keggle cat and dogs code review
아래 링크를 ctrl+click하면 캐글 데이터 다운받는 곳으로 이동 Keggle data 다운로드 받기
library(keras)Warning message:
In strsplit(x, "\n") : input string 1 is invalid in this localelibrary(EBImage)
library(stringr)
library(pbapply)
library(png)
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")
display(secondCat)translate로 자료를 회전하거나, colorMode를 수정해 색을 변경 할 수 있다.
display(translate(rotate(secondCat,45),c(0,0)))
colorMode(secondCat)<-Grayscale
colorMode(secondCat)=Color
display(channel(secondCat,'rgb')[,,3])
del=channel(secondCat,'rgb')
display(channel(secondCat, 'asgreen'))아래의 함수는 그림의 크기가 서로 다르기 때문에 50 by 50 size로 통일하고 labels이 존재하면 T 아니면 F로 학습자료와 검증 자료를 생성.
RGB 채널을 사용하지 않고 gray 하나로 grayimg에 할당해서 사용 따라서 이미지수 * width * height * channel(1) 인 array 생성
# Set image size
width <- 50Warning message:
In strsplit(code, "\n", fixed = TRUE) :
input string 1 is invalid in this localeheight <- 50
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"))
## This function will resize an image, turn it into greyscale
feature_list <- pblapply(images_names, function(imgname) {
## 이미지 불러오기
img <- readImage(file.path(dir_path, imgname))
## 크기 재 설정
img_resized <- resize(img, w = width, h = height)
## 흑백으로 설정
grayimg <- channel(img_resized, "gray")
## Get the image as a matrix
img_matrix <- grayimg@.Data
## Coerce to a vector (row-wise)
img_vector <- as.vector(t(img_matrix))
return(img_vector)
})
## bind the list of vector into matrix
feature_matrix <- do.call(rbind, feature_list)
feature_matrix <- as.data.frame(feature_matrix)
## Set names
names(feature_matrix) <- paste0("pixel", c(1:img_size))
if(labelsExist){
return(list(X = feature_matrix, y = y))
}else{
return(feature_matrix)
}
}데이터 생성
setwd('X:/data/dogs-vs-cats')Warning message:
In strsplit(x, "\n") : input string 1 is invalid in this locale
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.# Takes approx. 15min
trainData <- extract_feature("train/", width, height)[1] "Start processing 25000 images"
| | 0 % ~calculating
|+ | 1 % ~21m 59s
|+ | 2 % ~23m 03s
|++ | 3 % ~23m 12s
|++ | 4 % ~23m 18s
|+++ | 5 % ~23m 24s
|+++ | 6 % ~23m 19s
|++++ | 7 % ~23m 08s
|++++ | 8 % ~22m 60s
|+++++ | 9 % ~22m 53s
|+++++ | 10% ~22m 43s
|++++++ | 11% ~22m 32s
|++++++ | 12% ~22m 12s
|+++++++ | 13% ~21m 53s
|+++++++ | 14% ~21m 40s
|++++++++ | 15% ~21m 31s
|++++++++ | 16% ~21m 15s
|+++++++++ | 17% ~20m 50s
|+++++++++ | 18% ~20m 47s
|++++++++++ | 19% ~20m 36s
|++++++++++ | 20% ~20m 21s
|+++++++++++ | 21% ~20m 09s
|+++++++++++ | 22% ~19m 54s
|++++++++++++ | 23% ~19m 36s
|++++++++++++ | 24% ~19m 22s
|+++++++++++++ | 25% ~19m 09s
|+++++++++++++ | 26% ~18m 54s
|++++++++++++++ | 27% ~18m 44s
|++++++++++++++ | 28% ~18m 28s
|+++++++++++++++ | 29% ~18m 20s
|+++++++++++++++ | 30% ~18m 05s
|++++++++++++++++ | 31% ~17m 49s
|++++++++++++++++ | 32% ~17m 32s
|+++++++++++++++++ | 33% ~17m 16s
|+++++++++++++++++ | 34% ~17m 05s
|++++++++++++++++++ | 35% ~16m 49s
|++++++++++++++++++ | 36% ~16m 34s
|+++++++++++++++++++ | 37% ~16m 20s
|+++++++++++++++++++ | 38% ~16m 06s
|++++++++++++++++++++ | 39% ~15m 51s
|++++++++++++++++++++ | 40% ~15m 35s
|+++++++++++++++++++++ | 41% ~15m 18s
|+++++++++++++++++++++ | 42% ~15m 03s
|++++++++++++++++++++++ | 43% ~14m 49s
|++++++++++++++++++++++ | 44% ~14m 33s
|+++++++++++++++++++++++ | 45% ~14m 17s
|+++++++++++++++++++++++ | 46% ~14m 02s
|++++++++++++++++++++++++ | 47% ~13m 45s
|++++++++++++++++++++++++ | 48% ~13m 28s
|+++++++++++++++++++++++++ | 49% ~13m 12s
|+++++++++++++++++++++++++ | 50% ~12m 56s
|++++++++++++++++++++++++++ | 51% ~12m 40s
|++++++++++++++++++++++++++ | 52% ~12m 28s
|+++++++++++++++++++++++++++ | 53% ~12m 12s
|+++++++++++++++++++++++++++ | 54% ~11m 56s
|++++++++++++++++++++++++++++ | 55% ~11m 40s
|++++++++++++++++++++++++++++ | 56% ~11m 25s
|+++++++++++++++++++++++++++++ | 57% ~11m 09s
|+++++++++++++++++++++++++++++ | 58% ~10m 53s
|++++++++++++++++++++++++++++++ | 59% ~10m 36s
|++++++++++++++++++++++++++++++ | 60% ~10m 23s
|+++++++++++++++++++++++++++++++ | 61% ~10m 07s
|+++++++++++++++++++++++++++++++ | 62% ~09m 50s
|++++++++++++++++++++++++++++++++ | 63% ~09m 36s
|++++++++++++++++++++++++++++++++ | 64% ~09m 21s
|+++++++++++++++++++++++++++++++++ | 65% ~09m 04s
|+++++++++++++++++++++++++++++++++ | 66% ~08m 48s
|++++++++++++++++++++++++++++++++++ | 67% ~08m 33s
|++++++++++++++++++++++++++++++++++ | 68% ~08m 18s
|+++++++++++++++++++++++++++++++++++ | 69% ~08m 02s
|+++++++++++++++++++++++++++++++++++ | 70% ~07m 47s
|++++++++++++++++++++++++++++++++++++ | 71% ~07m 31s
|++++++++++++++++++++++++++++++++++++ | 72% ~07m 15s
|+++++++++++++++++++++++++++++++++++++ | 73% ~06m 59s
|+++++++++++++++++++++++++++++++++++++ | 74% ~06m 44s
|++++++++++++++++++++++++++++++++++++++ | 75% ~06m 28s
|++++++++++++++++++++++++++++++++++++++ | 76% ~06m 12s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~05m 56s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~05m 41s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~05m 26s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~05m 10s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~04m 54s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~04m 39s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~04m 23s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~04m 08s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~03m 52s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~03m 37s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~03m 21s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~03m 06s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02m 50s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02m 35s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02m 19s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~02m 04s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01m 48s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01m 33s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01m 17s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01m 02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~46s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~31s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~15s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed = 25m 47s# Takes slightly less
testData <- extract_feature("test1/", width, height, labelsExist = F)[1] "Start processing 12500 images"
| | 0 % ~calculating
|+ | 1 % ~11m 33s
|+ | 2 % ~11m 18s
|++ | 3 % ~11m 14s
|++ | 4 % ~11m 06s
|+++ | 5 % ~10m 49s
|+++ | 6 % ~10m 44s
|++++ | 7 % ~10m 40s
|++++ | 8 % ~10m 32s
|+++++ | 9 % ~10m 21s
|+++++ | 10% ~10m 12s
|++++++ | 11% ~10m 05s
|++++++ | 12% ~09m 56s
|+++++++ | 13% ~09m 49s
|+++++++ | 14% ~09m 43s
|++++++++ | 15% ~09m 38s
|++++++++ | 16% ~09m 37s
|+++++++++ | 17% ~09m 32s
|+++++++++ | 18% ~09m 26s
|++++++++++ | 19% ~09m 18s
|++++++++++ | 20% ~09m 11s
|+++++++++++ | 21% ~09m 04s
|+++++++++++ | 22% ~08m 56s
|++++++++++++ | 23% ~08m 48s
|++++++++++++ | 24% ~08m 41s
|+++++++++++++ | 25% ~08m 35s
|+++++++++++++ | 26% ~08m 27s
|++++++++++++++ | 27% ~08m 23s
|++++++++++++++ | 28% ~08m 17s
|+++++++++++++++ | 29% ~08m 09s
|+++++++++++++++ | 30% ~08m 02s
|++++++++++++++++ | 31% ~07m 54s
|++++++++++++++++ | 32% ~07m 47s
|+++++++++++++++++ | 33% ~07m 39s
|+++++++++++++++++ | 34% ~07m 32s
|++++++++++++++++++ | 35% ~07m 25s
|++++++++++++++++++ | 36% ~07m 19s
|+++++++++++++++++++ | 37% ~07m 11s
|+++++++++++++++++++ | 38% ~07m 04s
|++++++++++++++++++++ | 39% ~06m 56s
|++++++++++++++++++++ | 40% ~06m 49s
|+++++++++++++++++++++ | 41% ~06m 42s
|+++++++++++++++++++++ | 42% ~06m 34s
|++++++++++++++++++++++ | 43% ~06m 27s
|++++++++++++++++++++++ | 44% ~06m 20s
|+++++++++++++++++++++++ | 45% ~06m 13s
|+++++++++++++++++++++++ | 46% ~06m 06s
|++++++++++++++++++++++++ | 47% ~05m 59s
|++++++++++++++++++++++++ | 48% ~05m 52s
|+++++++++++++++++++++++++ | 49% ~05m 45s
|+++++++++++++++++++++++++ | 50% ~05m 38s
|++++++++++++++++++++++++++ | 51% ~05m 31s
|++++++++++++++++++++++++++ | 52% ~05m 24s
|+++++++++++++++++++++++++++ | 53% ~05m 17s
|+++++++++++++++++++++++++++ | 54% ~05m 10s
|++++++++++++++++++++++++++++ | 55% ~05m 03s
|++++++++++++++++++++++++++++ | 56% ~04m 56s
|+++++++++++++++++++++++++++++ | 57% ~04m 49s
|+++++++++++++++++++++++++++++ | 58% ~04m 42s
|++++++++++++++++++++++++++++++ | 59% ~04m 35s
|++++++++++++++++++++++++++++++ | 60% ~04m 29s
|+++++++++++++++++++++++++++++++ | 61% ~04m 22s
|+++++++++++++++++++++++++++++++ | 62% ~04m 15s
|++++++++++++++++++++++++++++++++ | 63% ~04m 09s
|++++++++++++++++++++++++++++++++ | 64% ~04m 02s
|+++++++++++++++++++++++++++++++++ | 65% ~03m 55s
|+++++++++++++++++++++++++++++++++ | 66% ~03m 48s
|++++++++++++++++++++++++++++++++++ | 67% ~03m 42s
|++++++++++++++++++++++++++++++++++ | 68% ~03m 35s
|+++++++++++++++++++++++++++++++++++ | 69% ~03m 28s
|+++++++++++++++++++++++++++++++++++ | 70% ~03m 21s
|++++++++++++++++++++++++++++++++++++ | 71% ~03m 15s
|++++++++++++++++++++++++++++++++++++ | 72% ~03m 08s
|+++++++++++++++++++++++++++++++++++++ | 73% ~03m 01s
|+++++++++++++++++++++++++++++++++++++ | 74% ~02m 55s
|++++++++++++++++++++++++++++++++++++++ | 75% ~02m 48s
|++++++++++++++++++++++++++++++++++++++ | 76% ~02m 41s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02m 34s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~02m 27s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~02m 21s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~02m 14s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~02m 07s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~02m 00s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~01m 54s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~01m 47s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~01m 40s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~01m 33s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01m 27s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01m 20s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01m 13s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01m 07s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~60s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~53s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~47s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~40s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~33s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~27s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~20s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~13s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~07s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed = 11m 05saperm으로 차원 순서 변경
# Fix structure for 2d CNN
train_array <- t(trainData$X)Warning message:
In strsplit(x, "\n") : input string 1 is invalid in this localedim(train_array) <- c(50, 50, nrow(trainData$X), 1)
# Reorder dimensions
train_array <- aperm(train_array, c(3,1,2,4))
test_array <- t(testData)
dim(test_array) <- c(50, 50, nrow(testData), 1)
# Reorder dimensions
test_array <- aperm(test_array, c(3,1,2,4))
# Check cat again
testCat <- train_array[2,,,]
image(t(apply(testCat, 2, rev)), col = gray.colors(12),
axes = F)
CNN 모형 생성
# Build CNN model
model <- keras_model_sequential() Warning message:
In strsplit(x, "\n") : input string 1 is invalid in this localemodel %>%
layer_conv_2d(kernel_size = c(3, 3), filter = 32,
activation = "relu", padding = "same",
input_shape = c(50, 50, 1),
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_1 (Conv2D) (None, 50, 50, 32) 320
___________________________________________________________________________
conv2d_2 (Conv2D) (None, 48, 48, 32) 9248
___________________________________________________________________________
max_pooling2d_1 (MaxPooling2D) (None, 24, 24, 32) 0
___________________________________________________________________________
dropout_1 (Dropout) (None, 24, 24, 32) 0
___________________________________________________________________________
conv2d_3 (Conv2D) (None, 12, 12, 64) 18496
___________________________________________________________________________
conv2d_4 (Conv2D) (None, 10, 10, 64) 36928
___________________________________________________________________________
max_pooling2d_2 (MaxPooling2D) (None, 5, 5, 64) 0
___________________________________________________________________________
dropout_2 (Dropout) (None, 5, 5, 64) 0
___________________________________________________________________________
flatten_1 (Flatten) (None, 1600) 0
___________________________________________________________________________
dense_1 (Dense) (None, 50) 80050
___________________________________________________________________________
dropout_3 (Dropout) (None, 50) 0
___________________________________________________________________________
dense_2 (Dense) (None, 1) 51
===========================================================================
Total params: 145,093
Trainable params: 145,093
Non-trainable params: 0
___________________________________________________________________________model %>% compile(
loss = 'binary_crossentropy',
optimizer = "adam",
metrics = c('accuracy')
)
history <- model %>% fit(
x = train_array, y = as.numeric(trainData$y),
epochs = 30, batch_size = 100,
validation_split = 0.2
)2019-06-17 20:18:01.235750: I T:\src\github\tensorflow\tensorflow\core\platform\cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2Train on 20000 samples, validate on 5000 samples
Epoch 1/30
100/20000 [..............................] - ETA: 15:27 - loss: 0.6983 - acc: 0.4600
200/20000 [..............................] - ETA: 13:14 - loss: 0.6798 - acc: 0.5650
300/20000 [..............................] - ETA: 12:47 - loss: 0.6739 - acc: 0.5900
400/20000 [..............................] - ETA: 12:14 - loss: 0.6744 - acc: 0.6000
500/20000 [..............................] - ETA: 11:51 - loss: 0.6760 - acc: 0.6040
600/20000 [..............................] - ETA: 11:42 - loss: 0.6747 - acc: 0.6050
700/20000 [>.............................] - ETA: 11:27 - loss: 0.6767 - acc: 0.6014
800/20000 [>.............................] - ETA: 11:12 - loss: 0.6789 - acc: 0.5950
900/20000 [>.............................] - ETA: 10:59 - loss: 0.6780 - acc: 0.6000
1000/20000 [>.............................] - ETA: 10:54 - loss: 0.6796 - acc: 0.5920
1100/20000 [>.............................] - ETA: 10:55 - loss: 0.6805 - acc: 0.5873
1200/20000 [>.............................] - ETA: 11:02 - loss: 0.6810 - acc: 0.5858
1300/20000 [>.............................] - ETA: 11:11 - loss: 0.6808 - acc: 0.5885
1400/20000 [=>............................] - ETA: 11:19 - loss: 0.6807 - acc: 0.5879
1500/20000 [=>............................] - ETA: 11:11 - loss: 0.6798 - acc: 0.5927
1600/20000 [=>............................] - ETA: 11:02 - loss: 0.6783 - acc: 0.5975
1700/20000 [=>............................] - ETA: 10:53 - loss: 0.6777 - acc: 0.5988
1800/20000 [=>............................] - ETA: 10:51 - loss: 0.6772 - acc: 0.6000
1900/20000 [=>............................] - ETA: 10:50 - loss: 0.6756 - acc: 0.6026
2000/20000 [==>...........................] - ETA: 10:49 - loss: 0.6750 - acc: 0.6045
2100/20000 [==>...........................] - ETA: 10:46 - loss: 0.6736 - acc: 0.6071
2200/20000 [==>...........................] - ETA: 10:41 - loss: 0.6752 - acc: 0.6064
2300/20000 [==>...........................] - ETA: 10:37 - loss: 0.6745 - acc: 0.6074
2400/20000 [==>...........................] - ETA: 10:35 - loss: 0.6740 - acc: 0.6083
2500/20000 [==>...........................] - ETA: 10:30 - loss: 0.6733 - acc: 0.6092
2600/20000 [==>...........................] - ETA: 10:25 - loss: 0.6719 - acc: 0.6127
2700/20000 [===>..........................] - ETA: 10:20 - loss: 0.6717 - acc: 0.6141
2800/20000 [===>..........................] - ETA: 10:18 - loss: 0.6709 - acc: 0.6150
2900/20000 [===>..........................] - ETA: 10:14 - loss: 0.6702 - acc: 0.6169
3000/20000 [===>..........................] - ETA: 10:11 - loss: 0.6709 - acc: 0.6153
3100/20000 [===>..........................] - ETA: 10:06 - loss: 0.6704 - acc: 0.6161
3200/20000 [===>..........................] - ETA: 10:01 - loss: 0.6703 - acc: 0.6159
3300/20000 [===>..........................] - ETA: 9:56 - loss: 0.6688 - acc: 0.6185
3400/20000 [====>.........................] - ETA: 9:53 - loss: 0.6695 - acc: 0.6174
3500/20000 [====>.........................] - ETA: 9:48 - loss: 0.6680 - acc: 0.6203
3600/20000 [====>.........................] - ETA: 9:43 - loss: 0.6680 - acc: 0.6203
3700/20000 [====>.........................] - ETA: 9:37 - loss: 0.6675 - acc: 0.6205
3800/20000 [====>.........................] - ETA: 9:31 - loss: 0.6672 - acc: 0.6208
3900/20000 [====>.........................] - ETA: 9:27 - loss: 0.6656 - acc: 0.6236
4000/20000 [=====>........................] - ETA: 9:22 - loss: 0.6665 - acc: 0.6220
4100/20000 [=====>........................] - ETA: 9:18 - loss: 0.6658 - acc: 0.6227
4200/20000 [=====>........................] - ETA: 9:12 - loss: 0.6667 - acc: 0.6210
4300/20000 [=====>........................] - ETA: 9:08 - loss: 0.6670 - acc: 0.6202
4400/20000 [=====>........................] - ETA: 9:02 - loss: 0.6665 - acc: 0.6211
4500/20000 [=====>........................] - ETA: 8:58 - loss: 0.6664 - acc: 0.6213
4600/20000 [=====>........................] - ETA: 8:54 - loss: 0.6666 - acc: 0.6207
4700/20000 [======>.......................] - ETA: 8:49 - loss: 0.6662 - acc: 0.6219
4800/20000 [======>.......................] - ETA: 8:45 - loss: 0.6661 - acc: 0.6227
4900/20000 [======>.......................] - ETA: 8:40 - loss: 0.6651 - acc: 0.6251
5000/20000 [======>.......................] - ETA: 8:37 - loss: 0.6647 - acc: 0.6258
5100/20000 [======>.......................] - ETA: 8:33 - loss: 0.6642 - acc: 0.6267
5200/20000 [======>.......................] - ETA: 8:29 - loss: 0.6642 - acc: 0.6265
5300/20000 [======>.......................] - ETA: 8:25 - loss: 0.6658 - acc: 0.6245
5400/20000 [=======>......................] - ETA: 8:22 - loss: 0.6660 - acc: 0.6239
5500/20000 [=======>......................] - ETA: 8:18 - loss: 0.6667 - acc: 0.6224
5600/20000 [=======>......................] - ETA: 8:16 - loss: 0.6665 - acc: 0.6223
5700/20000 [=======>......................] - ETA: 8:12 - loss: 0.6669 - acc: 0.6212
5800/20000 [=======>......................] - ETA: 8:09 - loss: 0.6676 - acc: 0.6190
5900/20000 [=======>......................] - ETA: 8:05 - loss: 0.6676 - acc: 0.6186
6000/20000 [========>.....................] - ETA: 8:01 - loss: 0.6678 - acc: 0.6182
6100/20000 [========>.....................] - ETA: 7:57 - loss: 0.6677 - acc: 0.6192
6200/20000 [========>.....................] - ETA: 7:53 - loss: 0.6678 - acc: 0.6192
6300/20000 [========>.....................] - ETA: 7:49 - loss: 0.6680 - acc: 0.6189
6400/20000 [========>.....................] - ETA: 7:45 - loss: 0.6679 - acc: 0.6194
6500/20000 [========>.....................] - ETA: 7:40 - loss: 0.6683 - acc: 0.6177
6600/20000 [========>.....................] - ETA: 7:36 - loss: 0.6684 - acc: 0.6173
6700/20000 [=========>....................] - ETA: 7:33 - loss: 0.6686 - acc: 0.6167
6800/20000 [=========>....................] - ETA: 7:28 - loss: 0.6685 - acc: 0.6172
6900/20000 [=========>....................] - ETA: 7:25 - loss: 0.6686 - acc: 0.6168
7000/20000 [=========>....................] - ETA: 7:22 - loss: 0.6689 - acc: 0.6154
7100/20000 [=========>....................] - ETA: 7:19 - loss: 0.6688 - acc: 0.6155
7200/20000 [=========>....................] - ETA: 7:15 - loss: 0.6689 - acc: 0.6147
7300/20000 [=========>....................] - ETA: 7:12 - loss: 0.6686 - acc: 0.6151
7400/20000 [==========>...................] - ETA: 7:09 - loss: 0.6682 - acc: 0.6155
7500/20000 [==========>...................] - ETA: 7:05 - loss: 0.6675 - acc: 0.6165
7600/20000 [==========>...................] - ETA: 7:02 - loss: 0.6678 - acc: 0.6162
7700/20000 [==========>...................] - ETA: 6:58 - loss: 0.6674 - acc: 0.6166
7800/20000 [==========>...................] - ETA: 6:54 - loss: 0.6675 - acc: 0.6162
7900/20000 [==========>...................] - ETA: 6:50 - loss: 0.6666 - acc: 0.6170
8000/20000 [===========>..................] - ETA: 6:46 - loss: 0.6659 - acc: 0.6177
8100/20000 [===========>..................] - ETA: 6:43 - loss: 0.6656 - acc: 0.6178
8200/20000 [===========>..................] - ETA: 6:40 - loss: 0.6658 - acc: 0.6173
8300/20000 [===========>..................] - ETA: 6:37 - loss: 0.6655 - acc: 0.6177
8400/20000 [===========>..................] - ETA: 6:34 - loss: 0.6653 - acc: 0.6182
8500/20000 [===========>..................] - ETA: 6:30 - loss: 0.6650 - acc: 0.6186
8600/20000 [===========>..................] - ETA: 6:26 - loss: 0.6652 - acc: 0.6179
8700/20000 [============>.................] - ETA: 6:23 - loss: 0.6649 - acc: 0.6182
8800/20000 [============>.................] - ETA: 6:19 - loss: 0.6648 - acc: 0.6183
8900/20000 [============>.................] - ETA: 6:16 - loss: 0.6648 - acc: 0.6184
9000/20000 [============>.................] - ETA: 6:12 - loss: 0.6646 - acc: 0.6184
9100/20000 [============>.................] - ETA: 6:09 - loss: 0.6644 - acc: 0.6187
9200/20000 [============>.................] - ETA: 6:06 - loss: 0.6643 - acc: 0.6187
9300/20000 [============>.................] - ETA: 6:02 - loss: 0.6644 - acc: 0.6180
9400/20000 [=============>................] - ETA: 5:59 - loss: 0.6641 - acc: 0.6184
9500/20000 [=============>................] - ETA: 5:55 - loss: 0.6637 - acc: 0.6189
9600/20000 [=============>................] - ETA: 5:52 - loss: 0.6636 - acc: 0.6189
9700/20000 [=============>................] - ETA: 5:48 - loss: 0.6630 - acc: 0.6197
9800/20000 [=============>................] - ETA: 5:45 - loss: 0.6625 - acc: 0.6200
9900/20000 [=============>................] - ETA: 5:41 - loss: 0.6631 - acc: 0.6195
10000/20000 [==============>...............] - ETA: 5:37 - loss: 0.6631 - acc: 0.6194
10100/20000 [==============>...............] - ETA: 5:33 - loss: 0.6631 - acc: 0.6192
10200/20000 [==============>...............] - ETA: 5:30 - loss: 0.6624 - acc: 0.6205
10300/20000 [==============>...............] - ETA: 5:27 - loss: 0.6616 - acc: 0.6214
10400/20000 [==============>...............] - ETA: 5:23 - loss: 0.6613 - acc: 0.6215
10500/20000 [==============>...............] - ETA: 5:20 - loss: 0.6611 - acc: 0.6218
10600/20000 [==============>...............] - ETA: 5:16 - loss: 0.6610 - acc: 0.6217
10700/20000 [===============>..............] - ETA: 5:13 - loss: 0.6613 - acc: 0.6214
10800/20000 [===============>..............] - ETA: 5:10 - loss: 0.6610 - acc: 0.6219
10900/20000 [===============>..............] - ETA: 5:06 - loss: 0.6606 - acc: 0.6222
11000/20000 [===============>..............] - ETA: 5:03 - loss: 0.6602 - acc: 0.6231
11100/20000 [===============>..............] - ETA: 4:59 - loss: 0.6600 - acc: 0.6236
11200/20000 [===============>..............] - ETA: 4:56 - loss: 0.6597 - acc: 0.6236
11300/20000 [===============>..............] - ETA: 4:52 - loss: 0.6597 - acc: 0.6232
11400/20000 [================>.............] - ETA: 4:49 - loss: 0.6601 - acc: 0.6222
11500/20000 [================>.............] - ETA: 4:45 - loss: 0.6600 - acc: 0.6223
11600/20000 [================>.............] - ETA: 4:42 - loss: 0.6604 - acc: 0.6215
11700/20000 [================>.............] - ETA: 4:39 - loss: 0.6602 - acc: 0.6219
11800/20000 [================>.............] - ETA: 4:35 - loss: 0.6602 - acc: 0.6217
11900/20000 [================>.............] - ETA: 4:32 - loss: 0.6600 - acc: 0.6218
12000/20000 [=================>............] - ETA: 4:29 - loss: 0.6599 - acc: 0.6217
12100/20000 [=================>............] - ETA: 4:25 - loss: 0.6597 - acc: 0.6220
12200/20000 [=================>............] - ETA: 4:22 - loss: 0.6592 - acc: 0.6229
12300/20000 [=================>............] - ETA: 4:18 - loss: 0.6591 - acc: 0.6227
12400/20000 [=================>............] - ETA: 4:15 - loss: 0.6588 - acc: 0.6229
12500/20000 [=================>............] - ETA: 4:12 - loss: 0.6582 - acc: 0.6237
12600/20000 [=================>............] - ETA: 4:09 - loss: 0.6583 - acc: 0.6235
12700/20000 [==================>...........] - ETA: 4:05 - loss: 0.6585 - acc: 0.6233
12800/20000 [==================>...........] - ETA: 4:02 - loss: 0.6585 - acc: 0.6229
12900/20000 [==================>...........] - ETA: 3:58 - loss: 0.6590 - acc: 0.6220
13000/20000 [==================>...........] - ETA: 3:55 - loss: 0.6589 - acc: 0.6222
13100/20000 [==================>...........] - ETA: 3:51 - loss: 0.6587 - acc: 0.6227
13200/20000 [==================>...........] - ETA: 3:48 - loss: 0.6584 - acc: 0.6231
13300/20000 [==================>...........] - ETA: 3:44 - loss: 0.6585 - acc: 0.6227
13400/20000 [===================>..........] - ETA: 3:41 - loss: 0.6585 - acc: 0.6226
13500/20000 [===================>..........] - ETA: 3:38 - loss: 0.6582 - acc: 0.6232
13600/20000 [===================>..........] - ETA: 3:35 - loss: 0.6582 - acc: 0.6229
13700/20000 [===================>..........] - ETA: 3:32 - loss: 0.6577 - acc: 0.6236
13800/20000 [===================>..........] - ETA: 3:28 - loss: 0.6577 - acc: 0.6233
13900/20000 [===================>..........] - ETA: 3:25 - loss: 0.6575 - acc: 0.6235
14000/20000 [====================>.........] - ETA: 3:21 - loss: 0.6582 - acc: 0.6226
14100/20000 [====================>.........] - ETA: 3:18 - loss: 0.6578 - acc: 0.6228
14200/20000 [====================>.........] - ETA: 3:15 - loss: 0.6575 - acc: 0.6227
14300/20000 [====================>.........] - ETA: 3:12 - loss: 0.6571 - acc: 0.6231
14400/20000 [====================>.........] - ETA: 3:08 - loss: 0.6573 - acc: 0.6223
14500/20000 [====================>.........] - ETA: 3:05 - loss: 0.6575 - acc: 0.6217
14600/20000 [====================>.........] - ETA: 3:01 - loss: 0.6573 - acc: 0.6213
14700/20000 [=====================>........] - ETA: 2:58 - loss: 0.6572 - acc: 0.6210
14800/20000 [=====================>........] - ETA: 2:55 - loss: 0.6573 - acc: 0.6210
14900/20000 [=====================>........] - ETA: 2:51 - loss: 0.6570 - acc: 0.6209
15000/20000 [=====================>........] - ETA: 2:48 - loss: 0.6571 - acc: 0.6207
15100/20000 [=====================>........] - ETA: 2:44 - loss: 0.6568 - acc: 0.6209
15200/20000 [=====================>........] - ETA: 2:41 - loss: 0.6566 - acc: 0.6211
15300/20000 [=====================>........] - ETA: 2:38 - loss: 0.6564 - acc: 0.6212
15400/20000 [======================>.......] - ETA: 2:34 - loss: 0.6562 - acc: 0.6213
15500/20000 [======================>.......] - ETA: 2:31 - loss: 0.6562 - acc: 0.6214
15600/20000 [======================>.......] - ETA: 2:27 - loss: 0.6564 - acc: 0.6210
15700/20000 [======================>.......] - ETA: 2:24 - loss: 0.6566 - acc: 0.6208
15800/20000 [======================>.......] - ETA: 2:21 - loss: 0.6563 - acc: 0.6210
15900/20000 [======================>.......] - ETA: 2:17 - loss: 0.6563 - acc: 0.6210
16000/20000 [=======================>......] - ETA: 2:14 - loss: 0.6561 - acc: 0.6207
16100/20000 [=======================>......] - ETA: 2:10 - loss: 0.6562 - acc: 0.6206
16200/20000 [=======================>......] - ETA: 2:07 - loss: 0.6558 - acc: 0.6210
16300/20000 [=======================>......] - ETA: 2:03 - loss: 0.6557 - acc: 0.6209
16400/20000 [=======================>......] - ETA: 2:00 - loss: 0.6558 - acc: 0.6205
16500/20000 [=======================>......] - ETA: 1:57 - loss: 0.6557 - acc: 0.6208
16600/20000 [=======================>......] - ETA: 1:53 - loss: 0.6555 - acc: 0.6208
16700/20000 [========================>.....] - ETA: 1:50 - loss: 0.6554 - acc: 0.6208
16800/20000 [========================>.....] - ETA: 1:47 - loss: 0.6547 - acc: 0.6214
16900/20000 [========================>.....] - ETA: 1:43 - loss: 0.6546 - acc: 0.6216
17000/20000 [========================>.....] - ETA: 1:40 - loss: 0.6545 - acc: 0.6218
17100/20000 [========================>.....] - ETA: 1:37 - loss: 0.6543 - acc: 0.6220
17200/20000 [========================>.....] - ETA: 1:33 - loss: 0.6542 - acc: 0.6222
17300/20000 [========================>.....] - ETA: 1:30 - loss: 0.6540 - acc: 0.6223
17400/20000 [=========================>....] - ETA: 1:27 - loss: 0.6536 - acc: 0.6228
17500/20000 [=========================>....] - ETA: 1:23 - loss: 0.6536 - acc: 0.6226
17600/20000 [=========================>....] - ETA: 1:20 - loss: 0.6536 - acc: 0.6225
17700/20000 [=========================>....] - ETA: 1:17 - loss: 0.6532 - acc: 0.6230
17800/20000 [=========================>....] - ETA: 1:13 - loss: 0.6532 - acc: 0.6229
17900/20000 [=========================>....] - ETA: 1:10 - loss: 0.6529 - acc: 0.6230
18000/20000 [==========================>...] - ETA: 1:07 - loss: 0.6528 - acc: 0.6227
18100/20000 [==========================>...] - ETA: 1:03 - loss: 0.6525 - acc: 0.6232
18200/20000 [==========================>...] - ETA: 1:00 - loss: 0.6520 - acc: 0.6238
18300/20000 [==========================>...] - ETA: 57s - loss: 0.6518 - acc: 0.6239
18400/20000 [==========================>...] - ETA: 53s - loss: 0.6517 - acc: 0.6240
18500/20000 [==========================>...] - ETA: 50s - loss: 0.6513 - acc: 0.6240
18600/20000 [==========================>...] - ETA: 47s - loss: 0.6508 - acc: 0.6245
18700/20000 [===========================>..] - ETA: 43s - loss: 0.6509 - acc: 0.6242
18800/20000 [===========================>..] - ETA: 40s - loss: 0.6509 - acc: 0.6240
18900/20000 [===========================>..] - ETA: 37s - loss: 0.6510 - acc: 0.6242
19000/20000 [===========================>..] - ETA: 33s - loss: 0.6509 - acc: 0.6247
19100/20000 [===========================>..] - ETA: 30s - loss: 0.6507 - acc: 0.6250
19200/20000 [===========================>..] - ETA: 27s - loss: 0.6505 - acc: 0.6249
19300/20000 [===========================>..] - ETA: 23s - loss: 0.6508 - acc: 0.6245
19400/20000 [============================>.] - ETA: 20s - loss: 0.6504 - acc: 0.6248
19500/20000 [============================>.] - ETA: 16s - loss: 0.6504 - acc: 0.6246
19600/20000 [============================>.] - ETA: 13s - loss: 0.6502 - acc: 0.6247
19700/20000 [============================>.] - ETA: 10s - loss: 0.6500 - acc: 0.6251
19800/20000 [============================>.] - ETA: 6s - loss: 0.6500 - acc: 0.6255
19900/20000 [============================>.] - ETA: 3s - loss: 0.6499 - acc: 0.6255
20000/20000 [==============================] - 689s 34ms/step - loss: 0.6495 - acc: 0.6257 - val_loss: 0.8573 - val_acc: 0.3130
Epoch 2/30
100/20000 [..............................] - ETA: 11:38 - loss: 0.6116 - acc: 0.6800
200/20000 [..............................] - ETA: 10:54 - loss: 0.6322 - acc: 0.6150
300/20000 [..............................] - ETA: 10:36 - loss: 0.6303 - acc: 0.6333
400/20000 [..............................] - ETA: 11:09 - loss: 0.6375 - acc: 0.6425
500/20000 [..............................] - ETA: 11:12 - loss: 0.6385 - acc: 0.6320
600/20000 [..............................] - ETA: 11:11 - loss: 0.6377 - acc: 0.6233
700/20000 [>.............................] - ETA: 11:24 - loss: 0.6310 - acc: 0.6357
800/20000 [>.............................] - ETA: 11:21 - loss: 0.6292 - acc: 0.6388
900/20000 [>.............................] - ETA: 11:26 - loss: 0.6268 - acc: 0.6367
1000/20000 [>.............................] - ETA: 11:27 - loss: 0.6254 - acc: 0.6340
1100/20000 [>.............................] - ETA: 11:23 - loss: 0.6227 - acc: 0.6382
1200/20000 [>.............................] - ETA: 11:21 - loss: 0.6215 - acc: 0.6358
1300/20000 [>.............................] - ETA: 11:14 - loss: 0.6199 - acc: 0.6392
1400/20000 [=>............................] - ETA: 11:09 - loss: 0.6204 - acc: 0.6393
1500/20000 [=>............................] - ETA: 11:04 - loss: 0.6244 - acc: 0.6347
1600/20000 [=>............................] - ETA: 10:59 - loss: 0.6221 - acc: 0.6406
1700/20000 [=>............................] - ETA: 10:59 - loss: 0.6204 - acc: 0.6424
1800/20000 [=>............................] - ETA: 11:00 - loss: 0.6209 - acc: 0.6450
1900/20000 [=>............................] - ETA: 10:59 - loss: 0.6230 - acc: 0.6421
2000/20000 [==>...........................] - ETA: 10:55 - loss: 0.6240 - acc: 0.6440
2100/20000 [==>...........................] - ETA: 10:50 - loss: 0.6232 - acc: 0.6462
2200/20000 [==>...........................] - ETA: 10:43 - loss: 0.6230 - acc: 0.6491
2300/20000 [==>...........................] - ETA: 10:38 - loss: 0.6223 - acc: 0.6517
2400/20000 [==>...........................] - ETA: 10:34 - loss: 0.6205 - acc: 0.6517
2500/20000 [==>...........................] - ETA: 10:30 - loss: 0.6182 - acc: 0.6532
2600/20000 [==>...........................] - ETA: 10:27 - loss: 0.6218 - acc: 0.6504
2700/20000 [===>..........................] - ETA: 10:22 - loss: 0.6213 - acc: 0.6507
2800/20000 [===>..........................] - ETA: 10:16 - loss: 0.6218 - acc: 0.6504
2900/20000 [===>..........................] - ETA: 10:11 - loss: 0.6226 - acc: 0.6486
3000/20000 [===>..........................] - ETA: 10:05 - loss: 0.6227 - acc: 0.6477
3100/20000 [===>..........................] - ETA: 10:00 - loss: 0.6233 - acc: 0.6484
3200/20000 [===>..........................] - ETA: 9:54 - loss: 0.6239 - acc: 0.6475
3300/20000 [===>..........................] - ETA: 9:50 - loss: 0.6223 - acc: 0.6479
3400/20000 [====>.........................] - ETA: 9:46 - loss: 0.6225 - acc: 0.6482
3500/20000 [====>.........................] - ETA: 9:40 - loss: 0.6250 - acc: 0.6457
3600/20000 [====>.........................] - ETA: 9:35 - loss: 0.6238 - acc: 0.6467
3700/20000 [====>.........................] - ETA: 9:30 - loss: 0.6237 - acc: 0.6470
