20000 [=====>........................] - ETA: 8:50 - loss: 0.0940 - acc: 0.9634
4200/20000 [=====>........................] - ETA: 8:48 - loss: 0.0931 - acc: 0.9638
4250/20000 [=====>........................] - ETA: 8:47 - loss: 0.0926 - acc: 0.9640
4300/20000 [=====>........................] - ETA: 8:45 - loss: 0.0935 - acc: 0.9640
4350/20000 [=====>........................] - ETA: 8:42 - loss: 0.0937 - acc: 0.9639
4400/20000 [=====>........................] - ETA: 8:40 - loss: 0.0933 - acc: 0.9641
4450/20000 [=====>........................] - ETA: 8:39 - loss: 0.0937 - acc: 0.9643
4500/20000 [=====>........................] - ETA: 8:37 - loss: 0.0954 - acc: 0.9640
4550/20000 [=====>........................] - ETA: 8:35 - loss: 0.0948 - acc: 0.9642
4600/20000 [=====>........................] - ETA: 8:33 - loss: 0.0945 - acc: 0.9643
4650/20000 [=====>........................] - ETA: 8:32 - loss: 0.0941 - acc: 0.9645
4700/20000 [======>.......................] - ETA: 8:31 - loss: 0.0941 - acc: 0.9645
4750/20000 [======>.......................] - ETA: 8:29 - loss: 0.0938 - acc: 0.9646
4800/20000 [======>.......................] - ETA: 8:27 - loss: 0.0933 - acc: 0.9650
4850/20000 [======>.......................] - ETA: 8:25 - loss: 0.0944 - acc: 0.9639
4900/20000 [======>.......................] - ETA: 8:24 - loss: 0.0942 - acc: 0.9639
4950/20000 [======>.......................] - ETA: 8:22 - loss: 0.0958 - acc: 0.9630
5000/20000 [======>.......................] - ETA: 8:21 - loss: 0.0955 - acc: 0.9630
5050/20000 [======>.......................] - ETA: 8:20 - loss: 0.0957 - acc: 0.9628
5100/20000 [======>.......................] - ETA: 8:18 - loss: 0.0964 - acc: 0.9625
5150/20000 [======>.......................] - ETA: 8:16 - loss: 0.0963 - acc: 0.9627
5200/20000 [======>.......................] - ETA: 8:15 - loss: 0.0984 - acc: 0.9617
5250/20000 [======>.......................] - ETA: 8:14 - loss: 0.0986 - acc: 0.9613
5300/20000 [======>.......................] - ETA: 8:12 - loss: 0.0990 - acc: 0.9608
5350/20000 [=======>......................] - ETA: 8:10 - loss: 0.0993 - acc: 0.9604
5400/20000 [=======>......................] - ETA: 8:09 - loss: 0.0997 - acc: 0.9602
5450/20000 [=======>......................] - ETA: 8:07 - loss: 0.0999 - acc: 0.9602
5500/20000 [=======>......................] - ETA: 8:05 - loss: 0.0997 - acc: 0.9602
5550/20000 [=======>......................] - ETA: 8:04 - loss: 0.1000 - acc: 0.9600
5600/20000 [=======>......................] - ETA: 8:03 - loss: 0.1001 - acc: 0.9600
5650/20000 [=======>......................] - ETA: 8:01 - loss: 0.0998 - acc: 0.9604
5700/20000 [=======>......................] - ETA: 8:00 - loss: 0.0991 - acc: 0.9607
5750/20000 [=======>......................] - ETA: 7:58 - loss: 0.0986 - acc: 0.9610
5800/20000 [=======>......................] - ETA: 7:56 - loss: 0.0992 - acc: 0.9605
5850/20000 [=======>......................] - ETA: 7:55 - loss: 0.0990 - acc: 0.9607
5900/20000 [=======>......................] - ETA: 7:53 - loss: 0.0995 - acc: 0.9607
5950/20000 [=======>......................] - ETA: 7:51 - loss: 0.0992 - acc: 0.9608
6000/20000 [========>.....................] - ETA: 7:50 - loss: 0.0995 - acc: 0.9605
6050/20000 [========>.....................] - ETA: 7:48 - loss: 0.0992 - acc: 0.9607
6100/20000 [========>.....................] - ETA: 7:47 - loss: 0.1010 - acc: 0.9600
6150/20000 [========>.....................] - ETA: 7:46 - loss: 0.1008 - acc: 0.9600
6200/20000 [========>.....................] - ETA: 7:45 - loss: 0.1010 - acc: 0.9600
6250/20000 [========>.....................] - ETA: 7:44 - loss: 0.1009 - acc: 0.9600
6300/20000 [========>.....................] - ETA: 7:43 - loss: 0.1015 - acc: 0.9597
6350/20000 [========>.....................] - ETA: 7:43 - loss: 0.1014 - acc: 0.9598
6400/20000 [========>.....................] - ETA: 7:41 - loss: 0.1015 - acc: 0.9597
6450/20000 [========>.....................] - ETA: 7:39 - loss: 0.1017 - acc: 0.9597
6500/20000 [========>.....................] - ETA: 7:39 - loss: 0.1014 - acc: 0.9598
6550/20000 [========>.....................] - ETA: 7:39 - loss: 0.1015 - acc: 0.9597
6600/20000 [========>.....................] - ETA: 7:39 - loss: 0.1011 - acc: 0.9600
6650/20000 [========>.....................] - ETA: 7:37 - loss: 0.1007 - acc: 0.9602
6700/20000 [=========>....................] - ETA: 7:35 - loss: 0.1003 - acc: 0.9604
6750/20000 [=========>....................] - ETA: 7:34 - loss: 0.1001 - acc: 0.9604
6800/20000 [=========>....................] - ETA: 7:32 - loss: 0.0998 - acc: 0.9606
6850/20000 [=========>....................] - ETA: 7:30 - loss: 0.1005 - acc: 0.9601
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6950/20000 [=========>....................] - ETA: 7:27 - loss: 0.1013 - acc: 0.9597
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7050/20000 [=========>....................] - ETA: 7:23 - loss: 0.1023 - acc: 0.9596
7100/20000 [=========>....................] - ETA: 7:22 - loss: 0.1026 - acc: 0.9596
7150/20000 [=========>....................] - ETA: 7:20 - loss: 0.1024 - acc: 0.9597
7200/20000 [=========>....................] - ETA: 7:18 - loss: 0.1022 - acc: 0.9599
7250/20000 [=========>....................] - ETA: 7:17 - loss: 0.1027 - acc: 0.9597
7300/20000 [=========>....................] - ETA: 7:15 - loss: 0.1031 - acc: 0.9592
7350/20000 [==========>...................] - ETA: 7:13 - loss: 0.1035 - acc: 0.9590
7400/20000 [==========>...................] - ETA: 7:11 - loss: 0.1032 - acc: 0.9592
7450/20000 [==========>...................] - ETA: 7:09 - loss: 0.1044 - acc: 0.9587
7500/20000 [==========>...................] - ETA: 7:07 - loss: 0.1048 - acc: 0.9585
7550/20000 [==========>...................] - ETA: 7:05 - loss: 0.1052 - acc: 0.9584
7600/20000 [==========>...................] - ETA: 7:03 - loss: 0.1064 - acc: 0.9579
7650/20000 [==========>...................] - ETA: 7:01 - loss: 0.1064 - acc: 0.9576
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7750/20000 [==========>...................] - ETA: 6:58 - loss: 0.1064 - acc: 0.9574
7800/20000 [==========>...................] - ETA: 6:56 - loss: 0.1062 - acc: 0.9574
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7900/20000 [==========>...................] - ETA: 6:53 - loss: 0.1062 - acc: 0.9573
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8000/20000 [===========>..................] - ETA: 6:50 - loss: 0.1069 - acc: 0.9574
8050/20000 [===========>..................] - ETA: 6:48 - loss: 0.1066 - acc: 0.9576
8100/20000 [===========>..................] - ETA: 6:46 - loss: 0.1063 - acc: 0.9577
8150/20000 [===========>..................] - ETA: 6:44 - loss: 0.1061 - acc: 0.9578
8200/20000 [===========>..................] - ETA: 6:42 - loss: 0.1064 - acc: 0.9576
8250/20000 [===========>..................] - ETA: 6:41 - loss: 0.1069 - acc: 0.9570
8300/20000 [===========>..................] - ETA: 6:39 - loss: 0.1067 - acc: 0.9571
8350/20000 [===========>..................] - ETA: 6:37 - loss: 0.1065 - acc: 0.9572
8400/20000 [===========>..................] - ETA: 6:36 - loss: 0.1070 - acc: 0.9568
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8500/20000 [===========>..................] - ETA: 6:33 - loss: 0.1067 - acc: 0.9567
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8600/20000 [===========>..................] - ETA: 6:29 - loss: 0.1064 - acc: 0.9567
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20000/20000 [==============================] - 689s 34ms/step - loss: 0.1093 - acc: 0.9571 - val_loss: 0.5877 - val_acc: 0.8294
Epoch 42/50
50/20000 [..............................] - ETA: 9:56 - loss: 0.0568 - acc: 0.9800
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850/20000 [>.............................] - ETA: 10:39 - loss: 0.0761 - acc: 0.9765
900/20000 [>.............................] - ETA: 10:39 - loss: 0.0751 - acc: 0.9767
950/20000 [>.............................] - ETA: 10:37 - loss: 0.0785 - acc: 0.9758
1000/20000 [>.............................] - ETA: 10:36 - loss: 0.0789 - acc: 0.9740
1050/20000 [>.............................] - ETA: 10:36 - loss: 0.0842 - acc: 0.9714
1100/20000 [>.............................] - ETA: 10:35 - loss: 0.0882 - acc: 0.9691
1150/20000 [>.............................] - ETA: 10:30 - loss: 0.0876 - acc: 0.9687
1200/20000 [>.............................] - ETA: 10:30 - loss: 0.0889 - acc: 0.9675
1250/20000 [>.............................] - ETA: 10:28 - loss: 0.0955 - acc: 0.9656
1300/20000 [>.............................] - ETA: 10:29 - loss: 0.0945 - acc: 0.9662
1350/20000 [=>............................] - ETA: 10:27 - loss: 0.0950 - acc: 0.9659
1400/20000 [=>............................] - ETA: 10:28 - loss: 0.0958 - acc: 0.9657
1450/20000 [=>............................] - ETA: 10:24 - loss: 0.1016 - acc: 0.9655
1500/20000 [=>............................] - ETA: 10:22 - loss: 0.1003 - acc: 0.9660
1550/20000 [=>............................] - ETA: 10:21 - loss: 0.1036 - acc: 0.9639
1600/20000 [=>............................] - ETA: 10:19 - loss: 0.1064 - acc: 0.9631
1650/20000 [=>............................] - ETA: 10:18 - loss: 0.1058 - acc: 0.9630
1700/20000 [=>............................] - ETA: 10:19 - loss: 0.1103 - acc: 0.9618
1750/20000 [=>............................] - ETA: 10:16 - loss: 0.1109 - acc: 0.9611
1800/20000 [=>............................] - ETA: 10:15 - loss: 0.1111 - acc: 0.9611
1850/20000 [=>............................] - ETA: 10:14 - loss: 0.1107 - acc: 0.9611
1900/20000 [=>............................] - ETA: 10:12 - loss: 0.1127 - acc: 0.9605
1950/20000 [=>............................] - ETA: 10:12 - loss: 0.1131 - acc: 0.9595
2000/20000 [==>...........................] - ETA: 10:10 - loss: 0.1134 - acc: 0.9585
2050/20000 [==>...........................] - ETA: 10:08 - loss: 0.1117 - acc: 0.9595
2100/20000 [==>...........................] - ETA: 10:07 - loss: 0.1097 - acc: 0.9605
2150/20000 [==>...........................] - ETA: 10:05 - loss: 0.1099 - acc: 0.9605
2200/20000 [==>...........................] - ETA: 10:02 - loss: 0.1109 - acc: 0.9600
2250/20000 [==>...........................] - ETA: 9:59 - loss: 0.1104 - acc: 0.9600
2300/20000 [==>...........................] - ETA: 9:59 - loss: 0.1105 - acc: 0.9604
2350/20000 [==>...........................] - ETA: 9:57 - loss: 0.1114 - acc: 0.9600
2400/20000 [==>...........................] - ETA: 9:55 - loss: 0.1119 - acc: 0.9596
2450/20000 [==>...........................] - ETA: 9:53 - loss: 0.1126 - acc: 0.9588
2500/20000 [==>...........................] - ETA: 9:52 - loss: 0.1123 - acc: 0.9588
2550/20000 [==>...........................] - ETA: 9:50 - loss: 0.1131 - acc: 0.9584
2600/20000 [==>...........................] - ETA: 9:48 - loss: 0.1126 - acc: 0.9585
2650/20000 [==>...........................] - ETA: 9:47 - loss: 0.1114 - acc: 0.9592
2700/20000 [===>..........................] - ETA: 9:45 - loss: 0.1123 - acc: 0.9589
2750/20000 [===>..........................] - ETA: 9:43 - loss: 0.1120 - acc: 0.9593
2800/20000 [===>..........................] - ETA: 9:40 - loss: 0.1114 - acc: 0.9593
2850/20000 [===>..........................] - ETA: 9:39 - loss: 0.1104 - acc: 0.9596
2900/20000 [===>..........................] - ETA: 9:38 - loss: 0.1099 - acc: 0.9600
2950/20000 [===>..........................] - ETA: 9:36 - loss: 0.1096 - acc: 0.9600
3000/20000 [===>..........................] - ETA: 9:34 - loss: 0.1087 - acc: 0.9607
3050/20000 [===>..........................] - ETA: 9:32 - loss: 0.1094 - acc: 0.9600
3100/20000 [===>..........................] - ETA: 9:31 - loss: 0.1094 - acc: 0.9600
3150/20000 [===>..........................] - ETA: 9:29 - loss: 0.1100 - acc: 0.9600
3200/20000 [===>..........................] - ETA: 9:27 - loss: 0.1111 - acc: 0.9588
3250/20000 [===>..........................] - ETA: 9:25 - loss: 0.1105 - acc: 0.9588
3300/20000 [===>..........................] - ETA: 9:23 - loss: 0.1103 - acc: 0.9588
3350/20000 [====>.........................] - ETA: 9:23 - loss: 0.1116 - acc: 0.9582
3400/20000 [====>.........................] - ETA: 9:22 - loss: 0.1105 - acc: 0.9585
3450/20000 [====>.........................] - ETA: 9:20 - loss: 0.1098 - acc: 0.9588
3500/20000 [====>.........................] - ETA: 9:18 - loss: 0.1107 - acc: 0.9583
3550/20000 [====>.........................] - ETA: 9:17 - loss: 0.1114 - acc: 0.9580
3600/20000 [====>.........................] - ETA: 9:15 - loss: 0.1112 - acc: 0.9581
3650/20000 [====>.........................] - ETA: 9:13 - loss: 0.1114 - acc: 0.9578
3700/20000 [====>.........................] - ETA: 9:11 - loss: 0.1123 - acc: 0.9576
3750/20000 [====>.........................] - ETA: 9:09 - loss: 0.1145 - acc: 0.9571
3800/20000 [====>.........................] - ETA: 9:07 - loss: 0.1139 - acc: 0.9574
3850/20000 [====>.........................] - ETA: 9:05 - loss: 0.1129 - acc: 0.9579
3900/20000 [====>.........................] - ETA: 9:04 - loss: 0.1148 - acc: 0.9577
3950/20000 [====>.........................] - ETA: 9:02 - loss: 0.1143 - acc: 0.9577
4000/20000 [=====>........................] - ETA: 9:00 - loss: 0.1139 - acc: 0.9580
4050/20000 [=====>........................] - ETA: 8:59 - loss: 0.1140 - acc: 0.9583
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5000/20000 [======>.......................] - ETA: 8:26 - loss: 0.1147 - acc: 0.9590
5050/20000 [======>.......................] - ETA: 8:25 - loss: 0.1155 - acc: 0.9586
5100/20000 [======>.......................] - ETA: 8:23 - loss: 0.1155 - acc: 0.9586
5150/20000 [======>.......................] - ETA: 8:21 - loss: 0.1159 - acc: 0.9586
5200/20000 [======>.......................] - ETA: 8:20 - loss: 0.1154 - acc: 0.9588
5250/20000 [======>.......................] - ETA: 8:18 - loss: 0.1151 - acc: 0.9589
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12950/20000 [==================>...........] - ETA: 3:59 - loss: 0.1099 - acc: 0.9581
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13100/20000 [==================>...........] - ETA: 3:54 - loss: 0.1100 - acc: 0.9580
13150/20000 [==================>...........] - ETA: 3:53 - loss: 0.1101 - acc: 0.9579
13200/20000 [==================>...........] - ETA: 3:51 - loss: 0.1101 - acc: 0.9580
13250/20000 [==================>...........] - ETA: 3:50 - loss: 0.1100 - acc: 0.9580
13300/20000 [==================>...........] - ETA: 3:48 - loss: 0.1098 - acc: 0.9580
13350/20000 [===================>..........] - ETA: 3:46 - loss: 0.1098 - acc: 0.9581
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13450/20000 [===================>..........] - ETA: 3:43 - loss: 0.1098 - acc: 0.9580
13500/20000 [===================>..........] - ETA: 3:42 - loss: 0.1097 - acc: 0.9581
13550/20000 [===================>..........] - ETA: 3:40 - loss: 0.1095 - acc: 0.9582
13600/20000 [===================>..........] - ETA: 3:39 - loss: 0.1094 - acc: 0.9582
13650/20000 [===================>..........] - ETA: 3:37 - loss: 0.1092 - acc: 0.9583
13700/20000 [===================>..........] - ETA: 3:35 - loss: 0.1094 - acc: 0.9583
13750/20000 [===================>..........] - ETA: 3:34 - loss: 0.1093 - acc: 0.9583
13800/20000 [===================>..........] - ETA: 3:32 - loss: 0.1095 - acc: 0.9582
13850/20000 [===================>..........] - ETA: 3:30 - loss: 0.1093 - acc: 0.9583
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13950/20000 [===================>..........] - ETA: 3:27 - loss: 0.1099 - acc: 0.9582
14000/20000 [====================>.........] - ETA: 3:25 - loss: 0.1102 - acc: 0.9581
14050/20000 [====================>.........] - ETA: 3:23 - loss: 0.1104 - acc: 0.9581
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14250/20000 [====================>.........] - ETA: 3:16 - loss: 0.1108 - acc: 0.9582
14300/20000 [====================>.........] - ETA: 3:15 - loss: 0.1109 - acc: 0.9583
14350/20000 [====================>.........] - ETA: 3:13 - loss: 0.1111 - acc: 0.9582
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14450/20000 [====================>.........] - ETA: 3:09 - loss: 0.1111 - acc: 0.9582
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15350/20000 [======================>.......] - ETA: 2:38 - loss: 0.1124 - acc: 0.9580
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15450/20000 [======================>.......] - ETA: 2:35 - loss: 0.1128 - acc: 0.9579
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15550/20000 [======================>.......] - ETA: 2:32 - loss: 0.1127 - acc: 0.9579
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15650/20000 [======================>.......] - ETA: 2:28 - loss: 0.1127 - acc: 0.9578
15700/20000 [======================>.......] - ETA: 2:26 - loss: 0.1127 - acc: 0.9577
15750/20000 [======================>.......] - ETA: 2:25 - loss: 0.1130 - acc: 0.9577
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15850/20000 [======================>.......] - ETA: 2:21 - loss: 0.1130 - acc: 0.9577
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15950/20000 [======================>.......] - ETA: 2:18 - loss: 0.1133 - acc: 0.9576
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16250/20000 [=======================>......] - ETA: 2:07 - loss: 0.1138 - acc: 0.9573
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16350/20000 [=======================>......] - ETA: 2:04 - loss: 0.1136 - acc: 0.9573
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17100/20000 [========================>.....] - ETA: 1:38 - loss: 0.1136 - acc: 0.9573
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17250/20000 [========================>.....] - ETA: 1:33 - loss: 0.1136 - acc: 0.9573
17300/20000 [========================>.....] - ETA: 1:31 - loss: 0.1138 - acc: 0.9573
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18100/20000 [==========================>...] - ETA: 1:04 - loss: 0.1132 - acc: 0.9572
18150/20000 [==========================>...] - ETA: 1:02 - loss: 0.1130 - acc: 0.9574
18200/20000 [==========================>...] - ETA: 1:01 - loss: 0.1129 - acc: 0.9574
18250/20000 [==========================>...] - ETA: 59s - loss: 0.1128 - acc: 0.9574
18300/20000 [==========================>...] - ETA: 57s - loss: 0.1129 - acc: 0.9573
18350/20000 [==========================>...] - ETA: 56s - loss: 0.1127 - acc: 0.9574
18400/20000 [==========================>...] - ETA: 54s - loss: 0.1128 - acc: 0.9573
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18650/20000 [==========================>...] - ETA: 45s - loss: 0.1126 - acc: 0.9573
18700/20000 [===========================>..] - ETA: 44s - loss: 0.1129 - acc: 0.9572
18750/20000 [===========================>..] - ETA: 42s - loss: 0.1127 - acc: 0.9573
18800/20000 [===========================>..] - ETA: 40s - loss: 0.1126 - acc: 0.9573
18850/20000 [===========================>..] - ETA: 39s - loss: 0.1129 - acc: 0.9573
18900/20000 [===========================>..] - ETA: 37s - loss: 0.1128 - acc: 0.9573
18950/20000 [===========================>..] - ETA: 35s - loss: 0.1125 - acc: 0.9574
19000/20000 [===========================>..] - ETA: 33s - loss: 0.1125 - acc: 0.9574
19050/20000 [===========================>..] - ETA: 32s - loss: 0.1126 - acc: 0.9573
19100/20000 [===========================>..] - ETA: 30s - loss: 0.1124 - acc: 0.9574