3800/20000 [====>.........................] - ETA: 9:25 - loss: 0.6241 - acc: 0.6463
3900/20000 [====>.........................] - ETA: 9:21 - loss: 0.6238 - acc: 0.6479
4000/20000 [=====>........................] - ETA: 9:17 - loss: 0.6235 - acc: 0.6475
4100/20000 [=====>........................] - ETA: 9:13 - loss: 0.6234 - acc: 0.6478
4200/20000 [=====>........................] - ETA: 9:11 - loss: 0.6234 - acc: 0.6495
4300/20000 [=====>........................] - ETA: 9:08 - loss: 0.6222 - acc: 0.6512
4400/20000 [=====>........................] - ETA: 9:05 - loss: 0.6222 - acc: 0.6502
4500/20000 [=====>........................] - ETA: 9:02 - loss: 0.6222 - acc: 0.6496
4600/20000 [=====>........................] - ETA: 9:04 - loss: 0.6215 - acc: 0.6496
4700/20000 [======>.......................] - ETA: 9:06 - loss: 0.6204 - acc: 0.6500
4800/20000 [======>.......................] - ETA: 9:03 - loss: 0.6193 - acc: 0.6523
4900/20000 [======>.......................] - ETA: 9:00 - loss: 0.6199 - acc: 0.6529
5000/20000 [======>.......................] - ETA: 8:58 - loss: 0.6196 - acc: 0.6534
5100/20000 [======>.......................] - ETA: 8:55 - loss: 0.6185 - acc: 0.6537
5200/20000 [======>.......................] - ETA: 8:52 - loss: 0.6194 - acc: 0.6542
5300/20000 [======>.......................] - ETA: 8:49 - loss: 0.6200 - acc: 0.6532
5400/20000 [=======>......................] - ETA: 8:46 - loss: 0.6189 - acc: 0.6544
5500/20000 [=======>......................] - ETA: 8:43 - loss: 0.6188 - acc: 0.6553
5600/20000 [=======>......................] - ETA: 8:40 - loss: 0.6196 - acc: 0.6545
5700/20000 [=======>......................] - ETA: 8:37 - loss: 0.6194 - acc: 0.6556
5800/20000 [=======>......................] - ETA: 8:35 - loss: 0.6203 - acc: 0.6545
5900/20000 [=======>......................] - ETA: 8:31 - loss: 0.6191 - acc: 0.6558
6000/20000 [========>.....................] - ETA: 8:27 - loss: 0.6184 - acc: 0.6565
6100/20000 [========>.....................] - ETA: 8:24 - loss: 0.6184 - acc: 0.6557
6200/20000 [========>.....................] - ETA: 8:21 - loss: 0.6187 - acc: 0.6552
6300/20000 [========>.....................] - ETA: 8:18 - loss: 0.6183 - acc: 0.6562
6400/20000 [========>.....................] - ETA: 8:15 - loss: 0.6183 - acc: 0.6570
6500/20000 [========>.....................] - ETA: 8:11 - loss: 0.6175 - acc: 0.6582
6600/20000 [========>.....................] - ETA: 8:09 - loss: 0.6159 - acc: 0.6597
6700/20000 [=========>....................] - ETA: 8:07 - loss: 0.6147 - acc: 0.6601
6800/20000 [=========>....................] - ETA: 8:03 - loss: 0.6153 - acc: 0.6600
6900/20000 [=========>....................] - ETA: 7:59 - loss: 0.6158 - acc: 0.6591
7000/20000 [=========>....................] - ETA: 7:56 - loss: 0.6145 - acc: 0.6593
7100/20000 [=========>....................] - ETA: 7:52 - loss: 0.6126 - acc: 0.6607
7200/20000 [=========>....................] - ETA: 7:49 - loss: 0.6116 - acc: 0.6621
7300/20000 [=========>....................] - ETA: 7:45 - loss: 0.6117 - acc: 0.6622
7400/20000 [==========>...................] - ETA: 7:41 - loss: 0.6116 - acc: 0.6622
7500/20000 [==========>...................] - ETA: 7:37 - loss: 0.6114 - acc: 0.6620
7600/20000 [==========>...................] - ETA: 7:33 - loss: 0.6111 - acc: 0.6626
7700/20000 [==========>...................] - ETA: 7:29 - loss: 0.6119 - acc: 0.6618
7800/20000 [==========>...................] - ETA: 7:25 - loss: 0.6116 - acc: 0.6619
7900/20000 [==========>...................] - ETA: 7:21 - loss: 0.6110 - acc: 0.6628
8000/20000 [===========>..................] - ETA: 7:16 - loss: 0.6109 - acc: 0.6623
8100/20000 [===========>..................] - ETA: 7:12 - loss: 0.6101 - acc: 0.6631
8200/20000 [===========>..................] - ETA: 7:08 - loss: 0.6099 - acc: 0.6629
8300/20000 [===========>..................] - ETA: 7:04 - loss: 0.6105 - acc: 0.6633
8400/20000 [===========>..................] - ETA: 7:01 - loss: 0.6106 - acc: 0.6632
8500/20000 [===========>..................] - ETA: 6:57 - loss: 0.6100 - acc: 0.6636
8600/20000 [===========>..................] - ETA: 6:53 - loss: 0.6109 - acc: 0.6633
8700/20000 [============>.................] - ETA: 6:49 - loss: 0.6108 - acc: 0.6637
8800/20000 [============>.................] - ETA: 6:44 - loss: 0.6101 - acc: 0.6644
8900/20000 [============>.................] - ETA: 6:40 - loss: 0.6104 - acc: 0.6644
9000/20000 [============>.................] - ETA: 6:37 - loss: 0.6105 - acc: 0.6641
9100/20000 [============>.................] - ETA: 6:33 - loss: 0.6106 - acc: 0.6644
9200/20000 [============>.................] - ETA: 6:30 - loss: 0.6104 - acc: 0.6645
9300/20000 [============>.................] - ETA: 6:26 - loss: 0.6111 - acc: 0.6644
9400/20000 [=============>................] - ETA: 6:22 - loss: 0.6115 - acc: 0.6644
9500/20000 [=============>................] - ETA: 6:18 - loss: 0.6122 - acc: 0.6636
9600/20000 [=============>................] - ETA: 6:15 - loss: 0.6122 - acc: 0.6641
9700/20000 [=============>................] - ETA: 6:11 - loss: 0.6121 - acc: 0.6646
9800/20000 [=============>................] - ETA: 6:07 - loss: 0.6121 - acc: 0.6644
9900/20000 [=============>................] - ETA: 6:03 - loss: 0.6121 - acc: 0.6647
10000/20000 [==============>...............] - ETA: 5:59 - loss: 0.6125 - acc: 0.6645
10100/20000 [==============>...............] - ETA: 5:56 - loss: 0.6125 - acc: 0.6643
10200/20000 [==============>...............] - ETA: 5:52 - loss: 0.6126 - acc: 0.6640
10300/20000 [==============>...............] - ETA: 5:48 - loss: 0.6126 - acc: 0.6634
10400/20000 [==============>...............] - ETA: 5:44 - loss: 0.6121 - acc: 0.6638
10500/20000 [==============>...............] - ETA: 5:41 - loss: 0.6120 - acc: 0.6640
10600/20000 [==============>...............] - ETA: 5:37 - loss: 0.6117 - acc: 0.6644
10700/20000 [===============>..............] - ETA: 5:34 - loss: 0.6120 - acc: 0.6639
10800/20000 [===============>..............] - ETA: 5:30 - loss: 0.6116 - acc: 0.6647
10900/20000 [===============>..............] - ETA: 5:27 - loss: 0.6116 - acc: 0.6648
11000/20000 [===============>..............] - ETA: 5:23 - loss: 0.6117 - acc: 0.6647
11100/20000 [===============>..............] - ETA: 5:19 - loss: 0.6118 - acc: 0.6646
11200/20000 [===============>..............] - ETA: 5:16 - loss: 0.6117 - acc: 0.6646
11300/20000 [===============>..............] - ETA: 5:12 - loss: 0.6110 - acc: 0.6659
11400/20000 [================>.............] - ETA: 5:08 - loss: 0.6110 - acc: 0.6662
11500/20000 [================>.............] - ETA: 5:04 - loss: 0.6106 - acc: 0.6667
11600/20000 [================>.............] - ETA: 5:01 - loss: 0.6105 - acc: 0.6672
11700/20000 [================>.............] - ETA: 4:57 - loss: 0.6108 - acc: 0.6670
11800/20000 [================>.............] - ETA: 4:53 - loss: 0.6106 - acc: 0.6672
11900/20000 [================>.............] - ETA: 4:50 - loss: 0.6101 - acc: 0.6677
12000/20000 [=================>............] - ETA: 4:46 - loss: 0.6099 - acc: 0.6680
12100/20000 [=================>............] - ETA: 4:42 - loss: 0.6094 - acc: 0.6678
12200/20000 [=================>............] - ETA: 4:39 - loss: 0.6093 - acc: 0.6678
12300/20000 [=================>............] - ETA: 4:35 - loss: 0.6088 - acc: 0.6680
12400/20000 [=================>............] - ETA: 4:31 - loss: 0.6084 - acc: 0.6681
12500/20000 [=================>............] - ETA: 4:27 - loss: 0.6080 - acc: 0.6685
12600/20000 [=================>............] - ETA: 4:24 - loss: 0.6069 - acc: 0.6695
12700/20000 [==================>...........] - ETA: 4:20 - loss: 0.6068 - acc: 0.6696
12800/20000 [==================>...........] - ETA: 4:16 - loss: 0.6061 - acc: 0.6701
12900/20000 [==================>...........] - ETA: 4:13 - loss: 0.6056 - acc: 0.6703
13000/20000 [==================>...........] - ETA: 4:09 - loss: 0.6049 - acc: 0.6710
13100/20000 [==================>...........] - ETA: 4:05 - loss: 0.6051 - acc: 0.6708
13200/20000 [==================>...........] - ETA: 4:02 - loss: 0.6053 - acc: 0.6704
13300/20000 [==================>...........] - ETA: 3:58 - loss: 0.6052 - acc: 0.6706
13400/20000 [===================>..........] - ETA: 3:54 - loss: 0.6047 - acc: 0.6711
13500/20000 [===================>..........] - ETA: 3:51 - loss: 0.6049 - acc: 0.6705
13600/20000 [===================>..........] - ETA: 3:47 - loss: 0.6044 - acc: 0.6711
13700/20000 [===================>..........] - ETA: 3:44 - loss: 0.6050 - acc: 0.6706
13800/20000 [===================>..........] - ETA: 3:40 - loss: 0.6042 - acc: 0.6714
13900/20000 [===================>..........] - ETA: 3:37 - loss: 0.6037 - acc: 0.6714
14000/20000 [====================>.........] - ETA: 3:33 - loss: 0.6037 - acc: 0.6717
14100/20000 [====================>.........] - ETA: 3:29 - loss: 0.6039 - acc: 0.6711
14200/20000 [====================>.........] - ETA: 3:26 - loss: 0.6043 - acc: 0.6704
14300/20000 [====================>.........] - ETA: 3:22 - loss: 0.6050 - acc: 0.6696
14400/20000 [====================>.........] - ETA: 3:19 - loss: 0.6049 - acc: 0.6696
14500/20000 [====================>.........] - ETA: 3:15 - loss: 0.6048 - acc: 0.6698
14600/20000 [====================>.........] - ETA: 3:11 - loss: 0.6043 - acc: 0.6706
14700/20000 [=====================>........] - ETA: 3:08 - loss: 0.6045 - acc: 0.6707
14800/20000 [=====================>........] - ETA: 3:04 - loss: 0.6043 - acc: 0.6709
14900/20000 [=====================>........] - ETA: 3:01 - loss: 0.6042 - acc: 0.6711
15000/20000 [=====================>........] - ETA: 2:57 - loss: 0.6035 - acc: 0.6718
15100/20000 [=====================>........] - ETA: 2:53 - loss: 0.6038 - acc: 0.6713
15200/20000 [=====================>........] - ETA: 2:50 - loss: 0.6037 - acc: 0.6711
15300/20000 [=====================>........] - ETA: 2:46 - loss: 0.6035 - acc: 0.6710
15400/20000 [======================>.......] - ETA: 2:43 - loss: 0.6034 - acc: 0.6714
15500/20000 [======================>.......] - ETA: 2:39 - loss: 0.6036 - acc: 0.6710
15600/20000 [======================>.......] - ETA: 2:36 - loss: 0.6037 - acc: 0.6710
15700/20000 [======================>.......] - ETA: 2:32 - loss: 0.6038 - acc: 0.6710
15800/20000 [======================>.......] - ETA: 2:29 - loss: 0.6038 - acc: 0.6709
15900/20000 [======================>.......] - ETA: 2:25 - loss: 0.6035 - acc: 0.6713
16000/20000 [=======================>......] - ETA: 2:22 - loss: 0.6031 - acc: 0.6719
16100/20000 [=======================>......] - ETA: 2:18 - loss: 0.6027 - acc: 0.6724
16200/20000 [=======================>......] - ETA: 2:14 - loss: 0.6028 - acc: 0.6721
16300/20000 [=======================>......] - ETA: 2:11 - loss: 0.6024 - acc: 0.6722
16400/20000 [=======================>......] - ETA: 2:07 - loss: 0.6023 - acc: 0.6725
16500/20000 [=======================>......] - ETA: 2:04 - loss: 0.6021 - acc: 0.6727
16600/20000 [=======================>......] - ETA: 2:00 - loss: 0.6016 - acc: 0.6732
16700/20000 [========================>.....] - ETA: 1:57 - loss: 0.6015 - acc: 0.6732
16800/20000 [========================>.....] - ETA: 1:53 - loss: 0.6011 - acc: 0.6733
16900/20000 [========================>.....] - ETA: 1:49 - loss: 0.6010 - acc: 0.6731
17000/20000 [========================>.....] - ETA: 1:46 - loss: 0.6011 - acc: 0.6731
17100/20000 [========================>.....] - ETA: 1:42 - loss: 0.6009 - acc: 0.6734
17200/20000 [========================>.....] - ETA: 1:39 - loss: 0.6010 - acc: 0.6728
17300/20000 [========================>.....] - ETA: 1:35 - loss: 0.6005 - acc: 0.6731
17400/20000 [=========================>....] - ETA: 1:31 - loss: 0.6001 - acc: 0.6734
17500/20000 [=========================>....] - ETA: 1:28 - loss: 0.5999 - acc: 0.6739
17600/20000 [=========================>....] - ETA: 1:24 - loss: 0.5994 - acc: 0.6740
17700/20000 [=========================>....] - ETA: 1:21 - loss: 0.5995 - acc: 0.6741
17800/20000 [=========================>....] - ETA: 1:17 - loss: 0.5995 - acc: 0.6740
17900/20000 [=========================>....] - ETA: 1:14 - loss: 0.5991 - acc: 0.6744
18000/20000 [==========================>...] - ETA: 1:10 - loss: 0.5989 - acc: 0.6747
18100/20000 [==========================>...] - ETA: 1:07 - loss: 0.5987 - acc: 0.6750
18200/20000 [==========================>...] - ETA: 1:03 - loss: 0.5988 - acc: 0.6747
18300/20000 [==========================>...] - ETA: 1:00 - loss: 0.5987 - acc: 0.6746
18400/20000 [==========================>...] - ETA: 56s - loss: 0.5987 - acc: 0.6749
18500/20000 [==========================>...] - ETA: 53s - loss: 0.5987 - acc: 0.6748
18600/20000 [==========================>...] - ETA: 49s - loss: 0.5984 - acc: 0.6753
18700/20000 [===========================>..] - ETA: 46s - loss: 0.5983 - acc: 0.6752
18800/20000 [===========================>..] - ETA: 42s - loss: 0.5981 - acc: 0.6751
18900/20000 [===========================>..] - ETA: 38s - loss: 0.5977 - acc: 0.6754
19000/20000 [===========================>..] - ETA: 35s - loss: 0.5971 - acc: 0.6756
19100/20000 [===========================>..] - ETA: 31s - loss: 0.5971 - acc: 0.6755
19200/20000 [===========================>..] - ETA: 28s - loss: 0.5968 - acc: 0.6760
19300/20000 [===========================>..] - ETA: 24s - loss: 0.5968 - acc: 0.6760
19400/20000 [============================>.] - ETA: 21s - loss: 0.5965 - acc: 0.6762
19500/20000 [============================>.] - ETA: 17s - loss: 0.5967 - acc: 0.6764
19600/20000 [============================>.] - ETA: 14s - loss: 0.5965 - acc: 0.6764
19700/20000 [============================>.] - ETA: 10s - loss: 0.5966 - acc: 0.6766
19800/20000 [============================>.] - ETA: 7s - loss: 0.5968 - acc: 0.6764
19900/20000 [============================>.] - ETA: 3s - loss: 0.5966 - acc: 0.6766
20000/20000 [==============================] - 717s 36ms/step - loss: 0.5968 - acc: 0.6765 - val_loss: 0.5684 - val_acc: 0.7844
Epoch 3/30
100/20000 [..............................] - ETA: 11:07 - loss: 0.6573 - acc: 0.5700
200/20000 [..............................] - ETA: 11:15 - loss: 0.6367 - acc: 0.6150
300/20000 [..............................] - ETA: 11:22 - loss: 0.6240 - acc: 0.6400
400/20000 [..............................] - ETA: 11:15 - loss: 0.6135 - acc: 0.6475
500/20000 [..............................] - ETA: 11:04 - loss: 0.6188 - acc: 0.6420
600/20000 [..............................] - ETA: 10:56 - loss: 0.6066 - acc: 0.6517
700/20000 [>.............................] - ETA: 10:51 - loss: 0.6090 - acc: 0.6529
800/20000 [>.............................] - ETA: 10:44 - loss: 0.6036 - acc: 0.6663
900/20000 [>.............................] - ETA: 10:46 - loss: 0.6116 - acc: 0.6633
1000/20000 [>.............................] - ETA: 10:41 - loss: 0.6132 - acc: 0.6640
1100/20000 [>.............................] - ETA: 10:36 - loss: 0.6112 - acc: 0.6609
1200/20000 [>.............................] - ETA: 10:30 - loss: 0.6090 - acc: 0.6625
1300/20000 [>.............................] - ETA: 10:29 - loss: 0.6060 - acc: 0.6662
1400/20000 [=>............................] - ETA: 10:27 - loss: 0.6083 - acc: 0.6614
1500/20000 [=>............................] - ETA: 10:30 - loss: 0.6089 - acc: 0.6580
1600/20000 [=>............................] - ETA: 10:26 - loss: 0.6079 - acc: 0.6625
1700/20000 [=>............................] - ETA: 10:25 - loss: 0.6053 - acc: 0.6682
1800/20000 [=>............................] - ETA: 10:27 - loss: 0.6034 - acc: 0.6672
1900/20000 [=>............................] - ETA: 10:26 - loss: 0.6017 - acc: 0.6711
2000/20000 [==>...........................] - ETA: 10:21 - loss: 0.6008 - acc: 0.6730
2100/20000 [==>...........................] - ETA: 10:15 - loss: 0.5996 - acc: 0.6743
2200/20000 [==>...........................] - ETA: 10:11 - loss: 0.5978 - acc: 0.6741
2300/20000 [==>...........................] - ETA: 10:04 - loss: 0.5954 - acc: 0.6757
2400/20000 [==>...........................] - ETA: 10:00 - loss: 0.5921 - acc: 0.6804
2500/20000 [==>...........................] - ETA: 9:59 - loss: 0.5877 - acc: 0.6836
2600/20000 [==>...........................] - ETA: 9:55 - loss: 0.5862 - acc: 0.6865
2700/20000 [===>..........................] - ETA: 9:53 - loss: 0.5862 - acc: 0.6863
2800/20000 [===>..........................] - ETA: 9:49 - loss: 0.5849 - acc: 0.6882
2900/20000 [===>..........................] - ETA: 9:44 - loss: 0.5848 - acc: 0.6866
3000/20000 [===>..........................] - ETA: 9:41 - loss: 0.5831 - acc: 0.6873
3100/20000 [===>..........................] - ETA: 9:38 - loss: 0.5849 - acc: 0.6852
3200/20000 [===>..........................] - ETA: 9:35 - loss: 0.5849 - acc: 0.6850
3300/20000 [===>..........................] - ETA: 9:33 - loss: 0.5878 - acc: 0.6839
3400/20000 [====>.........................] - ETA: 9:32 - loss: 0.5866 - acc: 0.6853
3500/20000 [====>.........................] - ETA: 9:32 - loss: 0.5879 - acc: 0.6831
3600/20000 [====>.........................] - ETA: 9:30 - loss: 0.5880 - acc: 0.6842
3700/20000 [====>.........................] - ETA: 9:26 - loss: 0.5868 - acc: 0.6854
3800/20000 [====>.........................] - ETA: 9:22 - loss: 0.5848 - acc: 0.6879
3900/20000 [====>.........................] - ETA: 9:17 - loss: 0.5846 - acc: 0.6882
4000/20000 [=====>........................] - ETA: 9:15 - loss: 0.5859 - acc: 0.6863
4100/20000 [=====>........................] - ETA: 9:13 - loss: 0.5846 - acc: 0.6880
4200/20000 [=====>........................] - ETA: 9:11 - loss: 0.5867 - acc: 0.6862
4300/20000 [=====>........................] - ETA: 9:07 - loss: 0.5861 - acc: 0.6863
4400/20000 [=====>........................] - ETA: 9:05 - loss: 0.5858 - acc: 0.6868
4500/20000 [=====>........................] - ETA: 9:03 - loss: 0.5851 - acc: 0.6873
4600/20000 [=====>........................] - ETA: 8:59 - loss: 0.5858 - acc: 0.6872
4700/20000 [======>.......................] - ETA: 8:55 - loss: 0.5848 - acc: 0.6883
4800/20000 [======>.......................] - ETA: 8:52 - loss: 0.5834 - acc: 0.6904
4900/20000 [======>.......................] - ETA: 8:49 - loss: 0.5845 - acc: 0.6902
5000/20000 [======>.......................] - ETA: 8:48 - loss: 0.5838 - acc: 0.6908
5100/20000 [======>.......................] - ETA: 8:45 - loss: 0.5836 - acc: 0.6904
5200/20000 [======>.......................] - ETA: 8:41 - loss: 0.5830 - acc: 0.6915
5300/20000 [======>.......................] - ETA: 8:39 - loss: 0.5834 - acc: 0.6913
5400/20000 [=======>......................] - ETA: 8:35 - loss: 0.5825 - acc: 0.6930
5500/20000 [=======>......................] - ETA: 8:33 - loss: 0.5821 - acc: 0.6933
5600/20000 [=======>......................] - ETA: 8:30 - loss: 0.5808 - acc: 0.6950
5700/20000 [=======>......................] - ETA: 8:27 - loss: 0.5805 - acc: 0.6947
5800/20000 [=======>......................] - ETA: 8:24 - loss: 0.5802 - acc: 0.6952
5900/20000 [=======>......................] - ETA: 8:20 - loss: 0.5793 - acc: 0.6964
6000/20000 [========>.....................] - ETA: 8:17 - loss: 0.5805 - acc: 0.6952
6100/20000 [========>.....................] - ETA: 8:13 - loss: 0.5801 - acc: 0.6952
6200/20000 [========>.....................] - ETA: 8:09 - loss: 0.5797 - acc: 0.6955
6300/20000 [========>.....................] - ETA: 8:06 - loss: 0.5785 - acc: 0.6960
6400/20000 [========>.....................] - ETA: 8:02 - loss: 0.5779 - acc: 0.6959
6500/20000 [========>.....................] - ETA: 7:58 - loss: 0.5768 - acc: 0.6965
6600/20000 [========>.....................] - ETA: 7:54 - loss: 0.5779 - acc: 0.6959
6700/20000 [=========>....................] - ETA: 7:52 - loss: 0.5783 - acc: 0.6961
6800/20000 [=========>....................] - ETA: 7:48 - loss: 0.5779 - acc: 0.6968
6900/20000 [=========>....................] - ETA: 7:45 - loss: 0.5783 - acc: 0.6972
7000/20000 [=========>....................] - ETA: 7:41 - loss: 0.5797 - acc: 0.6971
7100/20000 [=========>....................] - ETA: 7:37 - loss: 0.5795 - acc: 0.6975
7200/20000 [=========>....................] - ETA: 7:34 - loss: 0.5786 - acc: 0.6978
7300/20000 [=========>....................] - ETA: 7:30 - loss: 0.5783 - acc: 0.6985
7400/20000 [==========>...................] - ETA: 7:27 - loss: 0.5791 - acc: 0.6981
7500/20000 [==========>...................] - ETA: 7:23 - loss: 0.5784 - acc: 0.6987
7600/20000 [==========>...................] - ETA: 7:19 - loss: 0.5779 - acc: 0.6991
7700/20000 [==========>...................] - ETA: 7:16 - loss: 0.5774 - acc: 0.6997
7800/20000 [==========>...................] - ETA: 7:13 - loss: 0.5761 - acc: 0.7006
7900/20000 [==========>...................] - ETA: 7:09 - loss: 0.5762 - acc: 0.7001
8000/20000 [===========>..................] - ETA: 7:05 - loss: 0.5763 - acc: 0.6998
8100/20000 [===========>..................] - ETA: 7:01 - loss: 0.5762 - acc: 0.6999
8200/20000 [===========>..................] - ETA: 6:58 - loss: 0.5753 - acc: 0.7005
8300/20000 [===========>..................] - ETA: 6:54 - loss: 0.5740 - acc: 0.7016
8400/20000 [===========>..................] - ETA: 6:50 - loss: 0.5743 - acc: 0.7013
8500/20000 [===========>..................] - ETA: 6:46 - loss: 0.5730 - acc: 0.7025
8600/20000 [===========>..................] - ETA: 6:43 - loss: 0.5736 - acc: 0.7017
8700/20000 [============>.................] - ETA: 6:39 - loss: 0.5741 - acc: 0.7015
8800/20000 [============>.................] - ETA: 6:36 - loss: 0.5728 - acc: 0.7026
8900/20000 [============>.................] - ETA: 6:32 - loss: 0.5725 - acc: 0.7026
9000/20000 [============>.................] - ETA: 6:29 - loss: 0.5724 - acc: 0.7030
9100/20000 [============>.................] - ETA: 6:25 - loss: 0.5725 - acc: 0.7029
9200/20000 [============>.................] - ETA: 6:22 - loss: 0.5728 - acc: 0.7025
9300/20000 [============>.................] - ETA: 6:18 - loss: 0.5730 - acc: 0.7026
9400/20000 [=============>................] - ETA: 6:14 - loss: 0.5725 - acc: 0.7026
9500/20000 [=============>................] - ETA: 6:11 - loss: 0.5721 - acc: 0.7031
9600/20000 [=============>................] - ETA: 6:07 - loss: 0.5718 - acc: 0.7032
9700/20000 [=============>................] - ETA: 6:03 - loss: 0.5719 - acc: 0.7032
9800/20000 [=============>................] - ETA: 6:00 - loss: 0.5726 - acc: 0.7033
9900/20000 [=============>................] - ETA: 5:57 - loss: 0.5726 - acc: 0.7029
10000/20000 [==============>...............] - ETA: 5:53 - loss: 0.5732 - acc: 0.7026
10100/20000 [==============>...............] - ETA: 5:50 - loss: 0.5737 - acc: 0.7021
10200/20000 [==============>...............] - ETA: 5:46 - loss: 0.5738 - acc: 0.7015
10300/20000 [==============>...............] - ETA: 5:42 - loss: 0.5742 - acc: 0.7009
10400/20000 [==============>...............] - ETA: 5:39 - loss: 0.5733 - acc: 0.7017
10500/20000 [==============>...............] - ETA: 5:35 - loss: 0.5736 - acc: 0.7011
10600/20000 [==============>...............] - ETA: 5:31 - loss: 0.5744 - acc: 0.7006
10700/20000 [===============>..............] - ETA: 5:28 - loss: 0.5755 - acc: 0.6995
10800/20000 [===============>..............] - ETA: 5:25 - loss: 0.5749 - acc: 0.6999
10900/20000 [===============>..............] - ETA: 5:21 - loss: 0.5747 - acc: 0.7002
11000/20000 [===============>..............] - ETA: 5:17 - loss: 0.5754 - acc: 0.6998
11100/20000 [===============>..............] - ETA: 5:13 - loss: 0.5756 - acc: 0.6996
11200/20000 [===============>..............] - ETA: 5:10 - loss: 0.5756 - acc: 0.7000
11300/20000 [===============>..............] - ETA: 5:06 - loss: 0.5756 - acc: 0.6998
11400/20000 [================>.............] - ETA: 5:03 - loss: 0.5755 - acc: 0.7003
11500/20000 [================>.............] - ETA: 4:59 - loss: 0.5754 - acc: 0.7010
11600/20000 [================>.............] - ETA: 4:55 - loss: 0.5753 - acc: 0.7014
11700/20000 [================>.............] - ETA: 4:51 - loss: 0.5749 - acc: 0.7018
11800/20000 [================>.............] - ETA: 4:48 - loss: 0.5748 - acc: 0.7019
11900/20000 [================>.............] - ETA: 4:44 - loss: 0.5750 - acc: 0.7021
12000/20000 [=================>............] - ETA: 4:40 - loss: 0.5754 - acc: 0.7018
12100/20000 [=================>............] - ETA: 4:36 - loss: 0.5755 - acc: 0.7017
12200/20000 [=================>............] - ETA: 4:32 - loss: 0.5748 - acc: 0.7023
12300/20000 [=================>............] - ETA: 4:28 - loss: 0.5741 - acc: 0.7025
12400/20000 [=================>............] - ETA: 4:25 - loss: 0.5742 - acc: 0.7022
12500/20000 [=================>............] - ETA: 4:21 - loss: 0.5742 - acc: 0.7022
12600/20000 [=================>............] - ETA: 4:17 - loss: 0.5734 - acc: 0.7028
12700/20000 [==================>...........] - ETA: 4:14 - loss: 0.5733 - acc: 0.7024
12800/20000 [==================>...........] - ETA: 4:10 - loss: 0.5732 - acc: 0.7027
12900/20000 [==================>...........] - ETA: 4:07 - loss: 0.5727 - acc: 0.7032
13000/20000 [==================>...........] - ETA: 4:04 - loss: 0.5727 - acc: 0.7031
13100/20000 [==================>...........] - ETA: 4:00 - loss: 0.5724 - acc: 0.7037
13200/20000 [==================>...........] - ETA: 3:57 - loss: 0.5723 - acc: 0.7034
13300/20000 [==================>...........] - ETA: 3:54 - loss: 0.5728 - acc: 0.7027
13400/20000 [===================>..........] - ETA: 3:50 - loss: 0.5726 - acc: 0.7029
13500/20000 [===================>..........] - ETA: 3:47 - loss: 0.5728 - acc: 0.7027
13600/20000 [===================>..........] - ETA: 3:43 - loss: 0.5723 - acc: 0.7032
13700/20000 [===================>..........] - ETA: 3:40 - loss: 0.5725 - acc: 0.7031
13800/20000 [===================>..........] - ETA: 3:36 - loss: 0.5725 - acc: 0.7033
13900/20000 [===================>..........] - ETA: 3:33 - loss: 0.5728 - acc: 0.7029
14000/20000 [====================>.........] - ETA: 3:30 - loss: 0.5727 - acc: 0.7031
14100/20000 [====================>.........] - ETA: 3:26 - loss: 0.5725 - acc: 0.7030
14200/20000 [====================>.........] - ETA: 3:23 - loss: 0.5721 - acc: 0.7032
14300/20000 [====================>.........] - ETA: 3:19 - loss: 0.5723 - acc: 0.7031
14400/20000 [====================>.........] - ETA: 3:16 - loss: 0.5719 - acc: 0.7035
14500/20000 [====================>.........] - ETA: 3:12 - loss: 0.5714 - acc: 0.7040
14600/20000 [====================>.........] - ETA: 3:09 - loss: 0.5711 - acc: 0.7042
14700/20000 [=====================>........] - ETA: 3:05 - loss: 0.5710 - acc: 0.7040
14800/20000 [=====================>........] - ETA: 3:01 - loss: 0.5704 - acc: 0.7047
14900/20000 [=====================>........] - ETA: 2:58 - loss: 0.5704 - acc: 0.7050
15000/20000 [=====================>........] - ETA: 2:54 - loss: 0.5700 - acc: 0.7051
15100/20000 [=====================>........] - ETA: 2:51 - loss: 0.5696 - acc: 0.7054
15200/20000 [=====================>........] - ETA: 2:47 - loss: 0.5697 - acc: 0.7053
15300/20000 [=====================>........] - ETA: 2:43 - loss: 0.5699 - acc: 0.7051
15400/20000 [======================>.......] - ETA: 2:40 - loss: 0.5698 - acc: 0.7051
15500/20000 [======================>.......] - ETA: 2:37 - loss: 0.5698 - acc: 0.7047
15600/20000 [======================>.......] - ETA: 2:33 - loss: 0.5698 - acc: 0.7048
15700/20000 [======================>.......] - ETA: 2:30 - loss: 0.5695 - acc: 0.7051
15800/20000 [======================>.......] - ETA: 2:26 - loss: 0.5698 - acc: 0.7046
15900/20000 [======================>.......] - ETA: 2:22 - loss: 0.5694 - acc: 0.7049
16000/20000 [=======================>......] - ETA: 2:19 - loss: 0.5691 - acc: 0.7053
16100/20000 [=======================>......] - ETA: 2:15 - loss: 0.5689 - acc: 0.7053
16200/20000 [=======================>......] - ETA: 2:12 - loss: 0.5688 - acc: 0.7056
16300/20000 [=======================>......] - ETA: 2:08 - loss: 0.5686 - acc: 0.7057
16400/20000 [=======================>......] - ETA: 2:05 - loss: 0.5685 - acc: 0.7061
16500/20000 [=======================>......] - ETA: 2:01 - loss: 0.5680 - acc: 0.7065
16600/20000 [=======================>......] - ETA: 1:58 - loss: 0.5677 - acc: 0.7067
16700/20000 [========================>.....] - ETA: 1:54 - loss: 0.5675 - acc: 0.7068
16800/20000 [========================>.....] - ETA: 1:51 - loss: 0.5674 - acc: 0.7067
16900/20000 [========================>.....] - ETA: 1:47 - loss: 0.5670 - acc: 0.7068
17000/20000 [========================>.....] - ETA: 1:44 - loss: 0.5667 - acc: 0.7071
17100/20000 [========================>.....] - ETA: 1:40 - loss: 0.5661 - acc: 0.7077
17200/20000 [========================>.....] - ETA: 1:37 - loss: 0.5656 - acc: 0.7082
17300/20000 [========================>.....] - ETA: 1:33 - loss: 0.5653 - acc: 0.7083
17400/20000 [=========================>....] - ETA: 1:30 - loss: 0.5657 - acc: 0.7078
17500/20000 [=========================>....] - ETA: 1:26 - loss: 0.5651 - acc: 0.7083
17600/20000 [=========================>....] - ETA: 1:23 - loss: 0.5653 - acc: 0.7081
17700/20000 [=========================>....] - ETA: 1:19 - loss: 0.5649 - acc: 0.7083
17800/20000 [=========================>....] - ETA: 1:16 - loss: 0.5654 - acc: 0.7080
17900/20000 [=========================>....] - ETA: 1:12 - loss: 0.5652 - acc: 0.7080
18000/20000 [==========================>...] - ETA: 1:09 - loss: 0.5651 - acc: 0.7082
18100/20000 [==========================>...] - ETA: 1:05 - loss: 0.5648 - acc: 0.7081
18200/20000 [==========================>...] - ETA: 1:02 - loss: 0.5651 - acc: 0.7079
18300/20000 [==========================>...] - ETA: 58s - loss: 0.5649 - acc: 0.7081
18400/20000 [==========================>...] - ETA: 55s - loss: 0.5653 - acc: 0.7078
18500/20000 [==========================>...] - ETA: 51s - loss: 0.5654 - acc: 0.7077
18600/20000 [==========================>...] - ETA: 48s - loss: 0.5652 - acc: 0.7081
18700/20000 [===========================>..] - ETA: 45s - loss: 0.5650 - acc: 0.7082
18800/20000 [===========================>..] - ETA: 41s - loss: 0.5655 - acc: 0.7074
18900/20000 [===========================>..] - ETA: 38s - loss: 0.5657 - acc: 0.7072
19000/20000 [===========================>..] - ETA: 34s - loss: 0.5657 - acc: 0.7076
19100/20000 [===========================>..] - ETA: 31s - loss: 0.5656 - acc: 0.7076
19200/20000 [===========================>..] - ETA: 27s - loss: 0.5656 - acc: 0.7077
19300/20000 [===========================>..] - ETA: 24s - loss: 0.5656 - acc: 0.7076
19400/20000 [============================>.] - ETA: 20s - loss: 0.5653 - acc: 0.7079
19500/20000 [============================>.] - ETA: 17s - loss: 0.5652 - acc: 0.7082
19600/20000 [============================>.] - ETA: 13s - loss: 0.5651 - acc: 0.7082
19700/20000 [============================>.] - ETA: 10s - loss: 0.5653 - acc: 0.7080
19800/20000 [============================>.] - ETA: 6s - loss: 0.5651 - acc: 0.7083
19900/20000 [============================>.] - ETA: 3s - loss: 0.5649 - acc: 0.7084
20000/20000 [==============================] - 706s 35ms/step - loss: 0.5648 - acc: 0.7085 - val_loss: 0.8083 - val_acc: 0.5222
Epoch 4/30
100/20000 [..............................] - ETA: 11:15 - loss: 0.5587 - acc: 0.7300
200/20000 [..............................] - ETA: 11:25 - loss: 0.5615 - acc: 0.7200
300/20000 [..............................] - ETA: 11:44 - loss: 0.5236 - acc: 0.7400
400/20000 [..............................] - ETA: 11:19 - loss: 0.5309 - acc: 0.7450
500/20000 [..............................] - ETA: 11:20 - loss: 0.5380 - acc: 0.7360
600/20000 [..............................] - ETA: 11:17 - loss: 0.5445 - acc: 0.7233
700/20000 [>.............................] - ETA: 11:11 - loss: 0.5451 - acc: 0.7200
800/20000 [>.............................] - ETA: 11:04 - loss: 0.5464 - acc: 0.7237
900/20000 [>.............................] - ETA: 10:59 - loss: 0.5410 - acc: 0.7289
1000/20000 [>.............................] - ETA: 10:52 - loss: 0.5368 - acc: 0.7350
1100/20000 [>.............................] - ETA: 10:47 - loss: 0.5340 - acc: 0.7355
1200/20000 [>.............................] - ETA: 10:47 - loss: 0.5336 - acc: 0.7417
1300/20000 [>.............................] - ETA: 10:49 - loss: 0.5233 - acc: 0.7492
1400/20000 [=>............................] - ETA: 10:51 - loss: 0.5223 - acc: 0.7486
1500/20000 [=>............................] - ETA: 10:49 - loss: 0.5210 - acc: 0.7493
1600/20000 [=>............................] - ETA: 10:46 - loss: 0.5227 - acc: 0.7475
1700/20000 [=>............................] - ETA: 10:42 - loss: 0.5254 - acc: 0.7465
1800/20000 [=>............................] - ETA: 10:37 - loss: 0.5276 - acc: 0.7450
1900/20000 [=>............................] - ETA: 10:34 - loss: 0.5339 - acc: 0.7368
2000/20000 [==>...........................] - ETA: 10:30 - loss: 0.5334 - acc: 0.7365
2100/20000 [==>...........................] - ETA: 10:27 - loss: 0.5303 - acc: 0.7371
2200/20000 [==>...........................] - ETA: 10:22 - loss: 0.5324 - acc: 0.7382
2300/20000 [==>...........................] - ETA: 10:18 - loss: 0.5326 - acc: 0.7383
2400/20000 [==>...........................] - ETA: 10:15 - loss: 0.5368 - acc: 0.7367
2500/20000 [==>...........................] - ETA: 10:09 - loss: 0.5368 - acc: 0.7348
2600/20000 [==>...........................] - ETA: 10:06 - loss: 0.5354 - acc: 0.7350
2700/20000 [===>..........................] - ETA: 9:59 - loss: 0.5343 - acc: 0.7381
2800/20000 [===>..........................] - ETA: 9:54 - loss: 0.5376 - acc: 0.7350
2900/20000 [===>..........................] - ETA: 9:48 - loss: 0.5375 - acc: 0.7372
3000/20000 [===>..........................] - ETA: 9:44 - loss: 0.5377 - acc: 0.7380
3100/20000 [===>..........................] - ETA: 9:41 - loss: 0.5387 - acc: 0.7358
3200/20000 [===>..........................] - ETA: 9:35 - loss: 0.5369 - acc: 0.7381
3300/20000 [===>..........................] - ETA: 9:33 - loss: 0.5357 - acc: 0.7406
3400/20000 [====>.........................] - ETA: 9:30 - loss: 0.5361 - acc: 0.7394
3500/20000 [====>.........................] - ETA: 9:26 - loss: 0.5375 - acc: 0.7391
3600/20000 [====>.........................] - ETA: 9:23 - loss: 0.5372 - acc: 0.7397
3700/20000 [====>.........................] - ETA: 9:22 - loss: 0.5362 - acc: 0.7389
3800/20000 [====>.........................] - ETA: 9:21 - loss: 0.5367 - acc: 0.7387
3900/20000 [====>.........................] - ETA: 9:19 - loss: 0.5370 - acc: 0.7385
4000/20000 [=====>........................] - ETA: 9:16 - loss: 0.5376 - acc: 0.7375
4100/20000 [=====>........................] - ETA: 9:12 - loss: 0.5369 - acc: 0.7383
4200/20000 [=====>........................] - ETA: 9:09 - loss: 0.5364 - acc: 0.7371
4300/20000 [=====>........................] - ETA: 9:05 - loss: 0.5362 - acc: 0.7367
4400/20000 [=====>........................] - ETA: 9:00 - loss: 0.5342 - acc: 0.7380
4500/20000 [=====>........................] - ETA: 8:56 - loss: 0.5346 - acc: 0.7384
4600/20000 [=====>........................] - ETA: 8:51 - loss: 0.5335 - acc: 0.7385
4700/20000 [======>.......................] - ETA: 8:47 - loss: 0.5345 - acc: 0.7379
4800/20000 [======>.......................] - ETA: 8:44 - loss: 0.5333 - acc: 0.7387
4900/20000 [======>.......................] - ETA: 8:40 - loss: 0.5322 - acc: 0.7392
5000/20000 [======>.......................] - ETA: 8:37 - loss: 0.5326 - acc: 0.7388
5100/20000 [======>.......................] - ETA: 8:33 - loss: 0.5327 - acc: 0.7392
5200/20000 [======>.......................] - ETA: 8:29 - loss: 0.5319 - acc: 0.7396
5300/20000 [======>.......................] - ETA: 8:24 - loss: 0.5293 - acc: 0.7406
5400/20000 [=======>......................] - ETA: 8:21 - loss: 0.5277 - acc: 0.7411
5500/20000 [=======>......................] - ETA: 8:17 - loss: 0.5272 - acc: 0.7413
5600/20000 [=======>......................] - ETA: 8:14 - loss: 0.5272 - acc: 0.7407
5700/20000 [=======>......................] - ETA: 8:10 - loss: 0.5290 - acc: 0.7388
5800/20000 [=======>......................] - ETA: 8:06 - loss: 0.5291 - acc: 0.7386
5900/20000 [=======>......................] - ETA: 8:03 - loss: 0.5291 - acc: 0.7378
6000/20000 [========>.....................] - ETA: 7:59 - loss: 0.5292 - acc: 0.7380
6100/20000 [========>.....................] - ETA: 7:55 - loss: 0.5292 - acc: 0.7387
6200/20000 [========>.....................] - ETA: 7:51 - loss: 0.5281 - acc: 0.7389
6300/20000 [========>.....................] - ETA: 7:47 - loss: 0.5296 - acc: 0.7373
6400/20000 [========>.....................] - ETA: 7:43 - loss: 0.5293 - acc: 0.7375
6500/20000 [========>.....................] - ETA: 7:41 - loss: 0.5305 - acc: 0.7366
6600/20000 [========>.....................] - ETA: 7:37 - loss: 0.5311 - acc: 0.7365
6700/20000 [=========>....................] - ETA: 7:34 - loss: 0.5314 - acc: 0.7360
6800/20000 [=========>....................] - ETA: 7:30 - loss: 0.5314 - acc: 0.7357
6900/20000 [=========>....................] - ETA: 7:27 - loss: 0.5314 - acc: 0.7351
7000/20000 [=========>....................] - ETA: 7:23 - loss: 0.5309 - acc: 0.7361
7100/20000 [=========>....................] - ETA: 7:20 - loss: 0.5305 - acc: 0.7363
7200/20000 [=========>....................] - ETA: 7:16 - loss: 0.5302 - acc: 0.7367
7300/20000 [=========>....................] - ETA: 7:13 - loss: 0.5293 - acc: 0.7371
7400/20000 [==========>...................] - ETA: 7:09 - loss: 0.5288 - acc: 0.7377
7500/20000 [==========>...................] - ETA: 7:05 - loss: 0.5283 - acc: 0.7384
7600/20000 [==========>...................] - ETA: 7:02 - loss: 0.5276 - acc: 0.7393
7700/20000 [==========>...................] - ETA: 6:58 - loss: 0.5276 - acc: 0.7400
7800/20000 [==========>...................] - ETA: 6:54 - loss: 0.5275 - acc: 0.7397
7900/20000 [==========>...................] - ETA: 6:51 - loss: 0.5271 - acc: 0.7401
8000/20000 [===========>..................] - ETA: 6:47 - loss: 0.5265 - acc: 0.7402
8100/20000 [===========>..................] - ETA: 6:44 - loss: 0.5270 - acc: 0.7395
8200/20000 [===========>..................] - ETA: 6:40 - loss: 0.5281 - acc: 0.7389
8300/20000 [===========>..................] - ETA: 6:37 - loss: 0.5286 - acc: 0.7384
8400/20000 [===========>..................] - ETA: 6:34 - loss: 0.5295 - acc: 0.7374
8500/20000 [===========>..................] - ETA: 6:30 - loss: 0.5297 - acc: 0.7378
8600/20000 [===========>..................] - ETA: 6:27 - loss: 0.5302 - acc: 0.7373
8700/20000 [============>.................] - ETA: 6:24 - loss: 0.5306 - acc: 0.7378
8800/20000 [============>.................] - ETA: 6:21 - loss: 0.5312 - acc: 0.7375
8900/20000 [============>.................] - ETA: 6:17 - loss: 0.5304 - acc: 0.7383
9000/20000 [============>.................] - ETA: 6:14 - loss: 0.5308 - acc: 0.7378
9100/20000 [============>.................] - ETA: 6:11 - loss: 0.5311 - acc: 0.7373
9200/20000 [============>.................] - ETA: 6:07 - loss: 0.5309 - acc: 0.7376
9300/20000 [============>.................] - ETA: 6:03 - loss: 0.5313 - acc: 0.7375
9400/20000 [=============>................] - ETA: 5:59 - loss: 0.5315 - acc: 0.7380
9500/20000 [=============>................] - ETA: 5:56 - loss: 0.5323 - acc: 0.7376
9600/20000 [=============>................] - ETA: 5:53 - loss: 0.5323 - acc: 0.7373
9700/20000 [=============>................] - ETA: 5:50 - loss: 0.5314 - acc: 0.7376
9800/20000 [=============>................] - ETA: 5:46 - loss: 0.5310 - acc: 0.7381
9900/20000 [=============>................] - ETA: 5:43 - loss: 0.5309 - acc: 0.7386
10000/20000 [==============>...............] - ETA: 5:40 - loss: 0.5308 - acc: 0.7386
10100/20000 [==============>...............] - ETA: 5:36 - loss: 0.5308 - acc: 0.7386
10200/20000 [==============>...............] - ETA: 5:33 - loss: 0.5303 - acc: 0.7389
10300/20000 [==============>...............] - ETA: 5:30 - loss: 0.5296 - acc: 0.7398
10400/20000 [==============>...............] - ETA: 5:26 - loss: 0.5302 - acc: 0.7393
10500/20000 [==============>...............] - ETA: 5:23 - loss: 0.5301 - acc: 0.7394
10600/20000 [==============>...............] - ETA: 5:20 - loss: 0.5301 - acc: 0.7395
10700/20000 [===============>..............] - ETA: 5:16 - loss: 0.5299 - acc: 0.7401
10800/20000 [===============>..............] - ETA: 5:13 - loss: 0.5294 - acc: 0.7406
10900/20000 [===============>..............] - ETA: 5:09 - loss: 0.5291 - acc: 0.7414
11000/20000 [===============>..............] - ETA: 5:06 - loss: 0.5301 - acc: 0.7408
11100/20000 [===============>..............] - ETA: 5:03 - loss: 0.5299 - acc: 0.7412
11200/20000 [===============>..............] - ETA: 4:59 - loss: 0.5306 - acc: 0.7405
11300/20000 [===============>..............] - ETA: 4:56 - loss: 0.5300 - acc: 0.7412
11400/20000 [================>.............] - ETA: 4:53 - loss: 0.5309 - acc: 0.7407
11500/20000 [================>.............] - ETA: 4:49 - loss: 0.5304 - acc: 0.7409
11600/20000 [================>.............] - ETA: 4:46 - loss: 0.5311 - acc: 0.7402
11700/20000 [================>.............] - ETA: 4:43 - loss: 0.5309 - acc: 0.7399
11800/20000 [================>.............] - ETA: 4:40 - loss: 0.5307 - acc: 0.7399
11900/20000 [================>.............] - ETA: 4:36 - loss: 0.5302 - acc: 0.7405
12000/20000 [=================>............] - ETA: 4:33 - loss: 0.5305 - acc: 0.7410
12100/20000 [=================>............] - ETA: 4:29 - loss: 0.5305 - acc: 0.7406
12200/20000 [=================>............] - ETA: 4:26 - loss: 0.5305 - acc: 0.7403
12300/20000 [=================>............] - ETA: 4:23 - loss: 0.5306 - acc: 0.7403
12400/20000 [=================>............] - ETA: 4:19 - loss: 0.5304 - acc: 0.7404
12500/20000 [=================>............] - ETA: 4:16 - loss: 0.5311 - acc: 0.7398
12600/20000 [=================>............] - ETA: 4:13 - loss: 0.5307 - acc: 0.7401
12700/20000 [==================>...........] - ETA: 4:09 - loss: 0.5303 - acc: 0.7406
12800/20000 [==================>...........] - ETA: 4:06 - loss: 0.5299 - acc: 0.7410
12900/20000 [==================>...........] - ETA: 4:03 - loss: 0.5299 - acc: 0.7409
13000/20000 [==================>...........] - ETA: 3:59 - loss: 0.5307 - acc: 0.7403
13100/20000 [==================>...........] - ETA: 3:56 - loss: 0.5305 - acc: 0.7402
13200/20000 [==================>...........] - ETA: 3:53 - loss: 0.5306 - acc: 0.7400
13300/20000 [==================>...........] - ETA: 3:49 - loss: 0.5301 - acc: 0.7404
13400/20000 [===================>..........] - ETA: 3:46 - loss: 0.5302 - acc: 0.7406
13500/20000 [===================>..........] - ETA: 3:42 - loss: 0.5304 - acc: 0.7404
13600/20000 [===================>..........] - ETA: 3:39 - loss: 0.5302 - acc: 0.7404
13700/20000 [===================>..........] - ETA: 3:35 - loss: 0.5301 - acc: 0.7406
13800/20000 [===================>..........] - ETA: 3:32 - loss: 0.5299 - acc: 0.7404
13900/20000 [===================>..........] - ETA: 3:29 - loss: 0.5301 - acc: 0.7400
14000/20000 [====================>.........] - ETA: 3:25 - loss: 0.5298 - acc: 0.7405
14100/20000 [====================>.........] - ETA: 3:22 - loss: 0.5300 - acc: 0.7404
14200/20000 [====================>.........] - ETA: 3:18 - loss: 0.5294 - acc: 0.7407
14300/20000 [====================>.........] - ETA: 3:15 - loss: 0.5297 - acc: 0.7406
14400/20000 [====================>.........] - ETA: 3:11 - loss: 0.5293 - acc: 0.7407
14500/20000 [====================>.........] - ETA: 3:08 - loss: 0.5297 - acc: 0.7401
14600/20000 [====================>.........] - ETA: 3:04 - loss: 0.5294 - acc: 0.7406
14700/20000 [=====================>........] - ETA: 3:01 - loss: 0.5303 - acc: 0.7401
14800/20000 [=====================>........] - ETA: 2:58 - loss: 0.5303 - acc: 0.7398
14900/20000 [=====================>........] - ETA: 2:54 - loss: 0.5301 - acc: 0.7397
15000/20000 [=====================>........] - ETA: 2:51 - loss: 0.5297 - acc: 0.7399
15100/20000 [=====================>........] - ETA: 2:48 - loss: 0.5302 - acc: 0.7397
15200/20000 [=====================>........] - ETA: 2:44 - loss: 0.5298 - acc: 0.7401
15300/20000 [=====================>........] - ETA: 2:41 - loss: 0.5298 - acc: 0.7397
15400/20000 [======================>.......] - ETA: 2:37 - loss: 0.5289 - acc: 0.7408
15500/20000 [======================>.......] - ETA: 2:34 - loss: 0.5288 - acc: 0.7408
15600/20000 [======================>.......] - ETA: 2:31 - loss: 0.5290 - acc: 0.7405
15700/20000 [======================>.......] - ETA: 2:27 - loss: 0.5286 - acc: 0.7410
15800/20000 [======================>.......] - ETA: 2:24 - loss: 0.5284 - acc: 0.7413
15900/20000 [======================>.......] - ETA: 2:20 - loss: 0.5283 - acc: 0.7415
16000/20000 [=======================>......] - ETA: 2:17 - loss: 0.5281 - acc: 0.7413
16100/20000 [=======================>......] - ETA: 2:14 - loss: 0.5278 - acc: 0.7414
16200/20000 [=======================>......] - ETA: 2:10 - loss: 0.5274 - acc: 0.7415
16300/20000 [=======================>......] - ETA: 2:07 - loss: 0.5273 - acc: 0.7418
16400/20000 [=======================>......] - ETA: 2:03 - loss: 0.5274 - acc: 0.7418
16500/20000 [=======================>......] - ETA: 2:00 - loss: 0.5272 - acc: 0.7419
16600/20000 [=======================>......] - ETA: 1:56 - loss: 0.5272 - acc: 0.7420
16700/20000 [========================>.....] - ETA: 1:53 - loss: 0.5270 - acc: 0.7420
16800/20000 [========================>.....] - ETA: 1:50 - loss: 0.5271 - acc: 0.7420
16900/20000 [========================>.....] - ETA: 1:46 - loss: 0.5266 - acc: 0.7424
17000/20000 [========================>.....] - ETA: 1:43 - loss: 0.5266 - acc: 0.7422
17100/20000 [========================>.....] - ETA: 1:39 - loss: 0.5263 - acc: 0.7425
17200/20000 [========================>.....] - ETA: 1:36 - loss: 0.5262 - acc: 0.7426
17300/20000 [========================>.....] - ETA: 1:32 - loss: 0.5256 - acc: 0.7430
17400/20000 [=========================>....] - ETA: 1:29 - loss: 0.5250 - acc: 0.7433
17500/20000 [=========================>....] - ETA: 1:26 - loss: 0.5253 - acc: 0.7430
17600/20000 [=========================>....] - ETA: 1:22 - loss: 0.5250 - acc: 0.7433
17700/20000 [=========================>....] - ETA: 1:19 - loss: 0.5248 - acc: 0.7432
17800/20000 [=========================>....] - ETA: 1:15 - loss: 0.5252 - acc: 0.7429
17900/20000 [=========================>....] - ETA: 1:12 - loss: 0.5252 - acc: 0.7428
18000/20000 [==========================>...] - ETA: 1:08 - loss: 0.5244 - acc: 0.7434
18100/20000 [==========================>...] - ETA: 1:05 - loss: 0.5248 - acc: 0.7432
18200/20000 [==========================>...] - ETA: 1:02 - loss: 0.5248 - acc: 0.7429
18300/20000 [==========================>...] - ETA: 58s - loss: 0.5247 - acc: 0.7427
18400/20000 [==========================>...] - ETA: 55s - loss: 0.5243 - acc: 0.7431
18500/20000 [==========================>...] - ETA: 51s - loss: 0.5243 - acc: 0.7431
18600/20000 [==========================>...] - ETA: 48s - loss: 0.5240 - acc: 0.7434
18700/20000 [===========================>..] - ETA: 44s - loss: 0.5242 - acc: 0.7435
18800/20000 [===========================>..] - ETA: 41s - loss: 0.5240 - acc: 0.7434
18900/20000 [===========================>..] - ETA: 37s - loss: 0.5238 - acc: 0.7437
19000/20000 [===========================>..] - ETA: 34s - loss: 0.5239 - acc: 0.7438
19100/20000 [===========================>..] - ETA: 31s - loss: 0.5241 - acc: 0.7436
19200/20000 [===========================>..] - ETA: 27s - loss: 0.5239 - acc: 0.7436
19300/20000 [===========================>..] - ETA: 24s - loss: 0.5236 - acc: 0.7438
19400/20000 [============================>.] - ETA: 20s - loss: 0.5238 - acc: 0.7437
19500/20000 [============================>.] - ETA: 17s - loss: 0.5239 - acc: 0.7435
19600/20000 [============================>.] - ETA: 13s - loss: 0.5240 - acc: 0.7434
19700/20000 [============================>.] - ETA: 10s - loss: 0.5240 - acc: 0.7435
19800/20000 [============================>.] - ETA: 6s - loss: 0.5238 - acc: 0.7437
19900/20000 [============================>.] - ETA: 3s - loss: 0.5233 - acc: 0.7441
20000/20000 [==============================] - 702s 35ms/step - loss: 0.5228 - acc: 0.7443 - val_loss: 0.8020 - val_acc: 0.5402
Epoch 5/30
100/20000 [..............................] - ETA: 10:59 - loss: 0.5006 - acc: 0.7500
200/20000 [..............................] - ETA: 11:18 - loss: 0.4488 - acc: 0.7900
300/20000 [..............................] - ETA: 11:21 - loss: 0.4536 - acc: 0.7800
400/20000 [..............................] - ETA: 11:21 - loss: 0.4774 - acc: 0.7700
500/20000 [..............................] - ETA: 11:35 - loss: 0.4785 - acc: 0.7660
600/20000 [..............................] - ETA: 11:39 - loss: 0.4773 - acc: 0.7617
700/20000 [>.............................] - ETA: 11:53 - loss: 0.4961 - acc: 0.7514
800/20000 [>.............................] - ETA: 11:52 - loss: 0.5006 - acc: 0.7488
900/20000 [>.............................] - ETA: 11:51 - loss: 0.4868 - acc: 0.7556
1000/20000 [>.............................] - ETA: 11:52 - loss: 0.4975 - acc: 0.7520
1100/20000 [>.............................] - ETA: 11:49 - loss: 0.5035 - acc: 0.7482
1200/20000 [>.............................] - ETA: 11:41 - loss: 0.5054 - acc: 0.7525
1300/20000 [>.............................] - ETA: 11:32 - loss: 0.5054 - acc: 0.7515
1400/20000 [=>............................] - ETA: 11:23 - loss: 0.5068 - acc: 0.7521
1500/20000 [=>............................] - ETA: 11:18 - loss: 0.5026 - acc: 0.7560
1600/20000 [=>............................] - ETA: 11:14 - loss: 0.5070 - acc: 0.7556
1700/20000 [=>............................] - ETA: 11:11 - loss: 0.5075 - acc: 0.7559
1800/20000 [=>............................] - ETA: 11:08 - loss: 0.5069 - acc: 0.7556
1900/20000 [=>............................] - ETA: 11:05 - loss: 0.5068 - acc: 0.7558
2000/20000 [==>...........................] - ETA: 10:59 - loss: 0.5076 - acc: 0.7560
2100/20000 [==>...........................] - ETA: 10:55 - loss: 0.5064 - acc: 0.7590
2200/20000 [==>...........................] - ETA: 10:52 - loss: 0.5066 - acc: 0.7586
2300/20000 [==>...........................] - ETA: 10:50 - loss: 0.5091 - acc: 0.7561
2400/20000 [==>...........................] - ETA: 10:47 - loss: 0.5064 - acc: 0.7558
2500/20000 [==>...........................] - ETA: 10:49 - loss: 0.5074 - acc: 0.7572
2600/20000 [==>...........................] - ETA: 10:42 - loss: 0.5063 - acc: 0.7592
2700/20000 [===>..........................] - ETA: 10:37 - loss: 0.5062 - acc: 0.7607
2800/20000 [===>..........................] - ETA: 10:32 - loss: 0.5055 - acc: 0.7629
2900/20000 [===>..........................] - ETA: 10:27 - loss: 0.5059 - acc: 0.7617
3000/20000 [===>..........................] - ETA: 10:23 - loss: 0.5059 - acc: 0.7610
3100/20000 [===>..........................] - ETA: 10:18 - loss: 0.5056 - acc: 0.7616
3200/20000 [===>..........................] - ETA: 10:13 - loss: 0.5045 - acc: 0.7628
3300/20000 [===>..........................] - ETA: 10:08 - loss: 0.5053 - acc: 0.7624
3400/20000 [====>.........................] - ETA: 10:02 - loss: 0.5060 - acc: 0.7615
3500/20000 [====>.........................] - ETA: 9:56 - loss: 0.5050 - acc: 0.7629
3600/20000 [====>.........................] - ETA: 9:51 - loss: 0.5048 - acc: 0.7614
3700/20000 [====>.........................] - ETA: 9:47 - loss: 0.5018 - acc: 0.7622
3800/20000 [====>.........................] - ETA: 9:44 - loss: 0.4998 - acc: 0.7629
3900/20000 [====>.........................] - ETA: 9:39 - loss: 0.4995 - acc: 0.7631
4000/20000 [=====>........................] - ETA: 9:34 - loss: 0.4978 - acc: 0.7635
4100/20000 [=====>........................] - ETA: 9:30 - loss: 0.4960 - acc: 0.7644
4200/20000 [=====>........................] - ETA: 9:26 - loss: 0.4992 - acc: 0.7626
4300/20000 [=====>........................] - ETA: 9:21 - loss: 0.5000 - acc: 0.7619
4400/20000 [=====>........................] - ETA: 9:16 - loss: 0.4989 - acc: 0.7623
4500/20000 [=====>........................] - ETA: 9:11 - loss: 0.4979 - acc: 0.7633
4600/20000 [=====>........................] - ETA: 9:06 - loss: 0.4986 - acc: 0.7630
4700/20000 [======>.......................] - ETA: 9:02 - loss: 0.4973 - acc: 0.7638
4800/20000 [======>.......................] - ETA: 8:58 - loss: 0.4959 - acc: 0.7642
4900/20000 [======>.......................] - ETA: 8:54 - loss: 0.4941 - acc: 0.7649
5000/20000 [======>.......................] - ETA: 8:50 - loss: 0.4929 - acc: 0.7656
5100/20000 [======>.......................] - ETA: 8:45 - loss: 0.4932 - acc: 0.7655
5200/20000 [======>.......................] - ETA: 8:42 - loss: 0.4927 - acc: 0.7660
5300/20000 [======>.......................] - ETA: 8:38 - loss: 0.4943 - acc: 0.7645
5400/20000 [=======>......................] - ETA: 8:33 - loss: 0.4943 - acc: 0.7646
5500/20000 [=======>......................] - ETA: 8:28 - loss: 0.4963 - acc: 0.7636
5600/20000 [=======>......................] - ETA: 8:24 - loss: 0.4951 - acc: 0.7646
5700/20000 [=======>......................] - ETA: 8:21 - loss: 0.4946 - acc: 0.7646
5800/20000 [=======>......................] - ETA: 8:16 - loss: 0.4960 - acc: 0.7622
5900/20000 [=======>......................] - ETA: 8:12 - loss: 0.4967 - acc: 0.7620
6000/20000 [========>.....................] - ETA: 8:08 - loss: 0.4964 - acc: 0.7622
6100/20000 [========>.....................] - ETA: 8:04 - loss: 0.4969 - acc: 0.7616
6200/20000 [========>.....................] - ETA: 7:59 - loss: 0.4969 - acc: 0.7611
6300/20000 [========>.....................] - ETA: 7:55 - loss: 0.4968 - acc: 0.7614
6400/20000 [========>.....................] - ETA: 7:51 - loss: 0.4965 - acc: 0.7623
6500/20000 [========>.....................] - ETA: 7:47 - loss: 0.4971 - acc: 0.7623
6600/20000 [========>.....................] - ETA: 7:42 - loss: 0.4969 - acc: 0.7629
6700/20000 [=========>....................] - ETA: 7:38 - loss: 0.4973 - acc: 0.7628
6800/20000 [=========>....................] - ETA: 7:34 - loss: 0.4969 - acc: 0.7632
6900/20000 [=========>....................] - ETA: 7:29 - loss: 0.4971 - acc: 0.7630
7000/20000 [=========>....................] - ETA: 7:26 - loss: 0.4982 - acc: 0.7621
7100/20000 [=========>....................] - ETA: 7:23 - loss: 0.4978 - acc: 0.7625
7200/20000 [=========>....................] - ETA: 7:20 - loss: 0.4984 - acc: 0.7624
7300/20000 [=========>....................] - ETA: 7:18 - loss: 0.4984 - acc: 0.7621
7400/20000 [==========>...................] - ETA: 7:16 - loss: 0.4974 - acc: 0.7630
7500/20000 [==========>...................] - ETA: 7:13 - loss: 0.4965 - acc: 0.7637
7600/20000 [==========>...................] - ETA: 7:09 - loss: 0.4961 - acc: 0.7646
7700/20000 [==========>...................] - ETA: 7:06 - loss: 0.4968 - acc: 0.7640
7800/20000 [==========>...................] - ETA: 7:03 - loss: 0.4969 - acc: 0.7640
7900/20000 [==========>...................] - ETA: 7:00 - loss: 0.4963 - acc: 0.7642
8000/20000 [===========>..................] - ETA: 6:56 - loss: 0.4962 - acc: 0.7640
8100/20000 [===========>..................] - ETA: 6:54 - loss: 0.4968 - acc: 0.7637
8200/20000 [===========>..................] - ETA: 6:51 - loss: 0.4962 - acc: 0.7643
8300/20000 [===========>..................] - ETA: 6:48 - loss: 0.4947 - acc: 0.7655
8400/20000 [===========>..................] - ETA: 6:45 - loss: 0.4950 - acc: 0.7652
8500/20000 [===========>..................] - ETA: 6:42 - loss: 0.4944 - acc: 0.7653
8600/20000 [===========>..................] - ETA: 6:39 - loss: 0.4937 - acc: 0.7653
8700/20000 [============>.................] - ETA: 6:36 - loss: 0.4936 - acc: 0.7652
8800/20000 [============>.................] - ETA: 6:33 - loss: 0.4934 - acc: 0.7656
8900/20000 [============>.................] - ETA: 6:30 - loss: 0.4926 - acc: 0.7661
9000/20000 [============>.................] - ETA: 6:26 - loss: 0.4923 - acc: 0.7663
9100/20000 [============>.................] - ETA: 6:24 - loss: 0.4917 - acc: 0.7668
9200/20000 [============>.................] - ETA: 6:21 - loss: 0.4923 - acc: 0.7664
9300/20000 [============>.................] - ETA: 6:17 - loss: 0.4922 - acc: 0.7661
9400/20000 [=============>................] - ETA: 6:13 - loss: 0.4923 - acc: 0.7657
9500/20000 [=============>................] - ETA: 6:10 - loss: 0.4928 - acc: 0.7655
9600/20000 [=============>................] - ETA: 6:06 - loss: 0.4922 - acc: 0.7655
9700/20000 [=============>................] - ETA: 6:02 - loss: 0.4916 - acc: 0.7657
9800/20000 [=============>................] - ETA: 5:58 - loss: 0.4911 - acc: 0.7657
9900/20000 [=============>................] - ETA: 5:55 - loss: 0.4910 - acc: 0.7661
10000/20000 [==============>...............] - ETA: 5:50 - loss: 0.4915 - acc: 0.7657
10100/20000 [==============>...............] - ETA: 5:47 - loss: 0.4914 - acc: 0.7659
10200/20000 [==============>...............] - ETA: 5:43 - loss: 0.4913 - acc: 0.7661
10300/20000 [==============>...............] - ETA: 5:40 - loss: 0.4909 - acc: 0.7663
10400/20000 [==============>...............] - ETA: 5:36 - loss: 0.4913 - acc: 0.7662
10500/20000 [==============>...............] - ETA: 5:32 - loss: 0.4912 - acc: 0.7664
10600/20000 [==============>...............] - ETA: 5:29 - loss: 0.4904 - acc: 0.7667
10700/20000 [===============>..............] - ETA: 5:26 - loss: 0.4910 - acc: 0.7664
10800/20000 [===============>..............] - ETA: 5:22 - loss: 0.4903 - acc: 0.7669
10900/20000 [===============>..............] - ETA: 5:18 - loss: 0.4896 - acc: 0.7670
11000/20000 [===============>..............] - ETA: 5:15 - loss: 0.4902 - acc: 0.7667
11100/20000 [===============>..............] - ETA: 5:12 - loss: 0.4906 - acc: 0.7665
11200/20000 [===============>..............] - ETA: 5:09 - loss: 0.4903 - acc: 0.7667
11300/20000 [===============>..............] - ETA: 5:06 - loss: 0.4896 - acc: 0.7674
11400/20000 [================>.............] - ETA: 5:03 - loss: 0.4901 - acc: 0.7671
11500/20000 [================>.............] - ETA: 5:00 - loss: 0.4902 - acc: 0.7669
11600/20000 [================>.............] - ETA: 4:56 - loss: 0.4901 - acc: 0.7670
11700/20000 [================>.............] - ETA: 4:52 - loss: 0.4898 - acc: 0.7674
11800/20000 [================>.............] - ETA: 4:48 - loss: 0.4910 - acc: 0.7664
11900/20000 [================>.............] - ETA: 4:45 - loss: 0.4914 - acc: 0.7663
12000/20000 [=================>............] - ETA: 4:41 - loss: 0.4908 - acc: 0.7667
12100/20000 [=================>............] - ETA: 4:37 - loss: 0.4905 - acc: 0.7670
12200/20000 [=================>............] - ETA: 4:34 - loss: 0.4908 - acc: 0.7669
12300/20000 [=================>............] - ETA: 4:30 - loss: 0.4909 - acc: 0.7671
12400/20000 [=================>............] - ETA: 4:27 - loss: 0.4901 - acc: 0.7675
12500/20000 [=================>............] - ETA: 4:23 - loss: 0.4900 - acc: 0.7675
12600/20000 [=================>............] - ETA: 4:20 - loss: 0.4902 - acc: 0.7673
12700/20000 [==================>...........] - ETA: 4:17 - loss: 0.4907 - acc: 0.7672
12800/20000 [==================>...........] - ETA: 4:13 - loss: 0.4904 - acc: 0.7673
12900/20000 [==================>...........] - ETA: 4:10 - loss: 0.4900 - acc: 0.7672
13000/20000 [==================>...........] - ETA: 4:06 - loss: 0.4906 - acc: 0.7668
13100/20000 [==================>...........] - ETA: 4:03 - loss: 0.4905 - acc: 0.7668
13200/20000 [==================>...........] - ETA: 3:59 - loss: 0.4903 - acc: 0.7667
13300/20000 [==================>...........] - ETA: 3:56 - loss: 0.4895 - acc: 0.7671
13400/20000 [===================>..........] - ETA: 3:52 - loss: 0.4893 - acc: 0.7675
13500/20000 [===================>..........] - ETA: 3:49 - loss: 0.4890 - acc: 0.7678
13600/20000 [===================>..........] - ETA: 3:45 - loss: 0.4889 - acc: 0.7679
13700/20000 [===================>..........] - ETA: 3:41 - loss: 0.4895 - acc: 0.7673
13800/20000 [===================>..........] - ETA: 3:38 - loss: 0.4893 - acc: 0.7675
13900/20000 [===================>..........] - ETA: 3:34 - loss: 0.4890 - acc: 0.7679
14000/20000 [====================>.........] - ETA: 3:31 - loss: 0.4888 - acc: 0.7679
14100/20000 [====================>.........] - ETA: 3:27 - loss: 0.4889 - acc: 0.7679
14200/20000 [====================>.........] - ETA: 3:24 - loss: 0.4895 - acc: 0.7674
14300/20000 [====================>.........] - ETA: 3:20 - loss: 0.4894 - acc: 0.7675
14400/20000 [====================>.........] - ETA: 3:16 - loss: 0.4895 - acc: 0.7678
14500/20000 [====================>.........] - ETA: 3:13 - loss: 0.4893 - acc: 0.7677
14600/20000 [====================>.........] - ETA: 3:09 - loss: 0.4892 - acc: 0.7675
14700/20000 [=====================>........] - ETA: 3:06 - loss: 0.4892 - acc: 0.7674
14800/20000 [=====================>........] - ETA: 3:02 - loss: 0.4892 - acc: 0.7676
14900/20000 [=====================>........] - ETA: 2:58 - loss: 0.4889 - acc: 0.7679
15000/20000 [=====================>........] - ETA: 2:55 - loss: 0.4887 - acc: 0.7683
15100/20000 [=====================>........] - ETA: 2:51 - loss: 0.4886 - acc: 0.7684
15200/20000 [=====================>........] - ETA: 2:47 - loss: 0.4889 - acc: 0.7682
15300/20000 [=====================>........] - ETA: 2:44 - loss: 0.4884 - acc: 0.7683
15400/20000 [======================>.......] - ETA: 2:40 - loss: 0.4888 - acc: 0.7679
15500/20000 [======================>.......] - ETA: 2:37 - loss: 0.4883 - acc: 0.7683
15600/20000 [======================>.......] - ETA: 2:33 - loss: 0.4893 - acc: 0.7676
15700/20000 [======================>.......] - ETA: 2:30 - loss: 0.4886 - acc: 0.7678
15800/20000 [======================>.......] - ETA: 2:26 - loss: 0.4882 - acc: 0.7679
15900/20000 [======================>.......] - ETA: 2:23 - loss: 0.4877 - acc: 0.7682
16000/20000 [=======================>......] - ETA: 2:19 - loss: 0.4872 - acc: 0.7685
16100/20000 [=======================>......] - ETA: 2:16 - loss: 0.4876 - acc: 0.7681
16200/20000 [=======================>......] - ETA: 2:12 - loss: 0.4876 - acc: 0.7680
16300/20000 [=======================>......] - ETA: 2:09 - loss: 0.4881 - acc: 0.7676
16400/20000 [=======================>......] - ETA: 2:05 - loss: 0.4875 - acc: 0.7677
16500/20000 [=======================>......] - ETA: 2:02 - loss: 0.4877 - acc: 0.7677
16600/20000 [=======================>......] - ETA: 1:58 - loss: 0.4880 - acc: 0.7674
16700/20000 [========================>.....] - ETA: 1:55 - loss: 0.4879 - acc: 0.7673
16800/20000 [========================>.....] - ETA: 1:51 - loss: 0.4882 - acc: 0.7671
16900/20000 [========================>.....] - ETA: 1:48 - loss: 0.4883 - acc: 0.7666
17000/20000 [========================>.....] - ETA: 1:44 - loss: 0.4883 - acc: 0.7669
17100/20000 [========================>.....] - ETA: 1:41 - loss: 0.4883 - acc: 0.7671
17200/20000 [========================>.....] - ETA: 1:37 - loss: 0.4883 - acc: 0.7671
17300/20000 [========================>.....] - ETA: 1:34 - loss: 0.4879 - acc: 0.7673
17400/20000 [=========================>....] - ETA: 1:30 - loss: 0.4885 - acc: 0.7671
17500/20000 [=========================>....] - ETA: 1:27 - loss: 0.4880 - acc: 0.7674
17600/20000 [=========================>....] - ETA: 1:23 - loss: 0.4885 - acc: 0.7671
17700/20000 [=========================>....] - ETA: 1:20 - loss: 0.4881 - acc: 0.7675
17800/20000 [=========================>....] - ETA: 1:16 - loss: 0.4879 - acc: 0.7676
17900/20000 [=========================>....] - ETA: 1:13 - loss: 0.4881 - acc: 0.7673
18000/20000 [==========================>...] - ETA: 1:09 - loss: 0.4881 - acc: 0.7672
18100/20000 [==========================>...] - ETA: 1:06 - loss: 0.4882 - acc: 0.7669
18200/20000 [==========================>...] - ETA: 1:02 - loss: 0.4883 - acc: 0.7670
18300/20000 [==========================>...] - ETA: 59s - loss: 0.4879 - acc: 0.7673
18400/20000 [==========================>...] - ETA: 55s - loss: 0.4883 - acc: 0.7668
18500/20000 [==========================>...] - ETA: 52s - loss: 0.4879 - acc: 0.7670
18600/20000 [==========================>...] - ETA: 48s - loss: 0.4877 - acc: 0.7672
18700/20000 [===========================>..] - ETA: 45s - loss: 0.4877 - acc: 0.7671
18800/20000 [===========================>..] - ETA: 42s - loss: 0.4877 - acc: 0.7672
18900/20000 [===========================>..] - ETA: 38s - loss: 0.4874 - acc: 0.7672
19000/20000 [===========================>..] - ETA: 35s - loss: 0.4872 - acc: 0.7675
19100/20000 [===========================>..] - ETA: 31s - loss: 0.4868 - acc: 0.7679
19200/20000 [===========================>..] - ETA: 27s - loss: 0.4864 - acc: 0.7681
19300/20000 [===========================>..] - ETA: 24s - loss: 0.4857 - acc: 0.7685
19400/20000 [============================>.] - ETA: 20s - loss: 0.4857 - acc: 0.7686
19500/20000 [============================>.] - ETA: 17s - loss: 0.4854 - acc: 0.7687
19600/20000 [============================>.] - ETA: 13s - loss: 0.4849 - acc: 0.7690
19700/20000 [============================>.] - ETA: 10s - loss: 0.4846 - acc: 0.7692
19800/20000 [============================>.] - ETA: 6s - loss: 0.4845 - acc: 0.7691
19900/20000 [============================>.] - ETA: 3s - loss: 0.4843 - acc: 0.7691
20000/20000 [==============================] - 707s 35ms/step - loss: 0.4841 - acc: 0.7692 - val_loss: 0.7734 - val_acc: 0.6138
Epoch 6/30
100/20000 [..............................] - ETA: 10:56 - loss: 0.6171 - acc: 0.7200
200/20000 [..............................] - ETA: 12:13 - loss: 0.5413 - acc: 0.7500
300/20000 [..............................] - ETA: 12:17 - loss: 0.5349 - acc: 0.7433
400/20000 [..............................] - ETA: 12:18 - loss: 0.5033 - acc: 0.7575
500/20000 [..............................] - ETA: 12:02 - loss: 0.5090 - acc: 0.7520
600/20000 [..............................] - ETA: 11:51 - loss: 0.4954 - acc: 0.7583
700/20000 [>.............................] - ETA: 11:56 - loss: 0.4941 - acc: 0.7586
800/20000 [>.............................] - ETA: 11:39 - loss: 0.4911 - acc: 0.7588
900/20000 [>.............................] - ETA: 11:35 - loss: 0.4907 - acc: 0.7578
1000/20000 [>.............................] - ETA: 11:34 - loss: 0.4836 - acc: 0.7620
1100/20000 [>.............................] - ETA: 11:27 - loss: 0.4789 - acc: 0.7664
1200/20000 [>.............................] - ETA: 11:18 - loss: 0.4786 - acc: 0.7692
1300/20000 [>.............................] - ETA: 11:14 - loss: 0.4778 - acc: 0.7692
1400/20000 [=>............................] - ETA: 11:08 - loss: 0.4758 - acc: 0.7714
1500/20000 [=>............................] - ETA: 11:03 - loss: 0.4747 - acc: 0.7720
1600/20000 [=>............................] - ETA: 10:56 - loss: 0.4722 - acc: 0.7756
1700/20000 [=>............................] - ETA: 10:49 - loss: 0.4671 - acc: 0.7782
1800/20000 [=>............................] - ETA: 10:44 - loss: 0.4667 - acc: 0.7783
1900/20000 [=>............................] - ETA: 10:41 - loss: 0.4678 - acc: 0.7789
2000/20000 [==>...........................] - ETA: 10:38 - loss: 0.4693 - acc: 0.7785
2100/20000 [==>...........................] - ETA: 10:38 - loss: 0.4686 - acc: 0.7790
2200/20000 [==>...........................] - ETA: 10:38 - loss: 0.4670 - acc: 0.7795