19150/20000 [===========================>..] - ETA: 28s - loss: 0.1126 - acc: 0.9573
19200/20000 [===========================>..] - ETA: 27s - loss: 0.1125 - acc: 0.9574
19250/20000 [===========================>..] - ETA: 25s - loss: 0.1126 - acc: 0.9574
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1131 - acc: 0.9573
19350/20000 [============================>.] - ETA: 22s - loss: 0.1131 - acc: 0.9573
19400/20000 [============================>.] - ETA: 20s - loss: 0.1130 - acc: 0.9573
19450/20000 [============================>.] - ETA: 18s - loss: 0.1129 - acc: 0.9574
19500/20000 [============================>.] - ETA: 16s - loss: 0.1128 - acc: 0.9574
19550/20000 [============================>.] - ETA: 15s - loss: 0.1127 - acc: 0.9574
19600/20000 [============================>.] - ETA: 13s - loss: 0.1127 - acc: 0.9575
19650/20000 [============================>.] - ETA: 11s - loss: 0.1128 - acc: 0.9575
19700/20000 [============================>.] - ETA: 10s - loss: 0.1126 - acc: 0.9575
19750/20000 [============================>.] - ETA: 8s - loss: 0.1126 - acc: 0.9575
19800/20000 [============================>.] - ETA: 6s - loss: 0.1126 - acc: 0.9575
19850/20000 [============================>.] - ETA: 5s - loss: 0.1126 - acc: 0.9575
19900/20000 [============================>.] - ETA: 3s - loss: 0.1125 - acc: 0.9575
19950/20000 [============================>.] - ETA: 1s - loss: 0.1126 - acc: 0.9574
20000/20000 [==============================] - 690s 35ms/step - loss: 0.1127 - acc: 0.9573 - val_loss: 0.6892 - val_acc: 0.8052
Epoch 43/50
50/20000 [..............................] - ETA: 11:01 - loss: 0.0564 - acc: 0.9800
100/20000 [..............................] - ETA: 11:27 - loss: 0.0838 - acc: 0.9700
150/20000 [..............................] - ETA: 11:14 - loss: 0.0690 - acc: 0.9800
200/20000 [..............................] - ETA: 11:11 - loss: 0.0722 - acc: 0.9750
250/20000 [..............................] - ETA: 11:07 - loss: 0.0757 - acc: 0.9720
300/20000 [..............................] - ETA: 10:58 - loss: 0.0907 - acc: 0.9700
350/20000 [..............................] - ETA: 11:02 - loss: 0.0918 - acc: 0.9686
400/20000 [..............................] - ETA: 11:00 - loss: 0.0900 - acc: 0.9650
450/20000 [..............................] - ETA: 10:58 - loss: 0.0998 - acc: 0.9644
500/20000 [..............................] - ETA: 10:53 - loss: 0.0973 - acc: 0.9660
550/20000 [..............................] - ETA: 10:47 - loss: 0.1011 - acc: 0.9655
600/20000 [..............................] - ETA: 10:48 - loss: 0.1101 - acc: 0.9600
650/20000 [..............................] - ETA: 10:49 - loss: 0.1159 - acc: 0.9600
700/20000 [>.............................] - ETA: 10:49 - loss: 0.1135 - acc: 0.9614
750/20000 [>.............................] - ETA: 10:44 - loss: 0.1158 - acc: 0.9600
800/20000 [>.............................] - ETA: 10:48 - loss: 0.1137 - acc: 0.9612
850/20000 [>.............................] - ETA: 10:46 - loss: 0.1175 - acc: 0.9576
900/20000 [>.............................] - ETA: 10:47 - loss: 0.1182 - acc: 0.9578
950/20000 [>.............................] - ETA: 10:45 - loss: 0.1143 - acc: 0.9589
1000/20000 [>.............................] - ETA: 10:39 - loss: 0.1218 - acc: 0.9560
1050/20000 [>.............................] - ETA: 10:37 - loss: 0.1237 - acc: 0.9562
1100/20000 [>.............................] - ETA: 10:36 - loss: 0.1234 - acc: 0.9555
1150/20000 [>.............................] - ETA: 10:32 - loss: 0.1212 - acc: 0.9548
1200/20000 [>.............................] - ETA: 10:31 - loss: 0.1204 - acc: 0.9550
1250/20000 [>.............................] - ETA: 10:30 - loss: 0.1261 - acc: 0.9528
1300/20000 [>.............................] - ETA: 10:28 - loss: 0.1235 - acc: 0.9538
1350/20000 [=>............................] - ETA: 10:29 - loss: 0.1231 - acc: 0.9541
1400/20000 [=>............................] - ETA: 10:30 - loss: 0.1220 - acc: 0.9536
1450/20000 [=>............................] - ETA: 10:27 - loss: 0.1231 - acc: 0.9531
1500/20000 [=>............................] - ETA: 10:24 - loss: 0.1219 - acc: 0.9540
1550/20000 [=>............................] - ETA: 10:21 - loss: 0.1227 - acc: 0.9529
1600/20000 [=>............................] - ETA: 10:19 - loss: 0.1202 - acc: 0.9537
1650/20000 [=>............................] - ETA: 10:18 - loss: 0.1194 - acc: 0.9539
1700/20000 [=>............................] - ETA: 10:15 - loss: 0.1195 - acc: 0.9535
1750/20000 [=>............................] - ETA: 10:14 - loss: 0.1176 - acc: 0.9543
1800/20000 [=>............................] - ETA: 10:12 - loss: 0.1162 - acc: 0.9544
1850/20000 [=>............................] - ETA: 10:11 - loss: 0.1176 - acc: 0.9535
1900/20000 [=>............................] - ETA: 10:09 - loss: 0.1161 - acc: 0.9542
1950/20000 [=>............................] - ETA: 10:08 - loss: 0.1214 - acc: 0.9533
2000/20000 [==>...........................] - ETA: 10:05 - loss: 0.1220 - acc: 0.9530
2050/20000 [==>...........................] - ETA: 10:01 - loss: 0.1224 - acc: 0.9527
2100/20000 [==>...........................] - ETA: 9:59 - loss: 0.1206 - acc: 0.9533
2150/20000 [==>...........................] - ETA: 10:01 - loss: 0.1192 - acc: 0.9535
2200/20000 [==>...........................] - ETA: 9:59 - loss: 0.1176 - acc: 0.9541
2250/20000 [==>...........................] - ETA: 9:57 - loss: 0.1161 - acc: 0.9551
2300/20000 [==>...........................] - ETA: 9:56 - loss: 0.1157 - acc: 0.9543
2350/20000 [==>...........................] - ETA: 9:53 - loss: 0.1145 - acc: 0.9549
2400/20000 [==>...........................] - ETA: 9:52 - loss: 0.1154 - acc: 0.9554
2450/20000 [==>...........................] - ETA: 9:49 - loss: 0.1138 - acc: 0.9563
2500/20000 [==>...........................] - ETA: 9:46 - loss: 0.1153 - acc: 0.9556
2550/20000 [==>...........................] - ETA: 9:46 - loss: 0.1152 - acc: 0.9557
2600/20000 [==>...........................] - ETA: 9:43 - loss: 0.1139 - acc: 0.9565
2650/20000 [==>...........................] - ETA: 9:41 - loss: 0.1135 - acc: 0.9566
2700/20000 [===>..........................] - ETA: 9:40 - loss: 0.1132 - acc: 0.9567
2750/20000 [===>..........................] - ETA: 9:38 - loss: 0.1126 - acc: 0.9571
2800/20000 [===>..........................] - ETA: 9:36 - loss: 0.1119 - acc: 0.9571
2850/20000 [===>..........................] - ETA: 9:34 - loss: 0.1109 - acc: 0.9572
2900/20000 [===>..........................] - ETA: 9:32 - loss: 0.1114 - acc: 0.9566
2950/20000 [===>..........................] - ETA: 9:31 - loss: 0.1113 - acc: 0.9566
3000/20000 [===>..........................] - ETA: 9:29 - loss: 0.1099 - acc: 0.9573
3050/20000 [===>..........................] - ETA: 9:28 - loss: 0.1094 - acc: 0.9577
3100/20000 [===>..........................] - ETA: 9:27 - loss: 0.1088 - acc: 0.9581
3150/20000 [===>..........................] - ETA: 9:25 - loss: 0.1081 - acc: 0.9584
3200/20000 [===>..........................] - ETA: 9:25 - loss: 0.1088 - acc: 0.9578
3250/20000 [===>..........................] - ETA: 9:23 - loss: 0.1090 - acc: 0.9575
3300/20000 [===>..........................] - ETA: 9:21 - loss: 0.1090 - acc: 0.9570
3350/20000 [====>.........................] - ETA: 9:19 - loss: 0.1080 - acc: 0.9573
3400/20000 [====>.........................] - ETA: 9:17 - loss: 0.1069 - acc: 0.9579
3450/20000 [====>.........................] - ETA: 9:16 - loss: 0.1056 - acc: 0.9586
3500/20000 [====>.........................] - ETA: 9:15 - loss: 0.1049 - acc: 0.9591
3550/20000 [====>.........................] - ETA: 9:13 - loss: 0.1041 - acc: 0.9594
3600/20000 [====>.........................] - ETA: 9:11 - loss: 0.1039 - acc: 0.9594
3650/20000 [====>.........................] - ETA: 9:09 - loss: 0.1044 - acc: 0.9592
3700/20000 [====>.........................] - ETA: 9:07 - loss: 0.1049 - acc: 0.9595
3750/20000 [====>.........................] - ETA: 9:05 - loss: 0.1060 - acc: 0.9597
3800/20000 [====>.........................] - ETA: 9:04 - loss: 0.1054 - acc: 0.9600
3850/20000 [====>.........................] - ETA: 9:02 - loss: 0.1054 - acc: 0.9597
3900/20000 [====>.........................] - ETA: 9:00 - loss: 0.1062 - acc: 0.9600
3950/20000 [====>.........................] - ETA: 8:59 - loss: 0.1059 - acc: 0.9600
4000/20000 [=====>........................] - ETA: 8:57 - loss: 0.1063 - acc: 0.9595
4050/20000 [=====>........................] - ETA: 8:56 - loss: 0.1061 - acc: 0.9595
4100/20000 [=====>........................] - ETA: 8:54 - loss: 0.1093 - acc: 0.9580
4150/20000 [=====>........................] - ETA: 8:53 - loss: 0.1084 - acc: 0.9586
4200/20000 [=====>........................] - ETA: 8:51 - loss: 0.1090 - acc: 0.9586
4250/20000 [=====>........................] - ETA: 8:49 - loss: 0.1102 - acc: 0.9584
4300/20000 [=====>........................] - ETA: 8:47 - loss: 0.1098 - acc: 0.9586
4350/20000 [=====>........................] - ETA: 8:45 - loss: 0.1110 - acc: 0.9584
4400/20000 [=====>........................] - ETA: 8:43 - loss: 0.1104 - acc: 0.9589
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4500/20000 [=====>........................] - ETA: 8:40 - loss: 0.1105 - acc: 0.9587
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4600/20000 [=====>........................] - ETA: 8:36 - loss: 0.1112 - acc: 0.9583
4650/20000 [=====>........................] - ETA: 8:35 - loss: 0.1112 - acc: 0.9581
4700/20000 [======>.......................] - ETA: 8:33 - loss: 0.1115 - acc: 0.9579
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4800/20000 [======>.......................] - ETA: 8:31 - loss: 0.1116 - acc: 0.9577
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4900/20000 [======>.......................] - ETA: 8:27 - loss: 0.1104 - acc: 0.9584
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17150/20000 [========================>.....] - ETA: 1:36 - loss: 0.1062 - acc: 0.9598
17200/20000 [========================>.....] - ETA: 1:34 - loss: 0.1064 - acc: 0.9597
17250/20000 [========================>.....] - ETA: 1:32 - loss: 0.1068 - acc: 0.9597
17300/20000 [========================>.....] - ETA: 1:30 - loss: 0.1070 - acc: 0.9597
17350/20000 [=========================>....] - ETA: 1:29 - loss: 0.1070 - acc: 0.9597
17400/20000 [=========================>....] - ETA: 1:27 - loss: 0.1068 - acc: 0.9598
17450/20000 [=========================>....] - ETA: 1:25 - loss: 0.1075 - acc: 0.9595
17500/20000 [=========================>....] - ETA: 1:24 - loss: 0.1076 - acc: 0.9594
17550/20000 [=========================>....] - ETA: 1:22 - loss: 0.1075 - acc: 0.9595
17600/20000 [=========================>....] - ETA: 1:20 - loss: 0.1073 - acc: 0.9595
17650/20000 [=========================>....] - ETA: 1:19 - loss: 0.1076 - acc: 0.9595
17700/20000 [=========================>....] - ETA: 1:17 - loss: 0.1077 - acc: 0.9594
17750/20000 [=========================>....] - ETA: 1:15 - loss: 0.1078 - acc: 0.9593
17800/20000 [=========================>....] - ETA: 1:14 - loss: 0.1081 - acc: 0.9592
17850/20000 [=========================>....] - ETA: 1:12 - loss: 0.1082 - acc: 0.9592
17900/20000 [=========================>....] - ETA: 1:10 - loss: 0.1082 - acc: 0.9591
17950/20000 [=========================>....] - ETA: 1:09 - loss: 0.1083 - acc: 0.9590
18000/20000 [==========================>...] - ETA: 1:07 - loss: 0.1081 - acc: 0.9591
18050/20000 [==========================>...] - ETA: 1:05 - loss: 0.1082 - acc: 0.9591
18100/20000 [==========================>...] - ETA: 1:03 - loss: 0.1083 - acc: 0.9591
18150/20000 [==========================>...] - ETA: 1:02 - loss: 0.1083 - acc: 0.9591
18200/20000 [==========================>...] - ETA: 1:00 - loss: 0.1083 - acc: 0.9590
18250/20000 [==========================>...] - ETA: 58s - loss: 0.1083 - acc: 0.9590
18300/20000 [==========================>...] - ETA: 57s - loss: 0.1083 - acc: 0.9590
18350/20000 [==========================>...] - ETA: 55s - loss: 0.1085 - acc: 0.9590
18400/20000 [==========================>...] - ETA: 53s - loss: 0.1084 - acc: 0.9590
18450/20000 [==========================>...] - ETA: 52s - loss: 0.1085 - acc: 0.9590
18500/20000 [==========================>...] - ETA: 50s - loss: 0.1088 - acc: 0.9588
18550/20000 [==========================>...] - ETA: 48s - loss: 0.1089 - acc: 0.9588
18600/20000 [==========================>...] - ETA: 47s - loss: 0.1090 - acc: 0.9587
18650/20000 [==========================>...] - ETA: 45s - loss: 0.1092 - acc: 0.9586
18700/20000 [===========================>..] - ETA: 43s - loss: 0.1093 - acc: 0.9585
18750/20000 [===========================>..] - ETA: 42s - loss: 0.1093 - acc: 0.9586
18800/20000 [===========================>..] - ETA: 40s - loss: 0.1095 - acc: 0.9586
18850/20000 [===========================>..] - ETA: 38s - loss: 0.1096 - acc: 0.9585
18900/20000 [===========================>..] - ETA: 37s - loss: 0.1097 - acc: 0.9585
18950/20000 [===========================>..] - ETA: 35s - loss: 0.1098 - acc: 0.9584
19000/20000 [===========================>..] - ETA: 33s - loss: 0.1096 - acc: 0.9585
19050/20000 [===========================>..] - ETA: 31s - loss: 0.1094 - acc: 0.9586
19100/20000 [===========================>..] - ETA: 30s - loss: 0.1093 - acc: 0.9586
19150/20000 [===========================>..] - ETA: 28s - loss: 0.1095 - acc: 0.9586
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1094 - acc: 0.9586
19250/20000 [===========================>..] - ETA: 25s - loss: 0.1094 - acc: 0.9585
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1094 - acc: 0.9585
19350/20000 [============================>.] - ETA: 21s - loss: 0.1094 - acc: 0.9585
19400/20000 [============================>.] - ETA: 20s - loss: 0.1093 - acc: 0.9585
19450/20000 [============================>.] - ETA: 18s - loss: 0.1094 - acc: 0.9585
19500/20000 [============================>.] - ETA: 16s - loss: 0.1092 - acc: 0.9586
19550/20000 [============================>.] - ETA: 15s - loss: 0.1096 - acc: 0.9584
19600/20000 [============================>.] - ETA: 13s - loss: 0.1098 - acc: 0.9585
19650/20000 [============================>.] - ETA: 11s - loss: 0.1098 - acc: 0.9584
19700/20000 [============================>.] - ETA: 10s - loss: 0.1100 - acc: 0.9583
19750/20000 [============================>.] - ETA: 8s - loss: 0.1100 - acc: 0.9583
19800/20000 [============================>.] - ETA: 6s - loss: 0.1103 - acc: 0.9583
19850/20000 [============================>.] - ETA: 5s - loss: 0.1101 - acc: 0.9583
19900/20000 [============================>.] - ETA: 3s - loss: 0.1100 - acc: 0.9583
19950/20000 [============================>.] - ETA: 1s - loss: 0.1100 - acc: 0.9582
20000/20000 [==============================] - 685s 34ms/step - loss: 0.1101 - acc: 0.9582 - val_loss: 0.9106 - val_acc: 0.7518
Epoch 44/50
50/20000 [..............................] - ETA: 11:05 - loss: 0.0795 - acc: 0.9800
100/20000 [..............................] - ETA: 10:40 - loss: 0.0752 - acc: 0.9800
150/20000 [..............................] - ETA: 10:47 - loss: 0.1179 - acc: 0.9733
200/20000 [..............................] - ETA: 10:59 - loss: 0.0951 - acc: 0.9800
250/20000 [..............................] - ETA: 11:06 - loss: 0.0954 - acc: 0.9680
300/20000 [..............................] - ETA: 11:03 - loss: 0.0951 - acc: 0.9667
350/20000 [..............................] - ETA: 10:57 - loss: 0.1153 - acc: 0.9600
400/20000 [..............................] - ETA: 10:50 - loss: 0.1153 - acc: 0.9575
450/20000 [..............................] - ETA: 10:51 - loss: 0.1312 - acc: 0.9467
500/20000 [..............................] - ETA: 10:59 - loss: 0.1310 - acc: 0.9460
550/20000 [..............................] - ETA: 11:02 - loss: 0.1277 - acc: 0.9455
600/20000 [..............................] - ETA: 10:57 - loss: 0.1236 - acc: 0.9483
650/20000 [..............................] - ETA: 10:53 - loss: 0.1218 - acc: 0.9477
700/20000 [>.............................] - ETA: 10:57 - loss: 0.1182 - acc: 0.9486
750/20000 [>.............................] - ETA: 10:53 - loss: 0.1176 - acc: 0.9480
800/20000 [>.............................] - ETA: 10:51 - loss: 0.1253 - acc: 0.9475
850/20000 [>.............................] - ETA: 10:50 - loss: 0.1236 - acc: 0.9494
900/20000 [>.............................] - ETA: 10:50 - loss: 0.1266 - acc: 0.9489
950/20000 [>.............................] - ETA: 10:46 - loss: 0.1261 - acc: 0.9495
1000/20000 [>.............................] - ETA: 10:48 - loss: 0.1322 - acc: 0.9510
1050/20000 [>.............................] - ETA: 10:45 - loss: 0.1357 - acc: 0.9486
1100/20000 [>.............................] - ETA: 10:44 - loss: 0.1377 - acc: 0.9473
1150/20000 [>.............................] - ETA: 10:42 - loss: 0.1329 - acc: 0.9496
1200/20000 [>.............................] - ETA: 10:41 - loss: 0.1335 - acc: 0.9500
1250/20000 [>.............................] - ETA: 10:37 - loss: 0.1338 - acc: 0.9496
1300/20000 [>.............................] - ETA: 10:35 - loss: 0.1314 - acc: 0.9500
1350/20000 [=>............................] - ETA: 10:36 - loss: 0.1339 - acc: 0.9489
1400/20000 [=>............................] - ETA: 10:33 - loss: 0.1326 - acc: 0.9486
1450/20000 [=>............................] - ETA: 10:31 - loss: 0.1310 - acc: 0.9490
1500/20000 [=>............................] - ETA: 10:29 - loss: 0.1313 - acc: 0.9487
1550/20000 [=>............................] - ETA: 10:28 - loss: 0.1279 - acc: 0.9503
1600/20000 [=>............................] - ETA: 10:24 - loss: 0.1256 - acc: 0.9512
1650/20000 [=>............................] - ETA: 10:24 - loss: 0.1235 - acc: 0.9527
1700/20000 [=>............................] - ETA: 10:21 - loss: 0.1232 - acc: 0.9529
1750/20000 [=>............................] - ETA: 10:20 - loss: 0.1221 - acc: 0.9537
1800/20000 [=>............................] - ETA: 10:19 - loss: 0.1232 - acc: 0.9528
1850/20000 [=>............................] - ETA: 10:18 - loss: 0.1204 - acc: 0.9541
1900/20000 [=>............................] - ETA: 10:17 - loss: 0.1188 - acc: 0.9547
1950/20000 [=>............................] - ETA: 10:14 - loss: 0.1190 - acc: 0.9544
2000/20000 [==>...........................] - ETA: 10:13 - loss: 0.1171 - acc: 0.9555
2050/20000 [==>...........................] - ETA: 10:12 - loss: 0.1176 - acc: 0.9556
2100/20000 [==>...........................] - ETA: 10:10 - loss: 0.1176 - acc: 0.9562
2150/20000 [==>...........................] - ETA: 10:08 - loss: 0.1156 - acc: 0.9567
2200/20000 [==>...........................] - ETA: 10:07 - loss: 0.1146 - acc: 0.9573
2250/20000 [==>...........................] - ETA: 10:04 - loss: 0.1161 - acc: 0.9564
2300/20000 [==>...........................] - ETA: 10:02 - loss: 0.1179 - acc: 0.9557
2350/20000 [==>...........................] - ETA: 10:00 - loss: 0.1162 - acc: 0.9562
2400/20000 [==>...........................] - ETA: 9:58 - loss: 0.1155 - acc: 0.9567
2450/20000 [==>...........................] - ETA: 9:56 - loss: 0.1137 - acc: 0.9571
2500/20000 [==>...........................] - ETA: 9:53 - loss: 0.1145 - acc: 0.9568
2550/20000 [==>...........................] - ETA: 9:52 - loss: 0.1127 - acc: 0.9576
2600/20000 [==>...........................] - ETA: 9:50 - loss: 0.1152 - acc: 0.9569