2300/20000 [==>...........................] - ETA: 10:42 - loss: 0.4637 - acc: 0.7813
2400/20000 [==>...........................] - ETA: 10:43 - loss: 0.4660 - acc: 0.7821
2500/20000 [==>...........................] - ETA: 10:39 - loss: 0.4626 - acc: 0.7836
2600/20000 [==>...........................] - ETA: 10:33 - loss: 0.4622 - acc: 0.7831
2700/20000 [===>..........................] - ETA: 10:31 - loss: 0.4623 - acc: 0.7830
2800/20000 [===>..........................] - ETA: 10:29 - loss: 0.4628 - acc: 0.7825
2900/20000 [===>..........................] - ETA: 10:27 - loss: 0.4648 - acc: 0.7803
3000/20000 [===>..........................] - ETA: 10:21 - loss: 0.4633 - acc: 0.7790
3100/20000 [===>..........................] - ETA: 10:18 - loss: 0.4631 - acc: 0.7774
3200/20000 [===>..........................] - ETA: 10:16 - loss: 0.4640 - acc: 0.7763
3300/20000 [===>..........................] - ETA: 10:10 - loss: 0.4619 - acc: 0.7782
3400/20000 [====>.........................] - ETA: 10:07 - loss: 0.4622 - acc: 0.7774
3500/20000 [====>.........................] - ETA: 10:04 - loss: 0.4607 - acc: 0.7783
3600/20000 [====>.........................] - ETA: 9:57 - loss: 0.4608 - acc: 0.7789
3700/20000 [====>.........................] - ETA: 9:54 - loss: 0.4587 - acc: 0.7805
3800/20000 [====>.........................] - ETA: 9:50 - loss: 0.4583 - acc: 0.7805
3900/20000 [====>.........................] - ETA: 9:45 - loss: 0.4599 - acc: 0.7800
4000/20000 [=====>........................] - ETA: 9:40 - loss: 0.4613 - acc: 0.7787
4100/20000 [=====>........................] - ETA: 9:36 - loss: 0.4630 - acc: 0.7778
4200/20000 [=====>........................] - ETA: 9:32 - loss: 0.4616 - acc: 0.7793
4300/20000 [=====>........................] - ETA: 9:30 - loss: 0.4609 - acc: 0.7802
4400/20000 [=====>........................] - ETA: 9:26 - loss: 0.4597 - acc: 0.7816
4500/20000 [=====>........................] - ETA: 9:22 - loss: 0.4600 - acc: 0.7818
4600/20000 [=====>........................] - ETA: 9:17 - loss: 0.4600 - acc: 0.7815
4700/20000 [======>.......................] - ETA: 9:14 - loss: 0.4599 - acc: 0.7819
4800/20000 [======>.......................] - ETA: 9:13 - loss: 0.4601 - acc: 0.7819
4900/20000 [======>.......................] - ETA: 9:14 - loss: 0.4609 - acc: 0.7808
5000/20000 [======>.......................] - ETA: 9:11 - loss: 0.4595 - acc: 0.7824
5100/20000 [======>.......................] - ETA: 9:06 - loss: 0.4593 - acc: 0.7824
5200/20000 [======>.......................] - ETA: 9:01 - loss: 0.4594 - acc: 0.7817
5300/20000 [======>.......................] - ETA: 8:58 - loss: 0.4592 - acc: 0.7819
5400/20000 [=======>......................] - ETA: 8:56 - loss: 0.4605 - acc: 0.7809
5500/20000 [=======>......................] - ETA: 8:55 - loss: 0.4587 - acc: 0.7825
5600/20000 [=======>......................] - ETA: 8:54 - loss: 0.4595 - acc: 0.7818
5700/20000 [=======>......................] - ETA: 8:52 - loss: 0.4589 - acc: 0.7823
5800/20000 [=======>......................] - ETA: 8:49 - loss: 0.4602 - acc: 0.7826
5900/20000 [=======>......................] - ETA: 8:45 - loss: 0.4597 - acc: 0.7831
6000/20000 [========>.....................] - ETA: 8:41 - loss: 0.4595 - acc: 0.7830
6100/20000 [========>.....................] - ETA: 8:36 - loss: 0.4602 - acc: 0.7823
6200/20000 [========>.....................] - ETA: 8:31 - loss: 0.4589 - acc: 0.7832
6300/20000 [========>.....................] - ETA: 8:27 - loss: 0.4584 - acc: 0.7833
6400/20000 [========>.....................] - ETA: 8:22 - loss: 0.4577 - acc: 0.7839
6500/20000 [========>.....................] - ETA: 8:18 - loss: 0.4588 - acc: 0.7829
6600/20000 [========>.....................] - ETA: 8:13 - loss: 0.4587 - acc: 0.7829
6700/20000 [=========>....................] - ETA: 8:09 - loss: 0.4583 - acc: 0.7828
6800/20000 [=========>....................] - ETA: 8:05 - loss: 0.4587 - acc: 0.7834
6900/20000 [=========>....................] - ETA: 8:00 - loss: 0.4581 - acc: 0.7835
7000/20000 [=========>....................] - ETA: 7:56 - loss: 0.4577 - acc: 0.7836
7100/20000 [=========>....................] - ETA: 7:53 - loss: 0.4566 - acc: 0.7839
7200/20000 [=========>....................] - ETA: 7:48 - loss: 0.4563 - acc: 0.7844
7300/20000 [=========>....................] - ETA: 7:44 - loss: 0.4551 - acc: 0.7849
7400/20000 [==========>...................] - ETA: 7:40 - loss: 0.4540 - acc: 0.7850
7500/20000 [==========>...................] - ETA: 7:35 - loss: 0.4532 - acc: 0.7856
7600/20000 [==========>...................] - ETA: 7:31 - loss: 0.4531 - acc: 0.7855
7700/20000 [==========>...................] - ETA: 7:27 - loss: 0.4531 - acc: 0.7851
7800/20000 [==========>...................] - ETA: 7:23 - loss: 0.4532 - acc: 0.7850
7900/20000 [==========>...................] - ETA: 7:19 - loss: 0.4537 - acc: 0.7846
8000/20000 [===========>..................] - ETA: 7:15 - loss: 0.4550 - acc: 0.7842
8100/20000 [===========>..................] - ETA: 7:12 - loss: 0.4553 - acc: 0.7843
8200/20000 [===========>..................] - ETA: 7:07 - loss: 0.4560 - acc: 0.7840
8300/20000 [===========>..................] - ETA: 7:03 - loss: 0.4549 - acc: 0.7845
8400/20000 [===========>..................] - ETA: 6:59 - loss: 0.4551 - acc: 0.7848
8500/20000 [===========>..................] - ETA: 6:55 - loss: 0.4565 - acc: 0.7842
8600/20000 [===========>..................] - ETA: 6:52 - loss: 0.4564 - acc: 0.7844
8700/20000 [============>.................] - ETA: 6:47 - loss: 0.4565 - acc: 0.7848
8800/20000 [============>.................] - ETA: 6:43 - loss: 0.4572 - acc: 0.7851
8900/20000 [============>.................] - ETA: 6:40 - loss: 0.4572 - acc: 0.7851
9000/20000 [============>.................] - ETA: 6:36 - loss: 0.4582 - acc: 0.7844
9100/20000 [============>.................] - ETA: 6:32 - loss: 0.4575 - acc: 0.7849
9200/20000 [============>.................] - ETA: 6:28 - loss: 0.4574 - acc: 0.7845
9300/20000 [============>.................] - ETA: 6:24 - loss: 0.4579 - acc: 0.7846
9400/20000 [=============>................] - ETA: 6:20 - loss: 0.4584 - acc: 0.7843
9500/20000 [=============>................] - ETA: 6:17 - loss: 0.4593 - acc: 0.7840
9600/20000 [=============>................] - ETA: 6:13 - loss: 0.4596 - acc: 0.7840
9700/20000 [=============>................] - ETA: 6:09 - loss: 0.4593 - acc: 0.7845
9800/20000 [=============>................] - ETA: 6:05 - loss: 0.4589 - acc: 0.7847
9900/20000 [=============>................] - ETA: 6:01 - loss: 0.4589 - acc: 0.7848
10000/20000 [==============>...............] - ETA: 5:57 - loss: 0.4582 - acc: 0.7856
10100/20000 [==============>...............] - ETA: 5:54 - loss: 0.4576 - acc: 0.7858
10200/20000 [==============>...............] - ETA: 5:50 - loss: 0.4579 - acc: 0.7857
10300/20000 [==============>...............] - ETA: 5:46 - loss: 0.4577 - acc: 0.7858
10400/20000 [==============>...............] - ETA: 5:42 - loss: 0.4576 - acc: 0.7862
10500/20000 [==============>...............] - ETA: 5:38 - loss: 0.4581 - acc: 0.7854
10600/20000 [==============>...............] - ETA: 5:34 - loss: 0.4568 - acc: 0.7860
10700/20000 [===============>..............] - ETA: 5:31 - loss: 0.4574 - acc: 0.7858
10800/20000 [===============>..............] - ETA: 5:27 - loss: 0.4583 - acc: 0.7853
10900/20000 [===============>..............] - ETA: 5:23 - loss: 0.4584 - acc: 0.7853
11000/20000 [===============>..............] - ETA: 5:20 - loss: 0.4583 - acc: 0.7855
11100/20000 [===============>..............] - ETA: 5:16 - loss: 0.4586 - acc: 0.7854
11200/20000 [===============>..............] - ETA: 5:13 - loss: 0.4582 - acc: 0.7854
11300/20000 [===============>..............] - ETA: 5:09 - loss: 0.4571 - acc: 0.7862
11400/20000 [================>.............] - ETA: 5:06 - loss: 0.4572 - acc: 0.7860
11500/20000 [================>.............] - ETA: 5:02 - loss: 0.4578 - acc: 0.7855
11600/20000 [================>.............] - ETA: 4:58 - loss: 0.4582 - acc: 0.7853
11700/20000 [================>.............] - ETA: 4:55 - loss: 0.4583 - acc: 0.7852
11800/20000 [================>.............] - ETA: 4:51 - loss: 0.4588 - acc: 0.7848
11900/20000 [================>.............] - ETA: 4:47 - loss: 0.4588 - acc: 0.7851
12000/20000 [=================>............] - ETA: 4:44 - loss: 0.4582 - acc: 0.7856
12100/20000 [=================>............] - ETA: 4:40 - loss: 0.4581 - acc: 0.7861
12200/20000 [=================>............] - ETA: 4:36 - loss: 0.4575 - acc: 0.7861
12300/20000 [=================>............] - ETA: 4:32 - loss: 0.4580 - acc: 0.7859
12400/20000 [=================>............] - ETA: 4:28 - loss: 0.4579 - acc: 0.7860
12500/20000 [=================>............] - ETA: 4:25 - loss: 0.4576 - acc: 0.7861
12600/20000 [=================>............] - ETA: 4:21 - loss: 0.4571 - acc: 0.7860
12700/20000 [==================>...........] - ETA: 4:17 - loss: 0.4574 - acc: 0.7857
12800/20000 [==================>...........] - ETA: 4:14 - loss: 0.4572 - acc: 0.7855
12900/20000 [==================>...........] - ETA: 4:10 - loss: 0.4571 - acc: 0.7854
13000/20000 [==================>...........] - ETA: 4:07 - loss: 0.4568 - acc: 0.7856
13100/20000 [==================>...........] - ETA: 4:03 - loss: 0.4571 - acc: 0.7856
13200/20000 [==================>...........] - ETA: 4:00 - loss: 0.4578 - acc: 0.7851
13300/20000 [==================>...........] - ETA: 3:56 - loss: 0.4583 - acc: 0.7848
13400/20000 [===================>..........] - ETA: 3:52 - loss: 0.4579 - acc: 0.7848
13500/20000 [===================>..........] - ETA: 3:49 - loss: 0.4573 - acc: 0.7850
13600/20000 [===================>..........] - ETA: 3:45 - loss: 0.4576 - acc: 0.7849
13700/20000 [===================>..........] - ETA: 3:41 - loss: 0.4568 - acc: 0.7853
13800/20000 [===================>..........] - ETA: 3:38 - loss: 0.4566 - acc: 0.7855
13900/20000 [===================>..........] - ETA: 3:34 - loss: 0.4559 - acc: 0.7861
14000/20000 [====================>.........] - ETA: 3:31 - loss: 0.4558 - acc: 0.7861
14100/20000 [====================>.........] - ETA: 3:27 - loss: 0.4561 - acc: 0.7858
14200/20000 [====================>.........] - ETA: 3:23 - loss: 0.4566 - acc: 0.7857
14300/20000 [====================>.........] - ETA: 3:20 - loss: 0.4565 - acc: 0.7856
14400/20000 [====================>.........] - ETA: 3:16 - loss: 0.4566 - acc: 0.7856
14500/20000 [====================>.........] - ETA: 3:13 - loss: 0.4566 - acc: 0.7854
14600/20000 [====================>.........] - ETA: 3:09 - loss: 0.4563 - acc: 0.7856
14700/20000 [=====================>........] - ETA: 3:06 - loss: 0.4559 - acc: 0.7858
14800/20000 [=====================>........] - ETA: 3:02 - loss: 0.4560 - acc: 0.7855
14900/20000 [=====================>........] - ETA: 2:58 - loss: 0.4555 - acc: 0.7859
15000/20000 [=====================>........] - ETA: 2:55 - loss: 0.4557 - acc: 0.7857
15100/20000 [=====================>........] - ETA: 2:51 - loss: 0.4556 - acc: 0.7854
15200/20000 [=====================>........] - ETA: 2:48 - loss: 0.4554 - acc: 0.7858
15300/20000 [=====================>........] - ETA: 2:44 - loss: 0.4546 - acc: 0.7863
15400/20000 [======================>.......] - ETA: 2:41 - loss: 0.4551 - acc: 0.7863
15500/20000 [======================>.......] - ETA: 2:37 - loss: 0.4550 - acc: 0.7864
15600/20000 [======================>.......] - ETA: 2:34 - loss: 0.4558 - acc: 0.7862
15700/20000 [======================>.......] - ETA: 2:30 - loss: 0.4554 - acc: 0.7865
15800/20000 [======================>.......] - ETA: 2:26 - loss: 0.4555 - acc: 0.7862
15900/20000 [======================>.......] - ETA: 2:23 - loss: 0.4552 - acc: 0.7863
16000/20000 [=======================>......] - ETA: 2:19 - loss: 0.4550 - acc: 0.7864
16100/20000 [=======================>......] - ETA: 2:16 - loss: 0.4548 - acc: 0.7866
16200/20000 [=======================>......] - ETA: 2:12 - loss: 0.4548 - acc: 0.7865
16300/20000 [=======================>......] - ETA: 2:09 - loss: 0.4551 - acc: 0.7865
16400/20000 [=======================>......] - ETA: 2:05 - loss: 0.4552 - acc: 0.7864
16500/20000 [=======================>......] - ETA: 2:02 - loss: 0.4552 - acc: 0.7865
16600/20000 [=======================>......] - ETA: 1:58 - loss: 0.4560 - acc: 0.7861
16700/20000 [========================>.....] - ETA: 1:55 - loss: 0.4563 - acc: 0.7861
16800/20000 [========================>.....] - ETA: 1:51 - loss: 0.4561 - acc: 0.7859
16900/20000 [========================>.....] - ETA: 1:48 - loss: 0.4564 - acc: 0.7856
17000/20000 [========================>.....] - ETA: 1:44 - loss: 0.4565 - acc: 0.7854
17100/20000 [========================>.....] - ETA: 1:41 - loss: 0.4567 - acc: 0.7853
17200/20000 [========================>.....] - ETA: 1:37 - loss: 0.4569 - acc: 0.7851
17300/20000 [========================>.....] - ETA: 1:34 - loss: 0.4572 - acc: 0.7850
17400/20000 [=========================>....] - ETA: 1:30 - loss: 0.4565 - acc: 0.7854
17500/20000 [=========================>....] - ETA: 1:27 - loss: 0.4567 - acc: 0.7852
17600/20000 [=========================>....] - ETA: 1:23 - loss: 0.4570 - acc: 0.7852
17700/20000 [=========================>....] - ETA: 1:20 - loss: 0.4568 - acc: 0.7855
17800/20000 [=========================>....] - ETA: 1:16 - loss: 0.4566 - acc: 0.7856
17900/20000 [=========================>....] - ETA: 1:13 - loss: 0.4568 - acc: 0.7854
18000/20000 [==========================>...] - ETA: 1:09 - loss: 0.4568 - acc: 0.7857
18100/20000 [==========================>...] - ETA: 1:06 - loss: 0.4570 - acc: 0.7856
18200/20000 [==========================>...] - ETA: 1:02 - loss: 0.4567 - acc: 0.7860
18300/20000 [==========================>...] - ETA: 59s - loss: 0.4562 - acc: 0.7864
18400/20000 [==========================>...] - ETA: 55s - loss: 0.4565 - acc: 0.7861
18500/20000 [==========================>...] - ETA: 52s - loss: 0.4566 - acc: 0.7859
18600/20000 [==========================>...] - ETA: 48s - loss: 0.4567 - acc: 0.7856
18700/20000 [===========================>..] - ETA: 45s - loss: 0.4563 - acc: 0.7859
18800/20000 [===========================>..] - ETA: 41s - loss: 0.4564 - acc: 0.7860
18900/20000 [===========================>..] - ETA: 38s - loss: 0.4563 - acc: 0.7859
19000/20000 [===========================>..] - ETA: 34s - loss: 0.4562 - acc: 0.7859
19100/20000 [===========================>..] - ETA: 31s - loss: 0.4564 - acc: 0.7857
19200/20000 [===========================>..] - ETA: 27s - loss: 0.4564 - acc: 0.7855
19300/20000 [===========================>..] - ETA: 24s - loss: 0.4564 - acc: 0.7856
19400/20000 [============================>.] - ETA: 20s - loss: 0.4563 - acc: 0.7856
19500/20000 [============================>.] - ETA: 17s - loss: 0.4561 - acc: 0.7857
19600/20000 [============================>.] - ETA: 13s - loss: 0.4562 - acc: 0.7855
19700/20000 [============================>.] - ETA: 10s - loss: 0.4566 - acc: 0.7854
19800/20000 [============================>.] - ETA: 6s - loss: 0.4568 - acc: 0.7856
19900/20000 [============================>.] - ETA: 3s - loss: 0.4567 - acc: 0.7856
20000/20000 [==============================] - 707s 35ms/step - loss: 0.4561 - acc: 0.7860 - val_loss: 0.6481 - val_acc: 0.6692
Epoch 7/30
100/20000 [..............................] - ETA: 10:30 - loss: 0.4036 - acc: 0.7800
200/20000 [..............................] - ETA: 10:50 - loss: 0.4053 - acc: 0.7850
300/20000 [..............................] - ETA: 10:47 - loss: 0.4328 - acc: 0.7633
400/20000 [..............................] - ETA: 10:35 - loss: 0.4307 - acc: 0.7850
500/20000 [..............................] - ETA: 10:42 - loss: 0.4246 - acc: 0.7920
600/20000 [..............................] - ETA: 10:47 - loss: 0.4228 - acc: 0.7983
700/20000 [>.............................] - ETA: 10:48 - loss: 0.4145 - acc: 0.8000
800/20000 [>.............................] - ETA: 10:48 - loss: 0.4139 - acc: 0.8050
900/20000 [>.............................] - ETA: 10:47 - loss: 0.4222 - acc: 0.8056
1000/20000 [>.............................] - ETA: 10:41 - loss: 0.4216 - acc: 0.8050
1100/20000 [>.............................] - ETA: 10:39 - loss: 0.4293 - acc: 0.8027
1200/20000 [>.............................] - ETA: 10:35 - loss: 0.4252 - acc: 0.8075
1300/20000 [>.............................] - ETA: 10:46 - loss: 0.4237 - acc: 0.8054
1400/20000 [=>............................] - ETA: 10:50 - loss: 0.4277 - acc: 0.8050
1500/20000 [=>............................] - ETA: 10:51 - loss: 0.4271 - acc: 0.8073
1600/20000 [=>............................] - ETA: 10:46 - loss: 0.4264 - acc: 0.8087
1700/20000 [=>............................] - ETA: 10:46 - loss: 0.4290 - acc: 0.8076
1800/20000 [=>............................] - ETA: 10:49 - loss: 0.4274 - acc: 0.8067
1900/20000 [=>............................] - ETA: 10:51 - loss: 0.4271 - acc: 0.8079
2000/20000 [==>...........................] - ETA: 10:51 - loss: 0.4295 - acc: 0.8065
2100/20000 [==>...........................] - ETA: 10:47 - loss: 0.4314 - acc: 0.8057
2200/20000 [==>...........................] - ETA: 10:41 - loss: 0.4307 - acc: 0.8068
2300/20000 [==>...........................] - ETA: 10:35 - loss: 0.4336 - acc: 0.8030
2400/20000 [==>...........................] - ETA: 10:34 - loss: 0.4345 - acc: 0.8021
2500/20000 [==>...........................] - ETA: 10:28 - loss: 0.4317 - acc: 0.8040
2600/20000 [==>...........................] - ETA: 10:24 - loss: 0.4338 - acc: 0.8035
2700/20000 [===>..........................] - ETA: 10:19 - loss: 0.4338 - acc: 0.8037
2800/20000 [===>..........................] - ETA: 10:19 - loss: 0.4372 - acc: 0.8011
2900/20000 [===>..........................] - ETA: 10:17 - loss: 0.4369 - acc: 0.8000
3000/20000 [===>..........................] - ETA: 10:13 - loss: 0.4361 - acc: 0.8007
3100/20000 [===>..........................] - ETA: 10:10 - loss: 0.4361 - acc: 0.8003
3200/20000 [===>..........................] - ETA: 10:07 - loss: 0.4341 - acc: 0.8009
3300/20000 [===>..........................] - ETA: 10:05 - loss: 0.4347 - acc: 0.8003
3400/20000 [====>.........................] - ETA: 10:03 - loss: 0.4363 - acc: 0.7991
3500/20000 [====>.........................] - ETA: 9:59 - loss: 0.4374 - acc: 0.7991
3600/20000 [====>.........................] - ETA: 9:54 - loss: 0.4393 - acc: 0.7981
3700/20000 [====>.........................] - ETA: 9:50 - loss: 0.4385 - acc: 0.7986
3800/20000 [====>.........................] - ETA: 9:45 - loss: 0.4385 - acc: 0.7992
3900/20000 [====>.........................] - ETA: 9:43 - loss: 0.4385 - acc: 0.7997
4000/20000 [=====>........................] - ETA: 9:44 - loss: 0.4377 - acc: 0.8007
4100/20000 [=====>........................] - ETA: 9:43 - loss: 0.4371 - acc: 0.8002
4200/20000 [=====>........................] - ETA: 9:42 - loss: 0.4373 - acc: 0.8000
4300/20000 [=====>........................] - ETA: 9:40 - loss: 0.4381 - acc: 0.7991
4400/20000 [=====>........................] - ETA: 9:39 - loss: 0.4382 - acc: 0.7995
4500/20000 [=====>........................] - ETA: 9:36 - loss: 0.4383 - acc: 0.7991
4600/20000 [=====>........................] - ETA: 9:33 - loss: 0.4373 - acc: 0.8000
4700/20000 [======>.......................] - ETA: 9:31 - loss: 0.4351 - acc: 0.8006
4800/20000 [======>.......................] - ETA: 9:28 - loss: 0.4333 - acc: 0.8017
4900/20000 [======>.......................] - ETA: 9:22 - loss: 0.4335 - acc: 0.8010
5000/20000 [======>.......................] - ETA: 9:17 - loss: 0.4354 - acc: 0.7996
5100/20000 [======>.......................] - ETA: 9:12 - loss: 0.4347 - acc: 0.8004
5200/20000 [======>.......................] - ETA: 9:09 - loss: 0.4360 - acc: 0.7998
5300/20000 [======>.......................] - ETA: 9:07 - loss: 0.4348 - acc: 0.8006
5400/20000 [=======>......................] - ETA: 9:05 - loss: 0.4349 - acc: 0.8000
5500/20000 [=======>......................] - ETA: 9:00 - loss: 0.4354 - acc: 0.8000
5600/20000 [=======>......................] - ETA: 8:55 - loss: 0.4347 - acc: 0.8002
5700/20000 [=======>......................] - ETA: 8:50 - loss: 0.4342 - acc: 0.7993
5800/20000 [=======>......................] - ETA: 8:46 - loss: 0.4336 - acc: 0.7998
5900/20000 [=======>......................] - ETA: 8:42 - loss: 0.4323 - acc: 0.8005
6000/20000 [========>.....................] - ETA: 8:38 - loss: 0.4316 - acc: 0.8005
6100/20000 [========>.....................] - ETA: 8:33 - loss: 0.4312 - acc: 0.8010
6200/20000 [========>.....................] - ETA: 8:29 - loss: 0.4291 - acc: 0.8018
6300/20000 [========>.....................] - ETA: 8:25 - loss: 0.4284 - acc: 0.8016
6400/20000 [========>.....................] - ETA: 8:20 - loss: 0.4281 - acc: 0.8017
6500/20000 [========>.....................] - ETA: 8:16 - loss: 0.4294 - acc: 0.8014
6600/20000 [========>.....................] - ETA: 8:11 - loss: 0.4300 - acc: 0.8008
6700/20000 [=========>....................] - ETA: 8:08 - loss: 0.4296 - acc: 0.8009
6800/20000 [=========>....................] - ETA: 8:05 - loss: 0.4308 - acc: 0.8001
6900/20000 [=========>....................] - ETA: 8:02 - loss: 0.4319 - acc: 0.7999
7000/20000 [=========>....................] - ETA: 7:58 - loss: 0.4310 - acc: 0.8004
7100/20000 [=========>....................] - ETA: 7:55 - loss: 0.4301 - acc: 0.8008
7200/20000 [=========>....................] - ETA: 7:50 - loss: 0.4307 - acc: 0.8001
7300/20000 [=========>....................] - ETA: 7:46 - loss: 0.4295 - acc: 0.8007
7400/20000 [==========>...................] - ETA: 7:43 - loss: 0.4295 - acc: 0.8009
7500/20000 [==========>...................] - ETA: 7:39 - loss: 0.4297 - acc: 0.8008
7600/20000 [==========>...................] - ETA: 7:35 - loss: 0.4310 - acc: 0.7996
7700/20000 [==========>...................] - ETA: 7:31 - loss: 0.4323 - acc: 0.7991
7800/20000 [==========>...................] - ETA: 7:28 - loss: 0.4316 - acc: 0.7991
7900/20000 [==========>...................] - ETA: 7:25 - loss: 0.4312 - acc: 0.7992
8000/20000 [===========>..................] - ETA: 7:22 - loss: 0.4319 - acc: 0.7987
8100/20000 [===========>..................] - ETA: 7:19 - loss: 0.4325 - acc: 0.7983
8200/20000 [===========>..................] - ETA: 7:15 - loss: 0.4325 - acc: 0.7985
8300/20000 [===========>..................] - ETA: 7:11 - loss: 0.4331 - acc: 0.7981
8400/20000 [===========>..................] - ETA: 7:07 - loss: 0.4324 - acc: 0.7988
8500/20000 [===========>..................] - ETA: 7:02 - loss: 0.4331 - acc: 0.7985
8600/20000 [===========>..................] - ETA: 6:59 - loss: 0.4326 - acc: 0.7987
8700/20000 [============>.................] - ETA: 6:55 - loss: 0.4329 - acc: 0.7987
8800/20000 [============>.................] - ETA: 6:52 - loss: 0.4331 - acc: 0.7984
8900/20000 [============>.................] - ETA: 6:48 - loss: 0.4334 - acc: 0.7984
9000/20000 [============>.................] - ETA: 6:46 - loss: 0.4334 - acc: 0.7986
9100/20000 [============>.................] - ETA: 6:42 - loss: 0.4333 - acc: 0.7980
9200/20000 [============>.................] - ETA: 6:39 - loss: 0.4336 - acc: 0.7978
9300/20000 [============>.................] - ETA: 6:36 - loss: 0.4342 - acc: 0.7975
9400/20000 [=============>................] - ETA: 6:32 - loss: 0.4342 - acc: 0.7977
9500/20000 [=============>................] - ETA: 6:28 - loss: 0.4345 - acc: 0.7977
9600/20000 [=============>................] - ETA: 6:25 - loss: 0.4347 - acc: 0.7974
9700/20000 [=============>................] - ETA: 6:21 - loss: 0.4341 - acc: 0.7978
9800/20000 [=============>................] - ETA: 6:17 - loss: 0.4335 - acc: 0.7982
9900/20000 [=============>................] - ETA: 6:14 - loss: 0.4331 - acc: 0.7981
10000/20000 [==============>...............] - ETA: 6:10 - loss: 0.4330 - acc: 0.7982
10100/20000 [==============>...............] - ETA: 6:06 - loss: 0.4333 - acc: 0.7979
10200/20000 [==============>...............] - ETA: 6:02 - loss: 0.4330 - acc: 0.7981
10300/20000 [==============>...............] - ETA: 5:59 - loss: 0.4330 - acc: 0.7980
10400/20000 [==============>...............] - ETA: 5:55 - loss: 0.4335 - acc: 0.7982
10500/20000 [==============>...............] - ETA: 5:51 - loss: 0.4333 - acc: 0.7985
10600/20000 [==============>...............] - ETA: 5:47 - loss: 0.4332 - acc: 0.7985
10700/20000 [===============>..............] - ETA: 5:43 - loss: 0.4331 - acc: 0.7985
10800/20000 [===============>..............] - ETA: 5:39 - loss: 0.4332 - acc: 0.7984
10900/20000 [===============>..............] - ETA: 5:36 - loss: 0.4330 - acc: 0.7989
11000/20000 [===============>..............] - ETA: 5:33 - loss: 0.4338 - acc: 0.7983
11100/20000 [===============>..............] - ETA: 5:29 - loss: 0.4336 - acc: 0.7984
11200/20000 [===============>..............] - ETA: 5:25 - loss: 0.4338 - acc: 0.7982
11300/20000 [===============>..............] - ETA: 5:21 - loss: 0.4345 - acc: 0.7978
11400/20000 [================>.............] - ETA: 5:17 - loss: 0.4343 - acc: 0.7979
11500/20000 [================>.............] - ETA: 5:13 - loss: 0.4343 - acc: 0.7980
11600/20000 [================>.............] - ETA: 5:09 - loss: 0.4341 - acc: 0.7977
11700/20000 [================>.............] - ETA: 5:06 - loss: 0.4336 - acc: 0.7977
11800/20000 [================>.............] - ETA: 5:02 - loss: 0.4330 - acc: 0.7979
11900/20000 [================>.............] - ETA: 4:58 - loss: 0.4330 - acc: 0.7978
12000/20000 [=================>............] - ETA: 4:54 - loss: 0.4328 - acc: 0.7977
12100/20000 [=================>............] - ETA: 4:50 - loss: 0.4326 - acc: 0.7981
12200/20000 [=================>............] - ETA: 4:46 - loss: 0.4337 - acc: 0.7976
12300/20000 [=================>............] - ETA: 4:43 - loss: 0.4339 - acc: 0.7977
12400/20000 [=================>............] - ETA: 4:39 - loss: 0.4339 - acc: 0.7976
12500/20000 [=================>............] - ETA: 4:35 - loss: 0.4334 - acc: 0.7980
12600/20000 [=================>............] - ETA: 4:31 - loss: 0.4331 - acc: 0.7982
12700/20000 [==================>...........] - ETA: 4:27 - loss: 0.4327 - acc: 0.7983
12800/20000 [==================>...........] - ETA: 4:23 - loss: 0.4331 - acc: 0.7980
12900/20000 [==================>...........] - ETA: 4:19 - loss: 0.4320 - acc: 0.7988
13000/20000 [==================>...........] - ETA: 4:16 - loss: 0.4315 - acc: 0.7992
13100/20000 [==================>...........] - ETA: 4:12 - loss: 0.4314 - acc: 0.7995
13200/20000 [==================>...........] - ETA: 4:08 - loss: 0.4313 - acc: 0.7996
13300/20000 [==================>...........] - ETA: 4:04 - loss: 0.4310 - acc: 0.7998
13400/20000 [===================>..........] - ETA: 4:01 - loss: 0.4315 - acc: 0.7996
13500/20000 [===================>..........] - ETA: 3:58 - loss: 0.4310 - acc: 0.8001
13600/20000 [===================>..........] - ETA: 3:54 - loss: 0.4305 - acc: 0.8005
13700/20000 [===================>..........] - ETA: 3:50 - loss: 0.4306 - acc: 0.8002
13800/20000 [===================>..........] - ETA: 3:47 - loss: 0.4302 - acc: 0.8003
13900/20000 [===================>..........] - ETA: 3:43 - loss: 0.4303 - acc: 0.8003
14000/20000 [====================>.........] - ETA: 3:40 - loss: 0.4303 - acc: 0.8004
14100/20000 [====================>.........] - ETA: 3:36 - loss: 0.4300 - acc: 0.8004
14200/20000 [====================>.........] - ETA: 3:32 - loss: 0.4293 - acc: 0.8006
14300/20000 [====================>.........] - ETA: 3:29 - loss: 0.4304 - acc: 0.7998
14400/20000 [====================>.........] - ETA: 3:25 - loss: 0.4300 - acc: 0.8001
14500/20000 [====================>.........] - ETA: 3:21 - loss: 0.4300 - acc: 0.8003
14600/20000 [====================>.........] - ETA: 3:17 - loss: 0.4297 - acc: 0.8005
14700/20000 [=====================>........] - ETA: 3:13 - loss: 0.4292 - acc: 0.8007
14800/20000 [=====================>........] - ETA: 3:09 - loss: 0.4289 - acc: 0.8011
14900/20000 [=====================>........] - ETA: 3:06 - loss: 0.4286 - acc: 0.8010
15000/20000 [=====================>........] - ETA: 3:02 - loss: 0.4282 - acc: 0.8012
15100/20000 [=====================>........] - ETA: 2:58 - loss: 0.4281 - acc: 0.8014
15200/20000 [=====================>........] - ETA: 2:54 - loss: 0.4278 - acc: 0.8015
15300/20000 [=====================>........] - ETA: 2:51 - loss: 0.4278 - acc: 0.8014
15400/20000 [======================>.......] - ETA: 2:47 - loss: 0.4278 - acc: 0.8016
15500/20000 [======================>.......] - ETA: 2:43 - loss: 0.4276 - acc: 0.8017
15600/20000 [======================>.......] - ETA: 2:39 - loss: 0.4274 - acc: 0.8017
15700/20000 [======================>.......] - ETA: 2:36 - loss: 0.4269 - acc: 0.8023
15800/20000 [======================>.......] - ETA: 2:32 - loss: 0.4273 - acc: 0.8020
15900/20000 [======================>.......] - ETA: 2:28 - loss: 0.4275 - acc: 0.8019
16000/20000 [=======================>......] - ETA: 2:25 - loss: 0.4273 - acc: 0.8019
16100/20000 [=======================>......] - ETA: 2:21 - loss: 0.4273 - acc: 0.8019
16200/20000 [=======================>......] - ETA: 2:17 - loss: 0.4273 - acc: 0.8018
16300/20000 [=======================>......] - ETA: 2:13 - loss: 0.4282 - acc: 0.8011
16400/20000 [=======================>......] - ETA: 2:10 - loss: 0.4279 - acc: 0.8012
16500/20000 [=======================>......] - ETA: 2:06 - loss: 0.4275 - acc: 0.8015
16600/20000 [=======================>......] - ETA: 2:02 - loss: 0.4278 - acc: 0.8014
16700/20000 [========================>.....] - ETA: 1:59 - loss: 0.4274 - acc: 0.8016
16800/20000 [========================>.....] - ETA: 1:55 - loss: 0.4278 - acc: 0.8012
16900/20000 [========================>.....] - ETA: 1:51 - loss: 0.4279 - acc: 0.8014
17000/20000 [========================>.....] - ETA: 1:48 - loss: 0.4278 - acc: 0.8016
17100/20000 [========================>.....] - ETA: 1:44 - loss: 0.4278 - acc: 0.8020
17200/20000 [========================>.....] - ETA: 1:40 - loss: 0.4283 - acc: 0.8018
17300/20000 [========================>.....] - ETA: 1:37 - loss: 0.4285 - acc: 0.8016
17400/20000 [=========================>....] - ETA: 1:33 - loss: 0.4282 - acc: 0.8017
17500/20000 [=========================>....] - ETA: 1:30 - loss: 0.4283 - acc: 0.8019
17600/20000 [=========================>....] - ETA: 1:26 - loss: 0.4284 - acc: 0.8019
17700/20000 [=========================>....] - ETA: 1:22 - loss: 0.4286 - acc: 0.8018
17800/20000 [=========================>....] - ETA: 1:19 - loss: 0.4285 - acc: 0.8020
17900/20000 [=========================>....] - ETA: 1:15 - loss: 0.4288 - acc: 0.8014
18000/20000 [==========================>...] - ETA: 1:11 - loss: 0.4286 - acc: 0.8016
18100/20000 [==========================>...] - ETA: 1:08 - loss: 0.4285 - acc: 0.8016
18200/20000 [==========================>...] - ETA: 1:04 - loss: 0.4288 - acc: 0.8017
18300/20000 [==========================>...] - ETA: 1:01 - loss: 0.4286 - acc: 0.8017
18400/20000 [==========================>...] - ETA: 57s - loss: 0.4291 - acc: 0.8015
18500/20000 [==========================>...] - ETA: 53s - loss: 0.4292 - acc: 0.8017
18600/20000 [==========================>...] - ETA: 50s - loss: 0.4289 - acc: 0.8020
18700/20000 [===========================>..] - ETA: 46s - loss: 0.4290 - acc: 0.8021
18800/20000 [===========================>..] - ETA: 43s - loss: 0.4292 - acc: 0.8021
18900/20000 [===========================>..] - ETA: 39s - loss: 0.4294 - acc: 0.8021
19000/20000 [===========================>..] - ETA: 35s - loss: 0.4295 - acc: 0.8022
19100/20000 [===========================>..] - ETA: 32s - loss: 0.4293 - acc: 0.8021
19200/20000 [===========================>..] - ETA: 28s - loss: 0.4291 - acc: 0.8021
19300/20000 [===========================>..] - ETA: 25s - loss: 0.4289 - acc: 0.8023
19400/20000 [============================>.] - ETA: 21s - loss: 0.4289 - acc: 0.8024
19500/20000 [============================>.] - ETA: 17s - loss: 0.4289 - acc: 0.8025
19600/20000 [============================>.] - ETA: 14s - loss: 0.4292 - acc: 0.8026
19700/20000 [============================>.] - ETA: 10s - loss: 0.4291 - acc: 0.8028
19800/20000 [============================>.] - ETA: 7s - loss: 0.4289 - acc: 0.8029
19900/20000 [============================>.] - ETA: 3s - loss: 0.4289 - acc: 0.8028
20000/20000 [==============================] - 728s 36ms/step - loss: 0.4290 - acc: 0.8028 - val_loss: 0.8035 - val_acc: 0.5944
Epoch 8/30
100/20000 [..............................] - ETA: 12:51 - loss: 0.3952 - acc: 0.8300
200/20000 [..............................] - ETA: 12:45 - loss: 0.3959 - acc: 0.8150
300/20000 [..............................] - ETA: 12:03 - loss: 0.3959 - acc: 0.8233
400/20000 [..............................] - ETA: 11:35 - loss: 0.3909 - acc: 0.8125
500/20000 [..............................] - ETA: 11:28 - loss: 0.3790 - acc: 0.8160
600/20000 [..............................] - ETA: 11:25 - loss: 0.3720 - acc: 0.8233
700/20000 [>.............................] - ETA: 11:22 - loss: 0.3892 - acc: 0.8157
800/20000 [>.............................] - ETA: 11:29 - loss: 0.3846 - acc: 0.8187
900/20000 [>.............................] - ETA: 11:45 - loss: 0.3920 - acc: 0.8144
1000/20000 [>.............................] - ETA: 11:52 - loss: 0.3861 - acc: 0.8190
1100/20000 [>.............................] - ETA: 11:51 - loss: 0.3872 - acc: 0.8155
1200/20000 [>.............................] - ETA: 11:43 - loss: 0.3907 - acc: 0.8150
1300/20000 [>.............................] - ETA: 11:41 - loss: 0.3966 - acc: 0.8131
1400/20000 [=>............................] - ETA: 11:31 - loss: 0.3961 - acc: 0.8150
1500/20000 [=>............................] - ETA: 11:30 - loss: 0.3965 - acc: 0.8153
1600/20000 [=>............................] - ETA: 11:22 - loss: 0.3985 - acc: 0.8144
1700/20000 [=>............................] - ETA: 11:17 - loss: 0.3977 - acc: 0.8182
1800/20000 [=>............................] - ETA: 11:12 - loss: 0.3989 - acc: 0.8172
1900/20000 [=>............................] - ETA: 11:10 - loss: 0.3965 - acc: 0.8174
2000/20000 [==>...........................] - ETA: 11:08 - loss: 0.3986 - acc: 0.8150
2100/20000 [==>...........................] - ETA: 11:03 - loss: 0.3958 - acc: 0.8167
2200/20000 [==>...........................] - ETA: 10:54 - loss: 0.3964 - acc: 0.8177
2300/20000 [==>...........................] - ETA: 10:48 - loss: 0.3996 - acc: 0.8165
2400/20000 [==>...........................] - ETA: 10:43 - loss: 0.4010 - acc: 0.8171
2500/20000 [==>...........................] - ETA: 10:37 - loss: 0.4038 - acc: 0.8156
2600/20000 [==>...........................] - ETA: 10:32 - loss: 0.4049 - acc: 0.8142
2700/20000 [===>..........................] - ETA: 10:25 - loss: 0.4044 - acc: 0.8141
2800/20000 [===>..........................] - ETA: 10:21 - loss: 0.4028 - acc: 0.8146
2900/20000 [===>..........................] - ETA: 10:16 - loss: 0.4048 - acc: 0.8131
3000/20000 [===>..........................] - ETA: 10:10 - loss: 0.4065 - acc: 0.8110
3100/20000 [===>..........................] - ETA: 10:05 - loss: 0.4038 - acc: 0.8132
3200/20000 [===>..........................] - ETA: 10:01 - loss: 0.4032 - acc: 0.8144
3300/20000 [===>..........................] - ETA: 9:58 - loss: 0.4045 - acc: 0.8139
3400/20000 [====>.........................] - ETA: 9:53 - loss: 0.4023 - acc: 0.8150
3500/20000 [====>.........................] - ETA: 9:50 - loss: 0.4025 - acc: 0.8149
3600/20000 [====>.........................] - ETA: 9:46 - loss: 0.4041 - acc: 0.8128
3700/20000 [====>.........................] - ETA: 9:41 - loss: 0.4034 - acc: 0.8135
3800/20000 [====>.........................] - ETA: 9:35 - loss: 0.4039 - acc: 0.8134
3900/20000 [====>.........................] - ETA: 9:30 - loss: 0.4027 - acc: 0.8141
4000/20000 [=====>........................] - ETA: 9:26 - loss: 0.4033 - acc: 0.8132
4100/20000 [=====>........................] - ETA: 9:21 - loss: 0.4052 - acc: 0.8129
4200/20000 [=====>........................] - ETA: 9:17 - loss: 0.4049 - acc: 0.8124
4300/20000 [=====>........................] - ETA: 9:12 - loss: 0.4072 - acc: 0.8112
4400/20000 [=====>........................] - ETA: 9:09 - loss: 0.4076 - acc: 0.8105
4500/20000 [=====>........................] - ETA: 9:04 - loss: 0.4103 - acc: 0.8100
4600/20000 [=====>........................] - ETA: 9:00 - loss: 0.4116 - acc: 0.8102
4700/20000 [======>.......................] - ETA: 8:56 - loss: 0.4100 - acc: 0.8111
4800/20000 [======>.......................] - ETA: 8:52 - loss: 0.4096 - acc: 0.8110
4900/20000 [======>.......................] - ETA: 8:49 - loss: 0.4087 - acc: 0.8110
5000/20000 [======>.......................] - ETA: 8:44 - loss: 0.4108 - acc: 0.8096
5100/20000 [======>.......................] - ETA: 8:40 - loss: 0.4102 - acc: 0.8106
5200/20000 [======>.......................] - ETA: 8:36 - loss: 0.4113 - acc: 0.8100
5300/20000 [======>.......................] - ETA: 8:32 - loss: 0.4109 - acc: 0.8102
5400/20000 [=======>......................] - ETA: 8:29 - loss: 0.4111 - acc: 0.8100
5500/20000 [=======>......................] - ETA: 8:25 - loss: 0.4117 - acc: 0.8098
5600/20000 [=======>......................] - ETA: 8:21 - loss: 0.4111 - acc: 0.8107
5700/20000 [=======>......................] - ETA: 8:18 - loss: 0.4111 - acc: 0.8102
5800/20000 [=======>......................] - ETA: 8:15 - loss: 0.4112 - acc: 0.8100
5900/20000 [=======>......................] - ETA: 8:11 - loss: 0.4103 - acc: 0.8107
6000/20000 [========>.....................] - ETA: 8:08 - loss: 0.4103 - acc: 0.8105
6100/20000 [========>.....................] - ETA: 8:04 - loss: 0.4101 - acc: 0.8103
6200/20000 [========>.....................] - ETA: 8:01 - loss: 0.4082 - acc: 0.8115
6300/20000 [========>.....................] - ETA: 7:57 - loss: 0.4062 - acc: 0.8127
6400/20000 [========>.....................] - ETA: 7:52 - loss: 0.4044 - acc: 0.8134
6500/20000 [========>.....................] - ETA: 7:49 - loss: 0.4032 - acc: 0.8146
6600/20000 [========>.....................] - ETA: 7:45 - loss: 0.4029 - acc: 0.8145
6700/20000 [=========>....................] - ETA: 7:41 - loss: 0.4034 - acc: 0.8140
6800/20000 [=========>....................] - ETA: 7:37 - loss: 0.4049 - acc: 0.8137
6900/20000 [=========>....................] - ETA: 7:33 - loss: 0.4052 - acc: 0.8136
7000/20000 [=========>....................] - ETA: 7:29 - loss: 0.4046 - acc: 0.8141
7100/20000 [=========>....................] - ETA: 7:26 - loss: 0.4047 - acc: 0.8142
7200/20000 [=========>....................] - ETA: 7:22 - loss: 0.4044 - acc: 0.8140
7300/20000 [=========>....................] - ETA: 7:18 - loss: 0.4055 - acc: 0.8132
7400/20000 [==========>...................] - ETA: 7:15 - loss: 0.4064 - acc: 0.8123
7500/20000 [==========>...................] - ETA: 7:10 - loss: 0.4066 - acc: 0.8117
7600/20000 [==========>...................] - ETA: 7:07 - loss: 0.4069 - acc: 0.8113
7700/20000 [==========>...................] - ETA: 7:04 - loss: 0.4078 - acc: 0.8106
7800/20000 [==========>...................] - ETA: 7:00 - loss: 0.4096 - acc: 0.8095
7900/20000 [==========>...................] - ETA: 6:56 - loss: 0.4091 - acc: 0.8100
8000/20000 [===========>..................] - ETA: 6:52 - loss: 0.4088 - acc: 0.8102
8100/20000 [===========>..................] - ETA: 6:49 - loss: 0.4086 - acc: 0.8104
8200/20000 [===========>..................] - ETA: 6:46 - loss: 0.4076 - acc: 0.8112
8300/20000 [===========>..................] - ETA: 6:42 - loss: 0.4079 - acc: 0.8111
8400/20000 [===========>..................] - ETA: 6:39 - loss: 0.4081 - acc: 0.8110
8500/20000 [===========>..................] - ETA: 6:35 - loss: 0.4083 - acc: 0.8114
8600/20000 [===========>..................] - ETA: 6:31 - loss: 0.4081 - acc: 0.8117
8700/20000 [============>.................] - ETA: 6:27 - loss: 0.4078 - acc: 0.8118
8800/20000 [============>.................] - ETA: 6:23 - loss: 0.4087 - acc: 0.8108
8900/20000 [============>.................] - ETA: 6:19 - loss: 0.4096 - acc: 0.8107
9000/20000 [============>.................] - ETA: 6:16 - loss: 0.4095 - acc: 0.8109
9100/20000 [============>.................] - ETA: 6:12 - loss: 0.4092 - acc: 0.8112
9200/20000 [============>.................] - ETA: 6:09 - loss: 0.4094 - acc: 0.8109
9300/20000 [============>.................] - ETA: 6:05 - loss: 0.4095 - acc: 0.8111
9400/20000 [=============>................] - ETA: 6:02 - loss: 0.4109 - acc: 0.8105
9500/20000 [=============>................] - ETA: 5:58 - loss: 0.4104 - acc: 0.8105
9600/20000 [=============>................] - ETA: 5:55 - loss: 0.4106 - acc: 0.8106
9700/20000 [=============>................] - ETA: 5:51 - loss: 0.4106 - acc: 0.8107
9800/20000 [=============>................] - ETA: 5:48 - loss: 0.4105 - acc: 0.8106
9900/20000 [=============>................] - ETA: 5:45 - loss: 0.4103 - acc: 0.8107
10000/20000 [==============>...............] - ETA: 5:41 - loss: 0.4104 - acc: 0.8107
10100/20000 [==============>...............] - ETA: 5:38 - loss: 0.4103 - acc: 0.8107
10200/20000 [==============>...............] - ETA: 5:34 - loss: 0.4107 - acc: 0.8103
10300/20000 [==============>...............] - ETA: 5:31 - loss: 0.4113 - acc: 0.8095
10400/20000 [==============>...............] - ETA: 5:27 - loss: 0.4119 - acc: 0.8096
10500/20000 [==============>...............] - ETA: 5:24 - loss: 0.4122 - acc: 0.8095
10600/20000 [==============>...............] - ETA: 5:20 - loss: 0.4123 - acc: 0.8099
10700/20000 [===============>..............] - ETA: 5:17 - loss: 0.4126 - acc: 0.8096
10800/20000 [===============>..............] - ETA: 5:13 - loss: 0.4128 - acc: 0.8092
10900/20000 [===============>..............] - ETA: 5:10 - loss: 0.4131 - acc: 0.8089
11000/20000 [===============>..............] - ETA: 5:07 - loss: 0.4129 - acc: 0.8089
11100/20000 [===============>..............] - ETA: 5:04 - loss: 0.4130 - acc: 0.8087
11200/20000 [===============>..............] - ETA: 5:00 - loss: 0.4137 - acc: 0.8087
11300/20000 [===============>..............] - ETA: 4:57 - loss: 0.4135 - acc: 0.8090
11400/20000 [================>.............] - ETA: 4:53 - loss: 0.4136 - acc: 0.8091
11500/20000 [================>.............] - ETA: 4:50 - loss: 0.4128 - acc: 0.8098
11600/20000 [================>.............] - ETA: 4:46 - loss: 0.4137 - acc: 0.8094
11700/20000 [================>.............] - ETA: 4:43 - loss: 0.4133 - acc: 0.8097
11800/20000 [================>.............] - ETA: 4:39 - loss: 0.4126 - acc: 0.8105
11900/20000 [================>.............] - ETA: 4:36 - loss: 0.4125 - acc: 0.8103
12000/20000 [=================>............] - ETA: 4:32 - loss: 0.4126 - acc: 0.8100
12100/20000 [=================>............] - ETA: 4:29 - loss: 0.4128 - acc: 0.8098
12200/20000 [=================>............] - ETA: 4:26 - loss: 0.4128 - acc: 0.8098
12300/20000 [=================>............] - ETA: 4:22 - loss: 0.4129 - acc: 0.8095
12400/20000 [=================>............] - ETA: 4:19 - loss: 0.4121 - acc: 0.8102
12500/20000 [=================>............] - ETA: 4:16 - loss: 0.4118 - acc: 0.8103
12600/20000 [=================>............] - ETA: 4:12 - loss: 0.4122 - acc: 0.8103
12700/20000 [==================>...........] - ETA: 4:09 - loss: 0.4118 - acc: 0.8105
12800/20000 [==================>...........] - ETA: 4:05 - loss: 0.4115 - acc: 0.8105
12900/20000 [==================>...........] - ETA: 4:02 - loss: 0.4110 - acc: 0.8105
13000/20000 [==================>...........] - ETA: 3:58 - loss: 0.4106 - acc: 0.8109
13100/20000 [==================>...........] - ETA: 3:55 - loss: 0.4104 - acc: 0.8110
13200/20000 [==================>...........] - ETA: 3:52 - loss: 0.4110 - acc: 0.8111
13300/20000 [==================>...........] - ETA: 3:48 - loss: 0.4109 - acc: 0.8111
13400/20000 [===================>..........] - ETA: 3:45 - loss: 0.4108 - acc: 0.8111
13500/20000 [===================>..........] - ETA: 3:41 - loss: 0.4101 - acc: 0.8114
13600/20000 [===================>..........] - ETA: 3:38 - loss: 0.4101 - acc: 0.8110
13700/20000 [===================>..........] - ETA: 3:34 - loss: 0.4105 - acc: 0.8112
13800/20000 [===================>..........] - ETA: 3:31 - loss: 0.4102 - acc: 0.8111
13900/20000 [===================>..........] - ETA: 3:27 - loss: 0.4098 - acc: 0.8115
14000/20000 [====================>.........] - ETA: 3:24 - loss: 0.4096 - acc: 0.8115
14100/20000 [====================>.........] - ETA: 3:20 - loss: 0.4101 - acc: 0.8109
14200/20000 [====================>.........] - ETA: 3:17 - loss: 0.4100 - acc: 0.8113
14300/20000 [====================>.........] - ETA: 3:14 - loss: 0.4090 - acc: 0.8116
14400/20000 [====================>.........] - ETA: 3:10 - loss: 0.4087 - acc: 0.8118
14500/20000 [====================>.........] - ETA: 3:07 - loss: 0.4086 - acc: 0.8119
14600/20000 [====================>.........] - ETA: 3:03 - loss: 0.4083 - acc: 0.8123
14700/20000 [=====================>........] - ETA: 3:00 - loss: 0.4085 - acc: 0.8120
14800/20000 [=====================>........] - ETA: 2:56 - loss: 0.4085 - acc: 0.8122
14900/20000 [=====================>........] - ETA: 2:53 - loss: 0.4086 - acc: 0.8122
15000/20000 [=====================>........] - ETA: 2:49 - loss: 0.4087 - acc: 0.8121
15100/20000 [=====================>........] - ETA: 2:46 - loss: 0.4086 - acc: 0.8121
15200/20000 [=====================>........] - ETA: 2:43 - loss: 0.4085 - acc: 0.8121
15300/20000 [=====================>........] - ETA: 2:39 - loss: 0.4083 - acc: 0.8122
15400/20000 [======================>.......] - ETA: 2:36 - loss: 0.4080 - acc: 0.8123
15500/20000 [======================>.......] - ETA: 2:32 - loss: 0.4084 - acc: 0.8119
15600/20000 [======================>.......] - ETA: 2:29 - loss: 0.4082 - acc: 0.8120
15700/20000 [======================>.......] - ETA: 2:25 - loss: 0.4082 - acc: 0.8120
15800/20000 [======================>.......] - ETA: 2:22 - loss: 0.4077 - acc: 0.8123
15900/20000 [======================>.......] - ETA: 2:19 - loss: 0.4069 - acc: 0.8127
16000/20000 [=======================>......] - ETA: 2:15 - loss: 0.4066 - acc: 0.8127
16100/20000 [=======================>......] - ETA: 2:12 - loss: 0.4067 - acc: 0.8130
16200/20000 [=======================>......] - ETA: 2:08 - loss: 0.4065 - acc: 0.8133
16300/20000 [=======================>......] - ETA: 2:05 - loss: 0.4062 - acc: 0.8133
16400/20000 [=======================>......] - ETA: 2:02 - loss: 0.4058 - acc: 0.8135
16500/20000 [=======================>......] - ETA: 1:58 - loss: 0.4054 - acc: 0.8140
16600/20000 [=======================>......] - ETA: 1:55 - loss: 0.4051 - acc: 0.8142
16700/20000 [========================>.....] - ETA: 1:51 - loss: 0.4045 - acc: 0.8145
16800/20000 [========================>.....] - ETA: 1:48 - loss: 0.4042 - acc: 0.8144
16900/20000 [========================>.....] - ETA: 1:45 - loss: 0.4040 - acc: 0.8147
17000/20000 [========================>.....] - ETA: 1:41 - loss: 0.4043 - acc: 0.8148
17100/20000 [========================>.....] - ETA: 1:38 - loss: 0.4052 - acc: 0.8144
17200/20000 [========================>.....] - ETA: 1:34 - loss: 0.4051 - acc: 0.8146
17300/20000 [========================>.....] - ETA: 1:31 - loss: 0.4053 - acc: 0.8145
17400/20000 [=========================>....] - ETA: 1:28 - loss: 0.4052 - acc: 0.8145
17500/20000 [=========================>....] - ETA: 1:24 - loss: 0.4053 - acc: 0.8145
17600/20000 [=========================>....] - ETA: 1:21 - loss: 0.4050 - acc: 0.8147
17700/20000 [=========================>....] - ETA: 1:17 - loss: 0.4048 - acc: 0.8147
17800/20000 [=========================>....] - ETA: 1:14 - loss: 0.4054 - acc: 0.8143
17900/20000 [=========================>....] - ETA: 1:11 - loss: 0.4052 - acc: 0.8146
18000/20000 [==========================>...] - ETA: 1:07 - loss: 0.4050 - acc: 0.8146
18100/20000 [==========================>...] - ETA: 1:04 - loss: 0.4049 - acc: 0.8148
18200/20000 [==========================>...] - ETA: 1:00 - loss: 0.4048 - acc: 0.8147
18300/20000 [==========================>...] - ETA: 57s - loss: 0.4051 - acc: 0.8148
18400/20000 [==========================>...] - ETA: 54s - loss: 0.4050 - acc: 0.8148
18500/20000 [==========================>...] - ETA: 50s - loss: 0.4051 - acc: 0.8146
18600/20000 [==========================>...] - ETA: 47s - loss: 0.4047 - acc: 0.8149
18700/20000 [===========================>..] - ETA: 43s - loss: 0.4050 - acc: 0.8149
18800/20000 [===========================>..] - ETA: 40s - loss: 0.4052 - acc: 0.8150
18900/20000 [===========================>..] - ETA: 37s - loss: 0.4057 - acc: 0.8149
19000/20000 [===========================>..] - ETA: 33s - loss: 0.4056 - acc: 0.8151
19100/20000 [===========================>..] - ETA: 30s - loss: 0.4059 - acc: 0.8148
19200/20000 [===========================>..] - ETA: 27s - loss: 0.4064 - acc: 0.8146
19300/20000 [===========================>..] - ETA: 23s - loss: 0.4066 - acc: 0.8148
19400/20000 [============================>.] - ETA: 20s - loss: 0.4068 - acc: 0.8147
19500/20000 [============================>.] - ETA: 16s - loss: 0.4069 - acc: 0.8146
19600/20000 [============================>.] - ETA: 13s - loss: 0.4069 - acc: 0.8144
19700/20000 [============================>.] - ETA: 10s - loss: 0.4070 - acc: 0.8145
19800/20000 [============================>.] - ETA: 6s - loss: 0.4071 - acc: 0.8143
19900/20000 [============================>.] - ETA: 3s - loss: 0.4069 - acc: 0.8145
20000/20000 [==============================] - 686s 34ms/step - loss: 0.4065 - acc: 0.8146 - val_loss: 0.9187 - val_acc: 0.5448
Epoch 9/30
100/20000 [..............................] - ETA: 9:08 - loss: 0.5178 - acc: 0.7500
200/20000 [..............................] - ETA: 9:44 - loss: 0.5057 - acc: 0.7450
300/20000 [..............................] - ETA: 10:03 - loss: 0.4440 - acc: 0.7833
400/20000 [..............................] - ETA: 10:15 - loss: 0.4696 - acc: 0.7675
500/20000 [..............................] - ETA: 10:23 - loss: 0.4635 - acc: 0.7680
600/20000 [..............................] - ETA: 10:17 - loss: 0.4536 - acc: 0.7717
700/20000 [>.............................] - ETA: 10:22 - loss: 0.4498 - acc: 0.7757
800/20000 [>.............................] - ETA: 10:20 - loss: 0.4383 - acc: 0.7875
900/20000 [>.............................] - ETA: 10:11 - loss: 0.4347 - acc: 0.7922
1000/20000 [>.............................] - ETA: 10:17 - loss: 0.4289 - acc: 0.7940
1100/20000 [>.............................] - ETA: 10:14 - loss: 0.4321 - acc: 0.7918
1200/20000 [>.............................] - ETA: 10:12 - loss: 0.4318 - acc: 0.7933
1300/20000 [>.............................] - ETA: 10:08 - loss: 0.4437 - acc: 0.7846
1400/20000 [=>............................] - ETA: 10:06 - loss: 0.4378 - acc: 0.7907
1500/20000 [=>............................] - ETA: 10:08 - loss: 0.4329 - acc: 0.7947
1600/20000 [=>............................] - ETA: 10:09 - loss: 0.4305 - acc: 0.7963
1700/20000 [=>............................] - ETA: 10:11 - loss: 0.4263 - acc: 0.7971
1800/20000 [=>............................] - ETA: 10:09 - loss: 0.4233 - acc: 0.7967
1900/20000 [=>............................] - ETA: 10:05 - loss: 0.4171 - acc: 0.8026
2000/20000 [==>...........................] - ETA: 10:02 - loss: 0.4095 - acc: 0.8070
2100/20000 [==>...........................] - ETA: 9:57 - loss: 0.4058 - acc: 0.8100
2200/20000 [==>...........................] - ETA: 9:53 - loss: 0.4044 - acc: 0.8114
2300/20000 [==>...........................] - ETA: 9:49 - loss: 0.4121 - acc: 0.8070
2400/20000 [==>...........................] - ETA: 9:47 - loss: 0.4123 - acc: 0.8079
2500/20000 [==>...........................] - ETA: 9:44 - loss: 0.4149 - acc: 0.8068
2600/20000 [==>...........................] - ETA: 9:42 - loss: 0.4141 - acc: 0.8077
2700/20000 [===>..........................] - ETA: 9:40 - loss: 0.4181 - acc: 0.8067
2800/20000 [===>..........................] - ETA: 9:38 - loss: 0.4163 - acc: 0.8082
2900/20000 [===>..........................] - ETA: 9:33 - loss: 0.4137 - acc: 0.8100
3000/20000 [===>..........................] - ETA: 9:32 - loss: 0.4142 - acc: 0.8103
3100/20000 [===>..........................] - ETA: 9:29 - loss: 0.4143 - acc: 0.8123
3200/20000 [===>..........................] - ETA: 9:24 - loss: 0.4125 - acc: 0.8141
3300/20000 [===>..........................] - ETA: 9:20 - loss: 0.4128 - acc: 0.8148
3400/20000 [====>.........................] - ETA: 9:18 - loss: 0.4118 - acc: 0.8153
3500/20000 [====>.........................] - ETA: 9:14 - loss: 0.4115 - acc: 0.8146
3600/20000 [====>.........................] - ETA: 9:10 - loss: 0.4111 - acc: 0.8133
3700/20000 [====>.........................] - ETA: 9:07 - loss: 0.4136 - acc: 0.8119
3800/20000 [====>.........................] - ETA: 9:03 - loss: 0.4125 - acc: 0.8124
3900/20000 [====>.........................] - ETA: 8:58 - loss: 0.4110 - acc: 0.8136
4000/20000 [=====>........................] - ETA: 8:54 - loss: 0.4106 - acc: 0.8135
4100/20000 [=====>........................] - ETA: 8:50 - loss: 0.4112 - acc: 0.8129
4200/20000 [=====>........................] - ETA: 8:46 - loss: 0.4120 - acc: 0.8131
4300/20000 [=====>........................] - ETA: 8:42 - loss: 0.4110 - acc: 0.8128
4400/20000 [=====>........................] - ETA: 8:38 - loss: 0.4116 - acc: 0.8134
4500/20000 [=====>........................] - ETA: 8:35 - loss: 0.4120 - acc: 0.8129
4600/20000 [=====>........................] - ETA: 8:31 - loss: 0.4101 - acc: 0.8141
4700/20000 [======>.......................] - ETA: 8:28 - loss: 0.4086 - acc: 0.8145
4800/20000 [======>.......................] - ETA: 8:24 - loss: 0.4074 - acc: 0.8142
4900/20000 [======>.......................] - ETA: 8:21 - loss: 0.4067 - acc: 0.8149
5000/20000 [======>.......................] - ETA: 8:17 - loss: 0.4044 - acc: 0.8162
5100/20000 [======>.......................] - ETA: 8:13 - loss: 0.4044 - acc: 0.8159
5200/20000 [======>.......................] - ETA: 8:10 - loss: 0.4034 - acc: 0.8167
5300/20000 [======>.......................] - ETA: 8:07 - loss: 0.4022 - acc: 0.8170
5400/20000 [=======>......................] - ETA: 8:03 - loss: 0.4033 - acc: 0.8156
5500/20000 [=======>......................] - ETA: 7:59 - loss: 0.4018 - acc: 0.8162
5600/20000 [=======>......................] - ETA: 7:56 - loss: 0.4008 - acc: 0.8164
5700/20000 [=======>......................] - ETA: 7:53 - loss: 0.3997 - acc: 0.8165
5800/20000 [=======>......................] - ETA: 7:49 - loss: 0.4000 - acc: 0.8167
5900/20000 [=======>......................] - ETA: 7:45 - loss: 0.4008 - acc: 0.8163
6000/20000 [========>.....................] - ETA: 7:42 - loss: 0.3997 - acc: 0.8167
6100/20000 [========>.....................] - ETA: 7:39 - loss: 0.4001 - acc: 0.8157
6200/20000 [========>.....................] - ETA: 7:35 - loss: 0.3996 - acc: 0.8156
6300/20000 [========>.....................] - ETA: 7:31 - loss: 0.3981 - acc: 0.8165
6400/20000 [========>.....................] - ETA: 7:28 - loss: 0.3977 - acc: 0.8170
6500/20000 [========>.....................] - ETA: 7:25 - loss: 0.3983 - acc: 0.8171
6600/20000 [========>.....................] - ETA: 7:22 - loss: 0.3972 - acc: 0.8173
6700/20000 [=========>....................] - ETA: 7:18 - loss: 0.3970 - acc: 0.8170
6800/20000 [=========>....................] - ETA: 7:15 - loss: 0.3987 - acc: 0.8168
6900/20000 [=========>....................] - ETA: 7:12 - loss: 0.3988 - acc: 0.8172
7000/20000 [=========>....................] - ETA: 7:08 - loss: 0.3991 - acc: 0.8171
7100/20000 [=========>....................] - ETA: 7:05 - loss: 0.3982 - acc: 0.8177
7200/20000 [=========>....................] - ETA: 7:01 - loss: 0.3977 - acc: 0.8179
7300/20000 [=========>....................] - ETA: 6:58 - loss: 0.3971 - acc: 0.8186
7400/20000 [==========>...................] - ETA: 6:54 - loss: 0.3980 - acc: 0.8182
7500/20000 [==========>...................] - ETA: 6:51 - loss: 0.3985 - acc: 0.8183
7600/20000 [==========>...................] - ETA: 6:48 - loss: 0.3984 - acc: 0.8186
7700/20000 [==========>...................] - ETA: 6:45 - loss: 0.3987 - acc: 0.8183
7800/20000 [==========>...................] - ETA: 6:40 - loss: 0.3986 - acc: 0.8187
7900/20000 [==========>...................] - ETA: 6:37 - loss: 0.3981 - acc: 0.8189
8000/20000 [===========>..................] - ETA: 6:34 - loss: 0.3991 - acc: 0.8179
8100/20000 [===========>..................] - ETA: 6:30 - loss: 0.3982 - acc: 0.8186
8200/20000 [===========>..................] - ETA: 6:27 - loss: 0.3976 - acc: 0.8189
8300/20000 [===========>..................] - ETA: 6:23 - loss: 0.3972 - acc: 0.8189
8400/20000 [===========>..................] - ETA: 6:20 - loss: 0.3963 - acc: 0.8196
8500/20000 [===========>..................] - ETA: 6:16 - loss: 0.3952 - acc: 0.8200
8600/20000 [===========>..................] - ETA: 6:13 - loss: 0.3945 - acc: 0.8201
8700/20000 [============>.................] - ETA: 6:10 - loss: 0.3940 - acc: 0.8205
8800/20000 [============>.................] - ETA: 6:06 - loss: 0.3951 - acc: 0.8198
8900/20000 [============>.................] - ETA: 6:03 - loss: 0.3950 - acc: 0.8198
9000/20000 [============>.................] - ETA: 5:59 - loss: 0.3952 - acc: 0.8198
9100/20000 [============>.................] - ETA: 5:56 - loss: 0.3959 - acc: 0.8190
9200/20000 [============>.................] - ETA: 5:53 - loss: 0.3966 - acc: 0.8187
9300/20000 [============>.................] - ETA: 5:50 - loss: 0.3968 - acc: 0.8190
9400/20000 [=============>................] - ETA: 5:46 - loss: 0.3959 - acc: 0.8199
9500/20000 [=============>................] - ETA: 5:43 - loss: 0.3954 - acc: 0.8200
9600/20000 [=============>................] - ETA: 5:39 - loss: 0.3951 - acc: 0.8198
9700/20000 [=============>................] - ETA: 5:36 - loss: 0.3950 - acc: 0.8199
9800/20000 [=============>................] - ETA: 5:32 - loss: 0.3953 - acc: 0.8198
9900/20000 [=============>................] - ETA: 5:29 - loss: 0.3951 - acc: 0.8200
10000/20000 [==============>...............] - ETA: 5:26 - loss: 0.3949 - acc: 0.8198
10100/20000 [==============>...............] - ETA: 5:23 - loss: 0.3958 - acc: 0.8196
10200/20000 [==============>...............] - ETA: 5:19 - loss: 0.3956 - acc: 0.8197
10300/20000 [==============>...............] - ETA: 5:16 - loss: 0.3959 - acc: 0.8197
10400/20000 [==============>...............] - ETA: 5:12 - loss: 0.3950 - acc: 0.8201
10500/20000 [==============>...............] - ETA: 5:09 - loss: 0.3956 - acc: 0.8193
10600/20000 [==============>...............] - ETA: 5:05 - loss: 0.3951 - acc: 0.8193
10700/20000 [===============>..............] - ETA: 5:02 - loss: 0.3950 - acc: 0.8193
10800/20000 [===============>..............] - ETA: 4:59 - loss: 0.3953 - acc: 0.8190
10900/20000 [===============>..............] - ETA: 4:56 - loss: 0.3952 - acc: 0.8187
11000/20000 [===============>..............] - ETA: 4:53 - loss: 0.3948 - acc: 0.8189
11100/20000 [===============>..............] - ETA: 4:50 - loss: 0.3947 - acc: 0.8191
11200/20000 [===============>..............] - ETA: 4:46 - loss: 0.3935 - acc: 0.8200
11300/20000 [===============>..............] - ETA: 4:43 - loss: 0.3935 - acc: 0.8199
11400/20000 [================>.............] - ETA: 4:40 - loss: 0.3929 - acc: 0.8207
11500/20000 [================>.............] - ETA: 4:37 - loss: 0.3935 - acc: 0.8207
11600/20000 [================>.............] - ETA: 4:33 - loss: 0.3934 - acc: 0.8208
11700/20000 [================>.............] - ETA: 4:30 - loss: 0.3932 - acc: 0.8209
11800/20000 [================>.............] - ETA: 4:27 - loss: 0.3933 - acc: 0.8209
11900/20000 [================>.............] - ETA: 4:24 - loss: 0.3933 - acc: 0.8210
12000/20000 [=================>............] - ETA: 4:20 - loss: 0.3926 - acc: 0.8216
12100/20000 [=================>............] - ETA: 4:17 - loss: 0.3922 - acc: 0.8219
12200/20000 [=================>............] - ETA: 4:14 - loss: 0.3920 - acc: 0.8221
12300/20000 [=================>............] - ETA: 4:11 - loss: 0.3920 - acc: 0.8224
12400/20000 [=================>............] - ETA: 4:07 - loss: 0.3919 - acc: 0.8224
12500/20000 [=================>............] - ETA: 4:04 - loss: 0.3912 - acc: 0.8228
12600/20000 [=================>............] - ETA: 4:01 - loss: 0.3917 - acc: 0.8225
12700/20000 [==================>...........] - ETA: 3:58 - loss: 0.3913 - acc: 0.8227
12800/20000 [==================>...........] - ETA: 3:54 - loss: 0.3916 - acc: 0.8225
12900/20000 [==================>...........] - ETA: 3:51 - loss: 0.3919 - acc: 0.8224
13000/20000 [==================>...........] - ETA: 3:48 - loss: 0.3920 - acc: 0.8222
13100/20000 [==================>...........] - ETA: 3:45 - loss: 0.3918 - acc: 0.8225
13200/20000 [==================>...........] - ETA: 3:41 - loss: 0.3910 - acc: 0.8228
13300/20000 [==================>...........] - ETA: 3:38 - loss: 0.3911 - acc: 0.8229
13400/20000 [===================>..........] - ETA: 3:35 - loss: 0.3914 - acc: 0.8228
13500/20000 [===================>..........] - ETA: 3:31 - loss: 0.3915 - acc: 0.8227
13600/20000 [===================>..........] - ETA: 3:28 - loss: 0.3917 - acc: 0.8226
13700/20000 [===================>..........] - ETA: 3:25 - loss: 0.3918 - acc: 0.8226
13800/20000 [===================>..........] - ETA: 3:21 - loss: 0.3917 - acc: 0.8228
13900/20000 [===================>..........] - ETA: 3:18 - loss: 0.3914 - acc: 0.8229
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.3917 - acc: 0.8226
14100/20000 [====================>.........] - ETA: 3:12 - loss: 0.3920 - acc: 0.8229
14200/20000 [====================>.........] - ETA: 3:08 - loss: 0.3925 - acc: 0.8227
14300/20000 [====================>.........] - ETA: 3:05 - loss: 0.3925 - acc: 0.8227
14400/20000 [====================>.........] - ETA: 3:02 - loss: 0.3929 - acc: 0.8224
14500/20000 [====================>.........] - ETA: 2:59 - loss: 0.3931 - acc: 0.8223
14600/20000 [====================>.........] - ETA: 2:55 - loss: 0.3931 - acc: 0.8224
14700/20000 [=====================>........] - ETA: 2:52 - loss: 0.3930 - acc: 0.8225
14800/20000 [=====================>........] - ETA: 2:49 - loss: 0.3931 - acc: 0.8222
14900/20000 [=====================>........] - ETA: 2:46 - loss: 0.3932 - acc: 0.8222
15000/20000 [=====================>........] - ETA: 2:42 - loss: 0.3933 - acc: 0.8219
15100/20000 [=====================>........] - ETA: 2:39 - loss: 0.3931 - acc: 0.8222
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.3931 - acc: 0.8223
15300/20000 [=====================>........] - ETA: 2:32 - loss: 0.3935 - acc: 0.8218
15400/20000 [======================>.......] - ETA: 2:29 - loss: 0.3937 - acc: 0.8215
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.3934 - acc: 0.8218
15600/20000 [======================>.......] - ETA: 2:22 - loss: 0.3935 - acc: 0.8216
15700/20000 [======================>.......] - ETA: 2:19 - loss: 0.3936 - acc: 0.8215
15800/20000 [======================>.......] - ETA: 2:16 - loss: 0.3936 - acc: 0.8215
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.3938 - acc: 0.8214
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.3940 - acc: 0.8215
16100/20000 [=======================>......] - ETA: 2:06 - loss: 0.3936 - acc: 0.8219
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.3927 - acc: 0.8225
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.3933 - acc: 0.8220
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.3935 - acc: 0.8217
16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.3931 - acc: 0.8221
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.3931 - acc: 0.8219
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.3931 - acc: 0.8222
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.3927 - acc: 0.8224
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.3921 - acc: 0.8228
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.3917 - acc: 0.8232
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.3916 - acc: 0.8232
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.3910 - acc: 0.8235
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.3909 - acc: 0.8234
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.3908 - acc: 0.8235
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.3905 - acc: 0.8238
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.3904 - acc: 0.8240
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.3906 - acc: 0.8239
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.3908 - acc: 0.8238
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.3904 - acc: 0.8240
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.3898 - acc: 0.8242
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.3898 - acc: 0.8240
18200/20000 [==========================>...] - ETA: 58s - loss: 0.3897 - acc: 0.8242
18300/20000 [==========================>...] - ETA: 55s - loss: 0.3898 - acc: 0.8240
18400/20000 [==========================>...] - ETA: 52s - loss: 0.3893 - acc: 0.8243
18500/20000 [==========================>...] - ETA: 48s - loss: 0.3892 - acc: 0.8244
18600/20000 [==========================>...] - ETA: 45s - loss: 0.3891 - acc: 0.8246
18700/20000 [===========================>..] - ETA: 42s - loss: 0.3888 - acc: 0.8247
18800/20000 [===========================>..] - ETA: 39s - loss: 0.3887 - acc: 0.8245
18900/20000 [===========================>..] - ETA: 35s - loss: 0.3887 - acc: 0.8243
19000/20000 [===========================>..] - ETA: 32s - loss: 0.3883 - acc: 0.8247
19100/20000 [===========================>..] - ETA: 29s - loss: 0.3885 - acc: 0.8245
19200/20000 [===========================>..] - ETA: 26s - loss: 0.3885 - acc: 0.8246
19300/20000 [===========================>..] - ETA: 22s - loss: 0.3883 - acc: 0.8247
19400/20000 [============================>.] - ETA: 19s - loss: 0.3880 - acc: 0.8250
19500/20000 [============================>.] - ETA: 16s - loss: 0.3880 - acc: 0.8250
19600/20000 [============================>.] - ETA: 13s - loss: 0.3879 - acc: 0.8251
19700/20000 [============================>.] - ETA: 9s - loss: 0.3884 - acc: 0.8247
19800/20000 [============================>.] - ETA: 6s - loss: 0.3882 - acc: 0.8247
19900/20000 [============================>.] - ETA: 3s - loss: 0.3881 - acc: 0.8248
20000/20000 [==============================] - 662s 33ms/step - loss: 0.3879 - acc: 0.8249 - val_loss: 0.4690 - val_acc: 0.7932
Epoch 10/30
100/20000 [..............................] - ETA: 9:21 - loss: 0.3928 - acc: 0.8100
200/20000 [..............................] - ETA: 9:56 - loss: 0.3709 - acc: 0.8150
300/20000 [..............................] - ETA: 10:25 - loss: 0.3232 - acc: 0.8533
400/20000 [..............................] - ETA: 10:33 - loss: 0.3323 - acc: 0.8350
500/20000 [..............................] - ETA: 10:42 - loss: 0.3428 - acc: 0.8300
600/20000 [..............................] - ETA: 10:34 - loss: 0.3373 - acc: 0.8333
700/20000 [>.............................] - ETA: 10:34 - loss: 0.3334 - acc: 0.8357
800/20000 [>.............................] - ETA: 10:29 - loss: 0.3459 - acc: 0.8300
900/20000 [>.............................] - ETA: 10:26 - loss: 0.3561 - acc: 0.8211
1000/20000 [>.............................] - ETA: 10:21 - loss: 0.3662 - acc: 0.8160
1100/20000 [>.............................] - ETA: 10:13 - loss: 0.3622 - acc: 0.8227