2650/20000 [==>...........................] - ETA: 9:49 - loss: 0.1142 - acc: 0.9574
2700/20000 [===>..........................] - ETA: 9:47 - loss: 0.1140 - acc: 0.9574
2750/20000 [===>..........................] - ETA: 9:44 - loss: 0.1141 - acc: 0.9575
2800/20000 [===>..........................] - ETA: 9:43 - loss: 0.1148 - acc: 0.9571
2850/20000 [===>..........................] - ETA: 9:43 - loss: 0.1141 - acc: 0.9572
2900/20000 [===>..........................] - ETA: 9:41 - loss: 0.1142 - acc: 0.9566
2950/20000 [===>..........................] - ETA: 9:38 - loss: 0.1138 - acc: 0.9559
3000/20000 [===>..........................] - ETA: 9:36 - loss: 0.1141 - acc: 0.9557
3050/20000 [===>..........................] - ETA: 9:34 - loss: 0.1127 - acc: 0.9564
3100/20000 [===>..........................] - ETA: 9:33 - loss: 0.1134 - acc: 0.9558
3150/20000 [===>..........................] - ETA: 9:30 - loss: 0.1138 - acc: 0.9556
3200/20000 [===>..........................] - ETA: 9:28 - loss: 0.1136 - acc: 0.9556
3250/20000 [===>..........................] - ETA: 9:27 - loss: 0.1139 - acc: 0.9551
3300/20000 [===>..........................] - ETA: 9:25 - loss: 0.1131 - acc: 0.9555
3350/20000 [====>.........................] - ETA: 9:24 - loss: 0.1124 - acc: 0.9561
3400/20000 [====>.........................] - ETA: 9:22 - loss: 0.1116 - acc: 0.9565
3450/20000 [====>.........................] - ETA: 9:20 - loss: 0.1125 - acc: 0.9565
3500/20000 [====>.........................] - ETA: 9:18 - loss: 0.1122 - acc: 0.9569
3550/20000 [====>.........................] - ETA: 9:16 - loss: 0.1122 - acc: 0.9572
3600/20000 [====>.........................] - ETA: 9:14 - loss: 0.1110 - acc: 0.9578
3650/20000 [====>.........................] - ETA: 9:12 - loss: 0.1120 - acc: 0.9570
3700/20000 [====>.........................] - ETA: 9:11 - loss: 0.1125 - acc: 0.9568
3750/20000 [====>.........................] - ETA: 9:08 - loss: 0.1137 - acc: 0.9565
3800/20000 [====>.........................] - ETA: 9:07 - loss: 0.1136 - acc: 0.9566
3850/20000 [====>.........................] - ETA: 9:06 - loss: 0.1126 - acc: 0.9571
3900/20000 [====>.........................] - ETA: 9:04 - loss: 0.1131 - acc: 0.9572
3950/20000 [====>.........................] - ETA: 9:01 - loss: 0.1127 - acc: 0.9575
4000/20000 [=====>........................] - ETA: 9:00 - loss: 0.1120 - acc: 0.9580
4050/20000 [=====>........................] - ETA: 8:59 - loss: 0.1130 - acc: 0.9575
4100/20000 [=====>........................] - ETA: 8:57 - loss: 0.1127 - acc: 0.9573
4150/20000 [=====>........................] - ETA: 8:55 - loss: 0.1124 - acc: 0.9571
4200/20000 [=====>........................] - ETA: 8:53 - loss: 0.1116 - acc: 0.9576
4250/20000 [=====>........................] - ETA: 8:52 - loss: 0.1109 - acc: 0.9581
4300/20000 [=====>........................] - ETA: 8:50 - loss: 0.1105 - acc: 0.9581
4350/20000 [=====>........................] - ETA: 8:48 - loss: 0.1116 - acc: 0.9577
4400/20000 [=====>........................] - ETA: 8:45 - loss: 0.1112 - acc: 0.9577
4450/20000 [=====>........................] - ETA: 8:44 - loss: 0.1114 - acc: 0.9573
4500/20000 [=====>........................] - ETA: 8:42 - loss: 0.1121 - acc: 0.9569
4550/20000 [=====>........................] - ETA: 8:40 - loss: 0.1119 - acc: 0.9569
4600/20000 [=====>........................] - ETA: 8:38 - loss: 0.1111 - acc: 0.9574
4650/20000 [=====>........................] - ETA: 8:36 - loss: 0.1111 - acc: 0.9572
4700/20000 [======>.......................] - ETA: 8:34 - loss: 0.1102 - acc: 0.9577
4750/20000 [======>.......................] - ETA: 8:31 - loss: 0.1102 - acc: 0.9575
4800/20000 [======>.......................] - ETA: 8:30 - loss: 0.1095 - acc: 0.9579
4850/20000 [======>.......................] - ETA: 8:29 - loss: 0.1089 - acc: 0.9584
4900/20000 [======>.......................] - ETA: 8:29 - loss: 0.1084 - acc: 0.9586
4950/20000 [======>.......................] - ETA: 8:28 - loss: 0.1084 - acc: 0.9586
5000/20000 [======>.......................] - ETA: 8:27 - loss: 0.1090 - acc: 0.9584
5050/20000 [======>.......................] - ETA: 8:26 - loss: 0.1083 - acc: 0.9586
5100/20000 [======>.......................] - ETA: 8:24 - loss: 0.1080 - acc: 0.9590
5150/20000 [======>.......................] - ETA: 8:22 - loss: 0.1078 - acc: 0.9590
5200/20000 [======>.......................] - ETA: 8:21 - loss: 0.1073 - acc: 0.9592
5250/20000 [======>.......................] - ETA: 8:19 - loss: 0.1075 - acc: 0.9592
5300/20000 [======>.......................] - ETA: 8:17 - loss: 0.1069 - acc: 0.9594
5350/20000 [=======>......................] - ETA: 8:15 - loss: 0.1072 - acc: 0.9591
5400/20000 [=======>......................] - ETA: 8:14 - loss: 0.1075 - acc: 0.9587
5450/20000 [=======>......................] - ETA: 8:13 - loss: 0.1069 - acc: 0.9589
5500/20000 [=======>......................] - ETA: 8:11 - loss: 0.1069 - acc: 0.9589
5550/20000 [=======>......................] - ETA: 8:10 - loss: 0.1075 - acc: 0.9587
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5650/20000 [=======>......................] - ETA: 8:06 - loss: 0.1067 - acc: 0.9591
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5750/20000 [=======>......................] - ETA: 8:03 - loss: 0.1079 - acc: 0.9586
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5900/20000 [=======>......................] - ETA: 7:59 - loss: 0.1080 - acc: 0.9586
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6000/20000 [========>.....................] - ETA: 7:55 - loss: 0.1077 - acc: 0.9585
6050/20000 [========>.....................] - ETA: 7:54 - loss: 0.1085 - acc: 0.9582
6100/20000 [========>.....................] - ETA: 7:52 - loss: 0.1081 - acc: 0.9584
6150/20000 [========>.....................] - ETA: 7:50 - loss: 0.1079 - acc: 0.9585
6200/20000 [========>.....................] - ETA: 7:49 - loss: 0.1073 - acc: 0.9587
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6300/20000 [========>.....................] - ETA: 7:45 - loss: 0.1070 - acc: 0.9587
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6500/20000 [========>.....................] - ETA: 7:38 - loss: 0.1083 - acc: 0.9586
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6600/20000 [========>.....................] - ETA: 7:35 - loss: 0.1077 - acc: 0.9588
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7050/20000 [=========>....................] - ETA: 7:21 - loss: 0.1085 - acc: 0.9573
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7150/20000 [=========>....................] - ETA: 7:17 - loss: 0.1080 - acc: 0.9575
7200/20000 [=========>....................] - ETA: 7:15 - loss: 0.1085 - acc: 0.9572
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8000/20000 [===========>..................] - ETA: 6:49 - loss: 0.1092 - acc: 0.9568
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8300/20000 [===========>..................] - ETA: 6:38 - loss: 0.1088 - acc: 0.9572
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8850/20000 [============>.................] - ETA: 6:19 - loss: 0.1085 - acc: 0.9573
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8950/20000 [============>.................] - ETA: 6:16 - loss: 0.1089 - acc: 0.9570
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9050/20000 [============>.................] - ETA: 6:12 - loss: 0.1086 - acc: 0.9570
9100/20000 [============>.................] - ETA: 6:11 - loss: 0.1087 - acc: 0.9571
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19950/20000 [============================>.] - ETA: 1s - loss: 0.1074 - acc: 0.9590
20000/20000 [==============================] - 698s 35ms/step - loss: 0.1073 - acc: 0.9591 - val_loss: 0.7523 - val_acc: 0.7962
Epoch 45/50
50/20000 [..............................] - ETA: 10:07 - loss: 0.0540 - acc: 0.9800
100/20000 [..............................] - ETA: 10:18 - loss: 0.0981 - acc: 0.9700
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1400/20000 [=>............................] - ETA: 10:27 - loss: 0.0748 - acc: 0.9686
1450/20000 [=>............................] - ETA: 10:24 - loss: 0.0747 - acc: 0.9683
1500/20000 [=>............................] - ETA: 10:20 - loss: 0.0736 - acc: 0.9687
1550/20000 [=>............................] - ETA: 10:19 - loss: 0.0753 - acc: 0.9677
1600/20000 [=>............................] - ETA: 10:17 - loss: 0.0774 - acc: 0.9675
1650/20000 [=>............................] - ETA: 10:13 - loss: 0.0793 - acc: 0.9667
1700/20000 [=>............................] - ETA: 10:12 - loss: 0.0798 - acc: 0.9671
1750/20000 [=>............................] - ETA: 10:10 - loss: 0.0805 - acc: 0.9663
1800/20000 [=>............................] - ETA: 10:07 - loss: 0.0797 - acc: 0.9661
1850/20000 [=>............................] - ETA: 10:06 - loss: 0.0802 - acc: 0.9659
1900/20000 [=>............................] - ETA: 10:05 - loss: 0.0787 - acc: 0.9668
1950/20000 [=>............................] - ETA: 10:03 - loss: 0.0771 - acc: 0.9677
2000/20000 [==>...........................] - ETA: 10:01 - loss: 0.0756 - acc: 0.9685
2050/20000 [==>...........................] - ETA: 9:58 - loss: 0.0802 - acc: 0.9678
2100/20000 [==>...........................] - ETA: 9:58 - loss: 0.0794 - acc: 0.9681
2150/20000 [==>...........................] - ETA: 9:56 - loss: 0.0790 - acc: 0.9684
2200/20000 [==>...........................] - ETA: 9:55 - loss: 0.0789 - acc: 0.9677
2250/20000 [==>...........................] - ETA: 9:52 - loss: 0.0816 - acc: 0.9671
2300/20000 [==>...........................] - ETA: 9:51 - loss: 0.0810 - acc: 0.9670
2350/20000 [==>...........................] - ETA: 9:51 - loss: 0.0824 - acc: 0.9655
2400/20000 [==>...........................] - ETA: 9:50 - loss: 0.0839 - acc: 0.9650
2450/20000 [==>...........................] - ETA: 9:49 - loss: 0.0837 - acc: 0.9645
2500/20000 [==>...........................] - ETA: 9:48 - loss: 0.0838 - acc: 0.9644
2550/20000 [==>...........................] - ETA: 9:46 - loss: 0.0827 - acc: 0.9651
2600/20000 [==>...........................] - ETA: 9:45 - loss: 0.0820 - acc: 0.9650
2650/20000 [==>...........................] - ETA: 9:44 - loss: 0.0816 - acc: 0.9653
2700/20000 [===>..........................] - ETA: 9:42 - loss: 0.0828 - acc: 0.9648
2750/20000 [===>..........................] - ETA: 9:40 - loss: 0.0834 - acc: 0.9647
2800/20000 [===>..........................] - ETA: 9:38 - loss: 0.0833 - acc: 0.9650
2850/20000 [===>..........................] - ETA: 9:37 - loss: 0.0825 - acc: 0.9656
2900/20000 [===>..........................] - ETA: 9:36 - loss: 0.0837 - acc: 0.9645
2950/20000 [===>..........................] - ETA: 9:34 - loss: 0.0850 - acc: 0.9641
3000/20000 [===>..........................] - ETA: 9:32 - loss: 0.0853 - acc: 0.9640
3050/20000 [===>..........................] - ETA: 9:29 - loss: 0.0846 - acc: 0.9643
3100/20000 [===>..........................] - ETA: 9:28 - loss: 0.0859 - acc: 0.9639
3150/20000 [===>..........................] - ETA: 9:25 - loss: 0.0852 - acc: 0.9641
3200/20000 [===>..........................] - ETA: 9:23 - loss: 0.0841 - acc: 0.9647
3250/20000 [===>..........................] - ETA: 9:21 - loss: 0.0839 - acc: 0.9643
3300/20000 [===>..........................] - ETA: 9:20 - loss: 0.0848 - acc: 0.9642
3350/20000 [====>.........................] - ETA: 9:18 - loss: 0.0859 - acc: 0.9645
3400/20000 [====>.........................] - ETA: 9:17 - loss: 0.0866 - acc: 0.9641
3450/20000 [====>.........................] - ETA: 9:16 - loss: 0.0872 - acc: 0.9641
3500/20000 [====>.........................] - ETA: 9:14 - loss: 0.0869 - acc: 0.9640
3550/20000 [====>.........................] - ETA: 9:12 - loss: 0.0862 - acc: 0.9645
3600/20000 [====>.........................] - ETA: 9:10 - loss: 0.0853 - acc: 0.9650
3650/20000 [====>.........................] - ETA: 9:09 - loss: 0.0847 - acc: 0.9655
3700/20000 [====>.........................] - ETA: 9:06 - loss: 0.0845 - acc: 0.9657
3750/20000 [====>.........................] - ETA: 9:04 - loss: 0.0849 - acc: 0.9653
3800/20000 [====>.........................] - ETA: 9:02 - loss: 0.0846 - acc: 0.9653
3850/20000 [====>.........................] - ETA: 9:00 - loss: 0.0859 - acc: 0.9652
3900/20000 [====>.........................] - ETA: 8:59 - loss: 0.0856 - acc: 0.9656
3950/20000 [====>.........................] - ETA: 8:58 - loss: 0.0857 - acc: 0.9656
4000/20000 [=====>........................] - ETA: 8:56 - loss: 0.0863 - acc: 0.9652
4050/20000 [=====>........................] - ETA: 8:54 - loss: 0.0866 - acc: 0.9652
4100/20000 [=====>........................] - ETA: 8:52 - loss: 0.0869 - acc: 0.9651
4150/20000 [=====>........................] - ETA: 8:51 - loss: 0.0877 - acc: 0.9648
4200/20000 [=====>........................] - ETA: 8:49 - loss: 0.0878 - acc: 0.9650
4250/20000 [=====>........................] - ETA: 8:47 - loss: 0.0889 - acc: 0.9647
4300/20000 [=====>........................] - ETA: 8:45 - loss: 0.0882 - acc: 0.9651
4350/20000 [=====>........................] - ETA: 8:44 - loss: 0.0878 - acc: 0.9653
4400/20000 [=====>........................] - ETA: 8:42 - loss: 0.0877 - acc: 0.9655
4450/20000 [=====>........................] - ETA: 8:40 - loss: 0.0875 - acc: 0.9656
4500/20000 [=====>........................] - ETA: 8:38 - loss: 0.0875 - acc: 0.9653
4550/20000 [=====>........................] - ETA: 8:37 - loss: 0.0868 - acc: 0.9657
4600/20000 [=====>........................] - ETA: 8:36 - loss: 0.0866 - acc: 0.9657
4650/20000 [=====>........................] - ETA: 8:34 - loss: 0.0868 - acc: 0.9658
4700/20000 [======>.......................] - ETA: 8:33 - loss: 0.0878 - acc: 0.9657
4750/20000 [======>.......................] - ETA: 8:31 - loss: 0.0878 - acc: 0.9657
4800/20000 [======>.......................] - ETA: 8:30 - loss: 0.0877 - acc: 0.9656
4850/20000 [======>.......................] - ETA: 8:28 - loss: 0.0871 - acc: 0.9658
4900/20000 [======>.......................] - ETA: 8:26 - loss: 0.0866 - acc: 0.9659
4950/20000 [======>.......................] - ETA: 8:24 - loss: 0.0864 - acc: 0.9661
5000/20000 [======>.......................] - ETA: 8:22 - loss: 0.0859 - acc: 0.9662
5050/20000 [======>.......................] - ETA: 8:21 - loss: 0.0863 - acc: 0.9659
5100/20000 [======>.......................] - ETA: 8:19 - loss: 0.0873 - acc: 0.9657
5150/20000 [======>.......................] - ETA: 8:17 - loss: 0.0871 - acc: 0.9658
5200/20000 [======>.......................] - ETA: 8:16 - loss: 0.0872 - acc: 0.9658
5250/20000 [======>.......................] - ETA: 8:14 - loss: 0.0867 - acc: 0.9661
5300/20000 [======>.......................] - ETA: 8:13 - loss: 0.0874 - acc: 0.9658
5350/20000 [=======>......................] - ETA: 8:11 - loss: 0.0876 - acc: 0.9656
5400/20000 [=======>......................] - ETA: 8:10 - loss: 0.0874 - acc: 0.9656
5450/20000 [=======>......................] - ETA: 8:08 - loss: 0.0869 - acc: 0.9659
5500/20000 [=======>......................] - ETA: 8:06 - loss: 0.0868 - acc: 0.9655
5550/20000 [=======>......................] - ETA: 8:04 - loss: 0.0866 - acc: 0.9654
5600/20000 [=======>......................] - ETA: 8:03 - loss: 0.0865 - acc: 0.9654
5650/20000 [=======>......................] - ETA: 8:02 - loss: 0.0863 - acc: 0.9655
5700/20000 [=======>......................] - ETA: 8:00 - loss: 0.0863 - acc: 0.9654
5750/20000 [=======>......................] - ETA: 7:58 - loss: 0.0861 - acc: 0.9656
5800/20000 [=======>......................] - ETA: 7:57 - loss: 0.0862 - acc: 0.9653
5850/20000 [=======>......................] - ETA: 7:55 - loss: 0.0863 - acc: 0.9655
5900/20000 [=======>......................] - ETA: 7:53 - loss: 0.0868 - acc: 0.9654
5950/20000 [=======>......................] - ETA: 7:52 - loss: 0.0874 - acc: 0.9654
6000/20000 [========>.....................] - ETA: 7:50 - loss: 0.0880 - acc: 0.9652
6050/20000 [========>.....................] - ETA: 7:49 - loss: 0.0881 - acc: 0.9650
6100/20000 [========>.....................] - ETA: 7:47 - loss: 0.0880 - acc: 0.9651
6150/20000 [========>.....................] - ETA: 7:45 - loss: 0.0882 - acc: 0.9649
6200/20000 [========>.....................] - ETA: 7:44 - loss: 0.0879 - acc: 0.9652
6250/20000 [========>.....................] - ETA: 7:43 - loss: 0.0890 - acc: 0.9650
6300/20000 [========>.....................] - ETA: 7:41 - loss: 0.0888 - acc: 0.9649
6350/20000 [========>.....................] - ETA: 7:39 - loss: 0.0887 - acc: 0.9650
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6450/20000 [========>.....................] - ETA: 7:36 - loss: 0.0886 - acc: 0.9654
6500/20000 [========>.....................] - ETA: 7:34 - loss: 0.0888 - acc: 0.9652
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6700/20000 [=========>....................] - ETA: 7:27 - loss: 0.0892 - acc: 0.9646
6750/20000 [=========>....................] - ETA: 7:26 - loss: 0.0891 - acc: 0.9646
6800/20000 [=========>....................] - ETA: 7:24 - loss: 0.0888 - acc: 0.9646
6850/20000 [=========>....................] - ETA: 7:23 - loss: 0.0886 - acc: 0.9647
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6950/20000 [=========>....................] - ETA: 7:19 - loss: 0.0888 - acc: 0.9645
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7050/20000 [=========>....................] - ETA: 7:16 - loss: 0.0881 - acc: 0.9648
7100/20000 [=========>....................] - ETA: 7:15 - loss: 0.0878 - acc: 0.9649
7150/20000 [=========>....................] - ETA: 7:13 - loss: 0.0876 - acc: 0.9650
7200/20000 [=========>....................] - ETA: 7:11 - loss: 0.0884 - acc: 0.9644
7250/20000 [=========>....................] - ETA: 7:10 - loss: 0.0880 - acc: 0.9647
7300/20000 [=========>....................] - ETA: 7:08 - loss: 0.0884 - acc: 0.9645
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7450/20000 [==========>...................] - ETA: 7:03 - loss: 0.0889 - acc: 0.9644
7500/20000 [==========>...................] - ETA: 7:02 - loss: 0.0888 - acc: 0.9644
7550/20000 [==========>...................] - ETA: 7:00 - loss: 0.0892 - acc: 0.9644
7600/20000 [==========>...................] - ETA: 6:59 - loss: 0.0893 - acc: 0.9643
7650/20000 [==========>...................] - ETA: 6:57 - loss: 0.0889 - acc: 0.9644
7700/20000 [==========>...................] - ETA: 6:55 - loss: 0.0888 - acc: 0.9643
7750/20000 [==========>...................] - ETA: 6:54 - loss: 0.0900 - acc: 0.9640
7800/20000 [==========>...................] - ETA: 6:52 - loss: 0.0900 - acc: 0.9640
7850/20000 [==========>...................] - ETA: 6:50 - loss: 0.0902 - acc: 0.9638
7900/20000 [==========>...................] - ETA: 6:49 - loss: 0.0913 - acc: 0.9634
7950/20000 [==========>...................] - ETA: 6:47 - loss: 0.0916 - acc: 0.9631
8000/20000 [===========>..................] - ETA: 6:46 - loss: 0.0919 - acc: 0.9629
8050/20000 [===========>..................] - ETA: 6:44 - loss: 0.0918 - acc: 0.9630
8100/20000 [===========>..................] - ETA: 6:42 - loss: 0.0917 - acc: 0.9628
8150/20000 [===========>..................] - ETA: 6:40 - loss: 0.0921 - acc: 0.9628
8200/20000 [===========>..................] - ETA: 6:39 - loss: 0.0940 - acc: 0.9623
8250/20000 [===========>..................] - ETA: 6:37 - loss: 0.0944 - acc: 0.9619
8300/20000 [===========>..................] - ETA: 6:35 - loss: 0.0944 - acc: 0.9619