1200/20000 [>.............................] - ETA: 10:11 - loss: 0.3620 - acc: 0.8233
1300/20000 [>.............................] - ETA: 10:10 - loss: 0.3599 - acc: 0.8277
1400/20000 [=>............................] - ETA: 10:08 - loss: 0.3633 - acc: 0.8279
1500/20000 [=>............................] - ETA: 10:06 - loss: 0.3603 - acc: 0.8300
1600/20000 [=>............................] - ETA: 10:01 - loss: 0.3649 - acc: 0.8287
1700/20000 [=>............................] - ETA: 9:58 - loss: 0.3681 - acc: 0.8271
1800/20000 [=>............................] - ETA: 9:58 - loss: 0.3680 - acc: 0.8272
1900/20000 [=>............................] - ETA: 9:59 - loss: 0.3668 - acc: 0.8258
2000/20000 [==>...........................] - ETA: 9:57 - loss: 0.3654 - acc: 0.8255
2100/20000 [==>...........................] - ETA: 9:58 - loss: 0.3623 - acc: 0.8276
2200/20000 [==>...........................] - ETA: 9:58 - loss: 0.3661 - acc: 0.8259
2300/20000 [==>...........................] - ETA: 9:59 - loss: 0.3659 - acc: 0.8265
2400/20000 [==>...........................] - ETA: 9:59 - loss: 0.3669 - acc: 0.8275
2500/20000 [==>...........................] - ETA: 9:58 - loss: 0.3643 - acc: 0.8284
2600/20000 [==>...........................] - ETA: 9:54 - loss: 0.3644 - acc: 0.8288
2700/20000 [===>..........................] - ETA: 9:56 - loss: 0.3630 - acc: 0.8300
2800/20000 [===>..........................] - ETA: 9:53 - loss: 0.3630 - acc: 0.8311
2900/20000 [===>..........................] - ETA: 9:51 - loss: 0.3669 - acc: 0.8290
3000/20000 [===>..........................] - ETA: 9:46 - loss: 0.3654 - acc: 0.8300
3100/20000 [===>..........................] - ETA: 9:44 - loss: 0.3629 - acc: 0.8313
3200/20000 [===>..........................] - ETA: 9:40 - loss: 0.3625 - acc: 0.8319
3300/20000 [===>..........................] - ETA: 9:36 - loss: 0.3633 - acc: 0.8324
3400/20000 [====>.........................] - ETA: 9:31 - loss: 0.3628 - acc: 0.8326
3500/20000 [====>.........................] - ETA: 9:28 - loss: 0.3630 - acc: 0.8320
3600/20000 [====>.........................] - ETA: 9:24 - loss: 0.3618 - acc: 0.8333
3700/20000 [====>.........................] - ETA: 9:21 - loss: 0.3610 - acc: 0.8346
3800/20000 [====>.........................] - ETA: 9:15 - loss: 0.3609 - acc: 0.8345
3900/20000 [====>.........................] - ETA: 9:10 - loss: 0.3603 - acc: 0.8356
4000/20000 [=====>........................] - ETA: 9:05 - loss: 0.3599 - acc: 0.8363
4100/20000 [=====>........................] - ETA: 9:03 - loss: 0.3601 - acc: 0.8366
4200/20000 [=====>........................] - ETA: 8:58 - loss: 0.3602 - acc: 0.8360
4300/20000 [=====>........................] - ETA: 8:56 - loss: 0.3612 - acc: 0.8356
4400/20000 [=====>........................] - ETA: 8:52 - loss: 0.3595 - acc: 0.8359
4500/20000 [=====>........................] - ETA: 8:49 - loss: 0.3604 - acc: 0.8353
4600/20000 [=====>........................] - ETA: 8:46 - loss: 0.3603 - acc: 0.8354
4700/20000 [======>.......................] - ETA: 8:42 - loss: 0.3604 - acc: 0.8353
4800/20000 [======>.......................] - ETA: 8:38 - loss: 0.3615 - acc: 0.8342
4900/20000 [======>.......................] - ETA: 8:35 - loss: 0.3608 - acc: 0.8341
5000/20000 [======>.......................] - ETA: 8:30 - loss: 0.3615 - acc: 0.8340
5100/20000 [======>.......................] - ETA: 8:27 - loss: 0.3617 - acc: 0.8343
5200/20000 [======>.......................] - ETA: 8:23 - loss: 0.3620 - acc: 0.8340
5300/20000 [======>.......................] - ETA: 8:20 - loss: 0.3622 - acc: 0.8343
5400/20000 [=======>......................] - ETA: 8:16 - loss: 0.3637 - acc: 0.8337
5500/20000 [=======>......................] - ETA: 8:14 - loss: 0.3629 - acc: 0.8344
5600/20000 [=======>......................] - ETA: 8:11 - loss: 0.3624 - acc: 0.8348
5700/20000 [=======>......................] - ETA: 8:07 - loss: 0.3622 - acc: 0.8354
5800/20000 [=======>......................] - ETA: 8:04 - loss: 0.3616 - acc: 0.8362
5900/20000 [=======>......................] - ETA: 8:01 - loss: 0.3624 - acc: 0.8356
6000/20000 [========>.....................] - ETA: 7:58 - loss: 0.3632 - acc: 0.8345
6100/20000 [========>.....................] - ETA: 7:54 - loss: 0.3633 - acc: 0.8344
6200/20000 [========>.....................] - ETA: 7:52 - loss: 0.3633 - acc: 0.8348
6300/20000 [========>.....................] - ETA: 7:51 - loss: 0.3628 - acc: 0.8346
6400/20000 [========>.....................] - ETA: 7:49 - loss: 0.3628 - acc: 0.8342
6500/20000 [========>.....................] - ETA: 7:46 - loss: 0.3633 - acc: 0.8337
6600/20000 [========>.....................] - ETA: 7:42 - loss: 0.3629 - acc: 0.8339
6700/20000 [=========>....................] - ETA: 7:40 - loss: 0.3635 - acc: 0.8337
6800/20000 [=========>....................] - ETA: 7:37 - loss: 0.3634 - acc: 0.8343
6900/20000 [=========>....................] - ETA: 7:34 - loss: 0.3629 - acc: 0.8351
7000/20000 [=========>....................] - ETA: 7:31 - loss: 0.3638 - acc: 0.8349
7100/20000 [=========>....................] - ETA: 7:28 - loss: 0.3626 - acc: 0.8356
7200/20000 [=========>....................] - ETA: 7:25 - loss: 0.3631 - acc: 0.8360
7300/20000 [=========>....................] - ETA: 7:22 - loss: 0.3641 - acc: 0.8352
7400/20000 [==========>...................] - ETA: 7:18 - loss: 0.3640 - acc: 0.8353
7500/20000 [==========>...................] - ETA: 7:15 - loss: 0.3632 - acc: 0.8356
7600/20000 [==========>...................] - ETA: 7:12 - loss: 0.3638 - acc: 0.8355
7700/20000 [==========>...................] - ETA: 7:09 - loss: 0.3643 - acc: 0.8349
7800/20000 [==========>...................] - ETA: 7:06 - loss: 0.3642 - acc: 0.8351
7900/20000 [==========>...................] - ETA: 7:03 - loss: 0.3643 - acc: 0.8354
8000/20000 [===========>..................] - ETA: 6:59 - loss: 0.3651 - acc: 0.8349
8100/20000 [===========>..................] - ETA: 6:56 - loss: 0.3649 - acc: 0.8352
8200/20000 [===========>..................] - ETA: 6:52 - loss: 0.3651 - acc: 0.8350
8300/20000 [===========>..................] - ETA: 6:50 - loss: 0.3649 - acc: 0.8354
8400/20000 [===========>..................] - ETA: 6:46 - loss: 0.3647 - acc: 0.8358
8500/20000 [===========>..................] - ETA: 6:42 - loss: 0.3643 - acc: 0.8359
8600/20000 [===========>..................] - ETA: 6:39 - loss: 0.3641 - acc: 0.8363
8700/20000 [============>.................] - ETA: 6:35 - loss: 0.3629 - acc: 0.8367
8800/20000 [============>.................] - ETA: 6:32 - loss: 0.3632 - acc: 0.8364
8900/20000 [============>.................] - ETA: 6:28 - loss: 0.3635 - acc: 0.8360
9000/20000 [============>.................] - ETA: 6:24 - loss: 0.3639 - acc: 0.8358
9100/20000 [============>.................] - ETA: 6:21 - loss: 0.3637 - acc: 0.8363
9200/20000 [============>.................] - ETA: 6:18 - loss: 0.3631 - acc: 0.8368
9300/20000 [============>.................] - ETA: 6:16 - loss: 0.3621 - acc: 0.8374
9400/20000 [=============>................] - ETA: 6:12 - loss: 0.3617 - acc: 0.8376
9500/20000 [=============>................] - ETA: 6:08 - loss: 0.3620 - acc: 0.8376
9600/20000 [=============>................] - ETA: 6:05 - loss: 0.3625 - acc: 0.8375
9700/20000 [=============>................] - ETA: 6:02 - loss: 0.3631 - acc: 0.8371
9800/20000 [=============>................] - ETA: 5:58 - loss: 0.3628 - acc: 0.8373
9900/20000 [=============>................] - ETA: 5:55 - loss: 0.3627 - acc: 0.8375
10000/20000 [==============>...............] - ETA: 5:51 - loss: 0.3625 - acc: 0.8376
10100/20000 [==============>...............] - ETA: 5:48 - loss: 0.3620 - acc: 0.8380
10200/20000 [==============>...............] - ETA: 5:44 - loss: 0.3622 - acc: 0.8382
10300/20000 [==============>...............] - ETA: 5:40 - loss: 0.3624 - acc: 0.8380
10400/20000 [==============>...............] - ETA: 5:37 - loss: 0.3623 - acc: 0.8379
10500/20000 [==============>...............] - ETA: 5:33 - loss: 0.3632 - acc: 0.8375
10600/20000 [==============>...............] - ETA: 5:30 - loss: 0.3633 - acc: 0.8371
10700/20000 [===============>..............] - ETA: 5:26 - loss: 0.3637 - acc: 0.8372
10800/20000 [===============>..............] - ETA: 5:23 - loss: 0.3631 - acc: 0.8375
10900/20000 [===============>..............] - ETA: 5:19 - loss: 0.3639 - acc: 0.8368
11000/20000 [===============>..............] - ETA: 5:15 - loss: 0.3644 - acc: 0.8366
11100/20000 [===============>..............] - ETA: 5:12 - loss: 0.3643 - acc: 0.8362
11200/20000 [===============>..............] - ETA: 5:09 - loss: 0.3642 - acc: 0.8363
11300/20000 [===============>..............] - ETA: 5:05 - loss: 0.3633 - acc: 0.8370
11400/20000 [================>.............] - ETA: 5:01 - loss: 0.3632 - acc: 0.8371
11500/20000 [================>.............] - ETA: 4:58 - loss: 0.3630 - acc: 0.8373
11600/20000 [================>.............] - ETA: 4:54 - loss: 0.3624 - acc: 0.8375
11700/20000 [================>.............] - ETA: 4:52 - loss: 0.3626 - acc: 0.8376
11800/20000 [================>.............] - ETA: 4:48 - loss: 0.3623 - acc: 0.8376
11900/20000 [================>.............] - ETA: 4:45 - loss: 0.3622 - acc: 0.8376
12000/20000 [=================>............] - ETA: 4:41 - loss: 0.3617 - acc: 0.8378
12100/20000 [=================>............] - ETA: 4:38 - loss: 0.3617 - acc: 0.8376
12200/20000 [=================>............] - ETA: 4:34 - loss: 0.3615 - acc: 0.8378
12300/20000 [=================>............] - ETA: 4:31 - loss: 0.3611 - acc: 0.8378
12400/20000 [=================>............] - ETA: 4:28 - loss: 0.3609 - acc: 0.8377
12500/20000 [=================>............] - ETA: 4:24 - loss: 0.3614 - acc: 0.8374
12600/20000 [=================>............] - ETA: 4:20 - loss: 0.3615 - acc: 0.8374
12700/20000 [==================>...........] - ETA: 4:17 - loss: 0.3613 - acc: 0.8376
12800/20000 [==================>...........] - ETA: 4:13 - loss: 0.3614 - acc: 0.8378
12900/20000 [==================>...........] - ETA: 4:10 - loss: 0.3624 - acc: 0.8373
13000/20000 [==================>...........] - ETA: 4:06 - loss: 0.3629 - acc: 0.8373
13100/20000 [==================>...........] - ETA: 4:03 - loss: 0.3630 - acc: 0.8373
13200/20000 [==================>...........] - ETA: 3:59 - loss: 0.3639 - acc: 0.8369
13300/20000 [==================>...........] - ETA: 3:55 - loss: 0.3637 - acc: 0.8368
13400/20000 [===================>..........] - ETA: 3:52 - loss: 0.3641 - acc: 0.8368
13500/20000 [===================>..........] - ETA: 3:48 - loss: 0.3649 - acc: 0.8361
13600/20000 [===================>..........] - ETA: 3:45 - loss: 0.3651 - acc: 0.8362
13700/20000 [===================>..........] - ETA: 3:41 - loss: 0.3652 - acc: 0.8358
13800/20000 [===================>..........] - ETA: 3:38 - loss: 0.3650 - acc: 0.8359
13900/20000 [===================>..........] - ETA: 3:34 - loss: 0.3649 - acc: 0.8359
14000/20000 [====================>.........] - ETA: 3:31 - loss: 0.3649 - acc: 0.8360
14100/20000 [====================>.........] - ETA: 3:27 - loss: 0.3645 - acc: 0.8362
14200/20000 [====================>.........] - ETA: 3:23 - loss: 0.3640 - acc: 0.8366
14300/20000 [====================>.........] - ETA: 3:20 - loss: 0.3640 - acc: 0.8367
14400/20000 [====================>.........] - ETA: 3:16 - loss: 0.3641 - acc: 0.8367
14500/20000 [====================>.........] - ETA: 3:13 - loss: 0.3641 - acc: 0.8366
14600/20000 [====================>.........] - ETA: 3:09 - loss: 0.3646 - acc: 0.8365
14700/20000 [=====================>........] - ETA: 3:05 - loss: 0.3647 - acc: 0.8364
14800/20000 [=====================>........] - ETA: 3:02 - loss: 0.3642 - acc: 0.8368
14900/20000 [=====================>........] - ETA: 2:58 - loss: 0.3646 - acc: 0.8362
15000/20000 [=====================>........] - ETA: 2:55 - loss: 0.3648 - acc: 0.8361
15100/20000 [=====================>........] - ETA: 2:51 - loss: 0.3646 - acc: 0.8360
15200/20000 [=====================>........] - ETA: 2:48 - loss: 0.3646 - acc: 0.8358
15300/20000 [=====================>........] - ETA: 2:44 - loss: 0.3646 - acc: 0.8359
15400/20000 [======================>.......] - ETA: 2:41 - loss: 0.3645 - acc: 0.8360
15500/20000 [======================>.......] - ETA: 2:37 - loss: 0.3643 - acc: 0.8361
15600/20000 [======================>.......] - ETA: 2:34 - loss: 0.3645 - acc: 0.8360
15700/20000 [======================>.......] - ETA: 2:30 - loss: 0.3639 - acc: 0.8364
15800/20000 [======================>.......] - ETA: 2:27 - loss: 0.3641 - acc: 0.8366
15900/20000 [======================>.......] - ETA: 2:23 - loss: 0.3646 - acc: 0.8364
16000/20000 [=======================>......] - ETA: 2:19 - loss: 0.3643 - acc: 0.8366
16100/20000 [=======================>......] - ETA: 2:16 - loss: 0.3641 - acc: 0.8370
16200/20000 [=======================>......] - ETA: 2:12 - loss: 0.3639 - acc: 0.8369
16300/20000 [=======================>......] - ETA: 2:09 - loss: 0.3648 - acc: 0.8365
16400/20000 [=======================>......] - ETA: 2:05 - loss: 0.3644 - acc: 0.8368
16500/20000 [=======================>......] - ETA: 2:02 - loss: 0.3642 - acc: 0.8372
16600/20000 [=======================>......] - ETA: 1:58 - loss: 0.3645 - acc: 0.8371
16700/20000 [========================>.....] - ETA: 1:55 - loss: 0.3644 - acc: 0.8372
16800/20000 [========================>.....] - ETA: 1:51 - loss: 0.3640 - acc: 0.8371
16900/20000 [========================>.....] - ETA: 1:48 - loss: 0.3649 - acc: 0.8370
17000/20000 [========================>.....] - ETA: 1:44 - loss: 0.3652 - acc: 0.8372
17100/20000 [========================>.....] - ETA: 1:41 - loss: 0.3650 - acc: 0.8376
17200/20000 [========================>.....] - ETA: 1:37 - loss: 0.3653 - acc: 0.8373
17300/20000 [========================>.....] - ETA: 1:34 - loss: 0.3653 - acc: 0.8373
17400/20000 [=========================>....] - ETA: 1:30 - loss: 0.3658 - acc: 0.8371
17500/20000 [=========================>....] - ETA: 1:27 - loss: 0.3662 - acc: 0.8369
17600/20000 [=========================>....] - ETA: 1:23 - loss: 0.3664 - acc: 0.8368
17700/20000 [=========================>....] - ETA: 1:20 - loss: 0.3663 - acc: 0.8370
17800/20000 [=========================>....] - ETA: 1:17 - loss: 0.3665 - acc: 0.8370
17900/20000 [=========================>....] - ETA: 1:13 - loss: 0.3664 - acc: 0.8369
18000/20000 [==========================>...] - ETA: 1:10 - loss: 0.3669 - acc: 0.8365
18100/20000 [==========================>...] - ETA: 1:06 - loss: 0.3665 - acc: 0.8367
18200/20000 [==========================>...] - ETA: 1:03 - loss: 0.3663 - acc: 0.8368
18300/20000 [==========================>...] - ETA: 59s - loss: 0.3663 - acc: 0.8367
18400/20000 [==========================>...] - ETA: 56s - loss: 0.3660 - acc: 0.8368
18500/20000 [==========================>...] - ETA: 52s - loss: 0.3661 - acc: 0.8368
18600/20000 [==========================>...] - ETA: 49s - loss: 0.3661 - acc: 0.8368
18700/20000 [===========================>..] - ETA: 45s - loss: 0.3660 - acc: 0.8368
18800/20000 [===========================>..] - ETA: 42s - loss: 0.3661 - acc: 0.8365
18900/20000 [===========================>..] - ETA: 38s - loss: 0.3658 - acc: 0.8366
19000/20000 [===========================>..] - ETA: 35s - loss: 0.3655 - acc: 0.8366
19100/20000 [===========================>..] - ETA: 31s - loss: 0.3659 - acc: 0.8364
19200/20000 [===========================>..] - ETA: 28s - loss: 0.3655 - acc: 0.8367
19300/20000 [===========================>..] - ETA: 24s - loss: 0.3657 - acc: 0.8365
19400/20000 [============================>.] - ETA: 21s - loss: 0.3655 - acc: 0.8367
19500/20000 [============================>.] - ETA: 17s - loss: 0.3657 - acc: 0.8366
19600/20000 [============================>.] - ETA: 14s - loss: 0.3658 - acc: 0.8364
19700/20000 [============================>.] - ETA: 10s - loss: 0.3661 - acc: 0.8362
19800/20000 [============================>.] - ETA: 7s - loss: 0.3662 - acc: 0.8360
19900/20000 [============================>.] - ETA: 3s - loss: 0.3661 - acc: 0.8361
20000/20000 [==============================] - 714s 36ms/step - loss: 0.3665 - acc: 0.8357 - val_loss: 0.3941 - val_acc: 0.8282
Epoch 11/30
100/20000 [..............................] - ETA: 10:47 - loss: 0.3268 - acc: 0.8800
200/20000 [..............................] - ETA: 10:40 - loss: 0.3666 - acc: 0.8400
300/20000 [..............................] - ETA: 10:50 - loss: 0.3990 - acc: 0.8200
400/20000 [..............................] - ETA: 10:56 - loss: 0.3882 - acc: 0.8350
500/20000 [..............................] - ETA: 10:48 - loss: 0.3844 - acc: 0.8380
600/20000 [..............................] - ETA: 10:39 - loss: 0.3969 - acc: 0.8367
700/20000 [>.............................] - ETA: 10:28 - loss: 0.3871 - acc: 0.8357
800/20000 [>.............................] - ETA: 10:26 - loss: 0.3797 - acc: 0.8362
900/20000 [>.............................] - ETA: 10:23 - loss: 0.3758 - acc: 0.8344
1000/20000 [>.............................] - ETA: 10:19 - loss: 0.3723 - acc: 0.8380
1100/20000 [>.............................] - ETA: 10:23 - loss: 0.3686 - acc: 0.8418
1200/20000 [>.............................] - ETA: 10:21 - loss: 0.3715 - acc: 0.8425
1300/20000 [>.............................] - ETA: 10:16 - loss: 0.3680 - acc: 0.8438
1400/20000 [=>............................] - ETA: 10:16 - loss: 0.3625 - acc: 0.8450
1500/20000 [=>............................] - ETA: 10:13 - loss: 0.3583 - acc: 0.8480
1600/20000 [=>............................] - ETA: 10:09 - loss: 0.3606 - acc: 0.8469
1700/20000 [=>............................] - ETA: 10:09 - loss: 0.3605 - acc: 0.8447
1800/20000 [=>............................] - ETA: 10:07 - loss: 0.3602 - acc: 0.8433
1900/20000 [=>............................] - ETA: 10:03 - loss: 0.3642 - acc: 0.8405
2000/20000 [==>...........................] - ETA: 9:57 - loss: 0.3642 - acc: 0.8415
2100/20000 [==>...........................] - ETA: 9:55 - loss: 0.3628 - acc: 0.8429
2200/20000 [==>...........................] - ETA: 9:49 - loss: 0.3666 - acc: 0.8395
2300/20000 [==>...........................] - ETA: 9:50 - loss: 0.3657 - acc: 0.8400
2400/20000 [==>...........................] - ETA: 9:52 - loss: 0.3653 - acc: 0.8392
2500/20000 [==>...........................] - ETA: 9:50 - loss: 0.3639 - acc: 0.8384
2600/20000 [==>...........................] - ETA: 9:47 - loss: 0.3621 - acc: 0.8385
2700/20000 [===>..........................] - ETA: 9:44 - loss: 0.3618 - acc: 0.8393
2800/20000 [===>..........................] - ETA: 9:40 - loss: 0.3590 - acc: 0.8404
2900/20000 [===>..........................] - ETA: 9:36 - loss: 0.3591 - acc: 0.8403
3000/20000 [===>..........................] - ETA: 9:36 - loss: 0.3595 - acc: 0.8403
3100/20000 [===>..........................] - ETA: 9:34 - loss: 0.3605 - acc: 0.8403
3200/20000 [===>..........................] - ETA: 9:33 - loss: 0.3570 - acc: 0.8428
3300/20000 [===>..........................] - ETA: 9:31 - loss: 0.3575 - acc: 0.8424
3400/20000 [====>.........................] - ETA: 9:29 - loss: 0.3582 - acc: 0.8424
3500/20000 [====>.........................] - ETA: 9:26 - loss: 0.3565 - acc: 0.8426
3600/20000 [====>.........................] - ETA: 9:22 - loss: 0.3572 - acc: 0.8428
3700/20000 [====>.........................] - ETA: 9:19 - loss: 0.3569 - acc: 0.8435
3800/20000 [====>.........................] - ETA: 9:16 - loss: 0.3570 - acc: 0.8434
3900/20000 [====>.........................] - ETA: 9:12 - loss: 0.3572 - acc: 0.8436
4000/20000 [=====>........................] - ETA: 9:08 - loss: 0.3562 - acc: 0.8440
4100/20000 [=====>........................] - ETA: 9:04 - loss: 0.3530 - acc: 0.8454
4200/20000 [=====>........................] - ETA: 9:00 - loss: 0.3553 - acc: 0.8436
4300/20000 [=====>........................] - ETA: 8:56 - loss: 0.3534 - acc: 0.8444
4400/20000 [=====>........................] - ETA: 8:52 - loss: 0.3522 - acc: 0.8455
4500/20000 [=====>........................] - ETA: 8:47 - loss: 0.3507 - acc: 0.8467
4600/20000 [=====>........................] - ETA: 8:44 - loss: 0.3511 - acc: 0.8459
4700/20000 [======>.......................] - ETA: 8:39 - loss: 0.3493 - acc: 0.8470
4800/20000 [======>.......................] - ETA: 8:35 - loss: 0.3496 - acc: 0.8471
4900/20000 [======>.......................] - ETA: 8:31 - loss: 0.3500 - acc: 0.8473
5000/20000 [======>.......................] - ETA: 8:27 - loss: 0.3505 - acc: 0.8464
5100/20000 [======>.......................] - ETA: 8:23 - loss: 0.3502 - acc: 0.8461
5200/20000 [======>.......................] - ETA: 8:21 - loss: 0.3500 - acc: 0.8462
5300/20000 [======>.......................] - ETA: 8:17 - loss: 0.3499 - acc: 0.8458
5400/20000 [=======>......................] - ETA: 8:14 - loss: 0.3493 - acc: 0.8463
5500/20000 [=======>......................] - ETA: 8:11 - loss: 0.3502 - acc: 0.8462
5600/20000 [=======>......................] - ETA: 8:08 - loss: 0.3501 - acc: 0.8459
5700/20000 [=======>......................] - ETA: 8:04 - loss: 0.3502 - acc: 0.8463
5800/20000 [=======>......................] - ETA: 8:00 - loss: 0.3513 - acc: 0.8462
5900/20000 [=======>......................] - ETA: 7:57 - loss: 0.3520 - acc: 0.8458
6000/20000 [========>.....................] - ETA: 7:54 - loss: 0.3526 - acc: 0.8453
6100/20000 [========>.....................] - ETA: 7:49 - loss: 0.3528 - acc: 0.8457
6200/20000 [========>.....................] - ETA: 7:46 - loss: 0.3532 - acc: 0.8450
6300/20000 [========>.....................] - ETA: 7:42 - loss: 0.3529 - acc: 0.8457
6400/20000 [========>.....................] - ETA: 7:38 - loss: 0.3518 - acc: 0.8462
6500/20000 [========>.....................] - ETA: 7:35 - loss: 0.3525 - acc: 0.8458
6600/20000 [========>.....................] - ETA: 7:31 - loss: 0.3519 - acc: 0.8462
6700/20000 [=========>....................] - ETA: 7:28 - loss: 0.3533 - acc: 0.8461
6800/20000 [=========>....................] - ETA: 7:24 - loss: 0.3521 - acc: 0.8466
6900/20000 [=========>....................] - ETA: 7:21 - loss: 0.3513 - acc: 0.8468
7000/20000 [=========>....................] - ETA: 7:17 - loss: 0.3507 - acc: 0.8470
7100/20000 [=========>....................] - ETA: 7:13 - loss: 0.3518 - acc: 0.8466
7200/20000 [=========>....................] - ETA: 7:10 - loss: 0.3512 - acc: 0.8475
7300/20000 [=========>....................] - ETA: 7:06 - loss: 0.3515 - acc: 0.8475
7400/20000 [==========>...................] - ETA: 7:02 - loss: 0.3518 - acc: 0.8480
7500/20000 [==========>...................] - ETA: 6:58 - loss: 0.3521 - acc: 0.8475
7600/20000 [==========>...................] - ETA: 6:55 - loss: 0.3526 - acc: 0.8467
7700/20000 [==========>...................] - ETA: 6:52 - loss: 0.3514 - acc: 0.8475
7800/20000 [==========>...................] - ETA: 6:49 - loss: 0.3513 - acc: 0.8472
7900/20000 [==========>...................] - ETA: 6:45 - loss: 0.3502 - acc: 0.8476
8000/20000 [===========>..................] - ETA: 6:42 - loss: 0.3502 - acc: 0.8472
8100/20000 [===========>..................] - ETA: 6:38 - loss: 0.3507 - acc: 0.8468
8200/20000 [===========>..................] - ETA: 6:35 - loss: 0.3512 - acc: 0.8470
8300/20000 [===========>..................] - ETA: 6:31 - loss: 0.3522 - acc: 0.8466
8400/20000 [===========>..................] - ETA: 6:28 - loss: 0.3529 - acc: 0.8462
8500/20000 [===========>..................] - ETA: 6:24 - loss: 0.3537 - acc: 0.8454
8600/20000 [===========>..................] - ETA: 6:20 - loss: 0.3546 - acc: 0.8450
8700/20000 [============>.................] - ETA: 6:17 - loss: 0.3549 - acc: 0.8445
8800/20000 [============>.................] - ETA: 6:14 - loss: 0.3543 - acc: 0.8452
8900/20000 [============>.................] - ETA: 6:11 - loss: 0.3539 - acc: 0.8455
9000/20000 [============>.................] - ETA: 6:07 - loss: 0.3541 - acc: 0.8458
9100/20000 [============>.................] - ETA: 6:04 - loss: 0.3535 - acc: 0.8464
9200/20000 [============>.................] - ETA: 6:00 - loss: 0.3535 - acc: 0.8462
9300/20000 [============>.................] - ETA: 5:57 - loss: 0.3527 - acc: 0.8466
9400/20000 [=============>................] - ETA: 5:54 - loss: 0.3519 - acc: 0.8473
9500/20000 [=============>................] - ETA: 5:50 - loss: 0.3516 - acc: 0.8469
9600/20000 [=============>................] - ETA: 5:47 - loss: 0.3514 - acc: 0.8469
9700/20000 [=============>................] - ETA: 5:44 - loss: 0.3504 - acc: 0.8472
9800/20000 [=============>................] - ETA: 5:41 - loss: 0.3509 - acc: 0.8466
9900/20000 [=============>................] - ETA: 5:39 - loss: 0.3509 - acc: 0.8466
10000/20000 [==============>...............] - ETA: 5:37 - loss: 0.3499 - acc: 0.8470
10100/20000 [==============>...............] - ETA: 5:34 - loss: 0.3500 - acc: 0.8472
10200/20000 [==============>...............] - ETA: 5:31 - loss: 0.3490 - acc: 0.8477
10300/20000 [==============>...............] - ETA: 5:28 - loss: 0.3489 - acc: 0.8477
10400/20000 [==============>...............] - ETA: 5:25 - loss: 0.3492 - acc: 0.8476
10500/20000 [==============>...............] - ETA: 5:22 - loss: 0.3490 - acc: 0.8475
10600/20000 [==============>...............] - ETA: 5:19 - loss: 0.3486 - acc: 0.8475
10700/20000 [===============>..............] - ETA: 5:16 - loss: 0.3490 - acc: 0.8474
10800/20000 [===============>..............] - ETA: 5:13 - loss: 0.3491 - acc: 0.8476
10900/20000 [===============>..............] - ETA: 5:09 - loss: 0.3494 - acc: 0.8472
11000/20000 [===============>..............] - ETA: 5:06 - loss: 0.3492 - acc: 0.8474
11100/20000 [===============>..............] - ETA: 5:02 - loss: 0.3492 - acc: 0.8472
11200/20000 [===============>..............] - ETA: 4:59 - loss: 0.3489 - acc: 0.8474
11300/20000 [===============>..............] - ETA: 4:55 - loss: 0.3489 - acc: 0.8474
11400/20000 [================>.............] - ETA: 4:51 - loss: 0.3487 - acc: 0.8472
11500/20000 [================>.............] - ETA: 4:48 - loss: 0.3490 - acc: 0.8470
11600/20000 [================>.............] - ETA: 4:44 - loss: 0.3485 - acc: 0.8469
11700/20000 [================>.............] - ETA: 4:41 - loss: 0.3485 - acc: 0.8468
11800/20000 [================>.............] - ETA: 4:38 - loss: 0.3484 - acc: 0.8469
11900/20000 [================>.............] - ETA: 4:34 - loss: 0.3486 - acc: 0.8471
12000/20000 [=================>............] - ETA: 4:31 - loss: 0.3485 - acc: 0.8468
12100/20000 [=================>............] - ETA: 4:27 - loss: 0.3489 - acc: 0.8465
12200/20000 [=================>............] - ETA: 4:24 - loss: 0.3490 - acc: 0.8461
12300/20000 [=================>............] - ETA: 4:20 - loss: 0.3486 - acc: 0.8463
12400/20000 [=================>............] - ETA: 4:16 - loss: 0.3489 - acc: 0.8461
12500/20000 [=================>............] - ETA: 4:13 - loss: 0.3486 - acc: 0.8462
12600/20000 [=================>............] - ETA: 4:10 - loss: 0.3488 - acc: 0.8463
12700/20000 [==================>...........] - ETA: 4:06 - loss: 0.3487 - acc: 0.8463
12800/20000 [==================>...........] - ETA: 4:03 - loss: 0.3484 - acc: 0.8465
12900/20000 [==================>...........] - ETA: 3:59 - loss: 0.3480 - acc: 0.8467
13000/20000 [==================>...........] - ETA: 3:56 - loss: 0.3481 - acc: 0.8471
13100/20000 [==================>...........] - ETA: 3:53 - loss: 0.3475 - acc: 0.8472
13200/20000 [==================>...........] - ETA: 3:49 - loss: 0.3472 - acc: 0.8471
13300/20000 [==================>...........] - ETA: 3:46 - loss: 0.3478 - acc: 0.8468
13400/20000 [===================>..........] - ETA: 3:42 - loss: 0.3480 - acc: 0.8466
13500/20000 [===================>..........] - ETA: 3:39 - loss: 0.3480 - acc: 0.8470
13600/20000 [===================>..........] - ETA: 3:35 - loss: 0.3477 - acc: 0.8471
13700/20000 [===================>..........] - ETA: 3:32 - loss: 0.3473 - acc: 0.8472
13800/20000 [===================>..........] - ETA: 3:29 - loss: 0.3473 - acc: 0.8472
13900/20000 [===================>..........] - ETA: 3:25 - loss: 0.3474 - acc: 0.8473
14000/20000 [====================>.........] - ETA: 3:22 - loss: 0.3474 - acc: 0.8472
14100/20000 [====================>.........] - ETA: 3:18 - loss: 0.3480 - acc: 0.8470
14200/20000 [====================>.........] - ETA: 3:15 - loss: 0.3475 - acc: 0.8473
14300/20000 [====================>.........] - ETA: 3:11 - loss: 0.3477 - acc: 0.8473
14400/20000 [====================>.........] - ETA: 3:08 - loss: 0.3469 - acc: 0.8476
14500/20000 [====================>.........] - ETA: 3:05 - loss: 0.3468 - acc: 0.8479
14600/20000 [====================>.........] - ETA: 3:01 - loss: 0.3466 - acc: 0.8477
14700/20000 [=====================>........] - ETA: 2:58 - loss: 0.3465 - acc: 0.8478
14800/20000 [=====================>........] - ETA: 2:54 - loss: 0.3461 - acc: 0.8480
14900/20000 [=====================>........] - ETA: 2:51 - loss: 0.3462 - acc: 0.8479
15000/20000 [=====================>........] - ETA: 2:48 - loss: 0.3459 - acc: 0.8479
15100/20000 [=====================>........] - ETA: 2:44 - loss: 0.3459 - acc: 0.8481
15200/20000 [=====================>........] - ETA: 2:41 - loss: 0.3464 - acc: 0.8480
15300/20000 [=====================>........] - ETA: 2:37 - loss: 0.3462 - acc: 0.8478
15400/20000 [======================>.......] - ETA: 2:34 - loss: 0.3457 - acc: 0.8481
15500/20000 [======================>.......] - ETA: 2:31 - loss: 0.3458 - acc: 0.8480
15600/20000 [======================>.......] - ETA: 2:27 - loss: 0.3460 - acc: 0.8478
15700/20000 [======================>.......] - ETA: 2:24 - loss: 0.3457 - acc: 0.8479
15800/20000 [======================>.......] - ETA: 2:20 - loss: 0.3453 - acc: 0.8481
15900/20000 [======================>.......] - ETA: 2:17 - loss: 0.3444 - acc: 0.8484
16000/20000 [=======================>......] - ETA: 2:14 - loss: 0.3449 - acc: 0.8482
16100/20000 [=======================>......] - ETA: 2:10 - loss: 0.3450 - acc: 0.8481
16200/20000 [=======================>......] - ETA: 2:07 - loss: 0.3451 - acc: 0.8479
16300/20000 [=======================>......] - ETA: 2:03 - loss: 0.3454 - acc: 0.8475
16400/20000 [=======================>......] - ETA: 2:00 - loss: 0.3452 - acc: 0.8477
16500/20000 [=======================>......] - ETA: 1:57 - loss: 0.3449 - acc: 0.8478
16600/20000 [=======================>......] - ETA: 1:53 - loss: 0.3450 - acc: 0.8479
16700/20000 [========================>.....] - ETA: 1:50 - loss: 0.3448 - acc: 0.8479
16800/20000 [========================>.....] - ETA: 1:47 - loss: 0.3450 - acc: 0.8478
16900/20000 [========================>.....] - ETA: 1:43 - loss: 0.3451 - acc: 0.8475
17000/20000 [========================>.....] - ETA: 1:40 - loss: 0.3452 - acc: 0.8474
17100/20000 [========================>.....] - ETA: 1:37 - loss: 0.3452 - acc: 0.8474
17200/20000 [========================>.....] - ETA: 1:33 - loss: 0.3456 - acc: 0.8474
17300/20000 [========================>.....] - ETA: 1:30 - loss: 0.3460 - acc: 0.8472
17400/20000 [=========================>....] - ETA: 1:26 - loss: 0.3461 - acc: 0.8471
17500/20000 [=========================>....] - ETA: 1:23 - loss: 0.3461 - acc: 0.8471
17600/20000 [=========================>....] - ETA: 1:20 - loss: 0.3462 - acc: 0.8471
17700/20000 [=========================>....] - ETA: 1:16 - loss: 0.3466 - acc: 0.8471
17800/20000 [=========================>....] - ETA: 1:13 - loss: 0.3466 - acc: 0.8473
17900/20000 [=========================>....] - ETA: 1:10 - loss: 0.3475 - acc: 0.8469
18000/20000 [==========================>...] - ETA: 1:06 - loss: 0.3482 - acc: 0.8465
18100/20000 [==========================>...] - ETA: 1:03 - loss: 0.3480 - acc: 0.8469
18200/20000 [==========================>...] - ETA: 1:00 - loss: 0.3480 - acc: 0.8468
18300/20000 [==========================>...] - ETA: 56s - loss: 0.3478 - acc: 0.8470
18400/20000 [==========================>...] - ETA: 53s - loss: 0.3481 - acc: 0.8467
18500/20000 [==========================>...] - ETA: 50s - loss: 0.3485 - acc: 0.8463
18600/20000 [==========================>...] - ETA: 46s - loss: 0.3486 - acc: 0.8462
18700/20000 [===========================>..] - ETA: 43s - loss: 0.3485 - acc: 0.8462
18800/20000 [===========================>..] - ETA: 40s - loss: 0.3484 - acc: 0.8463
18900/20000 [===========================>..] - ETA: 36s - loss: 0.3485 - acc: 0.8465
19000/20000 [===========================>..] - ETA: 33s - loss: 0.3488 - acc: 0.8462
19100/20000 [===========================>..] - ETA: 30s - loss: 0.3494 - acc: 0.8458
19200/20000 [===========================>..] - ETA: 26s - loss: 0.3493 - acc: 0.8458
19300/20000 [===========================>..] - ETA: 23s - loss: 0.3493 - acc: 0.8459
19400/20000 [============================>.] - ETA: 20s - loss: 0.3488 - acc: 0.8463
19500/20000 [============================>.] - ETA: 16s - loss: 0.3487 - acc: 0.8463
19600/20000 [============================>.] - ETA: 13s - loss: 0.3488 - acc: 0.8460
19700/20000 [============================>.] - ETA: 10s - loss: 0.3488 - acc: 0.8460
19800/20000 [============================>.] - ETA: 6s - loss: 0.3486 - acc: 0.8460
19900/20000 [============================>.] - ETA: 3s - loss: 0.3493 - acc: 0.8455
20000/20000 [==============================] - 676s 34ms/step - loss: 0.3496 - acc: 0.8452 - val_loss: 0.5225 - val_acc: 0.7576
Epoch 12/30
100/20000 [..............................] - ETA: 9:46 - loss: 0.2707 - acc: 0.9100
200/20000 [..............................] - ETA: 10:17 - loss: 0.3241 - acc: 0.8650
300/20000 [..............................] - ETA: 10:11 - loss: 0.3267 - acc: 0.8600
400/20000 [..............................] - ETA: 10:14 - loss: 0.3207 - acc: 0.8625
500/20000 [..............................] - ETA: 10:08 - loss: 0.3314 - acc: 0.8580
600/20000 [..............................] - ETA: 10:04 - loss: 0.3318 - acc: 0.8517
700/20000 [>.............................] - ETA: 10:01 - loss: 0.3401 - acc: 0.8443
800/20000 [>.............................] - ETA: 10:03 - loss: 0.3476 - acc: 0.8388
900/20000 [>.............................] - ETA: 10:07 - loss: 0.3488 - acc: 0.8433
1000/20000 [>.............................] - ETA: 10:05 - loss: 0.3534 - acc: 0.8380
1100/20000 [>.............................] - ETA: 10:02 - loss: 0.3522 - acc: 0.8364
1200/20000 [>.............................] - ETA: 9:59 - loss: 0.3550 - acc: 0.8383
1300/20000 [>.............................] - ETA: 9:56 - loss: 0.3519 - acc: 0.8408
1400/20000 [=>............................] - ETA: 9:51 - loss: 0.3488 - acc: 0.8429
1500/20000 [=>............................] - ETA: 9:49 - loss: 0.3444 - acc: 0.8473
1600/20000 [=>............................] - ETA: 9:47 - loss: 0.3441 - acc: 0.8469
1700/20000 [=>............................] - ETA: 9:40 - loss: 0.3426 - acc: 0.8488
1800/20000 [=>............................] - ETA: 9:36 - loss: 0.3487 - acc: 0.8461
1900/20000 [=>............................] - ETA: 9:35 - loss: 0.3468 - acc: 0.8468
2000/20000 [==>...........................] - ETA: 9:32 - loss: 0.3465 - acc: 0.8465
2100/20000 [==>...........................] - ETA: 9:27 - loss: 0.3516 - acc: 0.8448
2200/20000 [==>...........................] - ETA: 9:27 - loss: 0.3513 - acc: 0.8441
2300/20000 [==>...........................] - ETA: 9:22 - loss: 0.3500 - acc: 0.8439
2400/20000 [==>...........................] - ETA: 9:18 - loss: 0.3536 - acc: 0.8425
2500/20000 [==>...........................] - ETA: 9:15 - loss: 0.3523 - acc: 0.8412
2600/20000 [==>...........................] - ETA: 9:14 - loss: 0.3515 - acc: 0.8412
2700/20000 [===>..........................] - ETA: 9:10 - loss: 0.3511 - acc: 0.8400
2800/20000 [===>..........................] - ETA: 9:05 - loss: 0.3499 - acc: 0.8404
2900/20000 [===>..........................] - ETA: 9:04 - loss: 0.3478 - acc: 0.8410
3000/20000 [===>..........................] - ETA: 9:02 - loss: 0.3459 - acc: 0.8423
3100/20000 [===>..........................] - ETA: 9:01 - loss: 0.3448 - acc: 0.8432
3200/20000 [===>..........................] - ETA: 8:57 - loss: 0.3436 - acc: 0.8450
3300/20000 [===>..........................] - ETA: 8:55 - loss: 0.3422 - acc: 0.8467
3400/20000 [====>.........................] - ETA: 8:52 - loss: 0.3405 - acc: 0.8476
3500/20000 [====>.........................] - ETA: 8:50 - loss: 0.3387 - acc: 0.8486
3600/20000 [====>.........................] - ETA: 8:47 - loss: 0.3390 - acc: 0.8481
3700/20000 [====>.........................] - ETA: 8:44 - loss: 0.3388 - acc: 0.8486
3800/20000 [====>.........................] - ETA: 8:41 - loss: 0.3374 - acc: 0.8495
3900/20000 [====>.........................] - ETA: 8:37 - loss: 0.3350 - acc: 0.8515
4000/20000 [=====>........................] - ETA: 8:35 - loss: 0.3351 - acc: 0.8520
4100/20000 [=====>........................] - ETA: 8:32 - loss: 0.3342 - acc: 0.8527
4200/20000 [=====>........................] - ETA: 8:29 - loss: 0.3318 - acc: 0.8540
4300/20000 [=====>........................] - ETA: 8:25 - loss: 0.3323 - acc: 0.8540
4400/20000 [=====>........................] - ETA: 8:22 - loss: 0.3342 - acc: 0.8530
4500/20000 [=====>........................] - ETA: 8:19 - loss: 0.3325 - acc: 0.8531
4600/20000 [=====>........................] - ETA: 8:16 - loss: 0.3339 - acc: 0.8524
4700/20000 [======>.......................] - ETA: 8:13 - loss: 0.3332 - acc: 0.8530
4800/20000 [======>.......................] - ETA: 8:10 - loss: 0.3324 - acc: 0.8535
4900/20000 [======>.......................] - ETA: 8:06 - loss: 0.3310 - acc: 0.8547
5000/20000 [======>.......................] - ETA: 8:03 - loss: 0.3329 - acc: 0.8532
5100/20000 [======>.......................] - ETA: 8:00 - loss: 0.3323 - acc: 0.8535
5200/20000 [======>.......................] - ETA: 7:57 - loss: 0.3313 - acc: 0.8546
5300/20000 [======>.......................] - ETA: 7:53 - loss: 0.3317 - acc: 0.8536
5400/20000 [=======>......................] - ETA: 7:51 - loss: 0.3312 - acc: 0.8535
5500/20000 [=======>......................] - ETA: 7:47 - loss: 0.3289 - acc: 0.8545
5600/20000 [=======>......................] - ETA: 7:43 - loss: 0.3317 - acc: 0.8538
5700/20000 [=======>......................] - ETA: 7:40 - loss: 0.3328 - acc: 0.8525
5800/20000 [=======>......................] - ETA: 7:37 - loss: 0.3325 - acc: 0.8531
5900/20000 [=======>......................] - ETA: 7:35 - loss: 0.3319 - acc: 0.8534
6000/20000 [========>.....................] - ETA: 7:31 - loss: 0.3322 - acc: 0.8527
6100/20000 [========>.....................] - ETA: 7:28 - loss: 0.3323 - acc: 0.8523
6200/20000 [========>.....................] - ETA: 7:25 - loss: 0.3333 - acc: 0.8523
6300/20000 [========>.....................] - ETA: 7:21 - loss: 0.3351 - acc: 0.8517
6400/20000 [========>.....................] - ETA: 7:18 - loss: 0.3361 - acc: 0.8506
6500/20000 [========>.....................] - ETA: 7:14 - loss: 0.3371 - acc: 0.8500
6600/20000 [========>.....................] - ETA: 7:10 - loss: 0.3372 - acc: 0.8495
6700/20000 [=========>....................] - ETA: 7:07 - loss: 0.3379 - acc: 0.8487
6800/20000 [=========>....................] - ETA: 7:04 - loss: 0.3380 - acc: 0.8490
6900/20000 [=========>....................] - ETA: 7:01 - loss: 0.3381 - acc: 0.8488
7000/20000 [=========>....................] - ETA: 6:58 - loss: 0.3373 - acc: 0.8496
7100/20000 [=========>....................] - ETA: 6:55 - loss: 0.3367 - acc: 0.8503
7200/20000 [=========>....................] - ETA: 6:52 - loss: 0.3362 - acc: 0.8504
7300/20000 [=========>....................] - ETA: 6:49 - loss: 0.3361 - acc: 0.8504
7400/20000 [==========>...................] - ETA: 6:46 - loss: 0.3364 - acc: 0.8503
7500/20000 [==========>...................] - ETA: 6:43 - loss: 0.3358 - acc: 0.8504
7600/20000 [==========>...................] - ETA: 6:40 - loss: 0.3361 - acc: 0.8504
7700/20000 [==========>...................] - ETA: 6:36 - loss: 0.3372 - acc: 0.8496
7800/20000 [==========>...................] - ETA: 6:33 - loss: 0.3365 - acc: 0.8501
7900/20000 [==========>...................] - ETA: 6:30 - loss: 0.3370 - acc: 0.8499
8000/20000 [===========>..................] - ETA: 6:27 - loss: 0.3365 - acc: 0.8504
8100/20000 [===========>..................] - ETA: 6:24 - loss: 0.3370 - acc: 0.8505
8200/20000 [===========>..................] - ETA: 6:21 - loss: 0.3365 - acc: 0.8509
8300/20000 [===========>..................] - ETA: 6:18 - loss: 0.3361 - acc: 0.8508
8400/20000 [===========>..................] - ETA: 6:15 - loss: 0.3359 - acc: 0.8510
8500/20000 [===========>..................] - ETA: 6:11 - loss: 0.3348 - acc: 0.8516
8600/20000 [===========>..................] - ETA: 6:08 - loss: 0.3337 - acc: 0.8523
8700/20000 [============>.................] - ETA: 6:05 - loss: 0.3338 - acc: 0.8524
8800/20000 [============>.................] - ETA: 6:02 - loss: 0.3329 - acc: 0.8532
8900/20000 [============>.................] - ETA: 5:59 - loss: 0.3322 - acc: 0.8540
9000/20000 [============>.................] - ETA: 5:56 - loss: 0.3315 - acc: 0.8542
9100/20000 [============>.................] - ETA: 5:52 - loss: 0.3303 - acc: 0.8548
9200/20000 [============>.................] - ETA: 5:49 - loss: 0.3308 - acc: 0.8549
9300/20000 [============>.................] - ETA: 5:46 - loss: 0.3295 - acc: 0.8552
9400/20000 [=============>................] - ETA: 5:42 - loss: 0.3296 - acc: 0.8552
9500/20000 [=============>................] - ETA: 5:39 - loss: 0.3294 - acc: 0.8549
9600/20000 [=============>................] - ETA: 5:36 - loss: 0.3301 - acc: 0.8547
9700/20000 [=============>................] - ETA: 5:33 - loss: 0.3300 - acc: 0.8549
9800/20000 [=============>................] - ETA: 5:29 - loss: 0.3306 - acc: 0.8551
9900/20000 [=============>................] - ETA: 5:26 - loss: 0.3312 - acc: 0.8551
10000/20000 [==============>...............] - ETA: 5:23 - loss: 0.3315 - acc: 0.8550
10100/20000 [==============>...............] - ETA: 5:19 - loss: 0.3317 - acc: 0.8552
10200/20000 [==============>...............] - ETA: 5:16 - loss: 0.3317 - acc: 0.8552
10300/20000 [==============>...............] - ETA: 5:13 - loss: 0.3321 - acc: 0.8548
10400/20000 [==============>...............] - ETA: 5:10 - loss: 0.3320 - acc: 0.8546
10500/20000 [==============>...............] - ETA: 5:06 - loss: 0.3327 - acc: 0.8539
10600/20000 [==============>...............] - ETA: 5:03 - loss: 0.3337 - acc: 0.8534
10700/20000 [===============>..............] - ETA: 5:00 - loss: 0.3331 - acc: 0.8538
10800/20000 [===============>..............] - ETA: 4:57 - loss: 0.3333 - acc: 0.8538
10900/20000 [===============>..............] - ETA: 4:54 - loss: 0.3334 - acc: 0.8537
11000/20000 [===============>..............] - ETA: 4:51 - loss: 0.3342 - acc: 0.8531
11100/20000 [===============>..............] - ETA: 4:47 - loss: 0.3342 - acc: 0.8532
11200/20000 [===============>..............] - ETA: 4:44 - loss: 0.3341 - acc: 0.8529
11300/20000 [===============>..............] - ETA: 4:41 - loss: 0.3346 - acc: 0.8527
11400/20000 [================>.............] - ETA: 4:38 - loss: 0.3348 - acc: 0.8525
11500/20000 [================>.............] - ETA: 4:34 - loss: 0.3351 - acc: 0.8523
11600/20000 [================>.............] - ETA: 4:31 - loss: 0.3351 - acc: 0.8523
11700/20000 [================>.............] - ETA: 4:28 - loss: 0.3351 - acc: 0.8526
11800/20000 [================>.............] - ETA: 4:25 - loss: 0.3350 - acc: 0.8525
11900/20000 [================>.............] - ETA: 4:22 - loss: 0.3346 - acc: 0.8526
12000/20000 [=================>............] - ETA: 4:19 - loss: 0.3347 - acc: 0.8523
12100/20000 [=================>............] - ETA: 4:15 - loss: 0.3347 - acc: 0.8522
12200/20000 [=================>............] - ETA: 4:12 - loss: 0.3349 - acc: 0.8520
12300/20000 [=================>............] - ETA: 4:09 - loss: 0.3342 - acc: 0.8523
12400/20000 [=================>............] - ETA: 4:06 - loss: 0.3340 - acc: 0.8528
12500/20000 [=================>............] - ETA: 4:03 - loss: 0.3348 - acc: 0.8526
12600/20000 [=================>............] - ETA: 3:59 - loss: 0.3342 - acc: 0.8528
12700/20000 [==================>...........] - ETA: 3:56 - loss: 0.3340 - acc: 0.8527
12800/20000 [==================>...........] - ETA: 3:53 - loss: 0.3331 - acc: 0.8530
12900/20000 [==================>...........] - ETA: 3:50 - loss: 0.3323 - acc: 0.8536
13000/20000 [==================>...........] - ETA: 3:46 - loss: 0.3330 - acc: 0.8534
13100/20000 [==================>...........] - ETA: 3:43 - loss: 0.3331 - acc: 0.8536
13200/20000 [==================>...........] - ETA: 3:40 - loss: 0.3333 - acc: 0.8538
13300/20000 [==================>...........] - ETA: 3:37 - loss: 0.3330 - acc: 0.8541
13400/20000 [===================>..........] - ETA: 3:34 - loss: 0.3324 - acc: 0.8543
13500/20000 [===================>..........] - ETA: 3:31 - loss: 0.3325 - acc: 0.8543
13600/20000 [===================>..........] - ETA: 3:27 - loss: 0.3323 - acc: 0.8543
13700/20000 [===================>..........] - ETA: 3:24 - loss: 0.3321 - acc: 0.8542
13800/20000 [===================>..........] - ETA: 3:21 - loss: 0.3319 - acc: 0.8545
13900/20000 [===================>..........] - ETA: 3:17 - loss: 0.3318 - acc: 0.8545
14000/20000 [====================>.........] - ETA: 3:14 - loss: 0.3312 - acc: 0.8546
14100/20000 [====================>.........] - ETA: 3:11 - loss: 0.3310 - acc: 0.8548
14200/20000 [====================>.........] - ETA: 3:08 - loss: 0.3309 - acc: 0.8549
14300/20000 [====================>.........] - ETA: 3:04 - loss: 0.3307 - acc: 0.8550
14400/20000 [====================>.........] - ETA: 3:01 - loss: 0.3304 - acc: 0.8551
14500/20000 [====================>.........] - ETA: 2:58 - loss: 0.3308 - acc: 0.8550
14600/20000 [====================>.........] - ETA: 2:55 - loss: 0.3304 - acc: 0.8551
14700/20000 [=====================>........] - ETA: 2:51 - loss: 0.3312 - acc: 0.8547
14800/20000 [=====================>........] - ETA: 2:48 - loss: 0.3308 - acc: 0.8550
14900/20000 [=====================>........] - ETA: 2:45 - loss: 0.3306 - acc: 0.8553
15000/20000 [=====================>........] - ETA: 2:42 - loss: 0.3302 - acc: 0.8554
15100/20000 [=====================>........] - ETA: 2:38 - loss: 0.3304 - acc: 0.8552
15200/20000 [=====================>........] - ETA: 2:35 - loss: 0.3299 - acc: 0.8555
15300/20000 [=====================>........] - ETA: 2:32 - loss: 0.3296 - acc: 0.8558
15400/20000 [======================>.......] - ETA: 2:29 - loss: 0.3298 - acc: 0.8556
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.3301 - acc: 0.8555
15600/20000 [======================>.......] - ETA: 2:22 - loss: 0.3305 - acc: 0.8552
15700/20000 [======================>.......] - ETA: 2:19 - loss: 0.3302 - acc: 0.8552
15800/20000 [======================>.......] - ETA: 2:16 - loss: 0.3309 - acc: 0.8551
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.3307 - acc: 0.8552
16000/20000 [=======================>......] - ETA: 2:09 - loss: 0.3305 - acc: 0.8552
16100/20000 [=======================>......] - ETA: 2:06 - loss: 0.3304 - acc: 0.8552
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.3301 - acc: 0.8555
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.3301 - acc: 0.8555
16400/20000 [=======================>......] - ETA: 1:56 - loss: 0.3299 - acc: 0.8555
16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.3304 - acc: 0.8550
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.3306 - acc: 0.8548
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.3302 - acc: 0.8548
16800/20000 [========================>.....] - ETA: 1:43 - loss: 0.3302 - acc: 0.8548
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.3299 - acc: 0.8550
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.3303 - acc: 0.8548
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.3302 - acc: 0.8548
17200/20000 [========================>.....] - ETA: 1:30 - loss: 0.3304 - acc: 0.8544
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.3298 - acc: 0.8547
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.3299 - acc: 0.8545
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.3298 - acc: 0.8543
17600/20000 [=========================>....] - ETA: 1:17 - loss: 0.3293 - acc: 0.8546
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.3293 - acc: 0.8546
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.3293 - acc: 0.8547
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.3296 - acc: 0.8546
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.3295 - acc: 0.8544
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.3291 - acc: 0.8548
18200/20000 [==========================>...] - ETA: 58s - loss: 0.3292 - acc: 0.8547
18300/20000 [==========================>...] - ETA: 55s - loss: 0.3292 - acc: 0.8547
18400/20000 [==========================>...] - ETA: 52s - loss: 0.3295 - acc: 0.8545
18500/20000 [==========================>...] - ETA: 48s - loss: 0.3295 - acc: 0.8546
18600/20000 [==========================>...] - ETA: 45s - loss: 0.3293 - acc: 0.8547
18700/20000 [===========================>..] - ETA: 42s - loss: 0.3289 - acc: 0.8549
18800/20000 [===========================>..] - ETA: 39s - loss: 0.3287 - acc: 0.8551
18900/20000 [===========================>..] - ETA: 35s - loss: 0.3288 - acc: 0.8549
19000/20000 [===========================>..] - ETA: 32s - loss: 0.3284 - acc: 0.8552
19100/20000 [===========================>..] - ETA: 29s - loss: 0.3285 - acc: 0.8552
19200/20000 [===========================>..] - ETA: 26s - loss: 0.3286 - acc: 0.8553
19300/20000 [===========================>..] - ETA: 22s - loss: 0.3290 - acc: 0.8552
19400/20000 [============================>.] - ETA: 19s - loss: 0.3291 - acc: 0.8551
19500/20000 [============================>.] - ETA: 16s - loss: 0.3290 - acc: 0.8551
19600/20000 [============================>.] - ETA: 13s - loss: 0.3287 - acc: 0.8551
19700/20000 [============================>.] - ETA: 9s - loss: 0.3290 - acc: 0.8550
19800/20000 [============================>.] - ETA: 6s - loss: 0.3288 - acc: 0.8550
19900/20000 [============================>.] - ETA: 3s - loss: 0.3300 - acc: 0.8544
20000/20000 [==============================] - 661s 33ms/step - loss: 0.3301 - acc: 0.8545 - val_loss: 0.3948 - val_acc: 0.8374
Epoch 13/30
100/20000 [..............................] - ETA: 9:41 - loss: 0.3652 - acc: 0.8400
200/20000 [..............................] - ETA: 10:43 - loss: 0.3185 - acc: 0.8650
300/20000 [..............................] - ETA: 11:09 - loss: 0.3290 - acc: 0.8633
400/20000 [..............................] - ETA: 11:11 - loss: 0.3219 - acc: 0.8700
500/20000 [..............................] - ETA: 11:11 - loss: 0.3103 - acc: 0.8660
600/20000 [..............................] - ETA: 11:09 - loss: 0.3134 - acc: 0.8683
700/20000 [>.............................] - ETA: 10:59 - loss: 0.3161 - acc: 0.8643
800/20000 [>.............................] - ETA: 10:45 - loss: 0.3128 - acc: 0.8662
900/20000 [>.............................] - ETA: 10:41 - loss: 0.3173 - acc: 0.8644
1000/20000 [>.............................] - ETA: 10:32 - loss: 0.3108 - acc: 0.8700
1100/20000 [>.............................] - ETA: 10:34 - loss: 0.3182 - acc: 0.8636
1200/20000 [>.............................] - ETA: 10:32 - loss: 0.3151 - acc: 0.8650
1300/20000 [>.............................] - ETA: 10:29 - loss: 0.3183 - acc: 0.8646
1400/20000 [=>............................] - ETA: 10:28 - loss: 0.3208 - acc: 0.8600
1500/20000 [=>............................] - ETA: 10:24 - loss: 0.3230 - acc: 0.8613
1600/20000 [=>............................] - ETA: 10:16 - loss: 0.3234 - acc: 0.8631
1700/20000 [=>............................] - ETA: 10:10 - loss: 0.3201 - acc: 0.8624
1800/20000 [=>............................] - ETA: 10:06 - loss: 0.3189 - acc: 0.8639
1900/20000 [=>............................] - ETA: 10:01 - loss: 0.3160 - acc: 0.8653
2000/20000 [==>...........................] - ETA: 9:56 - loss: 0.3140 - acc: 0.8670
2100/20000 [==>...........................] - ETA: 9:52 - loss: 0.3159 - acc: 0.8676
2200/20000 [==>...........................] - ETA: 9:47 - loss: 0.3180 - acc: 0.8664
2300/20000 [==>...........................] - ETA: 9:41 - loss: 0.3179 - acc: 0.8661
2400/20000 [==>...........................] - ETA: 9:37 - loss: 0.3121 - acc: 0.8687
2500/20000 [==>...........................] - ETA: 9:32 - loss: 0.3103 - acc: 0.8688
2600/20000 [==>...........................] - ETA: 9:27 - loss: 0.3064 - acc: 0.8704
2700/20000 [===>..........................] - ETA: 9:25 - loss: 0.3048 - acc: 0.8707
2800/20000 [===>..........................] - ETA: 9:21 - loss: 0.3038 - acc: 0.8711
2900/20000 [===>..........................] - ETA: 9:17 - loss: 0.2997 - acc: 0.8728
3000/20000 [===>..........................] - ETA: 9:13 - loss: 0.3014 - acc: 0.8713
3100/20000 [===>..........................] - ETA: 9:11 - loss: 0.3009 - acc: 0.8713
3200/20000 [===>..........................] - ETA: 9:08 - loss: 0.3017 - acc: 0.8709
3300/20000 [===>..........................] - ETA: 9:05 - loss: 0.3029 - acc: 0.8700
3400/20000 [====>.........................] - ETA: 9:02 - loss: 0.3016 - acc: 0.8703
3500/20000 [====>.........................] - ETA: 8:59 - loss: 0.3036 - acc: 0.8697
3600/20000 [====>.........................] - ETA: 8:56 - loss: 0.3048 - acc: 0.8686
3700/20000 [====>.........................] - ETA: 8:53 - loss: 0.3052 - acc: 0.8681
3800/20000 [====>.........................] - ETA: 8:50 - loss: 0.3100 - acc: 0.8663
3900/20000 [====>.........................] - ETA: 8:49 - loss: 0.3095 - acc: 0.8659
4000/20000 [=====>........................] - ETA: 8:45 - loss: 0.3088 - acc: 0.8665
4100/20000 [=====>........................] - ETA: 8:42 - loss: 0.3098 - acc: 0.8656
4200/20000 [=====>........................] - ETA: 8:38 - loss: 0.3099 - acc: 0.8662
4300/20000 [=====>........................] - ETA: 8:35 - loss: 0.3103 - acc: 0.8660
4400/20000 [=====>........................] - ETA: 8:32 - loss: 0.3099 - acc: 0.8655
4500/20000 [=====>........................] - ETA: 8:29 - loss: 0.3096 - acc: 0.8660
4600/20000 [=====>........................] - ETA: 8:25 - loss: 0.3104 - acc: 0.8654
4700/20000 [======>.......................] - ETA: 8:22 - loss: 0.3108 - acc: 0.8655
4800/20000 [======>.......................] - ETA: 8:18 - loss: 0.3110 - acc: 0.8660
4900/20000 [======>.......................] - ETA: 8:16 - loss: 0.3107 - acc: 0.8663
5000/20000 [======>.......................] - ETA: 8:12 - loss: 0.3101 - acc: 0.8670
5100/20000 [======>.......................] - ETA: 8:09 - loss: 0.3107 - acc: 0.8667
5200/20000 [======>.......................] - ETA: 8:06 - loss: 0.3105 - acc: 0.8673
5300/20000 [======>.......................] - ETA: 8:03 - loss: 0.3111 - acc: 0.8668
5400/20000 [=======>......................] - ETA: 8:00 - loss: 0.3116 - acc: 0.8657
5500/20000 [=======>......................] - ETA: 7:56 - loss: 0.3117 - acc: 0.8658
5600/20000 [=======>......................] - ETA: 7:53 - loss: 0.3114 - acc: 0.8661
5700/20000 [=======>......................] - ETA: 7:50 - loss: 0.3115 - acc: 0.8661
5800/20000 [=======>......................] - ETA: 7:47 - loss: 0.3115 - acc: 0.8664
5900/20000 [=======>......................] - ETA: 7:43 - loss: 0.3102 - acc: 0.8664
6000/20000 [========>.....................] - ETA: 7:41 - loss: 0.3096 - acc: 0.8663
6100/20000 [========>.....................] - ETA: 7:37 - loss: 0.3112 - acc: 0.8652
6200/20000 [========>.....................] - ETA: 7:34 - loss: 0.3114 - acc: 0.8650
6300/20000 [========>.....................] - ETA: 7:32 - loss: 0.3109 - acc: 0.8652
6400/20000 [========>.....................] - ETA: 7:28 - loss: 0.3145 - acc: 0.8637
6500/20000 [========>.....................] - ETA: 7:25 - loss: 0.3135 - acc: 0.8643
6600/20000 [========>.....................] - ETA: 7:21 - loss: 0.3141 - acc: 0.8638
6700/20000 [=========>....................] - ETA: 7:18 - loss: 0.3147 - acc: 0.8633
6800/20000 [=========>....................] - ETA: 7:14 - loss: 0.3151 - acc: 0.8628
6900/20000 [=========>....................] - ETA: 7:11 - loss: 0.3143 - acc: 0.8632
7000/20000 [=========>....................] - ETA: 7:08 - loss: 0.3141 - acc: 0.8627
7100/20000 [=========>....................] - ETA: 7:05 - loss: 0.3133 - acc: 0.8632
7200/20000 [=========>....................] - ETA: 7:01 - loss: 0.3128 - acc: 0.8636
7300/20000 [=========>....................] - ETA: 6:58 - loss: 0.3119 - acc: 0.8641
7400/20000 [==========>...................] - ETA: 6:55 - loss: 0.3123 - acc: 0.8642
7500/20000 [==========>...................] - ETA: 6:51 - loss: 0.3126 - acc: 0.8637
7600/20000 [==========>...................] - ETA: 6:48 - loss: 0.3123 - acc: 0.8642
7700/20000 [==========>...................] - ETA: 6:45 - loss: 0.3114 - acc: 0.8647
7800/20000 [==========>...................] - ETA: 6:42 - loss: 0.3129 - acc: 0.8635
7900/20000 [==========>...................] - ETA: 6:39 - loss: 0.3139 - acc: 0.8627
8000/20000 [===========>..................] - ETA: 6:35 - loss: 0.3127 - acc: 0.8637
8100/20000 [===========>..................] - ETA: 6:32 - loss: 0.3132 - acc: 0.8632
8200/20000 [===========>..................] - ETA: 6:29 - loss: 0.3143 - acc: 0.8628
8300/20000 [===========>..................] - ETA: 6:26 - loss: 0.3147 - acc: 0.8631
8400/20000 [===========>..................] - ETA: 6:22 - loss: 0.3140 - acc: 0.8636
8500/20000 [===========>..................] - ETA: 6:19 - loss: 0.3137 - acc: 0.8636
8600/20000 [===========>..................] - ETA: 6:15 - loss: 0.3141 - acc: 0.8638
8700/20000 [============>.................] - ETA: 6:12 - loss: 0.3142 - acc: 0.8639
8800/20000 [============>.................] - ETA: 6:09 - loss: 0.3141 - acc: 0.8639
8900/20000 [============>.................] - ETA: 6:06 - loss: 0.3138 - acc: 0.8640
9000/20000 [============>.................] - ETA: 6:02 - loss: 0.3136 - acc: 0.8640
9100/20000 [============>.................] - ETA: 5:59 - loss: 0.3135 - acc: 0.8641
9200/20000 [============>.................] - ETA: 5:56 - loss: 0.3135 - acc: 0.8642
9300/20000 [============>.................] - ETA: 5:53 - loss: 0.3132 - acc: 0.8646
9400/20000 [=============>................] - ETA: 5:49 - loss: 0.3129 - acc: 0.8650
9500/20000 [=============>................] - ETA: 5:46 - loss: 0.3122 - acc: 0.8656
9600/20000 [=============>................] - ETA: 5:43 - loss: 0.3115 - acc: 0.8659
9700/20000 [=============>................] - ETA: 5:39 - loss: 0.3114 - acc: 0.8660
9800/20000 [=============>................] - ETA: 5:36 - loss: 0.3120 - acc: 0.8656
9900/20000 [=============>................] - ETA: 5:33 - loss: 0.3119 - acc: 0.8655
10000/20000 [==============>...............] - ETA: 5:29 - loss: 0.3125 - acc: 0.8653
10100/20000 [==============>...............] - ETA: 5:26 - loss: 0.3134 - acc: 0.8648
10200/20000 [==============>...............] - ETA: 5:23 - loss: 0.3123 - acc: 0.8654
10300/20000 [==============>...............] - ETA: 5:20 - loss: 0.3128 - acc: 0.8650
10400/20000 [==============>...............] - ETA: 5:16 - loss: 0.3138 - acc: 0.8647
10500/20000 [==============>...............] - ETA: 5:13 - loss: 0.3144 - acc: 0.8645
10600/20000 [==============>...............] - ETA: 5:10 - loss: 0.3151 - acc: 0.8638
10700/20000 [===============>..............] - ETA: 5:06 - loss: 0.3151 - acc: 0.8637
10800/20000 [===============>..............] - ETA: 5:03 - loss: 0.3148 - acc: 0.8639
10900/20000 [===============>..............] - ETA: 5:00 - loss: 0.3140 - acc: 0.8643
11000/20000 [===============>..............] - ETA: 4:57 - loss: 0.3141 - acc: 0.8644
11100/20000 [===============>..............] - ETA: 4:53 - loss: 0.3142 - acc: 0.8643
11200/20000 [===============>..............] - ETA: 4:50 - loss: 0.3146 - acc: 0.8642
11300/20000 [===============>..............] - ETA: 4:47 - loss: 0.3146 - acc: 0.8644
11400/20000 [================>.............] - ETA: 4:43 - loss: 0.3148 - acc: 0.8645
11500/20000 [================>.............] - ETA: 4:40 - loss: 0.3152 - acc: 0.8644
11600/20000 [================>.............] - ETA: 4:37 - loss: 0.3151 - acc: 0.8645
11700/20000 [================>.............] - ETA: 4:34 - loss: 0.3159 - acc: 0.8638
11800/20000 [================>.............] - ETA: 4:30 - loss: 0.3158 - acc: 0.8640
11900/20000 [================>.............] - ETA: 4:27 - loss: 0.3159 - acc: 0.8639
12000/20000 [=================>............] - ETA: 4:24 - loss: 0.3163 - acc: 0.8638
12100/20000 [=================>............] - ETA: 4:21 - loss: 0.3166 - acc: 0.8634
12200/20000 [=================>............] - ETA: 4:17 - loss: 0.3165 - acc: 0.8633
12300/20000 [=================>............] - ETA: 4:14 - loss: 0.3170 - acc: 0.8628
12400/20000 [=================>............] - ETA: 4:11 - loss: 0.3169 - acc: 0.8628
12500/20000 [=================>............] - ETA: 4:07 - loss: 0.3161 - acc: 0.8630
12600/20000 [=================>............] - ETA: 4:04 - loss: 0.3155 - acc: 0.8631
12700/20000 [==================>...........] - ETA: 4:01 - loss: 0.3158 - acc: 0.8631
12800/20000 [==================>...........] - ETA: 3:57 - loss: 0.3155 - acc: 0.8634
12900/20000 [==================>...........] - ETA: 3:54 - loss: 0.3153 - acc: 0.8633
13000/20000 [==================>...........] - ETA: 3:51 - loss: 0.3155 - acc: 0.8632
13100/20000 [==================>...........] - ETA: 3:48 - loss: 0.3156 - acc: 0.8633
13200/20000 [==================>...........] - ETA: 3:44 - loss: 0.3153 - acc: 0.8633
13300/20000 [==================>...........] - ETA: 3:41 - loss: 0.3159 - acc: 0.8634
13400/20000 [===================>..........] - ETA: 3:38 - loss: 0.3164 - acc: 0.8630
13500/20000 [===================>..........] - ETA: 3:34 - loss: 0.3163 - acc: 0.8630
13600/20000 [===================>..........] - ETA: 3:31 - loss: 0.3167 - acc: 0.8629
13700/20000 [===================>..........] - ETA: 3:27 - loss: 0.3165 - acc: 0.8628
13800/20000 [===================>..........] - ETA: 3:24 - loss: 0.3161 - acc: 0.8630
13900/20000 [===================>..........] - ETA: 3:21 - loss: 0.3159 - acc: 0.8632
14000/20000 [====================>.........] - ETA: 3:18 - loss: 0.3154 - acc: 0.8634
14100/20000 [====================>.........] - ETA: 3:14 - loss: 0.3150 - acc: 0.8635
14200/20000 [====================>.........] - ETA: 3:11 - loss: 0.3154 - acc: 0.8633
14300/20000 [====================>.........] - ETA: 3:08 - loss: 0.3155 - acc: 0.8631
14400/20000 [====================>.........] - ETA: 3:04 - loss: 0.3160 - acc: 0.8630
14500/20000 [====================>.........] - ETA: 3:01 - loss: 0.3159 - acc: 0.8628
14600/20000 [====================>.........] - ETA: 2:58 - loss: 0.3160 - acc: 0.8627
14700/20000 [=====================>........] - ETA: 2:55 - loss: 0.3162 - acc: 0.8629
14800/20000 [=====================>........] - ETA: 2:51 - loss: 0.3159 - acc: 0.8630
14900/20000 [=====================>........] - ETA: 2:48 - loss: 0.3160 - acc: 0.8630
15000/20000 [=====================>........] - ETA: 2:45 - loss: 0.3159 - acc: 0.8630
15100/20000 [=====================>........] - ETA: 2:41 - loss: 0.3161 - acc: 0.8630
15200/20000 [=====================>........] - ETA: 2:38 - loss: 0.3166 - acc: 0.8625
15300/20000 [=====================>........] - ETA: 2:35 - loss: 0.3166 - acc: 0.8627
15400/20000 [======================>.......] - ETA: 2:31 - loss: 0.3168 - acc: 0.8628
15500/20000 [======================>.......] - ETA: 2:28 - loss: 0.3168 - acc: 0.8628
15600/20000 [======================>.......] - ETA: 2:25 - loss: 0.3168 - acc: 0.8629
15700/20000 [======================>.......] - ETA: 2:21 - loss: 0.3170 - acc: 0.8628
15800/20000 [======================>.......] - ETA: 2:18 - loss: 0.3173 - acc: 0.8626
15900/20000 [======================>.......] - ETA: 2:15 - loss: 0.3175 - acc: 0.8625
16000/20000 [=======================>......] - ETA: 2:12 - loss: 0.3173 - acc: 0.8623
16100/20000 [=======================>......] - ETA: 2:08 - loss: 0.3174 - acc: 0.8624
16200/20000 [=======================>......] - ETA: 2:05 - loss: 0.3173 - acc: 0.8624
16300/20000 [=======================>......] - ETA: 2:02 - loss: 0.3177 - acc: 0.8621
16400/20000 [=======================>......] - ETA: 1:58 - loss: 0.3178 - acc: 0.8617
16500/20000 [=======================>......] - ETA: 1:55 - loss: 0.3181 - acc: 0.8616
16600/20000 [=======================>......] - ETA: 1:52 - loss: 0.3179 - acc: 0.8617
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.3181 - acc: 0.8617
16800/20000 [========================>.....] - ETA: 1:45 - loss: 0.3175 - acc: 0.8621
16900/20000 [========================>.....] - ETA: 1:42 - loss: 0.3175 - acc: 0.8621
17000/20000 [========================>.....] - ETA: 1:39 - loss: 0.3172 - acc: 0.8621
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.3170 - acc: 0.8620
17200/20000 [========================>.....] - ETA: 1:32 - loss: 0.3172 - acc: 0.8621
17300/20000 [========================>.....] - ETA: 1:29 - loss: 0.3175 - acc: 0.8620
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.3174 - acc: 0.8618
17500/20000 [=========================>....] - ETA: 1:22 - loss: 0.3179 - acc: 0.8615
17600/20000 [=========================>....] - ETA: 1:19 - loss: 0.3182 - acc: 0.8613
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.3178 - acc: 0.8615
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.3174 - acc: 0.8617
17900/20000 [=========================>....] - ETA: 1:09 - loss: 0.3169 - acc: 0.8621
18000/20000 [==========================>...] - ETA: 1:06 - loss: 0.3166 - acc: 0.8622
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.3163 - acc: 0.8624
18200/20000 [==========================>...] - ETA: 59s - loss: 0.3165 - acc: 0.8625
18300/20000 [==========================>...] - ETA: 56s - loss: 0.3162 - acc: 0.8626
18400/20000 [==========================>...] - ETA: 52s - loss: 0.3162 - acc: 0.8626
18500/20000 [==========================>...] - ETA: 49s - loss: 0.3162 - acc: 0.8625
18600/20000 [==========================>...] - ETA: 46s - loss: 0.3162 - acc: 0.8624
18700/20000 [===========================>..] - ETA: 42s - loss: 0.3161 - acc: 0.8625
18800/20000 [===========================>..] - ETA: 39s - loss: 0.3160 - acc: 0.8627
18900/20000 [===========================>..] - ETA: 36s - loss: 0.3157 - acc: 0.8627
19000/20000 [===========================>..] - ETA: 33s - loss: 0.3156 - acc: 0.8627
19100/20000 [===========================>..] - ETA: 29s - loss: 0.3155 - acc: 0.8627
19200/20000 [===========================>..] - ETA: 26s - loss: 0.3153 - acc: 0.8629
19300/20000 [===========================>..] - ETA: 23s - loss: 0.3155 - acc: 0.8627
19400/20000 [============================>.] - ETA: 19s - loss: 0.3153 - acc: 0.8629
19500/20000 [============================>.] - ETA: 16s - loss: 0.3152 - acc: 0.8630
19600/20000 [============================>.] - ETA: 13s - loss: 0.3157 - acc: 0.8626
19700/20000 [============================>.] - ETA: 9s - loss: 0.3160 - acc: 0.8624
19800/20000 [============================>.] - ETA: 6s - loss: 0.3161 - acc: 0.8625
19900/20000 [============================>.] - ETA: 3s - loss: 0.3160 - acc: 0.8626
20000/20000 [==============================] - 671s 34ms/step - loss: 0.3161 - acc: 0.8624 - val_loss: 0.5857 - val_acc: 0.7344
Epoch 14/30
100/20000 [..............................] - ETA: 10:08 - loss: 0.3176 - acc: 0.8500