8350/20000 [===========>..................] - ETA: 6:34 - loss: 0.0947 - acc: 0.9614
8400/20000 [===========>..................] - ETA: 6:32 - loss: 0.0943 - acc: 0.9617
8450/20000 [===========>..................] - ETA: 6:30 - loss: 0.0948 - acc: 0.9614
8500/20000 [===========>..................] - ETA: 6:28 - loss: 0.0944 - acc: 0.9616
8550/20000 [===========>..................] - ETA: 6:26 - loss: 0.0943 - acc: 0.9616
8600/20000 [===========>..................] - ETA: 6:25 - loss: 0.0938 - acc: 0.9619
8650/20000 [===========>..................] - ETA: 6:23 - loss: 0.0941 - acc: 0.9616
8700/20000 [============>.................] - ETA: 6:21 - loss: 0.0946 - acc: 0.9616
8750/20000 [============>.................] - ETA: 6:19 - loss: 0.0952 - acc: 0.9615
8800/20000 [============>.................] - ETA: 6:18 - loss: 0.0950 - acc: 0.9616
8850/20000 [============>.................] - ETA: 6:16 - loss: 0.0948 - acc: 0.9618
8900/20000 [============>.................] - ETA: 6:14 - loss: 0.0951 - acc: 0.9617
8950/20000 [============>.................] - ETA: 6:13 - loss: 0.0948 - acc: 0.9619
9000/20000 [============>.................] - ETA: 6:11 - loss: 0.0952 - acc: 0.9619
9050/20000 [============>.................] - ETA: 6:09 - loss: 0.0949 - acc: 0.9621
9100/20000 [============>.................] - ETA: 6:07 - loss: 0.0950 - acc: 0.9621
9150/20000 [============>.................] - ETA: 6:05 - loss: 0.0950 - acc: 0.9619
9200/20000 [============>.................] - ETA: 6:04 - loss: 0.0952 - acc: 0.9618
9250/20000 [============>.................] - ETA: 6:02 - loss: 0.0953 - acc: 0.9617
9300/20000 [============>.................] - ETA: 6:00 - loss: 0.0952 - acc: 0.9617
9350/20000 [=============>................] - ETA: 5:58 - loss: 0.0950 - acc: 0.9618
9400/20000 [=============>................] - ETA: 5:57 - loss: 0.0955 - acc: 0.9616
9450/20000 [=============>................] - ETA: 5:55 - loss: 0.0952 - acc: 0.9618
9500/20000 [=============>................] - ETA: 5:53 - loss: 0.0952 - acc: 0.9617
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9600/20000 [=============>................] - ETA: 5:50 - loss: 0.0964 - acc: 0.9616
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9800/20000 [=============>................] - ETA: 5:44 - loss: 0.0968 - acc: 0.9614
9850/20000 [=============>................] - ETA: 5:42 - loss: 0.0969 - acc: 0.9612
9900/20000 [=============>................] - ETA: 5:40 - loss: 0.0967 - acc: 0.9613
9950/20000 [=============>................] - ETA: 5:39 - loss: 0.0965 - acc: 0.9615
10000/20000 [==============>...............] - ETA: 5:37 - loss: 0.0963 - acc: 0.9617
10050/20000 [==============>...............] - ETA: 5:35 - loss: 0.0964 - acc: 0.9616
10100/20000 [==============>...............] - ETA: 5:33 - loss: 0.0963 - acc: 0.9617
10150/20000 [==============>...............] - ETA: 5:32 - loss: 0.0962 - acc: 0.9618
10200/20000 [==============>...............] - ETA: 5:30 - loss: 0.0961 - acc: 0.9619
10250/20000 [==============>...............] - ETA: 5:28 - loss: 0.0969 - acc: 0.9617
10300/20000 [==============>...............] - ETA: 5:27 - loss: 0.0971 - acc: 0.9617
10350/20000 [==============>...............] - ETA: 5:25 - loss: 0.0969 - acc: 0.9616
10400/20000 [==============>...............] - ETA: 5:23 - loss: 0.0973 - acc: 0.9614
10450/20000 [==============>...............] - ETA: 5:21 - loss: 0.0973 - acc: 0.9613
10500/20000 [==============>...............] - ETA: 5:19 - loss: 0.0973 - acc: 0.9612
10550/20000 [==============>...............] - ETA: 5:18 - loss: 0.0973 - acc: 0.9612
10600/20000 [==============>...............] - ETA: 5:16 - loss: 0.0975 - acc: 0.9611
10650/20000 [==============>...............] - ETA: 5:14 - loss: 0.0972 - acc: 0.9613
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10800/20000 [===============>..............] - ETA: 5:09 - loss: 0.0969 - acc: 0.9614
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11000/20000 [===============>..............] - ETA: 5:03 - loss: 0.0964 - acc: 0.9615
11050/20000 [===============>..............] - ETA: 5:01 - loss: 0.0969 - acc: 0.9614
11100/20000 [===============>..............] - ETA: 4:59 - loss: 0.0968 - acc: 0.9614
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11200/20000 [===============>..............] - ETA: 4:56 - loss: 0.0971 - acc: 0.9612
11250/20000 [===============>..............] - ETA: 4:54 - loss: 0.0974 - acc: 0.9611
11300/20000 [===============>..............] - ETA: 4:52 - loss: 0.0987 - acc: 0.9607
11350/20000 [================>.............] - ETA: 4:51 - loss: 0.0989 - acc: 0.9608
11400/20000 [================>.............] - ETA: 4:49 - loss: 0.0986 - acc: 0.9610
11450/20000 [================>.............] - ETA: 4:47 - loss: 0.0984 - acc: 0.9610
11500/20000 [================>.............] - ETA: 4:46 - loss: 0.0986 - acc: 0.9608
11550/20000 [================>.............] - ETA: 4:44 - loss: 0.0985 - acc: 0.9608
11600/20000 [================>.............] - ETA: 4:42 - loss: 0.0986 - acc: 0.9607
11650/20000 [================>.............] - ETA: 4:40 - loss: 0.0989 - acc: 0.9606
11700/20000 [================>.............] - ETA: 4:39 - loss: 0.0995 - acc: 0.9603
11750/20000 [================>.............] - ETA: 4:37 - loss: 0.0993 - acc: 0.9604
11800/20000 [================>.............] - ETA: 4:35 - loss: 0.0992 - acc: 0.9605
11850/20000 [================>.............] - ETA: 4:34 - loss: 0.0997 - acc: 0.9603
11900/20000 [================>.............] - ETA: 4:32 - loss: 0.1000 - acc: 0.9602
11950/20000 [================>.............] - ETA: 4:30 - loss: 0.0999 - acc: 0.9602
12000/20000 [=================>............] - ETA: 4:29 - loss: 0.1003 - acc: 0.9600
12050/20000 [=================>............] - ETA: 4:27 - loss: 0.1003 - acc: 0.9599
12100/20000 [=================>............] - ETA: 4:25 - loss: 0.1013 - acc: 0.9598
12150/20000 [=================>............] - ETA: 4:24 - loss: 0.1016 - acc: 0.9598
12200/20000 [=================>............] - ETA: 4:22 - loss: 0.1014 - acc: 0.9599
12250/20000 [=================>............] - ETA: 4:20 - loss: 0.1014 - acc: 0.9598
12300/20000 [=================>............] - ETA: 4:19 - loss: 0.1013 - acc: 0.9599
12350/20000 [=================>............] - ETA: 4:17 - loss: 0.1015 - acc: 0.9599
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12450/20000 [=================>............] - ETA: 4:13 - loss: 0.1016 - acc: 0.9598
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12600/20000 [=================>............] - ETA: 4:08 - loss: 0.1024 - acc: 0.9597
12650/20000 [=================>............] - ETA: 4:07 - loss: 0.1025 - acc: 0.9596
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13350/20000 [===================>..........] - ETA: 3:44 - loss: 0.1021 - acc: 0.9604
13400/20000 [===================>..........] - ETA: 3:42 - loss: 0.1021 - acc: 0.9602
13450/20000 [===================>..........] - ETA: 3:41 - loss: 0.1019 - acc: 0.9604
13500/20000 [===================>..........] - ETA: 3:39 - loss: 0.1021 - acc: 0.9602
13550/20000 [===================>..........] - ETA: 3:37 - loss: 0.1021 - acc: 0.9602
13600/20000 [===================>..........] - ETA: 3:36 - loss: 0.1020 - acc: 0.9603
13650/20000 [===================>..........] - ETA: 3:34 - loss: 0.1025 - acc: 0.9602
13700/20000 [===================>..........] - ETA: 3:33 - loss: 0.1034 - acc: 0.9601
13750/20000 [===================>..........] - ETA: 3:31 - loss: 0.1032 - acc: 0.9601
13800/20000 [===================>..........] - ETA: 3:29 - loss: 0.1034 - acc: 0.9601
13850/20000 [===================>..........] - ETA: 3:28 - loss: 0.1033 - acc: 0.9602
13900/20000 [===================>..........] - ETA: 3:26 - loss: 0.1037 - acc: 0.9600
13950/20000 [===================>..........] - ETA: 3:24 - loss: 0.1036 - acc: 0.9600
14000/20000 [====================>.........] - ETA: 3:23 - loss: 0.1040 - acc: 0.9599
14050/20000 [====================>.........] - ETA: 3:21 - loss: 0.1044 - acc: 0.9596
14100/20000 [====================>.........] - ETA: 3:19 - loss: 0.1043 - acc: 0.9596
14150/20000 [====================>.........] - ETA: 3:18 - loss: 0.1045 - acc: 0.9595
14200/20000 [====================>.........] - ETA: 3:16 - loss: 0.1046 - acc: 0.9595
14250/20000 [====================>.........] - ETA: 3:14 - loss: 0.1048 - acc: 0.9594
14300/20000 [====================>.........] - ETA: 3:13 - loss: 0.1047 - acc: 0.9596
14350/20000 [====================>.........] - ETA: 3:11 - loss: 0.1048 - acc: 0.9594
14400/20000 [====================>.........] - ETA: 3:09 - loss: 0.1053 - acc: 0.9591
14450/20000 [====================>.........] - ETA: 3:08 - loss: 0.1053 - acc: 0.9592
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14550/20000 [====================>.........] - ETA: 3:05 - loss: 0.1057 - acc: 0.9591
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15550/20000 [======================>.......] - ETA: 2:31 - loss: 0.1050 - acc: 0.9592
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15650/20000 [======================>.......] - ETA: 2:28 - loss: 0.1051 - acc: 0.9592
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15750/20000 [======================>.......] - ETA: 2:24 - loss: 0.1050 - acc: 0.9593
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17250/20000 [========================>.....] - ETA: 1:33 - loss: 0.1054 - acc: 0.9592
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18700/20000 [===========================>..] - ETA: 44s - loss: 0.1052 - acc: 0.9595
18750/20000 [===========================>..] - ETA: 42s - loss: 0.1056 - acc: 0.9594
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19050/20000 [===========================>..] - ETA: 32s - loss: 0.1051 - acc: 0.9595
19100/20000 [===========================>..] - ETA: 30s - loss: 0.1050 - acc: 0.9596
19150/20000 [===========================>..] - ETA: 29s - loss: 0.1050 - acc: 0.9596
19200/20000 [===========================>..] - ETA: 27s - loss: 0.1050 - acc: 0.9596
19250/20000 [===========================>..] - ETA: 25s - loss: 0.1051 - acc: 0.9596
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1051 - acc: 0.9596
19350/20000 [============================>.] - ETA: 22s - loss: 0.1051 - acc: 0.9595
19400/20000 [============================>.] - ETA: 20s - loss: 0.1050 - acc: 0.9596
19450/20000 [============================>.] - ETA: 18s - loss: 0.1048 - acc: 0.9597
19500/20000 [============================>.] - ETA: 17s - loss: 0.1046 - acc: 0.9598
19550/20000 [============================>.] - ETA: 15s - loss: 0.1047 - acc: 0.9597
19600/20000 [============================>.] - ETA: 13s - loss: 0.1047 - acc: 0.9597
19650/20000 [============================>.] - ETA: 11s - loss: 0.1048 - acc: 0.9596
19700/20000 [============================>.] - ETA: 10s - loss: 0.1050 - acc: 0.9596
19750/20000 [============================>.] - ETA: 8s - loss: 0.1049 - acc: 0.9596
19800/20000 [============================>.] - ETA: 6s - loss: 0.1055 - acc: 0.9594
19850/20000 [============================>.] - ETA: 5s - loss: 0.1058 - acc: 0.9592
19900/20000 [============================>.] - ETA: 3s - loss: 0.1058 - acc: 0.9592
19950/20000 [============================>.] - ETA: 1s - loss: 0.1056 - acc: 0.9592
20000/20000 [==============================] - 694s 35ms/step - loss: 0.1057 - acc: 0.9593 - val_loss: 0.8856 - val_acc: 0.7602
Epoch 46/50
50/20000 [..............................] - ETA: 12:39 - loss: 0.1428 - acc: 0.9200
100/20000 [..............................] - ETA: 12:37 - loss: 0.1313 - acc: 0.9400
150/20000 [..............................] - ETA: 12:53 - loss: 0.1037 - acc: 0.9600
200/20000 [..............................] - ETA: 13:07 - loss: 0.0972 - acc: 0.9650
250/20000 [..............................] - ETA: 13:03 - loss: 0.1142 - acc: 0.9600
300/20000 [..............................] - ETA: 12:43 - loss: 0.1222 - acc: 0.9567
350/20000 [..............................] - ETA: 12:32 - loss: 0.1184 - acc: 0.9571
400/20000 [..............................] - ETA: 12:23 - loss: 0.1125 - acc: 0.9600
450/20000 [..............................] - ETA: 12:12 - loss: 0.1159 - acc: 0.9578
500/20000 [..............................] - ETA: 12:09 - loss: 0.1140 - acc: 0.9580
550/20000 [..............................] - ETA: 12:00 - loss: 0.1198 - acc: 0.9545
600/20000 [..............................] - ETA: 11:55 - loss: 0.1139 - acc: 0.9567
650/20000 [..............................] - ETA: 11:54 - loss: 0.1115 - acc: 0.9569
700/20000 [>.............................] - ETA: 11:52 - loss: 0.1119 - acc: 0.9571
750/20000 [>.............................] - ETA: 11:45 - loss: 0.1130 - acc: 0.9547
800/20000 [>.............................] - ETA: 11:47 - loss: 0.1164 - acc: 0.9550
850/20000 [>.............................] - ETA: 11:43 - loss: 0.1184 - acc: 0.9541
900/20000 [>.............................] - ETA: 11:38 - loss: 0.1138 - acc: 0.9567
950/20000 [>.............................] - ETA: 11:35 - loss: 0.1118 - acc: 0.9579
1000/20000 [>.............................] - ETA: 11:34 - loss: 0.1114 - acc: 0.9570
1050/20000 [>.............................] - ETA: 11:33 - loss: 0.1155 - acc: 0.9543
1100/20000 [>.............................] - ETA: 11:30 - loss: 0.1176 - acc: 0.9518
1150/20000 [>.............................] - ETA: 11:28 - loss: 0.1148 - acc: 0.9539
1200/20000 [>.............................] - ETA: 11:24 - loss: 0.1132 - acc: 0.9550
1250/20000 [>.............................] - ETA: 11:25 - loss: 0.1105 - acc: 0.9568
1300/20000 [>.............................] - ETA: 11:24 - loss: 0.1078 - acc: 0.9577
1350/20000 [=>............................] - ETA: 11:23 - loss: 0.1094 - acc: 0.9578
1400/20000 [=>............................] - ETA: 11:25 - loss: 0.1093 - acc: 0.9579
1450/20000 [=>............................] - ETA: 11:25 - loss: 0.1072 - acc: 0.9586
1500/20000 [=>............................] - ETA: 11:28 - loss: 0.1084 - acc: 0.9587
1550/20000 [=>............................] - ETA: 11:27 - loss: 0.1064 - acc: 0.9594
1600/20000 [=>............................] - ETA: 11:26 - loss: 0.1078 - acc: 0.9600
1650/20000 [=>............................] - ETA: 11:25 - loss: 0.1089 - acc: 0.9582
1700/20000 [=>............................] - ETA: 11:26 - loss: 0.1107 - acc: 0.9576
1750/20000 [=>............................] - ETA: 11:22 - loss: 0.1101 - acc: 0.9577
1800/20000 [=>............................] - ETA: 11:22 - loss: 0.1093 - acc: 0.9583
1850/20000 [=>............................] - ETA: 11:18 - loss: 0.1083 - acc: 0.9584
1900/20000 [=>............................] - ETA: 11:15 - loss: 0.1085 - acc: 0.9579
1950/20000 [=>............................] - ETA: 11:14 - loss: 0.1070 - acc: 0.9585
2000/20000 [==>...........................] - ETA: 11:10 - loss: 0.1101 - acc: 0.9565
2050/20000 [==>...........................] - ETA: 11:08 - loss: 0.1147 - acc: 0.9556
2100/20000 [==>...........................] - ETA: 11:05 - loss: 0.1146 - acc: 0.9557
2150/20000 [==>...........................] - ETA: 11:03 - loss: 0.1124 - acc: 0.9567
2200/20000 [==>...........................] - ETA: 11:01 - loss: 0.1109 - acc: 0.9573
2250/20000 [==>...........................] - ETA: 10:57 - loss: 0.1116 - acc: 0.9564
2300/20000 [==>...........................] - ETA: 10:55 - loss: 0.1116 - acc: 0.9561
2350/20000 [==>...........................] - ETA: 10:55 - loss: 0.1112 - acc: 0.9562
2400/20000 [==>...........................] - ETA: 10:54 - loss: 0.1100 - acc: 0.9567
2450/20000 [==>...........................] - ETA: 10:52 - loss: 0.1086 - acc: 0.9571
2500/20000 [==>...........................] - ETA: 10:51 - loss: 0.1091 - acc: 0.9568
2550/20000 [==>...........................] - ETA: 10:48 - loss: 0.1076 - acc: 0.9576
2600/20000 [==>...........................] - ETA: 10:48 - loss: 0.1073 - acc: 0.9577
2650/20000 [==>...........................] - ETA: 10:45 - loss: 0.1076 - acc: 0.9574
2700/20000 [===>..........................] - ETA: 10:45 - loss: 0.1060 - acc: 0.9581
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2800/20000 [===>..........................] - ETA: 10:42 - loss: 0.1054 - acc: 0.9589
2850/20000 [===>..........................] - ETA: 10:41 - loss: 0.1062 - acc: 0.9586
2900/20000 [===>..........................] - ETA: 10:38 - loss: 0.1069 - acc: 0.9583
2950/20000 [===>..........................] - ETA: 10:35 - loss: 0.1056 - acc: 0.9590
3000/20000 [===>..........................] - ETA: 10:32 - loss: 0.1045 - acc: 0.9597
3050/20000 [===>..........................] - ETA: 10:29 - loss: 0.1034 - acc: 0.9600
3100/20000 [===>..........................] - ETA: 10:26 - loss: 0.1034 - acc: 0.9597
3150/20000 [===>..........................] - ETA: 10:24 - loss: 0.1026 - acc: 0.9600
3200/20000 [===>..........................] - ETA: 10:21 - loss: 0.1018 - acc: 0.9603
3250/20000 [===>..........................] - ETA: 10:18 - loss: 0.1025 - acc: 0.9600
3300/20000 [===>..........................] - ETA: 10:15 - loss: 0.1023 - acc: 0.9597
3350/20000 [====>.........................] - ETA: 10:12 - loss: 0.1041 - acc: 0.9594
3400/20000 [====>.........................] - ETA: 10:10 - loss: 0.1056 - acc: 0.9588
3450/20000 [====>.........................] - ETA: 10:07 - loss: 0.1063 - acc: 0.9583
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3600/20000 [====>.........................] - ETA: 10:01 - loss: 0.1070 - acc: 0.9578
3650/20000 [====>.........................] - ETA: 9:58 - loss: 0.1062 - acc: 0.9581
3700/20000 [====>.........................] - ETA: 9:55 - loss: 0.1055 - acc: 0.9581
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3800/20000 [====>.........................] - ETA: 9:49 - loss: 0.1048 - acc: 0.9589
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3900/20000 [====>.........................] - ETA: 9:45 - loss: 0.1053 - acc: 0.9582
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4000/20000 [=====>........................] - ETA: 9:40 - loss: 0.1066 - acc: 0.9573
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4100/20000 [=====>........................] - ETA: 9:35 - loss: 0.1073 - acc: 0.9568
4150/20000 [=====>........................] - ETA: 9:34 - loss: 0.1072 - acc: 0.9569
4200/20000 [=====>........................] - ETA: 9:32 - loss: 0.1064 - acc: 0.9571
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4300/20000 [=====>........................] - ETA: 9:28 - loss: 0.1069 - acc: 0.9565
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17650/20000 [=========================>....] - ETA: 1:20 - loss: 0.1038 - acc: 0.9597
17700/20000 [=========================>....] - ETA: 1:19 - loss: 0.1037 - acc: 0.9598
17750/20000 [=========================>....] - ETA: 1:17 - loss: 0.1036 - acc: 0.9598
17800/20000 [=========================>....] - ETA: 1:15 - loss: 0.1037 - acc: 0.9597
17850/20000 [=========================>....] - ETA: 1:13 - loss: 0.1040 - acc: 0.9597
17900/20000 [=========================>....] - ETA: 1:12 - loss: 0.1040 - acc: 0.9597
17950/20000 [=========================>....] - ETA: 1:10 - loss: 0.1038 - acc: 0.9598
18000/20000 [==========================>...] - ETA: 1:08 - loss: 0.1041 - acc: 0.9596
18050/20000 [==========================>...] - ETA: 1:06 - loss: 0.1043 - acc: 0.9596
18100/20000 [==========================>...] - ETA: 1:05 - loss: 0.1048 - acc: 0.9594
18150/20000 [==========================>...] - ETA: 1:03 - loss: 0.1047 - acc: 0.9594
18200/20000 [==========================>...] - ETA: 1:01 - loss: 0.1053 - acc: 0.9593
18250/20000 [==========================>...] - ETA: 1:00 - loss: 0.1052 - acc: 0.9593
18300/20000 [==========================>...] - ETA: 58s - loss: 0.1054 - acc: 0.9593
18350/20000 [==========================>...] - ETA: 56s - loss: 0.1056 - acc: 0.9591
18400/20000 [==========================>...] - ETA: 54s - loss: 0.1058 - acc: 0.9590
18450/20000 [==========================>...] - ETA: 53s - loss: 0.1057 - acc: 0.9590
18500/20000 [==========================>...] - ETA: 51s - loss: 0.1057 - acc: 0.9591
18550/20000 [==========================>...] - ETA: 49s - loss: 0.1060 - acc: 0.9591
18600/20000 [==========================>...] - ETA: 47s - loss: 0.1063 - acc: 0.9591
18650/20000 [==========================>...] - ETA: 46s - loss: 0.1062 - acc: 0.9591
18700/20000 [===========================>..] - ETA: 44s - loss: 0.1061 - acc: 0.9592
18750/20000 [===========================>..] - ETA: 42s - loss: 0.1059 - acc: 0.9593
18800/20000 [===========================>..] - ETA: 41s - loss: 0.1057 - acc: 0.9594
18850/20000 [===========================>..] - ETA: 39s - loss: 0.1056 - acc: 0.9594
18900/20000 [===========================>..] - ETA: 37s - loss: 0.1055 - acc: 0.9594
18950/20000 [===========================>..] - ETA: 35s - loss: 0.1054 - acc: 0.9595
19000/20000 [===========================>..] - ETA: 34s - loss: 0.1054 - acc: 0.9595
19050/20000 [===========================>..] - ETA: 32s - loss: 0.1053 - acc: 0.9596
19100/20000 [===========================>..] - ETA: 30s - loss: 0.1051 - acc: 0.9596
19150/20000 [===========================>..] - ETA: 29s - loss: 0.1052 - acc: 0.9596
19200/20000 [===========================>..] - ETA: 27s - loss: 0.1053 - acc: 0.9595
19250/20000 [===========================>..] - ETA: 25s - loss: 0.1051 - acc: 0.9596
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1052 - acc: 0.9595
19350/20000 [============================>.] - ETA: 22s - loss: 0.1050 - acc: 0.9595
19400/20000 [============================>.] - ETA: 20s - loss: 0.1052 - acc: 0.9594
19450/20000 [============================>.] - ETA: 18s - loss: 0.1050 - acc: 0.9595
19500/20000 [============================>.] - ETA: 17s - loss: 0.1049 - acc: 0.9596
19550/20000 [============================>.] - ETA: 15s - loss: 0.1049 - acc: 0.9597
19600/20000 [============================>.] - ETA: 13s - loss: 0.1047 - acc: 0.9598
19650/20000 [============================>.] - ETA: 11s - loss: 0.1047 - acc: 0.9598
19700/20000 [============================>.] - ETA: 10s - loss: 0.1046 - acc: 0.9598
19750/20000 [============================>.] - ETA: 8s - loss: 0.1047 - acc: 0.9598
19800/20000 [============================>.] - ETA: 6s - loss: 0.1047 - acc: 0.9597
19850/20000 [============================>.] - ETA: 5s - loss: 0.1047 - acc: 0.9598
19900/20000 [============================>.] - ETA: 3s - loss: 0.1049 - acc: 0.9597
19950/20000 [============================>.] - ETA: 1s - loss: 0.1047 - acc: 0.9598
20000/20000 [==============================] - 693s 35ms/step - loss: 0.1048 - acc: 0.9597 - val_loss: 0.7034 - val_acc: 0.8066
Epoch 47/50
50/20000 [..............................] - ETA: 9:23 - loss: 0.0787 - acc: 0.9600
100/20000 [..............................] - ETA: 9:57 - loss: 0.0961 - acc: 0.9500
150/20000 [..............................] - ETA: 10:04 - loss: 0.0826 - acc: 0.9600
200/20000 [..............................] - ETA: 10:13 - loss: 0.0928 - acc: 0.9550
250/20000 [..............................] - ETA: 10:16 - loss: 0.0815 - acc: 0.9600
300/20000 [..............................] - ETA: 10:15 - loss: 0.0785 - acc: 0.9633
350/20000 [..............................] - ETA: 10:09 - loss: 0.0761 - acc: 0.9657
400/20000 [..............................] - ETA: 10:11 - loss: 0.0828 - acc: 0.9625
450/20000 [..............................] - ETA: 10:08 - loss: 0.0907 - acc: 0.9600
500/20000 [..............................] - ETA: 10:08 - loss: 0.0889 - acc: 0.9600
550/20000 [..............................] - ETA: 10:14 - loss: 0.0920 - acc: 0.9582
600/20000 [..............................] - ETA: 10:19 - loss: 0.0899 - acc: 0.9583
650/20000 [..............................] - ETA: 10:14 - loss: 0.0890 - acc: 0.9600
700/20000 [>.............................] - ETA: 10:14 - loss: 0.0904 - acc: 0.9600
750/20000 [>.............................] - ETA: 10:16 - loss: 0.0896 - acc: 0.9613
800/20000 [>.............................] - ETA: 10:19 - loss: 0.0866 - acc: 0.9638
850/20000 [>.............................] - ETA: 10:17 - loss: 0.0890 - acc: 0.9635
900/20000 [>.............................] - ETA: 10:18 - loss: 0.0906 - acc: 0.9633
950/20000 [>.............................] - ETA: 10:20 - loss: 0.0915 - acc: 0.9632
1000/20000 [>.............................] - ETA: 10:20 - loss: 0.0897 - acc: 0.9650
1050/20000 [>.............................] - ETA: 10:16 - loss: 0.0878 - acc: 0.9648
1100/20000 [>.............................] - ETA: 10:14 - loss: 0.0882 - acc: 0.9645
1150/20000 [>.............................] - ETA: 10:16 - loss: 0.0895 - acc: 0.9652
1200/20000 [>.............................] - ETA: 10:12 - loss: 0.0923 - acc: 0.9658
1250/20000 [>.............................] - ETA: 10:07 - loss: 0.0928 - acc: 0.9656
1300/20000 [>.............................] - ETA: 10:08 - loss: 0.0924 - acc: 0.9654
1350/20000 [=>............................] - ETA: 10:06 - loss: 0.0915 - acc: 0.9659
1400/20000 [=>............................] - ETA: 10:05 - loss: 0.0922 - acc: 0.9650
1450/20000 [=>............................] - ETA: 10:01 - loss: 0.0926 - acc: 0.9648
1500/20000 [=>............................] - ETA: 10:00 - loss: 0.0963 - acc: 0.9633
1550/20000 [=>............................] - ETA: 9:59 - loss: 0.0958 - acc: 0.9632
1600/20000 [=>............................] - ETA: 9:57 - loss: 0.0977 - acc: 0.9612
1650/20000 [=>............................] - ETA: 9:54 - loss: 0.0956 - acc: 0.9624
1700/20000 [=>............................] - ETA: 9:51 - loss: 0.0940 - acc: 0.9629
1750/20000 [=>............................] - ETA: 9:50 - loss: 0.0951 - acc: 0.9629
1800/20000 [=>............................] - ETA: 9:49 - loss: 0.0948 - acc: 0.9639
1850/20000 [=>............................] - ETA: 9:46 - loss: 0.0947 - acc: 0.9643
1900/20000 [=>............................] - ETA: 9:46 - loss: 0.0944 - acc: 0.9637
1950/20000 [=>............................] - ETA: 9:44 - loss: 0.0953 - acc: 0.9636
2000/20000 [==>...........................] - ETA: 9:41 - loss: 0.0944 - acc: 0.9640
2050/20000 [==>...........................] - ETA: 9:39 - loss: 0.0939 - acc: 0.9639
2100/20000 [==>...........................] - ETA: 9:37 - loss: 0.0925 - acc: 0.9643
2150/20000 [==>...........................] - ETA: 9:36 - loss: 0.0951 - acc: 0.9642
2200/20000 [==>...........................] - ETA: 9:35 - loss: 0.0957 - acc: 0.9636
2250/20000 [==>...........................] - ETA: 9:33 - loss: 0.0944 - acc: 0.9640
2300/20000 [==>...........................] - ETA: 9:31 - loss: 0.0933 - acc: 0.9643
2350/20000 [==>...........................] - ETA: 9:31 - loss: 0.0953 - acc: 0.9626
2400/20000 [==>...........................] - ETA: 9:30 - loss: 0.0943 - acc: 0.9633
2450/20000 [==>...........................] - ETA: 9:29 - loss: 0.0938 - acc: 0.9637
2500/20000 [==>...........................] - ETA: 9:28 - loss: 0.0959 - acc: 0.9632
2550/20000 [==>...........................] - ETA: 9:26 - loss: 0.0951 - acc: 0.9635
2600/20000 [==>...........................] - ETA: 9:25 - loss: 0.0955 - acc: 0.9631
2650/20000 [==>...........................] - ETA: 9:22 - loss: 0.0951 - acc: 0.9630
2700/20000 [===>..........................] - ETA: 9:20 - loss: 0.0948 - acc: 0.9630
2750/20000 [===>..........................] - ETA: 9:17 - loss: 0.0940 - acc: 0.9636
2800/20000 [===>..........................] - ETA: 9:15 - loss: 0.0933 - acc: 0.9639
2850/20000 [===>..........................] - ETA: 9:14 - loss: 0.0929 - acc: 0.9642
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.0917 - acc: 0.9648
2950/20000 [===>..........................] - ETA: 9:09 - loss: 0.0907 - acc: 0.9651
3000/20000 [===>..........................] - ETA: 9:07 - loss: 0.0927 - acc: 0.9647
3050/20000 [===>..........................] - ETA: 9:05 - loss: 0.0924 - acc: 0.9649
3100/20000 [===>..........................] - ETA: 9:03 - loss: 0.0950 - acc: 0.9645
3150/20000 [===>..........................] - ETA: 9:01 - loss: 0.0938 - acc: 0.9651
3200/20000 [===>..........................] - ETA: 8:59 - loss: 0.0939 - acc: 0.9647
3250/20000 [===>..........................] - ETA: 8:58 - loss: 0.0937 - acc: 0.9649
3300/20000 [===>..........................] - ETA: 8:56 - loss: 0.0942 - acc: 0.9642
3350/20000 [====>.........................] - ETA: 8:55 - loss: 0.0933 - acc: 0.9648
3400/20000 [====>.........................] - ETA: 8:54 - loss: 0.0951 - acc: 0.9644
3450/20000 [====>.........................] - ETA: 8:52 - loss: 0.0958 - acc: 0.9641
3500/20000 [====>.........................] - ETA: 8:50 - loss: 0.0955 - acc: 0.9643
3550/20000 [====>.........................] - ETA: 8:49 - loss: 0.0951 - acc: 0.9645
3600/20000 [====>.........................] - ETA: 8:48 - loss: 0.0952 - acc: 0.9644
3650/20000 [====>.........................] - ETA: 8:47 - loss: 0.0948 - acc: 0.9647
3700/20000 [====>.........................] - ETA: 8:46 - loss: 0.0954 - acc: 0.9646
3750/20000 [====>.........................] - ETA: 8:44 - loss: 0.0946 - acc: 0.9648
3800/20000 [====>.........................] - ETA: 8:42 - loss: 0.0945 - acc: 0.9645
3850/20000 [====>.........................] - ETA: 8:41 - loss: 0.0951 - acc: 0.9642
3900/20000 [====>.........................] - ETA: 8:39 - loss: 0.0950 - acc: 0.9644
3950/20000 [====>.........................] - ETA: 8:38 - loss: 0.0953 - acc: 0.9641
4000/20000 [=====>........................] - ETA: 8:37 - loss: 0.0948 - acc: 0.9638
4050/20000 [=====>........................] - ETA: 8:35 - loss: 0.0942 - acc: 0.9640
4100/20000 [=====>........................] - ETA: 8:34 - loss: 0.0958 - acc: 0.9637
4150/20000 [=====>........................] - ETA: 8:32 - loss: 0.0953 - acc: 0.9641
4200/20000 [=====>........................] - ETA: 8:30 - loss: 0.0967 - acc: 0.9638
4250/20000 [=====>........................] - ETA: 8:29 - loss: 0.0959 - acc: 0.9642
4300/20000 [=====>........................] - ETA: 8:28 - loss: 0.0972 - acc: 0.9635
4350/20000 [=====>........................] - ETA: 8:26 - loss: 0.0977 - acc: 0.9632
4400/20000 [=====>........................] - ETA: 8:24 - loss: 0.0979 - acc: 0.9627
4450/20000 [=====>........................] - ETA: 8:22 - loss: 0.0977 - acc: 0.9627
4500/20000 [=====>........................] - ETA: 8:20 - loss: 0.0971 - acc: 0.9629
4550/20000 [=====>........................] - ETA: 8:19 - loss: 0.0979 - acc: 0.9629
4600/20000 [=====>........................] - ETA: 8:17 - loss: 0.0972 - acc: 0.9633
4650/20000 [=====>........................] - ETA: 8:16 - loss: 0.0971 - acc: 0.9632
4700/20000 [======>.......................] - ETA: 8:14 - loss: 0.0966 - acc: 0.9634
4750/20000 [======>.......................] - ETA: 8:12 - loss: 0.0964 - acc: 0.9632
4800/20000 [======>.......................] - ETA: 8:11 - loss: 0.0986 - acc: 0.9629
4850/20000 [======>.......................] - ETA: 8:09 - loss: 0.0981 - acc: 0.9631
4900/20000 [======>.......................] - ETA: 8:08 - loss: 0.0988 - acc: 0.9629
4950/20000 [======>.......................] - ETA: 8:06 - loss: 0.0981 - acc: 0.9632
5000/20000 [======>.......................] - ETA: 8:05 - loss: 0.0977 - acc: 0.9632
5050/20000 [======>.......................] - ETA: 8:03 - loss: 0.0973 - acc: 0.9634
5100/20000 [======>.......................] - ETA: 8:02 - loss: 0.0968 - acc: 0.9635
5150/20000 [======>.......................] - ETA: 8:00 - loss: 0.0974 - acc: 0.9633
5200/20000 [======>.......................] - ETA: 7:58 - loss: 0.0977 - acc: 0.9631
5250/20000 [======>.......................] - ETA: 7:56 - loss: 0.0990 - acc: 0.9625
5300/20000 [======>.......................] - ETA: 7:55 - loss: 0.0991 - acc: 0.9625
5350/20000 [=======>......................] - ETA: 7:54 - loss: 0.0986 - acc: 0.9628
5400/20000 [=======>......................] - ETA: 7:52 - loss: 0.0983 - acc: 0.9628
5450/20000 [=======>......................] - ETA: 7:50 - loss: 0.0985 - acc: 0.9626
5500/20000 [=======>......................] - ETA: 7:49 - loss: 0.0983 - acc: 0.9625
5550/20000 [=======>......................] - ETA: 7:48 - loss: 0.0980 - acc: 0.9627
5600/20000 [=======>......................] - ETA: 7:46 - loss: 0.0994 - acc: 0.9621
5650/20000 [=======>......................] - ETA: 7:44 - loss: 0.0992 - acc: 0.9621
5700/20000 [=======>......................] - ETA: 7:43 - loss: 0.0991 - acc: 0.9623
5750/20000 [=======>......................] - ETA: 7:41 - loss: 0.0991 - acc: 0.9624
5800/20000 [=======>......................] - ETA: 7:40 - loss: 0.0989 - acc: 0.9628
5850/20000 [=======>......................] - ETA: 7:38 - loss: 0.0985 - acc: 0.9629
5900/20000 [=======>......................] - ETA: 7:37 - loss: 0.0980 - acc: 0.9632
5950/20000 [=======>......................] - ETA: 7:35 - loss: 0.0979 - acc: 0.9632
6000/20000 [========>.....................] - ETA: 7:34 - loss: 0.0984 - acc: 0.9628
6050/20000 [========>.....................] - ETA: 7:32 - loss: 0.0980 - acc: 0.9631
6100/20000 [========>.....................] - ETA: 7:31 - loss: 0.0980 - acc: 0.9630
6150/20000 [========>.....................] - ETA: 7:29 - loss: 0.0978 - acc: 0.9631
6200/20000 [========>.....................] - ETA: 7:28 - loss: 0.0982 - acc: 0.9632
6250/20000 [========>.....................] - ETA: 7:26 - loss: 0.0983 - acc: 0.9632
6300/20000 [========>.....................] - ETA: 7:25 - loss: 0.0980 - acc: 0.9632
6350/20000 [========>.....................] - ETA: 7:23 - loss: 0.0987 - acc: 0.9628
6400/20000 [========>.....................] - ETA: 7:21 - loss: 0.0984 - acc: 0.9630
6450/20000 [========>.....................] - ETA: 7:20 - loss: 0.0983 - acc: 0.9631
6500/20000 [========>.....................] - ETA: 7:19 - loss: 0.0981 - acc: 0.9632
6550/20000 [========>.....................] - ETA: 7:17 - loss: 0.0990 - acc: 0.9627
6600/20000 [========>.....................] - ETA: 7:16 - loss: 0.0989 - acc: 0.9626
6650/20000 [========>.....................] - ETA: 7:14 - loss: 0.0984 - acc: 0.9629
6700/20000 [=========>....................] - ETA: 7:12 - loss: 0.0982 - acc: 0.9628
6750/20000 [=========>....................] - ETA: 7:11 - loss: 0.0979 - acc: 0.9630
6800/20000 [=========>....................] - ETA: 7:10 - loss: 0.0978 - acc: 0.9631
6850/20000 [=========>....................] - ETA: 7:08 - loss: 0.0981 - acc: 0.9629
6900/20000 [=========>....................] - ETA: 7:06 - loss: 0.0985 - acc: 0.9628
6950/20000 [=========>....................] - ETA: 7:05 - loss: 0.0984 - acc: 0.9627
7000/20000 [=========>....................] - ETA: 7:03 - loss: 0.0980 - acc: 0.9627
7050/20000 [=========>....................] - ETA: 7:01 - loss: 0.0979 - acc: 0.9627
7100/20000 [=========>....................] - ETA: 7:00 - loss: 0.0982 - acc: 0.9627
7150/20000 [=========>....................] - ETA: 6:58 - loss: 0.0985 - acc: 0.9627
7200/20000 [=========>....................] - ETA: 6:57 - loss: 0.0986 - acc: 0.9625
7250/20000 [=========>....................] - ETA: 6:55 - loss: 0.0987 - acc: 0.9623
7300/20000 [=========>....................] - ETA: 6:54 - loss: 0.0987 - acc: 0.9623
7350/20000 [==========>...................] - ETA: 6:52 - loss: 0.0985 - acc: 0.9624
7400/20000 [==========>...................] - ETA: 6:50 - loss: 0.0982 - acc: 0.9626
7450/20000 [==========>...................] - ETA: 6:49 - loss: 0.0991 - acc: 0.9624
7500/20000 [==========>...................] - ETA: 6:47 - loss: 0.0994 - acc: 0.9624
7550/20000 [==========>...................] - ETA: 6:46 - loss: 0.0999 - acc: 0.9625
7600/20000 [==========>...................] - ETA: 6:44 - loss: 0.0998 - acc: 0.9626
7650/20000 [==========>...................] - ETA: 6:42 - loss: 0.1014 - acc: 0.9620
7700/20000 [==========>...................] - ETA: 6:41 - loss: 0.1010 - acc: 0.9622
7750/20000 [==========>...................] - ETA: 6:39 - loss: 0.1008 - acc: 0.9622
7800/20000 [==========>...................] - ETA: 6:37 - loss: 0.1006 - acc: 0.9623
7850/20000 [==========>...................] - ETA: 6:36 - loss: 0.1007 - acc: 0.9623
7900/20000 [==========>...................] - ETA: 6:34 - loss: 0.1002 - acc: 0.9625
7950/20000 [==========>...................] - ETA: 6:33 - loss: 0.1001 - acc: 0.9626
8000/20000 [===========>..................] - ETA: 6:31 - loss: 0.1006 - acc: 0.9625
8050/20000 [===========>..................] - ETA: 6:29 - loss: 0.1009 - acc: 0.9624
8100/20000 [===========>..................] - ETA: 6:28 - loss: 0.1006 - acc: 0.9626
8150/20000 [===========>..................] - ETA: 6:26 - loss: 0.1007 - acc: 0.9627
8200/20000 [===========>..................] - ETA: 6:24 - loss: 0.1006 - acc: 0.9627
8250/20000 [===========>..................] - ETA: 6:23 - loss: 0.1008 - acc: 0.9625
8300/20000 [===========>..................] - ETA: 6:21 - loss: 0.1009 - acc: 0.9624
8350/20000 [===========>..................] - ETA: 6:20 - loss: 0.1018 - acc: 0.9623
8400/20000 [===========>..................] - ETA: 6:18 - loss: 0.1019 - acc: 0.9621
8450/20000 [===========>..................] - ETA: 6:16 - loss: 0.1017 - acc: 0.9621
8500/20000 [===========>..................] - ETA: 6:15 - loss: 0.1020 - acc: 0.9622
8550/20000 [===========>..................] - ETA: 6:13 - loss: 0.1017 - acc: 0.9623
8600/20000 [===========>..................] - ETA: 6:12 - loss: 0.1017 - acc: 0.9622
8650/20000 [===========>..................] - ETA: 6:10 - loss: 0.1016 - acc: 0.9622
8700/20000 [============>.................] - ETA: 6:08 - loss: 0.1013 - acc: 0.9624
8750/20000 [============>.................] - ETA: 6:07 - loss: 0.1016 - acc: 0.9624
8800/20000 [============>.................] - ETA: 6:05 - loss: 0.1016 - acc: 0.9624
8850/20000 [============>.................] - ETA: 6:04 - loss: 0.1013 - acc: 0.9626
8900/20000 [============>.................] - ETA: 6:02 - loss: 0.1018 - acc: 0.9621
8950/20000 [============>.................] - ETA: 6:00 - loss: 0.1020 - acc: 0.9619
9000/20000 [============>.................] - ETA: 5:58 - loss: 0.1025 - acc: 0.9619
9050/20000 [============>.................] - ETA: 5:57 - loss: 0.1026 - acc: 0.9618
9100/20000 [============>.................] - ETA: 5:55 - loss: 0.1031 - acc: 0.9616
9150/20000 [============>.................] - ETA: 5:54 - loss: 0.1028 - acc: 0.9619
9200/20000 [============>.................] - ETA: 5:52 - loss: 0.1033 - acc: 0.9616
9250/20000 [============>.................] - ETA: 5:51 - loss: 0.1035 - acc: 0.9614
9300/20000 [============>.................] - ETA: 5:49 - loss: 0.1031 - acc: 0.9616
9350/20000 [=============>................] - ETA: 5:47 - loss: 0.1033 - acc: 0.9614
9400/20000 [=============>................] - ETA: 5:45 - loss: 0.1033 - acc: 0.9614
9450/20000 [=============>................] - ETA: 5:44 - loss: 0.1038 - acc: 0.9613
9500/20000 [=============>................] - ETA: 5:42 - loss: 0.1034 - acc: 0.9615
9550/20000 [=============>................] - ETA: 5:41 - loss: 0.1031 - acc: 0.9616
9600/20000 [=============>................] - ETA: 5:39 - loss: 0.1032 - acc: 0.9617
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19950/20000 [============================>.] - ETA: 1s - loss: 0.1072 - acc: 0.9596
20000/20000 [==============================] - 669s 33ms/step - loss: 0.1070 - acc: 0.9596 - val_loss: 0.6280 - val_acc: 0.8210
Epoch 48/50
50/20000 [..............................] - ETA: 10:47 - loss: 0.1646 - acc: 0.9600
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1850/20000 [=>............................] - ETA: 9:48 - loss: 0.0917 - acc: 0.9627
1900/20000 [=>............................] - ETA: 9:46 - loss: 0.0899 - acc: 0.9637
1950/20000 [=>............................] - ETA: 9:46 - loss: 0.0904 - acc: 0.9641
2000/20000 [==>...........................] - ETA: 9:45 - loss: 0.0917 - acc: 0.9640
2050/20000 [==>...........................] - ETA: 9:42 - loss: 0.0911 - acc: 0.9644
2100/20000 [==>...........................] - ETA: 9:41 - loss: 0.0899 - acc: 0.9648
2150/20000 [==>...........................] - ETA: 9:40 - loss: 0.0888 - acc: 0.9656
2200/20000 [==>...........................] - ETA: 9:38 - loss: 0.0901 - acc: 0.9650
2250/20000 [==>...........................] - ETA: 9:36 - loss: 0.0919 - acc: 0.9644
2300/20000 [==>...........................] - ETA: 9:34 - loss: 0.0941 - acc: 0.9635
2350/20000 [==>...........................] - ETA: 9:32 - loss: 0.0937 - acc: 0.9638
2400/20000 [==>...........................] - ETA: 9:30 - loss: 0.0931 - acc: 0.9642
2450/20000 [==>...........................] - ETA: 9:28 - loss: 0.0939 - acc: 0.9641
2500/20000 [==>...........................] - ETA: 9:26 - loss: 0.0962 - acc: 0.9632
2550/20000 [==>...........................] - ETA: 9:24 - loss: 0.0988 - acc: 0.9627
2600/20000 [==>...........................] - ETA: 9:23 - loss: 0.0989 - acc: 0.9627
2650/20000 [==>...........................] - ETA: 9:22 - loss: 0.0989 - acc: 0.9623
2700/20000 [===>..........................] - ETA: 9:20 - loss: 0.0994 - acc: 0.9619
2750/20000 [===>..........................] - ETA: 9:18 - loss: 0.1006 - acc: 0.9615
2800/20000 [===>..........................] - ETA: 9:17 - loss: 0.1021 - acc: 0.9611
2850/20000 [===>..........................] - ETA: 9:14 - loss: 0.1013 - acc: 0.9614
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.1013 - acc: 0.9614
2950/20000 [===>..........................] - ETA: 9:11 - loss: 0.1023 - acc: 0.9607
3000/20000 [===>..........................] - ETA: 9:10 - loss: 0.1028 - acc: 0.9607
3050/20000 [===>..........................] - ETA: 9:08 - loss: 0.1036 - acc: 0.9600
3100/20000 [===>..........................] - ETA: 9:07 - loss: 0.1079 - acc: 0.9587
3150/20000 [===>..........................] - ETA: 9:05 - loss: 0.1070 - acc: 0.9594
3200/20000 [===>..........................] - ETA: 9:04 - loss: 0.1067 - acc: 0.9594
3250/20000 [===>..........................] - ETA: 9:01 - loss: 0.1058 - acc: 0.9597
3300/20000 [===>..........................] - ETA: 8:59 - loss: 0.1054 - acc: 0.9600
3350/20000 [====>.........................] - ETA: 8:57 - loss: 0.1050 - acc: 0.9603
3400/20000 [====>.........................] - ETA: 8:57 - loss: 0.1065 - acc: 0.9597
3450/20000 [====>.........................] - ETA: 8:55 - loss: 0.1074 - acc: 0.9588
3500/20000 [====>.........................] - ETA: 8:54 - loss: 0.1075 - acc: 0.9583
3550/20000 [====>.........................] - ETA: 8:52 - loss: 0.1079 - acc: 0.9580
3600/20000 [====>.........................] - ETA: 8:50 - loss: 0.1085 - acc: 0.9581
3650/20000 [====>.........................] - ETA: 8:47 - loss: 0.1078 - acc: 0.9584
3700/20000 [====>.........................] - ETA: 8:46 - loss: 0.1090 - acc: 0.9578
3750/20000 [====>.........................] - ETA: 8:45 - loss: 0.1088 - acc: 0.9581
3800/20000 [====>.........................] - ETA: 8:44 - loss: 0.1082 - acc: 0.9584
3850/20000 [====>.........................] - ETA: 8:42 - loss: 0.1085 - acc: 0.9587
3900/20000 [====>.........................] - ETA: 8:41 - loss: 0.1082 - acc: 0.9590
3950/20000 [====>.........................] - ETA: 8:39 - loss: 0.1071 - acc: 0.9592
4000/20000 [=====>........................] - ETA: 8:38 - loss: 0.1070 - acc: 0.9590
4050/20000 [=====>........................] - ETA: 8:37 - loss: 0.1063 - acc: 0.9593
4100/20000 [=====>........................] - ETA: 8:35 - loss: 0.1074 - acc: 0.9588
4150/20000 [=====>........................] - ETA: 8:33 - loss: 0.1065 - acc: 0.9593
4200/20000 [=====>........................] - ETA: 8:31 - loss: 0.1062 - acc: 0.9593
4250/20000 [=====>........................] - ETA: 8:30 - loss: 0.1058 - acc: 0.9593
4300/20000 [=====>........................] - ETA: 8:28 - loss: 0.1056 - acc: 0.9593
4350/20000 [=====>........................] - ETA: 8:27 - loss: 0.1055 - acc: 0.9589
4400/20000 [=====>........................] - ETA: 8:25 - loss: 0.1056 - acc: 0.9589
4450/20000 [=====>........................] - ETA: 8:24 - loss: 0.1054 - acc: 0.9591
4500/20000 [=====>........................] - ETA: 8:22 - loss: 0.1064 - acc: 0.9589
4550/20000 [=====>........................] - ETA: 8:20 - loss: 0.1059 - acc: 0.9589
4600/20000 [=====>........................] - ETA: 8:19 - loss: 0.1058 - acc: 0.9589
4650/20000 [=====>........................] - ETA: 8:17 - loss: 0.1051 - acc: 0.9591
4700/20000 [======>.......................] - ETA: 8:16 - loss: 0.1044 - acc: 0.9596
4750/20000 [======>.......................] - ETA: 8:14 - loss: 0.1042 - acc: 0.9596
4800/20000 [======>.......................] - ETA: 8:13 - loss: 0.1040 - acc: 0.9598
4850/20000 [======>.......................] - ETA: 8:12 - loss: 0.1037 - acc: 0.9600
4900/20000 [======>.......................] - ETA: 8:10 - loss: 0.1052 - acc: 0.9600
4950/20000 [======>.......................] - ETA: 8:08 - loss: 0.1049 - acc: 0.9598
5000/20000 [======>.......................] - ETA: 8:07 - loss: 0.1045 - acc: 0.9600
5050/20000 [======>.......................] - ETA: 8:06 - loss: 0.1042 - acc: 0.9600
5100/20000 [======>.......................] - ETA: 8:04 - loss: 0.1045 - acc: 0.9596
5150/20000 [======>.......................] - ETA: 8:03 - loss: 0.1041 - acc: 0.9598
5200/20000 [======>.......................] - ETA: 8:01 - loss: 0.1043 - acc: 0.9596
5250/20000 [======>.......................] - ETA: 7:59 - loss: 0.1035 - acc: 0.9600
5300/20000 [======>.......................] - ETA: 7:58 - loss: 0.1029 - acc: 0.9602
5350/20000 [=======>......................] - ETA: 7:56 - loss: 0.1032 - acc: 0.9600
5400/20000 [=======>......................] - ETA: 7:55 - loss: 0.1029 - acc: 0.9600
5450/20000 [=======>......................] - ETA: 7:54 - loss: 0.1027 - acc: 0.9602
5500/20000 [=======>......................] - ETA: 7:52 - loss: 0.1025 - acc: 0.9604
5550/20000 [=======>......................] - ETA: 7:50 - loss: 0.1022 - acc: 0.9605
5600/20000 [=======>......................] - ETA: 7:48 - loss: 0.1023 - acc: 0.9604
5650/20000 [=======>......................] - ETA: 7:46 - loss: 0.1019 - acc: 0.9605
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5950/20000 [=======>......................] - ETA: 7:36 - loss: 0.1005 - acc: 0.9608
6000/20000 [========>.....................] - ETA: 7:35 - loss: 0.1008 - acc: 0.9608
6050/20000 [========>.....................] - ETA: 7:33 - loss: 0.1011 - acc: 0.9605
6100/20000 [========>.....................] - ETA: 7:31 - loss: 0.1011 - acc: 0.9607
6150/20000 [========>.....................] - ETA: 7:30 - loss: 0.1009 - acc: 0.9607
6200/20000 [========>.....................] - ETA: 7:28 - loss: 0.1011 - acc: 0.9606
6250/20000 [========>.....................] - ETA: 7:26 - loss: 0.1023 - acc: 0.9606
6300/20000 [========>.....................] - ETA: 7:24 - loss: 0.1019 - acc: 0.9608
6350/20000 [========>.....................] - ETA: 7:23 - loss: 0.1014 - acc: 0.9611
6400/20000 [========>.....................] - ETA: 7:21 - loss: 0.1015 - acc: 0.9613
6450/20000 [========>.....................] - ETA: 7:19 - loss: 0.1008 - acc: 0.9616
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6950/20000 [=========>....................] - ETA: 7:04 - loss: 0.0998 - acc: 0.9620
7000/20000 [=========>....................] - ETA: 7:02 - loss: 0.0993 - acc: 0.9623
7050/20000 [=========>....................] - ETA: 7:01 - loss: 0.0992 - acc: 0.9624
7100/20000 [=========>....................] - ETA: 6:59 - loss: 0.0988 - acc: 0.9627
7150/20000 [=========>....................] - ETA: 6:57 - loss: 0.0989 - acc: 0.9627
7200/20000 [=========>....................] - ETA: 6:55 - loss: 0.0992 - acc: 0.9626
7250/20000 [=========>....................] - ETA: 6:54 - loss: 0.0993 - acc: 0.9626
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7450/20000 [==========>...................] - ETA: 6:47 - loss: 0.0984 - acc: 0.9631
7500/20000 [==========>...................] - ETA: 6:46 - loss: 0.0981 - acc: 0.9631
7550/20000 [==========>...................] - ETA: 6:44 - loss: 0.0977 - acc: 0.9632
7600/20000 [==========>...................] - ETA: 6:43 - loss: 0.0976 - acc: 0.9633
7650/20000 [==========>...................] - ETA: 6:41 - loss: 0.0977 - acc: 0.9634
7700/20000 [==========>...................] - ETA: 6:39 - loss: 0.0976 - acc: 0.9635
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7800/20000 [==========>...................] - ETA: 6:37 - loss: 0.0973 - acc: 0.9637
7850/20000 [==========>...................] - ETA: 6:35 - loss: 0.0970 - acc: 0.9638
7900/20000 [==========>...................] - ETA: 6:33 - loss: 0.0966 - acc: 0.9639
7950/20000 [==========>...................] - ETA: 6:31 - loss: 0.0965 - acc: 0.9639
8000/20000 [===========>..................] - ETA: 6:30 - loss: 0.0992 - acc: 0.9636
8050/20000 [===========>..................] - ETA: 6:28 - loss: 0.1002 - acc: 0.9637
8100/20000 [===========>..................] - ETA: 6:27 - loss: 0.0998 - acc: 0.9638
8150/20000 [===========>..................] - ETA: 6:25 - loss: 0.1002 - acc: 0.9638
8200/20000 [===========>..................] - ETA: 6:23 - loss: 0.1004 - acc: 0.9635
8250/20000 [===========>..................] - ETA: 6:22 - loss: 0.1013 - acc: 0.9634
8300/20000 [===========>..................] - ETA: 6:20 - loss: 0.1022 - acc: 0.9628
8350/20000 [===========>..................] - ETA: 6:18 - loss: 0.1020 - acc: 0.9628
8400/20000 [===========>..................] - ETA: 6:16 - loss: 0.1021 - acc: 0.9626
8450/20000 [===========>..................] - ETA: 6:15 - loss: 0.1018 - acc: 0.9627
8500/20000 [===========>..................] - ETA: 6:13 - loss: 0.1019 - acc: 0.9626
8550/20000 [===========>..................] - ETA: 6:11 - loss: 0.1018 - acc: 0.9627
8600/20000 [===========>..................] - ETA: 6:10 - loss: 0.1018 - acc: 0.9626
8650/20000 [===========>..................] - ETA: 6:08 - loss: 0.1019 - acc: 0.9625
8700/20000 [============>.................] - ETA: 6:07 - loss: 0.1023 - acc: 0.9622
8750/20000 [============>.................] - ETA: 6:05 - loss: 0.1027 - acc: 0.9621
8800/20000 [============>.................] - ETA: 6:04 - loss: 0.1024 - acc: 0.9622
8850/20000 [============>.................] - ETA: 6:02 - loss: 0.1024 - acc: 0.9621
8900/20000 [============>.................] - ETA: 6:01 - loss: 0.1022 - acc: 0.9620
8950/20000 [============>.................] - ETA: 5:59 - loss: 0.1021 - acc: 0.9619
9000/20000 [============>.................] - ETA: 5:57 - loss: 0.1023 - acc: 0.9617
9050/20000 [============>.................] - ETA: 5:56 - loss: 0.1020 - acc: 0.9619
9100/20000 [============>.................] - ETA: 5:54 - loss: 0.1025 - acc: 0.9618
9150/20000 [============>.................] - ETA: 5:52 - loss: 0.1022 - acc: 0.9619
9200/20000 [============>.................] - ETA: 5:51 - loss: 0.1022 - acc: 0.9616
9250/20000 [============>.................] - ETA: 5:49 - loss: 0.1020 - acc: 0.9618
9300/20000 [============>.................] - ETA: 5:47 - loss: 0.1020 - acc: 0.9618
9350/20000 [=============>................] - ETA: 5:46 - loss: 0.1016 - acc: 0.9620
9400/20000 [=============>................] - ETA: 5:44 - loss: 0.1015 - acc: 0.9620
9450/20000 [=============>................] - ETA: 5:42 - loss: 0.1019 - acc: 0.9618
9500/20000 [=============>................] - ETA: 5:41 - loss: 0.1025 - acc: 0.9618
9550/20000 [=============>................] - ETA: 5:39 - loss: 0.1028 - acc: 0.9616
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9700/20000 [=============>................] - ETA: 5:34 - loss: 0.1028 - acc: 0.9614
9750/20000 [=============>................] - ETA: 5:33 - loss: 0.1026 - acc: 0.9614
9800/20000 [=============>................] - ETA: 5:31 - loss: 0.1026 - acc: 0.9614
9850/20000 [=============>................] - ETA: 5:30 - loss: 0.1028 - acc: 0.9613
9900/20000 [=============>................] - ETA: 5:28 - loss: 0.1025 - acc: 0.9614
9950/20000 [=============>................] - ETA: 5:27 - loss: 0.1033 - acc: 0.9613
10000/20000 [==============>...............] - ETA: 5:25 - loss: 0.1031 - acc: 0.9614
10050/20000 [==============>...............] - ETA: 5:23 - loss: 0.1034 - acc: 0.9614
10100/20000 [==============>...............] - ETA: 5:21 - loss: 0.1031 - acc: 0.9615
10150/20000 [==============>...............] - ETA: 5:20 - loss: 0.1033 - acc: 0.9613
10200/20000 [==============>...............] - ETA: 5:18 - loss: 0.1032 - acc: 0.9613
10250/20000 [==============>...............] - ETA: 5:17 - loss: 0.1029 - acc: 0.9614
10300/20000 [==============>...............] - ETA: 5:15 - loss: 0.1027 - acc: 0.9615
10350/20000 [==============>...............] - ETA: 5:13 - loss: 0.1027 - acc: 0.9614
10400/20000 [==============>...............] - ETA: 5:12 - loss: 0.1031 - acc: 0.9613
10450/20000 [==============>...............] - ETA: 5:10 - loss: 0.1027 - acc: 0.9613
10500/20000 [==============>...............] - ETA: 5:08 - loss: 0.1029 - acc: 0.9613
10550/20000 [==============>...............] - ETA: 5:07 - loss: 0.1028 - acc: 0.9614
10600/20000 [==============>...............] - ETA: 5:05 - loss: 0.1029 - acc: 0.9613
10650/20000 [==============>...............] - ETA: 5:04 - loss: 0.1031 - acc: 0.9612
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10750/20000 [===============>..............] - ETA: 5:01 - loss: 0.1024 - acc: 0.9615
10800/20000 [===============>..............] - ETA: 4:59 - loss: 0.1023 - acc: 0.9616
10850/20000 [===============>..............] - ETA: 4:57 - loss: 0.1019 - acc: 0.9618
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11250/20000 [===============>..............] - ETA: 4:44 - loss: 0.1010 - acc: 0.9619
11300/20000 [===============>..............] - ETA: 4:43 - loss: 0.1007 - acc: 0.9619
11350/20000 [================>.............] - ETA: 4:41 - loss: 0.1009 - acc: 0.9618
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11450/20000 [================>.............] - ETA: 4:37 - loss: 0.1008 - acc: 0.9617
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11550/20000 [================>.............] - ETA: 4:34 - loss: 0.1010 - acc: 0.9614
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11650/20000 [================>.............] - ETA: 4:31 - loss: 0.1008 - acc: 0.9616
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11800/20000 [================>.............] - ETA: 4:26 - loss: 0.1000 - acc: 0.9618
11850/20000 [================>.............] - ETA: 4:24 - loss: 0.1004 - acc: 0.9618
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12250/20000 [=================>............] - ETA: 4:11 - loss: 0.1002 - acc: 0.9617
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13850/20000 [===================>..........] - ETA: 3:19 - loss: 0.0995 - acc: 0.9621
13900/20000 [===================>..........] - ETA: 3:18 - loss: 0.0994 - acc: 0.9621
13950/20000 [===================>..........] - ETA: 3:16 - loss: 0.0992 - acc: 0.9622
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.0991 - acc: 0.9622
14050/20000 [====================>.........] - ETA: 3:13 - loss: 0.0988 - acc: 0.9623
14100/20000 [====================>.........] - ETA: 3:11 - loss: 0.0994 - acc: 0.9621
14150/20000 [====================>.........] - ETA: 3:10 - loss: 0.0997 - acc: 0.9621
14200/20000 [====================>.........] - ETA: 3:08 - loss: 0.0998 - acc: 0.9620
14250/20000 [====================>.........] - ETA: 3:06 - loss: 0.0998 - acc: 0.9620
14300/20000 [====================>.........] - ETA: 3:05 - loss: 0.0997 - acc: 0.9620
14350/20000 [====================>.........] - ETA: 3:03 - loss: 0.1003 - acc: 0.9618
14400/20000 [====================>.........] - ETA: 3:02 - loss: 0.1003 - acc: 0.9619
14450/20000 [====================>.........] - ETA: 3:00 - loss: 0.1002 - acc: 0.9619
14500/20000 [====================>.........] - ETA: 2:58 - loss: 0.1001 - acc: 0.9619
14550/20000 [====================>.........] - ETA: 2:57 - loss: 0.1001 - acc: 0.9618
14600/20000 [====================>.........] - ETA: 2:55 - loss: 0.1000 - acc: 0.9618
14650/20000 [====================>.........] - ETA: 2:53 - loss: 0.1000 - acc: 0.9618
14700/20000 [=====================>........] - ETA: 2:52 - loss: 0.0997 - acc: 0.9618
14750/20000 [=====================>........] - ETA: 2:50 - loss: 0.0997 - acc: 0.9618
14800/20000 [=====================>........] - ETA: 2:49 - loss: 0.0998 - acc: 0.9616
14850/20000 [=====================>........] - ETA: 2:47 - loss: 0.0996 - acc: 0.9618
14900/20000 [=====================>........] - ETA: 2:45 - loss: 0.0995 - acc: 0.9619
14950/20000 [=====================>........] - ETA: 2:44 - loss: 0.0995 - acc: 0.9619
15000/20000 [=====================>........] - ETA: 2:42 - loss: 0.0993 - acc: 0.9620
15050/20000 [=====================>........] - ETA: 2:40 - loss: 0.0992 - acc: 0.9620
15100/20000 [=====================>........] - ETA: 2:39 - loss: 0.0991 - acc: 0.9621
15150/20000 [=====================>........] - ETA: 2:37 - loss: 0.0989 - acc: 0.9621
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.0988 - acc: 0.9621
15250/20000 [=====================>........] - ETA: 2:34 - loss: 0.0985 - acc: 0.9622
15300/20000 [=====================>........] - ETA: 2:32 - loss: 0.0987 - acc: 0.9622
15350/20000 [======================>.......] - ETA: 2:31 - loss: 0.0988 - acc: 0.9621
15400/20000 [======================>.......] - ETA: 2:29 - loss: 0.0990 - acc: 0.9621
15450/20000 [======================>.......] - ETA: 2:28 - loss: 0.0987 - acc: 0.9623
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.0987 - acc: 0.9623
15550/20000 [======================>.......] - ETA: 2:24 - loss: 0.0989 - acc: 0.9622
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.0988 - acc: 0.9622
15650/20000 [======================>.......] - ETA: 2:21 - loss: 0.0987 - acc: 0.9623
15700/20000 [======================>.......] - ETA: 2:19 - loss: 0.0987 - acc: 0.9624
15750/20000 [======================>.......] - ETA: 2:18 - loss: 0.0989 - acc: 0.9622
15800/20000 [======================>.......] - ETA: 2:16 - loss: 0.0988 - acc: 0.9622
15850/20000 [======================>.......] - ETA: 2:14 - loss: 0.0989 - acc: 0.9622
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.0988 - acc: 0.9623
15950/20000 [======================>.......] - ETA: 2:11 - loss: 0.0988 - acc: 0.9623
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.0989 - acc: 0.9621
16050/20000 [=======================>......] - ETA: 2:08 - loss: 0.0991 - acc: 0.9620
16100/20000 [=======================>......] - ETA: 2:06 - loss: 0.0990 - acc: 0.9620
16150/20000 [=======================>......] - ETA: 2:05 - loss: 0.0989 - acc: 0.9622
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.0988 - acc: 0.9622
16250/20000 [=======================>......] - ETA: 2:01 - loss: 0.0986 - acc: 0.9623
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.0989 - acc: 0.9621
16350/20000 [=======================>......] - ETA: 1:58 - loss: 0.0987 - acc: 0.9623
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.0991 - acc: 0.9622
16450/20000 [=======================>......] - ETA: 1:55 - loss: 0.0990 - acc: 0.9623
16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.0989 - acc: 0.9623
16550/20000 [=======================>......] - ETA: 1:52 - loss: 0.0987 - acc: 0.9624
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.0986 - acc: 0.9624
16650/20000 [=======================>......] - ETA: 1:48 - loss: 0.0988 - acc: 0.9623
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.0988 - acc: 0.9623
16750/20000 [========================>.....] - ETA: 1:45 - loss: 0.0987 - acc: 0.9624
16800/20000 [========================>.....] - ETA: 1:43 - loss: 0.0985 - acc: 0.9625
16850/20000 [========================>.....] - ETA: 1:42 - loss: 0.0988 - acc: 0.9624
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.0986 - acc: 0.9624
16950/20000 [========================>.....] - ETA: 1:39 - loss: 0.0985 - acc: 0.9625
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.0984 - acc: 0.9625
17050/20000 [========================>.....] - ETA: 1:35 - loss: 0.0986 - acc: 0.9624
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.0987 - acc: 0.9623
17150/20000 [========================>.....] - ETA: 1:32 - loss: 0.0988 - acc: 0.9623
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.0987 - acc: 0.9623
17250/20000 [========================>.....] - ETA: 1:29 - loss: 0.0990 - acc: 0.9623
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.0989 - acc: 0.9624
17350/20000 [=========================>....] - ETA: 1:26 - loss: 0.0993 - acc: 0.9623
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.0992 - acc: 0.9623
17450/20000 [=========================>....] - ETA: 1:22 - loss: 0.0990 - acc: 0.9624
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.0990 - acc: 0.9624
17550/20000 [=========================>....] - ETA: 1:19 - loss: 0.0991 - acc: 0.9624
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.0990 - acc: 0.9624
17650/20000 [=========================>....] - ETA: 1:16 - loss: 0.0991 - acc: 0.9623
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.0995 - acc: 0.9622
17750/20000 [=========================>....] - ETA: 1:13 - loss: 0.0993 - acc: 0.9623
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.0991 - acc: 0.9624
17850/20000 [=========================>....] - ETA: 1:09 - loss: 0.0990 - acc: 0.9624
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.0990 - acc: 0.9625
17950/20000 [=========================>....] - ETA: 1:06 - loss: 0.0988 - acc: 0.9626
18000/20000 [==========================>...] - ETA: 1:04 - loss: 0.0988 - acc: 0.9625
18050/20000 [==========================>...] - ETA: 1:03 - loss: 0.0986 - acc: 0.9625
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.0990 - acc: 0.9624
18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.0988 - acc: 0.9625
18200/20000 [==========================>...] - ETA: 58s - loss: 0.0988 - acc: 0.9624
18250/20000 [==========================>...] - ETA: 56s - loss: 0.0987 - acc: 0.9625
18300/20000 [==========================>...] - ETA: 55s - loss: 0.0987 - acc: 0.9625
18350/20000 [==========================>...] - ETA: 53s - loss: 0.0989 - acc: 0.9624
18400/20000 [==========================>...] - ETA: 51s - loss: 0.0990 - acc: 0.9624
18450/20000 [==========================>...] - ETA: 50s - loss: 0.0989 - acc: 0.9624
18500/20000 [==========================>...] - ETA: 48s - loss: 0.0990 - acc: 0.9623
18550/20000 [==========================>...] - ETA: 47s - loss: 0.0991 - acc: 0.9623
18600/20000 [==========================>...] - ETA: 45s - loss: 0.0989 - acc: 0.9624
18650/20000 [==========================>...] - ETA: 43s - loss: 0.0987 - acc: 0.9625
18700/20000 [===========================>..] - ETA: 42s - loss: 0.0988 - acc: 0.9624
18750/20000 [===========================>..] - ETA: 40s - loss: 0.0987 - acc: 0.9624
18800/20000 [===========================>..] - ETA: 39s - loss: 0.0988 - acc: 0.9624
18850/20000 [===========================>..] - ETA: 37s - loss: 0.0991 - acc: 0.9623
18900/20000 [===========================>..] - ETA: 35s - loss: 0.0991 - acc: 0.9622
18950/20000 [===========================>..] - ETA: 34s - loss: 0.0993 - acc: 0.9623
19000/20000 [===========================>..] - ETA: 32s - loss: 0.0991 - acc: 0.9623
19050/20000 [===========================>..] - ETA: 30s - loss: 0.0991 - acc: 0.9623
19100/20000 [===========================>..] - ETA: 29s - loss: 0.0991 - acc: 0.9623
19150/20000 [===========================>..] - ETA: 27s - loss: 0.0991 - acc: 0.9622
19200/20000 [===========================>..] - ETA: 26s - loss: 0.0992 - acc: 0.9621
19250/20000 [===========================>..] - ETA: 24s - loss: 0.0993 - acc: 0.9621
19300/20000 [===========================>..] - ETA: 22s - loss: 0.0996 - acc: 0.9620
19350/20000 [============================>.] - ETA: 21s - loss: 0.0997 - acc: 0.9619
19400/20000 [============================>.] - ETA: 19s - loss: 0.0996 - acc: 0.9619
19450/20000 [============================>.] - ETA: 17s - loss: 0.0995 - acc: 0.9620
19500/20000 [============================>.] - ETA: 16s - loss: 0.0996 - acc: 0.9618
19550/20000 [============================>.] - ETA: 14s - loss: 0.0994 - acc: 0.9619
19600/20000 [============================>.] - ETA: 13s - loss: 0.0994 - acc: 0.9619
19650/20000 [============================>.] - ETA: 11s - loss: 0.0993 - acc: 0.9618
19700/20000 [============================>.] - ETA: 9s - loss: 0.0992 - acc: 0.9619
19750/20000 [============================>.] - ETA: 8s - loss: 0.0993 - acc: 0.9619
19800/20000 [============================>.] - ETA: 6s - loss: 0.0994 - acc: 0.9618
19850/20000 [============================>.] - ETA: 4s - loss: 0.0993 - acc: 0.9618
19900/20000 [============================>.] - ETA: 3s - loss: 0.0993 - acc: 0.9618
19950/20000 [============================>.] - ETA: 1s - loss: 0.0993 - acc: 0.9619
20000/20000 [==============================] - 661s 33ms/step - loss: 0.0993 - acc: 0.9618 - val_loss: 0.4707 - val_acc: 0.8614
Epoch 49/50
50/20000 [..............................] - ETA: 9:17 - loss: 0.0600 - acc: 0.9600
100/20000 [..............................] - ETA: 10:20 - loss: 0.0769 - acc: 0.9600
150/20000 [..............................] - ETA: 10:37 - loss: 0.0683 - acc: 0.9667
200/20000 [..............................] - ETA: 10:45 - loss: 0.0857 - acc: 0.9600
250/20000 [..............................] - ETA: 10:47 - loss: 0.0778 - acc: 0.9680
300/20000 [..............................] - ETA: 10:37 - loss: 0.0816 - acc: 0.9667
350/20000 [..............................] - ETA: 10:32 - loss: 0.0884 - acc: 0.9686
400/20000 [..............................] - ETA: 10:32 - loss: 0.0803 - acc: 0.9700
450/20000 [..............................] - ETA: 10:30 - loss: 0.0969 - acc: 0.9644
500/20000 [..............................] - ETA: 10:31 - loss: 0.0952 - acc: 0.9660
550/20000 [..............................] - ETA: 10:28 - loss: 0.0932 - acc: 0.9673
600/20000 [..............................] - ETA: 10:24 - loss: 0.0967 - acc: 0.9650
650/20000 [..............................] - ETA: 10:23 - loss: 0.0963 - acc: 0.9631
700/20000 [>.............................] - ETA: 10:19 - loss: 0.0959 - acc: 0.9629
750/20000 [>.............................] - ETA: 10:17 - loss: 0.0923 - acc: 0.9640
800/20000 [>.............................] - ETA: 10:17 - loss: 0.0966 - acc: 0.9613
850/20000 [>.............................] - ETA: 10:16 - loss: 0.1031 - acc: 0.9565
900/20000 [>.............................] - ETA: 10:18 - loss: 0.1035 - acc: 0.9556
950/20000 [>.............................] - ETA: 10:18 - loss: 0.1009 - acc: 0.9579
1000/20000 [>.............................] - ETA: 10:16 - loss: 0.1101 - acc: 0.9570
1050/20000 [>.............................] - ETA: 10:16 - loss: 0.1076 - acc: 0.9590
1100/20000 [>.............................] - ETA: 10:12 - loss: 0.1045 - acc: 0.9609
1150/20000 [>.............................] - ETA: 10:08 - loss: 0.1086 - acc: 0.9565
1200/20000 [>.............................] - ETA: 10:08 - loss: 0.1075 - acc: 0.9558
1250/20000 [>.............................] - ETA: 10:05 - loss: 0.1088 - acc: 0.9560
1300/20000 [>.............................] - ETA: 10:03 - loss: 0.1091 - acc: 0.9546
1350/20000 [=>............................] - ETA: 9:59 - loss: 0.1127 - acc: 0.9548
1400/20000 [=>............................] - ETA: 10:00 - loss: 0.1158 - acc: 0.9536
1450/20000 [=>............................] - ETA: 10:00 - loss: 0.1128 - acc: 0.9552
1500/20000 [=>............................] - ETA: 10:00 - loss: 0.1096 - acc: 0.9567
1550/20000 [=>............................] - ETA: 9:59 - loss: 0.1108 - acc: 0.9568
1600/20000 [=>............................] - ETA: 9:56 - loss: 0.1094 - acc: 0.9569
1650/20000 [=>............................] - ETA: 9:55 - loss: 0.1114 - acc: 0.9570
1700/20000 [=>............................] - ETA: 9:53 - loss: 0.1109 - acc: 0.9576
1750/20000 [=>............................] - ETA: 9:51 - loss: 0.1116 - acc: 0.9577
1800/20000 [=>............................] - ETA: 9:49 - loss: 0.1133 - acc: 0.9572
1850/20000 [=>............................] - ETA: 9:47 - loss: 0.1105 - acc: 0.9584
1900/20000 [=>............................] - ETA: 9:46 - loss: 0.1098 - acc: 0.9584
1950/20000 [=>............................] - ETA: 9:43 - loss: 0.1109 - acc: 0.9574
2000/20000 [==>...........................] - ETA: 9:42 - loss: 0.1109 - acc: 0.9570
2050/20000 [==>...........................] - ETA: 9:41 - loss: 0.1090 - acc: 0.9580
2100/20000 [==>...........................] - ETA: 9:40 - loss: 0.1083 - acc: 0.9586
2150/20000 [==>...........................] - ETA: 9:36 - loss: 0.1087 - acc: 0.9581
2200/20000 [==>...........................] - ETA: 9:34 - loss: 0.1076 - acc: 0.9586
2250/20000 [==>...........................] - ETA: 9:32 - loss: 0.1064 - acc: 0.9591
2300/20000 [==>...........................] - ETA: 9:30 - loss: 0.1063 - acc: 0.9591
2350/20000 [==>...........................] - ETA: 9:30 - loss: 0.1055 - acc: 0.9591
2400/20000 [==>...........................] - ETA: 9:29 - loss: 0.1068 - acc: 0.9592
2450/20000 [==>...........................] - ETA: 9:27 - loss: 0.1056 - acc: 0.9596
2500/20000 [==>...........................] - ETA: 9:25 - loss: 0.1054 - acc: 0.9596
2550/20000 [==>...........................] - ETA: 9:24 - loss: 0.1054 - acc: 0.9600
2600/20000 [==>...........................] - ETA: 9:23 - loss: 0.1056 - acc: 0.9600
2650/20000 [==>...........................] - ETA: 9:21 - loss: 0.1047 - acc: 0.9600
2700/20000 [===>..........................] - ETA: 9:19 - loss: 0.1043 - acc: 0.9604
2750/20000 [===>..........................] - ETA: 9:18 - loss: 0.1030 - acc: 0.9611
2800/20000 [===>..........................] - ETA: 9:17 - loss: 0.1037 - acc: 0.9607
2850/20000 [===>..........................] - ETA: 9:15 - loss: 0.1025 - acc: 0.9614
2900/20000 [===>..........................] - ETA: 9:15 - loss: 0.1013 - acc: 0.9621
2950/20000 [===>..........................] - ETA: 9:13 - loss: 0.1022 - acc: 0.9617
3000/20000 [===>..........................] - ETA: 9:12 - loss: 0.1026 - acc: 0.9613
3050/20000 [===>..........................] - ETA: 9:10 - loss: 0.1017 - acc: 0.9616
3100/20000 [===>..........................] - ETA: 9:08 - loss: 0.1009 - acc: 0.9619
3150/20000 [===>..........................] - ETA: 9:07 - loss: 0.1010 - acc: 0.9616
3200/20000 [===>..........................] - ETA: 9:05 - loss: 0.1001 - acc: 0.9619
3250/20000 [===>..........................] - ETA: 9:03 - loss: 0.1005 - acc: 0.9615
3300/20000 [===>..........................] - ETA: 9:01 - loss: 0.0994 - acc: 0.9621
3350/20000 [====>.........................] - ETA: 8:59 - loss: 0.0998 - acc: 0.9615
3400/20000 [====>.........................] - ETA: 8:57 - loss: 0.0996 - acc: 0.9615
3450/20000 [====>.........................] - ETA: 8:55 - loss: 0.0989 - acc: 0.9620
3500/20000 [====>.........................] - ETA: 8:53 - loss: 0.0991 - acc: 0.9617
3550/20000 [====>.........................] - ETA: 8:51 - loss: 0.0980 - acc: 0.9623
3600/20000 [====>.........................] - ETA: 8:49 - loss: 0.0975 - acc: 0.9625
3650/20000 [====>.........................] - ETA: 8:48 - loss: 0.0975 - acc: 0.9622
3700/20000 [====>.........................] - ETA: 8:46 - loss: 0.0971 - acc: 0.9624
3750/20000 [====>.........................] - ETA: 8:45 - loss: 0.0963 - acc: 0.9629
3800/20000 [====>.........................] - ETA: 8:43 - loss: 0.0960 - acc: 0.9629
3850/20000 [====>.........................] - ETA: 8:42 - loss: 0.0954 - acc: 0.9631
3900/20000 [====>.........................] - ETA: 8:40 - loss: 0.0951 - acc: 0.9631
3950/20000 [====>.........................] - ETA: 8:38 - loss: 0.0944 - acc: 0.9635
4000/20000 [=====>........................] - ETA: 8:37 - loss: 0.0944 - acc: 0.9633
4050/20000 [=====>........................] - ETA: 8:35 - loss: 0.0944 - acc: 0.9630
4100/20000 [=====>........................] - ETA: 8:33 - loss: 0.0937 - acc: 0.9634
4150/20000 [=====>........................] - ETA: 8:32 - loss: 0.0929 - acc: 0.9639
4200/20000 [=====>........................] - ETA: 8:30 - loss: 0.0924 - acc: 0.9643
4250/20000 [=====>........................] - ETA: 8:29 - loss: 0.0925 - acc: 0.9642
4300/20000 [=====>........................] - ETA: 8:27 - loss: 0.0921 - acc: 0.9647
4350/20000 [=====>........................] - ETA: 8:26 - loss: 0.0917 - acc: 0.9648
4400/20000 [=====>........................] - ETA: 8:24 - loss: 0.0913 - acc: 0.9652
4450/20000 [=====>........................] - ETA: 8:22 - loss: 0.0906 - acc: 0.9656
4500/20000 [=====>........................] - ETA: 8:20 - loss: 0.0905 - acc: 0.9653
4550/20000 [=====>........................] - ETA: 8:18 - loss: 0.0900 - acc: 0.9657
4600/20000 [=====>........................] - ETA: 8:17 - loss: 0.0912 - acc: 0.9654
4650/20000 [=====>........................] - ETA: 8:15 - loss: 0.0907 - acc: 0.9656
4700/20000 [======>.......................] - ETA: 8:14 - loss: 0.0904 - acc: 0.9655
4750/20000 [======>.......................] - ETA: 8:12 - loss: 0.0908 - acc: 0.9655
4800/20000 [======>.......................] - ETA: 8:10 - loss: 0.0901 - acc: 0.9658
4850/20000 [======>.......................] - ETA: 8:08 - loss: 0.0898 - acc: 0.9660
4900/20000 [======>.......................] - ETA: 8:07 - loss: 0.0893 - acc: 0.9661
4950/20000 [======>.......................] - ETA: 8:05 - loss: 0.0899 - acc: 0.9659
5000/20000 [======>.......................] - ETA: 8:04 - loss: 0.0892 - acc: 0.9662
5050/20000 [======>.......................] - ETA: 8:03 - loss: 0.0912 - acc: 0.9657
5100/20000 [======>.......................] - ETA: 8:01 - loss: 0.0912 - acc: 0.9657
5150/20000 [======>.......................] - ETA: 8:00 - loss: 0.0913 - acc: 0.9656
5200/20000 [======>.......................] - ETA: 7:57 - loss: 0.0911 - acc: 0.9658
5250/20000 [======>.......................] - ETA: 7:56 - loss: 0.0906 - acc: 0.9659
5300/20000 [======>.......................] - ETA: 7:54 - loss: 0.0916 - acc: 0.9657
5350/20000 [=======>......................] - ETA: 7:53 - loss: 0.0910 - acc: 0.9660
5400/20000 [=======>......................] - ETA: 7:51 - loss: 0.0919 - acc: 0.9657
5450/20000 [=======>......................] - ETA: 7:49 - loss: 0.0914 - acc: 0.9661
5500/20000 [=======>......................] - ETA: 7:48 - loss: 0.0907 - acc: 0.9664
5550/20000 [=======>......................] - ETA: 7:47 - loss: 0.0907 - acc: 0.9665
5600/20000 [=======>......................] - ETA: 7:45 - loss: 0.0906 - acc: 0.9664
5650/20000 [=======>......................] - ETA: 7:43 - loss: 0.0905 - acc: 0.9664
5700/20000 [=======>......................] - ETA: 7:42 - loss: 0.0899 - acc: 0.9667
5750/20000 [=======>......................] - ETA: 7:41 - loss: 0.0903 - acc: 0.9666
5800/20000 [=======>......................] - ETA: 7:39 - loss: 0.0913 - acc: 0.9662
5850/20000 [=======>......................] - ETA: 7:38 - loss: 0.0916 - acc: 0.9660
5900/20000 [=======>......................] - ETA: 7:36 - loss: 0.0914 - acc: 0.9663
5950/20000 [=======>......................] - ETA: 7:34 - loss: 0.0919 - acc: 0.9662
6000/20000 [========>.....................] - ETA: 7:33 - loss: 0.0915 - acc: 0.9663
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18150/20000 [==========================>...] - ETA: 1:00 - loss: 0.0999 - acc: 0.9629
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1002 - acc: 0.9627
18250/20000 [==========================>...] - ETA: 57s - loss: 0.1001 - acc: 0.9628
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1004 - acc: 0.9627
18350/20000 [==========================>...] - ETA: 54s - loss: 0.1007 - acc: 0.9626
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1007 - acc: 0.9626
18450/20000 [==========================>...] - ETA: 50s - loss: 0.1014 - acc: 0.9624
18500/20000 [==========================>...] - ETA: 49s - loss: 0.1013 - acc: 0.9625
18550/20000 [==========================>...] - ETA: 47s - loss: 0.1017 - acc: 0.9622
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1017 - acc: 0.9623
18650/20000 [==========================>...] - ETA: 44s - loss: 0.1017 - acc: 0.9623
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1019 - acc: 0.9622
18750/20000 [===========================>..] - ETA: 41s - loss: 0.1020 - acc: 0.9622
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1020 - acc: 0.9622
18850/20000 [===========================>..] - ETA: 37s - loss: 0.1020 - acc: 0.9621
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1019 - acc: 0.9621
18950/20000 [===========================>..] - ETA: 34s - loss: 0.1021 - acc: 0.9620
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1022 - acc: 0.9619
19050/20000 [===========================>..] - ETA: 31s - loss: 0.1022 - acc: 0.9618
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1022 - acc: 0.9619
19150/20000 [===========================>..] - ETA: 28s - loss: 0.1020 - acc: 0.9619
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1022 - acc: 0.9619
19250/20000 [===========================>..] - ETA: 24s - loss: 0.1024 - acc: 0.9618
19300/20000 [===========================>..] - ETA: 23s - loss: 0.1024 - acc: 0.9619
19350/20000 [============================>.] - ETA: 21s - loss: 0.1025 - acc: 0.9619
19400/20000 [============================>.] - ETA: 19s - loss: 0.1026 - acc: 0.9618
19450/20000 [============================>.] - ETA: 18s - loss: 0.1025 - acc: 0.9619
19500/20000 [============================>.] - ETA: 16s - loss: 0.1023 - acc: 0.9619
19550/20000 [============================>.] - ETA: 14s - loss: 0.1022 - acc: 0.9620
19600/20000 [============================>.] - ETA: 13s - loss: 0.1020 - acc: 0.9620
19650/20000 [============================>.] - ETA: 11s - loss: 0.1019 - acc: 0.9621
19700/20000 [============================>.] - ETA: 9s - loss: 0.1017 - acc: 0.9622
19750/20000 [============================>.] - ETA: 8s - loss: 0.1019 - acc: 0.9621
19800/20000 [============================>.] - ETA: 6s - loss: 0.1019 - acc: 0.9621
19850/20000 [============================>.] - ETA: 4s - loss: 0.1018 - acc: 0.9622
19900/20000 [============================>.] - ETA: 3s - loss: 0.1018 - acc: 0.9621
19950/20000 [============================>.] - ETA: 1s - loss: 0.1017 - acc: 0.9622
20000/20000 [==============================] - 674s 34ms/step - loss: 0.1016 - acc: 0.9622 - val_loss: 0.7449 - val_acc: 0.7904
Epoch 50/50
50/20000 [..............................] - ETA: 11:27 - loss: 0.0641 - acc: 0.9800
100/20000 [..............................] - ETA: 11:53 - loss: 0.0619 - acc: 0.9800
150/20000 [..............................] - ETA: 11:41 - loss: 0.1177 - acc: 0.9600
200/20000 [..............................] - ETA: 11:40 - loss: 0.1055 - acc: 0.9600
250/20000 [..............................] - ETA: 11:47 - loss: 0.0870 - acc: 0.9680
300/20000 [..............................] - ETA: 11:59 - loss: 0.0848 - acc: 0.9667
350/20000 [..............................] - ETA: 11:57 - loss: 0.0972 - acc: 0.9657
400/20000 [..............................] - ETA: 11:51 - loss: 0.0897 - acc: 0.9700
450/20000 [..............................] - ETA: 11:42 - loss: 0.0829 - acc: 0.9733
500/20000 [..............................] - ETA: 11:35 - loss: 0.0797 - acc: 0.9760
550/20000 [..............................] - ETA: 11:32 - loss: 0.0759 - acc: 0.9764
600/20000 [..............................] - ETA: 11:27 - loss: 0.0747 - acc: 0.9750
650/20000 [..............................] - ETA: 11:22 - loss: 0.0709 - acc: 0.9769
700/20000 [>.............................] - ETA: 11:22 - loss: 0.0701 - acc: 0.9771
750/20000 [>.............................] - ETA: 11:22 - loss: 0.0678 - acc: 0.9787
800/20000 [>.............................] - ETA: 11:20 - loss: 0.0676 - acc: 0.9788
850/20000 [>.............................] - ETA: 11:18 - loss: 0.0661 - acc: 0.9800
900/20000 [>.............................] - ETA: 11:17 - loss: 0.0662 - acc: 0.9789
950/20000 [>.............................] - ETA: 11:14 - loss: 0.0652 - acc: 0.9789
1000/20000 [>.............................] - ETA: 11:16 - loss: 0.0681 - acc: 0.9780
1050/20000 [>.............................] - ETA: 11:10 - loss: 0.0755 - acc: 0.9771
1100/20000 [>.............................] - ETA: 11:10 - loss: 0.0749 - acc: 0.9773
1150/20000 [>.............................] - ETA: 11:07 - loss: 0.0742 - acc: 0.9774
1200/20000 [>.............................] - ETA: 11:07 - loss: 0.0803 - acc: 0.9733
1250/20000 [>.............................] - ETA: 11:06 - loss: 0.0851 - acc: 0.9712
1300/20000 [>.............................] - ETA: 11:07 - loss: 0.0859 - acc: 0.9700
1350/20000 [=>............................] - ETA: 11:07 - loss: 0.0885 - acc: 0.9696
1400/20000 [=>............................] - ETA: 11:06 - loss: 0.0908 - acc: 0.9693
1450/20000 [=>............................] - ETA: 11:00 - loss: 0.0909 - acc: 0.9690
1500/20000 [=>............................] - ETA: 10:57 - loss: 0.0941 - acc: 0.9687
1550/20000 [=>............................] - ETA: 10:54 - loss: 0.0912 - acc: 0.9697
1600/20000 [=>............................] - ETA: 10:50 - loss: 0.0916 - acc: 0.9694
1650/20000 [=>............................] - ETA: 10:46 - loss: 0.0894 - acc: 0.9703
1700/20000 [=>............................] - ETA: 10:45 - loss: 0.0890 - acc: 0.9700
1750/20000 [=>............................] - ETA: 10:43 - loss: 0.0874 - acc: 0.9709
1800/20000 [=>............................] - ETA: 10:40 - loss: 0.0903 - acc: 0.9694
1850/20000 [=>............................] - ETA: 10:36 - loss: 0.0933 - acc: 0.9686
1900/20000 [=>............................] - ETA: 10:34 - loss: 0.0963 - acc: 0.9679
1950/20000 [=>............................] - ETA: 10:33 - loss: 0.0987 - acc: 0.9677
2000/20000 [==>...........................] - ETA: 10:31 - loss: 0.0982 - acc: 0.9680
2050/20000 [==>...........................] - ETA: 10:28 - loss: 0.0968 - acc: 0.9688
2100/20000 [==>...........................] - ETA: 10:28 - loss: 0.0978 - acc: 0.9671
2150/20000 [==>...........................] - ETA: 10:27 - loss: 0.0993 - acc: 0.9660
2200/20000 [==>...........................] - ETA: 10:24 - loss: 0.0979 - acc: 0.9664
2250/20000 [==>...........................] - ETA: 10:23 - loss: 0.1011 - acc: 0.9658
2300/20000 [==>...........................] - ETA: 10:21 - loss: 0.1019 - acc: 0.9657
2350/20000 [==>...........................] - ETA: 10:19 - loss: 0.1011 - acc: 0.9664
2400/20000 [==>...........................] - ETA: 10:15 - loss: 0.0993 - acc: 0.9671
2450/20000 [==>...........................] - ETA: 10:18 - loss: 0.0991 - acc: 0.9673
2500/20000 [==>...........................] - ETA: 10:16 - loss: 0.0995 - acc: 0.9672
2550/20000 [==>...........................] - ETA: 10:14 - loss: 0.1008 - acc: 0.9671
2600/20000 [==>...........................] - ETA: 10:12 - loss: 0.0999 - acc: 0.9673
2650/20000 [==>...........................] - ETA: 10:13 - loss: 0.0989 - acc: 0.9679
2700/20000 [===>..........................] - ETA: 10:10 - loss: 0.1011 - acc: 0.9667
2750/20000 [===>..........................] - ETA: 10:10 - loss: 0.1010 - acc: 0.9662
2800/20000 [===>..........................] - ETA: 10:07 - loss: 0.1000 - acc: 0.9668
2850/20000 [===>..........................] - ETA: 10:05 - loss: 0.0988 - acc: 0.9674
2900/20000 [===>..........................] - ETA: 10:02 - loss: 0.0987 - acc: 0.9672
2950/20000 [===>..........................] - ETA: 10:00 - loss: 0.0980 - acc: 0.9675
3000/20000 [===>..........................] - ETA: 9:58 - loss: 0.1019 - acc: 0.9657
3050/20000 [===>..........................] - ETA: 9:56 - loss: 0.1015 - acc: 0.9659
3100/20000 [===>..........................] - ETA: 9:54 - loss: 0.1026 - acc: 0.9655
3150/20000 [===>..........................] - ETA: 9:52 - loss: 0.1017 - acc: 0.9657
3200/20000 [===>..........................] - ETA: 9:49 - loss: 0.1015 - acc: 0.9659
3250/20000 [===>..........................] - ETA: 9:47 - loss: 0.1025 - acc: 0.9649
3300/20000 [===>..........................] - ETA: 9:45 - loss: 0.1013 - acc: 0.9655
3350/20000 [====>.........................] - ETA: 9:42 - loss: 0.1011 - acc: 0.9654
3400/20000 [====>.........................] - ETA: 9:41 - loss: 0.1009 - acc: 0.9653
3450/20000 [====>.........................] - ETA: 9:39 - loss: 0.1006 - acc: 0.9658
3500/20000 [====>.........................] - ETA: 9:36 - loss: 0.1004 - acc: 0.9657
3550/20000 [====>.........................] - ETA: 9:35 - loss: 0.0994 - acc: 0.9659
3600/20000 [====>.........................] - ETA: 9:33 - loss: 0.0991 - acc: 0.9664
3650/20000 [====>.........................] - ETA: 9:31 - loss: 0.0988 - acc: 0.9663
3700/20000 [====>.........................] - ETA: 9:29 - loss: 0.0992 - acc: 0.9657
3750/20000 [====>.........................] - ETA: 9:28 - loss: 0.1005 - acc: 0.9648
3800/20000 [====>.........................] - ETA: 9:27 - loss: 0.1006 - acc: 0.9650
3850/20000 [====>.........................] - ETA: 9:25 - loss: 0.1010 - acc: 0.9647
3900/20000 [====>.........................] - ETA: 9:23 - loss: 0.1005 - acc: 0.9646
3950/20000 [====>.........................] - ETA: 9:21 - loss: 0.0998 - acc: 0.9648
4000/20000 [=====>........................] - ETA: 9:19 - loss: 0.1000 - acc: 0.9645
4050/20000 [=====>........................] - ETA: 9:17 - loss: 0.1000 - acc: 0.9642
4100/20000 [=====>........................] - ETA: 9:16 - loss: 0.1006 - acc: 0.9639
4150/20000 [=====>........................] - ETA: 9:15 - loss: 0.1006 - acc: 0.9636
4200/20000 [=====>........................] - ETA: 9:13 - loss: 0.1010 - acc: 0.9633
4250/20000 [=====>........................] - ETA: 9:11 - loss: 0.1007 - acc: 0.9635
4300/20000 [=====>........................] - ETA: 9:08 - loss: 0.1004 - acc: 0.9637
4350/20000 [=====>........................] - ETA: 9:07 - loss: 0.1007 - acc: 0.9632
4400/20000 [=====>........................] - ETA: 9:05 - loss: 0.1001 - acc: 0.9634
4450/20000 [=====>........................] - ETA: 9:04 - loss: 0.0997 - acc: 0.9634
4500/20000 [=====>........................] - ETA: 9:02 - loss: 0.1003 - acc: 0.9631
4550/20000 [=====>........................] - ETA: 9:01 - loss: 0.1002 - acc: 0.9631
4600/20000 [=====>........................] - ETA: 8:59 - loss: 0.1011 - acc: 0.9626
4650/20000 [=====>........................] - ETA: 8:56 - loss: 0.1002 - acc: 0.9630
4700/20000 [======>.......................] - ETA: 8:54 - loss: 0.0994 - acc: 0.9634
4750/20000 [======>.......................] - ETA: 8:52 - loss: 0.0991 - acc: 0.9634
4800/20000 [======>.......................] - ETA: 8:51 - loss: 0.0995 - acc: 0.9635
4850/20000 [======>.......................] - ETA: 8:49 - loss: 0.0989 - acc: 0.9639
4900/20000 [======>.......................] - ETA: 8:47 - loss: 0.0992 - acc: 0.9635
4950/20000 [======>.......................] - ETA: 8:45 - loss: 0.0996 - acc: 0.9630
5000/20000 [======>.......................] - ETA: 8:43 - loss: 0.0991 - acc: 0.9632
5050/20000 [======>.......................] - ETA: 8:41 - loss: 0.0986 - acc: 0.9636
5100/20000 [======>.......................] - ETA: 8:40 - loss: 0.0979 - acc: 0.9639
5150/20000 [======>.......................] - ETA: 8:37 - loss: 0.0977 - acc: 0.9639
5200/20000 [======>.......................] - ETA: 8:36 - loss: 0.0985 - acc: 0.9637
5250/20000 [======>.......................] - ETA: 8:34 - loss: 0.0994 - acc: 0.9638
5300/20000 [======>.......................] - ETA: 8:32 - loss: 0.0994 - acc: 0.9636
5350/20000 [=======>......................] - ETA: 8:31 - loss: 0.0987 - acc: 0.9639
5400/20000 [=======>......................] - ETA: 8:29 - loss: 0.0989 - acc: 0.9641
5450/20000 [=======>......................] - ETA: 8:27 - loss: 0.0982 - acc: 0.9644
5500/20000 [=======>......................] - ETA: 8:25 - loss: 0.0979 - acc: 0.9644
5550/20000 [=======>......................] - ETA: 8:23 - loss: 0.0981 - acc: 0.9645
5600/20000 [=======>......................] - ETA: 8:21 - loss: 0.0980 - acc: 0.9645
5650/20000 [=======>......................] - ETA: 8:20 - loss: 0.0973 - acc: 0.9648
5700/20000 [=======>......................] - ETA: 8:18 - loss: 0.0968 - acc: 0.9649
5750/20000 [=======>......................] - ETA: 8:17 - loss: 0.0985 - acc: 0.9647
5800/20000 [=======>......................] - ETA: 8:15 - loss: 0.0987 - acc: 0.9647
5850/20000 [=======>......................] - ETA: 8:13 - loss: 0.0987 - acc: 0.9644
5900/20000 [=======>......................] - ETA: 8:11 - loss: 0.0983 - acc: 0.9646
5950/20000 [=======>......................] - ETA: 8:09 - loss: 0.0986 - acc: 0.9640
6000/20000 [========>.....................] - ETA: 8:08 - loss: 0.0982 - acc: 0.9643
6050/20000 [========>.....................] - ETA: 8:07 - loss: 0.0980 - acc: 0.9645
6100/20000 [========>.....................] - ETA: 8:05 - loss: 0.0981 - acc: 0.9643
6150/20000 [========>.....................] - ETA: 8:03 - loss: 0.0981 - acc: 0.9639
6200/20000 [========>.....................] - ETA: 8:01 - loss: 0.0989 - acc: 0.9639
6250/20000 [========>.....................] - ETA: 7:59 - loss: 0.0989 - acc: 0.9640
6300/20000 [========>.....................] - ETA: 7:58 - loss: 0.0997 - acc: 0.9640
6350/20000 [========>.....................] - ETA: 7:56 - loss: 0.0997 - acc: 0.9638
6400/20000 [========>.....................] - ETA: 7:55 - loss: 0.1003 - acc: 0.9636
6450/20000 [========>.....................] - ETA: 7:53 - loss: 0.1007 - acc: 0.9633
6500/20000 [========>.....................] - ETA: 7:51 - loss: 0.1012 - acc: 0.9629
6550/20000 [========>.....................] - ETA: 7:50 - loss: 0.1012 - acc: 0.9629
6600/20000 [========>.....................] - ETA: 7:48 - loss: 0.1009 - acc: 0.9630
6650/20000 [========>.....................] - ETA: 7:46 - loss: 0.1013 - acc: 0.9627
6700/20000 [=========>....................] - ETA: 7:45 - loss: 0.1008 - acc: 0.9630
6750/20000 [=========>....................] - ETA: 7:43 - loss: 0.1006 - acc: 0.9631
6800/20000 [=========>....................] - ETA: 7:41 - loss: 0.1005 - acc: 0.9631
6850/20000 [=========>....................] - ETA: 7:39 - loss: 0.1002 - acc: 0.9632
6900/20000 [=========>....................] - ETA: 7:38 - loss: 0.0998 - acc: 0.9633
6950/20000 [=========>....................] - ETA: 7:36 - loss: 0.0992 - acc: 0.9636
7000/20000 [=========>....................] - ETA: 7:34 - loss: 0.0987 - acc: 0.9639
7050/20000 [=========>....................] - ETA: 7:33 - loss: 0.0982 - acc: 0.9641
7100/20000 [=========>....................] - ETA: 7:31 - loss: 0.0986 - acc: 0.9642
7150/20000 [=========>....................] - ETA: 7:30 - loss: 0.0984 - acc: 0.9642
7200/20000 [=========>....................] - ETA: 7:28 - loss: 0.0979 - acc: 0.9644
7250/20000 [=========>....................] - ETA: 7:26 - loss: 0.0977 - acc: 0.9646
7300/20000 [=========>....................] - ETA: 7:24 - loss: 0.0974 - acc: 0.9647
7350/20000 [==========>...................] - ETA: 7:23 - loss: 0.0974 - acc: 0.9646
7400/20000 [==========>...................] - ETA: 7:21 - loss: 0.0975 - acc: 0.9646
7450/20000 [==========>...................] - ETA: 7:19 - loss: 0.0972 - acc: 0.9646
7500/20000 [==========>...................] - ETA: 7:18 - loss: 0.0973 - acc: 0.9647
7550/20000 [==========>...................] - ETA: 7:16 - loss: 0.0970 - acc: 0.9648
7600/20000 [==========>...................] - ETA: 7:14 - loss: 0.0969 - acc: 0.9649
7650/20000 [==========>...................] - ETA: 7:12 - loss: 0.0964 - acc: 0.9651
7700/20000 [==========>...................] - ETA: 7:11 - loss: 0.0962 - acc: 0.9651
7750/20000 [==========>...................] - ETA: 7:09 - loss: 0.0961 - acc: 0.9652
7800/20000 [==========>...................] - ETA: 7:07 - loss: 0.0959 - acc: 0.9651
7850/20000 [==========>...................] - ETA: 7:05 - loss: 0.0954 - acc: 0.9654
7900/20000 [==========>...................] - ETA: 7:03 - loss: 0.0952 - acc: 0.9654
7950/20000 [==========>...................] - ETA: 7:02 - loss: 0.0952 - acc: 0.9655
8000/20000 [===========>..................] - ETA: 7:00 - loss: 0.0947 - acc: 0.9658
8050/20000 [===========>..................] - ETA: 6:58 - loss: 0.0947 - acc: 0.9657
8100/20000 [===========>..................] - ETA: 6:57 - loss: 0.0949 - acc: 0.9657
8150/20000 [===========>..................] - ETA: 6:55 - loss: 0.0946 - acc: 0.9658
8200/20000 [===========>..................] - ETA: 6:54 - loss: 0.0950 - acc: 0.9656
8250/20000 [===========>..................] - ETA: 6:52 - loss: 0.0953 - acc: 0.9655
8300/20000 [===========>..................] - ETA: 6:50 - loss: 0.0951 - acc: 0.9657
8350/20000 [===========>..................] - ETA: 6:49 - loss: 0.0949 - acc: 0.9657
8400/20000 [===========>..................] - ETA: 6:47 - loss: 0.0951 - acc: 0.9657
8450/20000 [===========>..................] - ETA: 6:45 - loss: 0.0948 - acc: 0.9658
8500/20000 [===========>..................] - ETA: 6:44 - loss: 0.0951 - acc: 0.9659
8550/20000 [===========>..................] - ETA: 6:42 - loss: 0.0952 - acc: 0.9657
8600/20000 [===========>..................] - ETA: 6:40 - loss: 0.0949 - acc: 0.9658
8650/20000 [===========>..................] - ETA: 6:38 - loss: 0.0945 - acc: 0.9660
8700/20000 [============>.................] - ETA: 6:36 - loss: 0.0944 - acc: 0.9659
8750/20000 [============>.................] - ETA: 6:35 - loss: 0.0945 - acc: 0.9657
8800/20000 [============>.................] - ETA: 6:33 - loss: 0.0943 - acc: 0.9657
8850/20000 [============>.................] - ETA: 6:31 - loss: 0.0945 - acc: 0.9656
8900/20000 [============>.................] - ETA: 6:30 - loss: 0.0943 - acc: 0.9656
8950/20000 [============>.................] - ETA: 6:28 - loss: 0.0947 - acc: 0.9657
9000/20000 [============>.................] - ETA: 6:26 - loss: 0.0950 - acc: 0.9656
9050/20000 [============>.................] - ETA: 6:24 - loss: 0.0951 - acc: 0.9655
9100/20000 [============>.................] - ETA: 6:22 - loss: 0.0953 - acc: 0.9655
9150/20000 [============>.................] - ETA: 6:20 - loss: 0.0951 - acc: 0.9656
9200/20000 [============>.................] - ETA: 6:19 - loss: 0.0953 - acc: 0.9653
9250/20000 [============>.................] - ETA: 6:17 - loss: 0.0957 - acc: 0.9652
9300/20000 [============>.................] - ETA: 6:15 - loss: 0.0957 - acc: 0.9652
9350/20000 [=============>................] - ETA: 6:13 - loss: 0.0955 - acc: 0.9651
9400/20000 [=============>................] - ETA: 6:11 - loss: 0.0953 - acc: 0.9652
9450/20000 [=============>................] - ETA: 6:09 - loss: 0.0956 - acc: 0.9651
9500/20000 [=============>................] - ETA: 6:07 - loss: 0.0955 - acc: 0.9651
9550/20000 [=============>................] - ETA: 6:05 - loss: 0.0965 - acc: 0.9647
9600/20000 [=============>................] - ETA: 6:04 - loss: 0.0963 - acc: 0.9648
9650/20000 [=============>................] - ETA: 6:02 - loss: 0.0965 - acc: 0.9647
9700/20000 [=============>................] - ETA: 6:00 - loss: 0.0965 - acc: 0.9645
9750/20000 [=============>................] - ETA: 5:58 - loss: 0.0964 - acc: 0.9644
9800/20000 [=============>................] - ETA: 5:57 - loss: 0.0964 - acc: 0.9643
9850/20000 [=============>................] - ETA: 5:55 - loss: 0.0961 - acc: 0.9644
9900/20000 [=============>................] - ETA: 5:53 - loss: 0.0959 - acc: 0.9644
9950/20000 [=============>................] - ETA: 5:51 - loss: 0.0955 - acc: 0.9646
10000/20000 [==============>...............] - ETA: 5:50 - loss: 0.0952 - acc: 0.9648
10050/20000 [==============>...............] - ETA: 5:48 - loss: 0.0951 - acc: 0.9649
10100/20000 [==============>...............] - ETA: 5:46 - loss: 0.0952 - acc: 0.9648
10150/20000 [==============>...............] - ETA: 5:44 - loss: 0.0953 - acc: 0.9647
10200/20000 [==============>...............] - ETA: 5:42 - loss: 0.0949 - acc: 0.9649
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20000/20000 [==============================] - 714s 36ms/step - loss: 0.0984 - acc: 0.9634 - val_loss: 0.8065 - val_acc: 0.7752plot(history)
시각화
set.seed(100)
random <- sample(1:nrow(testData), 32)
par(mfrow = c(4, 8), mar = rep(0, 4),bg='transparent')
setwd('X:/data/dogs-vs-cats')
The working directory was changed to X:/data/dogs-vs-cats inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.dir_path='test1/'
images_names <- list.files(dir_path)
for(r in random){
imgname=images_names[r]
img <- readImage(file.path(dir_path, imgname))
image(img[,,2],col = gray.colors(12), axes = F)
legend("topright", legend = ifelse(predictions[r,] == 0, "Cat", "Dog"),
text.col = ifelse(predictions[r,] == 0, 2, 4), bty = "n", text.font = 2)
legend("topleft", legend = as.vector(round(probabilities[r,], 2)), bty = "n", col = "white")
}
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