200/20000 [..............................] - ETA: 10:31 - loss: 0.3105 - acc: 0.8700
300/20000 [..............................] - ETA: 10:46 - loss: 0.2891 - acc: 0.8800
400/20000 [..............................] - ETA: 10:50 - loss: 0.2965 - acc: 0.8675
500/20000 [..............................] - ETA: 10:44 - loss: 0.2902 - acc: 0.8760
600/20000 [..............................] - ETA: 10:38 - loss: 0.2933 - acc: 0.8717
700/20000 [>.............................] - ETA: 10:28 - loss: 0.2936 - acc: 0.8686
800/20000 [>.............................] - ETA: 10:29 - loss: 0.2934 - acc: 0.8688
900/20000 [>.............................] - ETA: 10:27 - loss: 0.3075 - acc: 0.8600
1000/20000 [>.............................] - ETA: 10:24 - loss: 0.3039 - acc: 0.8630
1100/20000 [>.............................] - ETA: 10:20 - loss: 0.3002 - acc: 0.8645
1200/20000 [>.............................] - ETA: 10:38 - loss: 0.3041 - acc: 0.8625
1300/20000 [>.............................] - ETA: 10:30 - loss: 0.3044 - acc: 0.8646
1400/20000 [=>............................] - ETA: 10:27 - loss: 0.3080 - acc: 0.8629
1500/20000 [=>............................] - ETA: 10:26 - loss: 0.3058 - acc: 0.8647
1600/20000 [=>............................] - ETA: 10:21 - loss: 0.3037 - acc: 0.8675
1700/20000 [=>............................] - ETA: 10:17 - loss: 0.3016 - acc: 0.8688
1800/20000 [=>............................] - ETA: 10:13 - loss: 0.2990 - acc: 0.8689
1900/20000 [=>............................] - ETA: 10:08 - loss: 0.2982 - acc: 0.8700
2000/20000 [==>...........................] - ETA: 10:07 - loss: 0.2938 - acc: 0.8720
2100/20000 [==>...........................] - ETA: 10:02 - loss: 0.2939 - acc: 0.8705
2200/20000 [==>...........................] - ETA: 10:00 - loss: 0.2960 - acc: 0.8691
2300/20000 [==>...........................] - ETA: 9:57 - loss: 0.2926 - acc: 0.8704
2400/20000 [==>...........................] - ETA: 9:52 - loss: 0.2921 - acc: 0.8712
2500/20000 [==>...........................] - ETA: 9:48 - loss: 0.2915 - acc: 0.8720
2600/20000 [==>...........................] - ETA: 9:45 - loss: 0.2893 - acc: 0.8738
2700/20000 [===>..........................] - ETA: 9:43 - loss: 0.2871 - acc: 0.8744
2800/20000 [===>..........................] - ETA: 9:39 - loss: 0.2857 - acc: 0.8754
2900/20000 [===>..........................] - ETA: 9:36 - loss: 0.2883 - acc: 0.8738
3000/20000 [===>..........................] - ETA: 9:34 - loss: 0.2901 - acc: 0.8730
3100/20000 [===>..........................] - ETA: 9:30 - loss: 0.2886 - acc: 0.8732
3200/20000 [===>..........................] - ETA: 9:26 - loss: 0.2886 - acc: 0.8734
3300/20000 [===>..........................] - ETA: 9:22 - loss: 0.2875 - acc: 0.8742
3400/20000 [====>.........................] - ETA: 9:18 - loss: 0.2842 - acc: 0.8765
3500/20000 [====>.........................] - ETA: 9:15 - loss: 0.2850 - acc: 0.8754
3600/20000 [====>.........................] - ETA: 9:11 - loss: 0.2879 - acc: 0.8750
3700/20000 [====>.........................] - ETA: 9:08 - loss: 0.2871 - acc: 0.8757
3800/20000 [====>.........................] - ETA: 9:04 - loss: 0.2886 - acc: 0.8739
3900/20000 [====>.........................] - ETA: 9:01 - loss: 0.2892 - acc: 0.8738
4000/20000 [=====>........................] - ETA: 8:56 - loss: 0.2899 - acc: 0.8737
4100/20000 [=====>........................] - ETA: 8:53 - loss: 0.2926 - acc: 0.8727
4200/20000 [=====>........................] - ETA: 8:50 - loss: 0.2922 - acc: 0.8731
4300/20000 [=====>........................] - ETA: 8:46 - loss: 0.2953 - acc: 0.8714
4400/20000 [=====>........................] - ETA: 8:44 - loss: 0.2948 - acc: 0.8718
4500/20000 [=====>........................] - ETA: 8:40 - loss: 0.2940 - acc: 0.8727
4600/20000 [=====>........................] - ETA: 8:36 - loss: 0.2932 - acc: 0.8730
4700/20000 [======>.......................] - ETA: 8:33 - loss: 0.2940 - acc: 0.8728
4800/20000 [======>.......................] - ETA: 8:30 - loss: 0.2945 - acc: 0.8725
4900/20000 [======>.......................] - ETA: 8:26 - loss: 0.2935 - acc: 0.8731
5000/20000 [======>.......................] - ETA: 8:21 - loss: 0.2949 - acc: 0.8720
5100/20000 [======>.......................] - ETA: 8:19 - loss: 0.2947 - acc: 0.8720
5200/20000 [======>.......................] - ETA: 8:16 - loss: 0.2939 - acc: 0.8721
5300/20000 [======>.......................] - ETA: 8:12 - loss: 0.2942 - acc: 0.8717
5400/20000 [=======>......................] - ETA: 8:09 - loss: 0.2943 - acc: 0.8711
5500/20000 [=======>......................] - ETA: 8:06 - loss: 0.2924 - acc: 0.8718
5600/20000 [=======>......................] - ETA: 8:02 - loss: 0.2920 - acc: 0.8725
5700/20000 [=======>......................] - ETA: 7:59 - loss: 0.2914 - acc: 0.8726
5800/20000 [=======>......................] - ETA: 7:56 - loss: 0.2915 - acc: 0.8734
5900/20000 [=======>......................] - ETA: 7:52 - loss: 0.2923 - acc: 0.8729
6000/20000 [========>.....................] - ETA: 7:48 - loss: 0.2929 - acc: 0.8723
6100/20000 [========>.....................] - ETA: 7:45 - loss: 0.2927 - acc: 0.8723
6200/20000 [========>.....................] - ETA: 7:42 - loss: 0.2943 - acc: 0.8715
6300/20000 [========>.....................] - ETA: 7:39 - loss: 0.2935 - acc: 0.8724
6400/20000 [========>.....................] - ETA: 7:36 - loss: 0.2925 - acc: 0.8723
6500/20000 [========>.....................] - ETA: 7:33 - loss: 0.2919 - acc: 0.8731
6600/20000 [========>.....................] - ETA: 7:30 - loss: 0.2904 - acc: 0.8736
6700/20000 [=========>....................] - ETA: 7:27 - loss: 0.2920 - acc: 0.8728
6800/20000 [=========>....................] - ETA: 7:23 - loss: 0.2921 - acc: 0.8728
6900/20000 [=========>....................] - ETA: 7:20 - loss: 0.2910 - acc: 0.8735
7000/20000 [=========>....................] - ETA: 7:17 - loss: 0.2902 - acc: 0.8744
7100/20000 [=========>....................] - ETA: 7:14 - loss: 0.2901 - acc: 0.8745
7200/20000 [=========>....................] - ETA: 7:11 - loss: 0.2890 - acc: 0.8749
7300/20000 [=========>....................] - ETA: 7:08 - loss: 0.2880 - acc: 0.8753
7400/20000 [==========>...................] - ETA: 7:04 - loss: 0.2889 - acc: 0.8750
7500/20000 [==========>...................] - ETA: 7:01 - loss: 0.2889 - acc: 0.8751
7600/20000 [==========>...................] - ETA: 6:58 - loss: 0.2887 - acc: 0.8749
7700/20000 [==========>...................] - ETA: 6:55 - loss: 0.2893 - acc: 0.8745
7800/20000 [==========>...................] - ETA: 6:51 - loss: 0.2894 - acc: 0.8740
7900/20000 [==========>...................] - ETA: 6:48 - loss: 0.2892 - acc: 0.8739
8000/20000 [===========>..................] - ETA: 6:45 - loss: 0.2901 - acc: 0.8739
8100/20000 [===========>..................] - ETA: 6:42 - loss: 0.2899 - acc: 0.8742
8200/20000 [===========>..................] - ETA: 6:38 - loss: 0.2913 - acc: 0.8739
8300/20000 [===========>..................] - ETA: 6:35 - loss: 0.2914 - acc: 0.8737
8400/20000 [===========>..................] - ETA: 6:32 - loss: 0.2910 - acc: 0.8736
8500/20000 [===========>..................] - ETA: 6:28 - loss: 0.2930 - acc: 0.8729
8600/20000 [===========>..................] - ETA: 6:25 - loss: 0.2924 - acc: 0.8730
8700/20000 [============>.................] - ETA: 6:21 - loss: 0.2935 - acc: 0.8722
8800/20000 [============>.................] - ETA: 6:18 - loss: 0.2924 - acc: 0.8728
8900/20000 [============>.................] - ETA: 6:14 - loss: 0.2934 - acc: 0.8726
9000/20000 [============>.................] - ETA: 6:11 - loss: 0.2940 - acc: 0.8724
9100/20000 [============>.................] - ETA: 6:07 - loss: 0.2943 - acc: 0.8722
9200/20000 [============>.................] - ETA: 6:03 - loss: 0.2944 - acc: 0.8725
9300/20000 [============>.................] - ETA: 6:00 - loss: 0.2939 - acc: 0.8725
9400/20000 [=============>................] - ETA: 5:57 - loss: 0.2943 - acc: 0.8724
9500/20000 [=============>................] - ETA: 5:53 - loss: 0.2932 - acc: 0.8731
9600/20000 [=============>................] - ETA: 5:50 - loss: 0.2941 - acc: 0.8727
9700/20000 [=============>................] - ETA: 5:46 - loss: 0.2943 - acc: 0.8732
9800/20000 [=============>................] - ETA: 5:43 - loss: 0.2941 - acc: 0.8733
9900/20000 [=============>................] - ETA: 5:39 - loss: 0.2947 - acc: 0.8732
10000/20000 [==============>...............] - ETA: 5:36 - loss: 0.2942 - acc: 0.8733
10100/20000 [==============>...............] - ETA: 5:32 - loss: 0.2946 - acc: 0.8729
10200/20000 [==============>...............] - ETA: 5:29 - loss: 0.2945 - acc: 0.8729
10300/20000 [==============>...............] - ETA: 5:26 - loss: 0.2942 - acc: 0.8733
10400/20000 [==============>...............] - ETA: 5:23 - loss: 0.2940 - acc: 0.8736
10500/20000 [==============>...............] - ETA: 5:19 - loss: 0.2936 - acc: 0.8737
10600/20000 [==============>...............] - ETA: 5:16 - loss: 0.2945 - acc: 0.8732
10700/20000 [===============>..............] - ETA: 5:13 - loss: 0.2945 - acc: 0.8733
10800/20000 [===============>..............] - ETA: 5:09 - loss: 0.2943 - acc: 0.8731
10900/20000 [===============>..............] - ETA: 5:05 - loss: 0.2945 - acc: 0.8728
11000/20000 [===============>..............] - ETA: 5:02 - loss: 0.2941 - acc: 0.8730
11100/20000 [===============>..............] - ETA: 4:59 - loss: 0.2938 - acc: 0.8732
11200/20000 [===============>..............] - ETA: 4:55 - loss: 0.2939 - acc: 0.8731
11300/20000 [===============>..............] - ETA: 4:52 - loss: 0.2943 - acc: 0.8728
11400/20000 [================>.............] - ETA: 4:48 - loss: 0.2944 - acc: 0.8730
11500/20000 [================>.............] - ETA: 4:45 - loss: 0.2946 - acc: 0.8727
11600/20000 [================>.............] - ETA: 4:41 - loss: 0.2961 - acc: 0.8722
11700/20000 [================>.............] - ETA: 4:38 - loss: 0.2954 - acc: 0.8726
11800/20000 [================>.............] - ETA: 4:34 - loss: 0.2957 - acc: 0.8726
11900/20000 [================>.............] - ETA: 4:31 - loss: 0.2952 - acc: 0.8729
12000/20000 [=================>............] - ETA: 4:28 - loss: 0.2956 - acc: 0.8727
12100/20000 [=================>............] - ETA: 4:24 - loss: 0.2954 - acc: 0.8729
12200/20000 [=================>............] - ETA: 4:21 - loss: 0.2962 - acc: 0.8725
12300/20000 [=================>............] - ETA: 4:18 - loss: 0.2959 - acc: 0.8725
12400/20000 [=================>............] - ETA: 4:14 - loss: 0.2955 - acc: 0.8727
12500/20000 [=================>............] - ETA: 4:11 - loss: 0.2951 - acc: 0.8730
12600/20000 [=================>............] - ETA: 4:08 - loss: 0.2947 - acc: 0.8732
12700/20000 [==================>...........] - ETA: 4:05 - loss: 0.2947 - acc: 0.8732
12800/20000 [==================>...........] - ETA: 4:01 - loss: 0.2947 - acc: 0.8734
12900/20000 [==================>...........] - ETA: 3:58 - loss: 0.2941 - acc: 0.8737
13000/20000 [==================>...........] - ETA: 3:55 - loss: 0.2950 - acc: 0.8733
13100/20000 [==================>...........] - ETA: 3:52 - loss: 0.2949 - acc: 0.8734
13200/20000 [==================>...........] - ETA: 3:48 - loss: 0.2954 - acc: 0.8728
13300/20000 [==================>...........] - ETA: 3:45 - loss: 0.2962 - acc: 0.8723
13400/20000 [===================>..........] - ETA: 3:42 - loss: 0.2959 - acc: 0.8724
13500/20000 [===================>..........] - ETA: 3:39 - loss: 0.2960 - acc: 0.8721
13600/20000 [===================>..........] - ETA: 3:36 - loss: 0.2964 - acc: 0.8718
13700/20000 [===================>..........] - ETA: 3:32 - loss: 0.2973 - acc: 0.8715
13800/20000 [===================>..........] - ETA: 3:29 - loss: 0.2977 - acc: 0.8717
13900/20000 [===================>..........] - ETA: 3:26 - loss: 0.2976 - acc: 0.8717
14000/20000 [====================>.........] - ETA: 3:22 - loss: 0.2975 - acc: 0.8719
14100/20000 [====================>.........] - ETA: 3:19 - loss: 0.2976 - acc: 0.8719
14200/20000 [====================>.........] - ETA: 3:15 - loss: 0.2977 - acc: 0.8718
14300/20000 [====================>.........] - ETA: 3:12 - loss: 0.2979 - acc: 0.8719
14400/20000 [====================>.........] - ETA: 3:09 - loss: 0.2983 - acc: 0.8715
14500/20000 [====================>.........] - ETA: 3:06 - loss: 0.2985 - acc: 0.8714
14600/20000 [====================>.........] - ETA: 3:02 - loss: 0.2983 - acc: 0.8716
14700/20000 [=====================>........] - ETA: 2:59 - loss: 0.2977 - acc: 0.8722
14800/20000 [=====================>........] - ETA: 2:56 - loss: 0.2983 - acc: 0.8720
14900/20000 [=====================>........] - ETA: 2:52 - loss: 0.2986 - acc: 0.8717
15000/20000 [=====================>........] - ETA: 2:49 - loss: 0.2983 - acc: 0.8718
15100/20000 [=====================>........] - ETA: 2:46 - loss: 0.2981 - acc: 0.8719
15200/20000 [=====================>........] - ETA: 2:42 - loss: 0.2991 - acc: 0.8714
15300/20000 [=====================>........] - ETA: 2:39 - loss: 0.2991 - acc: 0.8714
15400/20000 [======================>.......] - ETA: 2:36 - loss: 0.2988 - acc: 0.8716
15500/20000 [======================>.......] - ETA: 2:32 - loss: 0.2992 - acc: 0.8714
15600/20000 [======================>.......] - ETA: 2:29 - loss: 0.2988 - acc: 0.8717
15700/20000 [======================>.......] - ETA: 2:25 - loss: 0.2988 - acc: 0.8717
15800/20000 [======================>.......] - ETA: 2:22 - loss: 0.2995 - acc: 0.8711
15900/20000 [======================>.......] - ETA: 2:19 - loss: 0.2998 - acc: 0.8708
16000/20000 [=======================>......] - ETA: 2:15 - loss: 0.2999 - acc: 0.8708
16100/20000 [=======================>......] - ETA: 2:12 - loss: 0.3002 - acc: 0.8707
16200/20000 [=======================>......] - ETA: 2:08 - loss: 0.2999 - acc: 0.8710
16300/20000 [=======================>......] - ETA: 2:05 - loss: 0.2999 - acc: 0.8710
16400/20000 [=======================>......] - ETA: 2:01 - loss: 0.2999 - acc: 0.8709
16500/20000 [=======================>......] - ETA: 1:58 - loss: 0.2997 - acc: 0.8709
16600/20000 [=======================>......] - ETA: 1:55 - loss: 0.2996 - acc: 0.8708
16700/20000 [========================>.....] - ETA: 1:51 - loss: 0.2993 - acc: 0.8710
16800/20000 [========================>.....] - ETA: 1:48 - loss: 0.2992 - acc: 0.8712
16900/20000 [========================>.....] - ETA: 1:44 - loss: 0.2990 - acc: 0.8713
17000/20000 [========================>.....] - ETA: 1:41 - loss: 0.2987 - acc: 0.8714
17100/20000 [========================>.....] - ETA: 1:38 - loss: 0.2983 - acc: 0.8715
17200/20000 [========================>.....] - ETA: 1:34 - loss: 0.2984 - acc: 0.8715
17300/20000 [========================>.....] - ETA: 1:31 - loss: 0.2992 - acc: 0.8710
17400/20000 [=========================>....] - ETA: 1:28 - loss: 0.2994 - acc: 0.8709
17500/20000 [=========================>....] - ETA: 1:25 - loss: 0.2998 - acc: 0.8710
17600/20000 [=========================>....] - ETA: 1:21 - loss: 0.2996 - acc: 0.8712
17700/20000 [=========================>....] - ETA: 1:18 - loss: 0.2995 - acc: 0.8714
17800/20000 [=========================>....] - ETA: 1:15 - loss: 0.2993 - acc: 0.8713
17900/20000 [=========================>....] - ETA: 1:11 - loss: 0.3001 - acc: 0.8709
18000/20000 [==========================>...] - ETA: 1:08 - loss: 0.3000 - acc: 0.8708
18100/20000 [==========================>...] - ETA: 1:04 - loss: 0.2998 - acc: 0.8710
18200/20000 [==========================>...] - ETA: 1:01 - loss: 0.2997 - acc: 0.8710
18300/20000 [==========================>...] - ETA: 58s - loss: 0.3006 - acc: 0.8707
18400/20000 [==========================>...] - ETA: 54s - loss: 0.3007 - acc: 0.8705
18500/20000 [==========================>...] - ETA: 51s - loss: 0.3004 - acc: 0.8707
18600/20000 [==========================>...] - ETA: 47s - loss: 0.3006 - acc: 0.8703
18700/20000 [===========================>..] - ETA: 44s - loss: 0.3007 - acc: 0.8701
18800/20000 [===========================>..] - ETA: 40s - loss: 0.3004 - acc: 0.8703
18900/20000 [===========================>..] - ETA: 37s - loss: 0.3002 - acc: 0.8704
19000/20000 [===========================>..] - ETA: 34s - loss: 0.3006 - acc: 0.8701
19100/20000 [===========================>..] - ETA: 30s - loss: 0.3010 - acc: 0.8696
19200/20000 [===========================>..] - ETA: 27s - loss: 0.3008 - acc: 0.8698
19300/20000 [===========================>..] - ETA: 23s - loss: 0.3008 - acc: 0.8698
19400/20000 [============================>.] - ETA: 20s - loss: 0.3008 - acc: 0.8698
19500/20000 [============================>.] - ETA: 17s - loss: 0.3005 - acc: 0.8698
19600/20000 [============================>.] - ETA: 13s - loss: 0.3001 - acc: 0.8700
19700/20000 [============================>.] - ETA: 10s - loss: 0.3001 - acc: 0.8701
19800/20000 [============================>.] - ETA: 6s - loss: 0.2998 - acc: 0.8703
19900/20000 [============================>.] - ETA: 3s - loss: 0.2997 - acc: 0.8704
20000/20000 [==============================] - 692s 35ms/step - loss: 0.2994 - acc: 0.8706 - val_loss: 0.5890 - val_acc: 0.7502
Epoch 15/30
100/20000 [..............................] - ETA: 10:17 - loss: 0.2778 - acc: 0.8700
200/20000 [..............................] - ETA: 10:39 - loss: 0.2919 - acc: 0.8700
300/20000 [..............................] - ETA: 11:07 - loss: 0.2900 - acc: 0.8667
400/20000 [..............................] - ETA: 11:22 - loss: 0.3104 - acc: 0.8525
500/20000 [..............................] - ETA: 11:51 - loss: 0.2960 - acc: 0.8620
600/20000 [..............................] - ETA: 12:36 - loss: 0.3014 - acc: 0.8567
700/20000 [>.............................] - ETA: 12:37 - loss: 0.2924 - acc: 0.8643
800/20000 [>.............................] - ETA: 12:37 - loss: 0.2792 - acc: 0.8713
900/20000 [>.............................] - ETA: 12:34 - loss: 0.2664 - acc: 0.8800
1000/20000 [>.............................] - ETA: 12:30 - loss: 0.2745 - acc: 0.8770
1100/20000 [>.............................] - ETA: 12:19 - loss: 0.2724 - acc: 0.8791
1200/20000 [>.............................] - ETA: 12:13 - loss: 0.2793 - acc: 0.8742
1300/20000 [>.............................] - ETA: 12:14 - loss: 0.2744 - acc: 0.8762
1400/20000 [=>............................] - ETA: 12:16 - loss: 0.2721 - acc: 0.8793
1500/20000 [=>............................] - ETA: 12:10 - loss: 0.2769 - acc: 0.8760
1600/20000 [=>............................] - ETA: 12:05 - loss: 0.2816 - acc: 0.8744
1700/20000 [=>............................] - ETA: 12:07 - loss: 0.2852 - acc: 0.8718
1800/20000 [=>............................] - ETA: 11:59 - loss: 0.2835 - acc: 0.8728
1900/20000 [=>............................] - ETA: 11:52 - loss: 0.2850 - acc: 0.8711
2000/20000 [==>...........................] - ETA: 11:47 - loss: 0.2834 - acc: 0.8725
2100/20000 [==>...........................] - ETA: 11:40 - loss: 0.2863 - acc: 0.8710
2200/20000 [==>...........................] - ETA: 11:33 - loss: 0.2916 - acc: 0.8695
2300/20000 [==>...........................] - ETA: 11:28 - loss: 0.2921 - acc: 0.8696
2400/20000 [==>...........................] - ETA: 11:23 - loss: 0.2921 - acc: 0.8708
2500/20000 [==>...........................] - ETA: 11:18 - loss: 0.2924 - acc: 0.8700
2600/20000 [==>...........................] - ETA: 11:17 - loss: 0.2917 - acc: 0.8715
2700/20000 [===>..........................] - ETA: 11:14 - loss: 0.2919 - acc: 0.8707
2800/20000 [===>..........................] - ETA: 11:06 - loss: 0.2899 - acc: 0.8725
2900/20000 [===>..........................] - ETA: 11:03 - loss: 0.2898 - acc: 0.8734
3000/20000 [===>..........................] - ETA: 10:56 - loss: 0.2935 - acc: 0.8707
3100/20000 [===>..........................] - ETA: 10:53 - loss: 0.2937 - acc: 0.8703
3200/20000 [===>..........................] - ETA: 10:47 - loss: 0.2927 - acc: 0.8700
3300/20000 [===>..........................] - ETA: 10:43 - loss: 0.2929 - acc: 0.8706
3400/20000 [====>.........................] - ETA: 10:39 - loss: 0.2928 - acc: 0.8709
3500/20000 [====>.........................] - ETA: 10:34 - loss: 0.2914 - acc: 0.8714
3600/20000 [====>.........................] - ETA: 10:30 - loss: 0.2916 - acc: 0.8714
3700/20000 [====>.........................] - ETA: 10:24 - loss: 0.2921 - acc: 0.8714
3800/20000 [====>.........................] - ETA: 10:22 - loss: 0.2916 - acc: 0.8721
3900/20000 [====>.........................] - ETA: 10:23 - loss: 0.2927 - acc: 0.8721
4000/20000 [=====>........................] - ETA: 10:20 - loss: 0.2920 - acc: 0.8722
4100/20000 [=====>........................] - ETA: 10:13 - loss: 0.2905 - acc: 0.8727
4200/20000 [=====>........................] - ETA: 10:09 - loss: 0.2890 - acc: 0.8736
4300/20000 [=====>........................] - ETA: 10:05 - loss: 0.2872 - acc: 0.8749
4400/20000 [=====>........................] - ETA: 10:02 - loss: 0.2863 - acc: 0.8752
4500/20000 [=====>........................] - ETA: 9:56 - loss: 0.2870 - acc: 0.8740
4600/20000 [=====>........................] - ETA: 9:53 - loss: 0.2863 - acc: 0.8739
4700/20000 [======>.......................] - ETA: 9:47 - loss: 0.2874 - acc: 0.8732
4800/20000 [======>.......................] - ETA: 9:42 - loss: 0.2863 - acc: 0.8737
4900/20000 [======>.......................] - ETA: 9:36 - loss: 0.2865 - acc: 0.8737
5000/20000 [======>.......................] - ETA: 9:31 - loss: 0.2867 - acc: 0.8732
5100/20000 [======>.......................] - ETA: 9:27 - loss: 0.2851 - acc: 0.8735
5200/20000 [======>.......................] - ETA: 9:23 - loss: 0.2849 - acc: 0.8740
5300/20000 [======>.......................] - ETA: 9:23 - loss: 0.2848 - acc: 0.8743
5400/20000 [=======>......................] - ETA: 9:20 - loss: 0.2852 - acc: 0.8743
5500/20000 [=======>......................] - ETA: 9:16 - loss: 0.2843 - acc: 0.8747
5600/20000 [=======>......................] - ETA: 9:12 - loss: 0.2841 - acc: 0.8752
5700/20000 [=======>......................] - ETA: 9:08 - loss: 0.2835 - acc: 0.8754
5800/20000 [=======>......................] - ETA: 9:04 - loss: 0.2833 - acc: 0.8759
5900/20000 [=======>......................] - ETA: 9:00 - loss: 0.2844 - acc: 0.8754
6000/20000 [========>.....................] - ETA: 8:55 - loss: 0.2858 - acc: 0.8750
6100/20000 [========>.....................] - ETA: 8:51 - loss: 0.2873 - acc: 0.8741
6200/20000 [========>.....................] - ETA: 8:45 - loss: 0.2871 - acc: 0.8742
6300/20000 [========>.....................] - ETA: 8:41 - loss: 0.2866 - acc: 0.8746
6400/20000 [========>.....................] - ETA: 8:36 - loss: 0.2867 - acc: 0.8744
6500/20000 [========>.....................] - ETA: 8:32 - loss: 0.2860 - acc: 0.8746
6600/20000 [========>.....................] - ETA: 8:27 - loss: 0.2867 - acc: 0.8738
6700/20000 [=========>....................] - ETA: 8:23 - loss: 0.2864 - acc: 0.8740
6800/20000 [=========>....................] - ETA: 8:18 - loss: 0.2862 - acc: 0.8744
6900/20000 [=========>....................] - ETA: 8:14 - loss: 0.2854 - acc: 0.8758
7000/20000 [=========>....................] - ETA: 8:09 - loss: 0.2850 - acc: 0.8760
7100/20000 [=========>....................] - ETA: 8:06 - loss: 0.2855 - acc: 0.8758
7200/20000 [=========>....................] - ETA: 8:01 - loss: 0.2855 - acc: 0.8758
7300/20000 [=========>....................] - ETA: 7:57 - loss: 0.2855 - acc: 0.8756
7400/20000 [==========>...................] - ETA: 7:52 - loss: 0.2856 - acc: 0.8755
7500/20000 [==========>...................] - ETA: 7:49 - loss: 0.2851 - acc: 0.8757
7600/20000 [==========>...................] - ETA: 7:45 - loss: 0.2852 - acc: 0.8755
7700/20000 [==========>...................] - ETA: 7:40 - loss: 0.2847 - acc: 0.8760
7800/20000 [==========>...................] - ETA: 7:36 - loss: 0.2845 - acc: 0.8762
7900/20000 [==========>...................] - ETA: 7:32 - loss: 0.2842 - acc: 0.8765
8000/20000 [===========>..................] - ETA: 7:27 - loss: 0.2836 - acc: 0.8767
8100/20000 [===========>..................] - ETA: 7:23 - loss: 0.2839 - acc: 0.8765
8200/20000 [===========>..................] - ETA: 7:19 - loss: 0.2842 - acc: 0.8765
8300/20000 [===========>..................] - ETA: 7:15 - loss: 0.2835 - acc: 0.8764
8400/20000 [===========>..................] - ETA: 7:10 - loss: 0.2827 - acc: 0.8768
8500/20000 [===========>..................] - ETA: 7:06 - loss: 0.2831 - acc: 0.8767
8600/20000 [===========>..................] - ETA: 7:01 - loss: 0.2829 - acc: 0.8765
8700/20000 [============>.................] - ETA: 6:57 - loss: 0.2829 - acc: 0.8766
8800/20000 [============>.................] - ETA: 6:53 - loss: 0.2836 - acc: 0.8760
8900/20000 [============>.................] - ETA: 6:49 - loss: 0.2840 - acc: 0.8761
9000/20000 [============>.................] - ETA: 6:45 - loss: 0.2840 - acc: 0.8762
9100/20000 [============>.................] - ETA: 6:41 - loss: 0.2841 - acc: 0.8760
9200/20000 [============>.................] - ETA: 6:37 - loss: 0.2839 - acc: 0.8762
9300/20000 [============>.................] - ETA: 6:33 - loss: 0.2835 - acc: 0.8767
9400/20000 [=============>................] - ETA: 6:29 - loss: 0.2830 - acc: 0.8771
9500/20000 [=============>................] - ETA: 6:25 - loss: 0.2830 - acc: 0.8768
9600/20000 [=============>................] - ETA: 6:21 - loss: 0.2831 - acc: 0.8767
9700/20000 [=============>................] - ETA: 6:17 - loss: 0.2832 - acc: 0.8766
9800/20000 [=============>................] - ETA: 6:13 - loss: 0.2837 - acc: 0.8762
9900/20000 [=============>................] - ETA: 6:09 - loss: 0.2837 - acc: 0.8763
10000/20000 [==============>...............] - ETA: 6:05 - loss: 0.2831 - acc: 0.8768
10100/20000 [==============>...............] - ETA: 6:02 - loss: 0.2824 - acc: 0.8769
10200/20000 [==============>...............] - ETA: 5:58 - loss: 0.2827 - acc: 0.8767
10300/20000 [==============>...............] - ETA: 5:54 - loss: 0.2826 - acc: 0.8766
10400/20000 [==============>...............] - ETA: 5:51 - loss: 0.2818 - acc: 0.8771
10500/20000 [==============>...............] - ETA: 5:47 - loss: 0.2812 - acc: 0.8774
10600/20000 [==============>...............] - ETA: 5:43 - loss: 0.2806 - acc: 0.8777
10700/20000 [===============>..............] - ETA: 5:39 - loss: 0.2811 - acc: 0.8778
10800/20000 [===============>..............] - ETA: 5:35 - loss: 0.2809 - acc: 0.8776
10900/20000 [===============>..............] - ETA: 5:32 - loss: 0.2809 - acc: 0.8774
11000/20000 [===============>..............] - ETA: 5:28 - loss: 0.2807 - acc: 0.8777
11100/20000 [===============>..............] - ETA: 5:25 - loss: 0.2811 - acc: 0.8777
11200/20000 [===============>..............] - ETA: 5:22 - loss: 0.2807 - acc: 0.8779
11300/20000 [===============>..............] - ETA: 5:19 - loss: 0.2803 - acc: 0.8782
11400/20000 [================>.............] - ETA: 5:15 - loss: 0.2807 - acc: 0.8783
11500/20000 [================>.............] - ETA: 5:11 - loss: 0.2809 - acc: 0.8784
11600/20000 [================>.............] - ETA: 5:07 - loss: 0.2799 - acc: 0.8789
11700/20000 [================>.............] - ETA: 5:03 - loss: 0.2799 - acc: 0.8788
11800/20000 [================>.............] - ETA: 4:59 - loss: 0.2802 - acc: 0.8783
11900/20000 [================>.............] - ETA: 4:56 - loss: 0.2803 - acc: 0.8784
12000/20000 [=================>............] - ETA: 4:52 - loss: 0.2793 - acc: 0.8790
12100/20000 [=================>............] - ETA: 4:48 - loss: 0.2792 - acc: 0.8793
12200/20000 [=================>............] - ETA: 4:44 - loss: 0.2790 - acc: 0.8794
12300/20000 [=================>............] - ETA: 4:40 - loss: 0.2786 - acc: 0.8796
12400/20000 [=================>............] - ETA: 4:36 - loss: 0.2784 - acc: 0.8798
12500/20000 [=================>............] - ETA: 4:32 - loss: 0.2785 - acc: 0.8796
12600/20000 [=================>............] - ETA: 4:29 - loss: 0.2783 - acc: 0.8798
12700/20000 [==================>...........] - ETA: 4:25 - loss: 0.2795 - acc: 0.8795
12800/20000 [==================>...........] - ETA: 4:21 - loss: 0.2803 - acc: 0.8793
12900/20000 [==================>...........] - ETA: 4:17 - loss: 0.2807 - acc: 0.8794
13000/20000 [==================>...........] - ETA: 4:13 - loss: 0.2809 - acc: 0.8792
13100/20000 [==================>...........] - ETA: 4:10 - loss: 0.2808 - acc: 0.8792
13200/20000 [==================>...........] - ETA: 4:06 - loss: 0.2816 - acc: 0.8785
13300/20000 [==================>...........] - ETA: 4:02 - loss: 0.2822 - acc: 0.8783
13400/20000 [===================>..........] - ETA: 3:59 - loss: 0.2818 - acc: 0.8784
13500/20000 [===================>..........] - ETA: 3:56 - loss: 0.2821 - acc: 0.8782
13600/20000 [===================>..........] - ETA: 3:52 - loss: 0.2820 - acc: 0.8782
13700/20000 [===================>..........] - ETA: 3:49 - loss: 0.2822 - acc: 0.8781
13800/20000 [===================>..........] - ETA: 3:45 - loss: 0.2828 - acc: 0.8778
13900/20000 [===================>..........] - ETA: 3:41 - loss: 0.2826 - acc: 0.8781
14000/20000 [====================>.........] - ETA: 3:37 - loss: 0.2824 - acc: 0.8782
14100/20000 [====================>.........] - ETA: 3:34 - loss: 0.2821 - acc: 0.8786
14200/20000 [====================>.........] - ETA: 3:30 - loss: 0.2821 - acc: 0.8786
14300/20000 [====================>.........] - ETA: 3:26 - loss: 0.2825 - acc: 0.8784
14400/20000 [====================>.........] - ETA: 3:22 - loss: 0.2826 - acc: 0.8782
14500/20000 [====================>.........] - ETA: 3:19 - loss: 0.2826 - acc: 0.8783
14600/20000 [====================>.........] - ETA: 3:15 - loss: 0.2826 - acc: 0.8785
14700/20000 [=====================>........] - ETA: 3:11 - loss: 0.2827 - acc: 0.8785
14800/20000 [=====================>........] - ETA: 3:08 - loss: 0.2828 - acc: 0.8785
14900/20000 [=====================>........] - ETA: 3:04 - loss: 0.2826 - acc: 0.8788
15000/20000 [=====================>........] - ETA: 3:01 - loss: 0.2824 - acc: 0.8789
15100/20000 [=====================>........] - ETA: 2:57 - loss: 0.2826 - acc: 0.8786
15200/20000 [=====================>........] - ETA: 2:53 - loss: 0.2827 - acc: 0.8786
15300/20000 [=====================>........] - ETA: 2:50 - loss: 0.2830 - acc: 0.8784
15400/20000 [======================>.......] - ETA: 2:46 - loss: 0.2836 - acc: 0.8781
15500/20000 [======================>.......] - ETA: 2:43 - loss: 0.2838 - acc: 0.8781
15600/20000 [======================>.......] - ETA: 2:39 - loss: 0.2835 - acc: 0.8779
15700/20000 [======================>.......] - ETA: 2:36 - loss: 0.2831 - acc: 0.8783
15800/20000 [======================>.......] - ETA: 2:32 - loss: 0.2836 - acc: 0.8782
15900/20000 [======================>.......] - ETA: 2:29 - loss: 0.2836 - acc: 0.8782
16000/20000 [=======================>......] - ETA: 2:25 - loss: 0.2840 - acc: 0.8777
16100/20000 [=======================>......] - ETA: 2:21 - loss: 0.2834 - acc: 0.8781
16200/20000 [=======================>......] - ETA: 2:17 - loss: 0.2840 - acc: 0.8777
16300/20000 [=======================>......] - ETA: 2:14 - loss: 0.2835 - acc: 0.8780
16400/20000 [=======================>......] - ETA: 2:10 - loss: 0.2834 - acc: 0.8780
16500/20000 [=======================>......] - ETA: 2:06 - loss: 0.2839 - acc: 0.8778
16600/20000 [=======================>......] - ETA: 2:03 - loss: 0.2836 - acc: 0.8780
16700/20000 [========================>.....] - ETA: 1:59 - loss: 0.2834 - acc: 0.8781
16800/20000 [========================>.....] - ETA: 1:55 - loss: 0.2833 - acc: 0.8783
16900/20000 [========================>.....] - ETA: 1:52 - loss: 0.2833 - acc: 0.8783
17000/20000 [========================>.....] - ETA: 1:48 - loss: 0.2840 - acc: 0.8778
17100/20000 [========================>.....] - ETA: 1:44 - loss: 0.2840 - acc: 0.8778
17200/20000 [========================>.....] - ETA: 1:41 - loss: 0.2844 - acc: 0.8775
17300/20000 [========================>.....] - ETA: 1:37 - loss: 0.2843 - acc: 0.8777
17400/20000 [=========================>....] - ETA: 1:34 - loss: 0.2847 - acc: 0.8777
17500/20000 [=========================>....] - ETA: 1:30 - loss: 0.2845 - acc: 0.8778
17600/20000 [=========================>....] - ETA: 1:26 - loss: 0.2842 - acc: 0.8780
17700/20000 [=========================>....] - ETA: 1:23 - loss: 0.2847 - acc: 0.8780
17800/20000 [=========================>....] - ETA: 1:19 - loss: 0.2845 - acc: 0.8780
17900/20000 [=========================>....] - ETA: 1:15 - loss: 0.2842 - acc: 0.8782
18000/20000 [==========================>...] - ETA: 1:12 - loss: 0.2841 - acc: 0.8782
18100/20000 [==========================>...] - ETA: 1:08 - loss: 0.2845 - acc: 0.8778
18200/20000 [==========================>...] - ETA: 1:04 - loss: 0.2845 - acc: 0.8777
18300/20000 [==========================>...] - ETA: 1:01 - loss: 0.2849 - acc: 0.8777
18400/20000 [==========================>...] - ETA: 57s - loss: 0.2851 - acc: 0.8776
18500/20000 [==========================>...] - ETA: 54s - loss: 0.2851 - acc: 0.8775
18600/20000 [==========================>...] - ETA: 50s - loss: 0.2852 - acc: 0.8773
18700/20000 [===========================>..] - ETA: 46s - loss: 0.2855 - acc: 0.8771
18800/20000 [===========================>..] - ETA: 43s - loss: 0.2857 - acc: 0.8772
18900/20000 [===========================>..] - ETA: 39s - loss: 0.2858 - acc: 0.8771
19000/20000 [===========================>..] - ETA: 36s - loss: 0.2853 - acc: 0.8773
19100/20000 [===========================>..] - ETA: 32s - loss: 0.2855 - acc: 0.8773
19200/20000 [===========================>..] - ETA: 28s - loss: 0.2857 - acc: 0.8770
19300/20000 [===========================>..] - ETA: 25s - loss: 0.2855 - acc: 0.8772
19400/20000 [============================>.] - ETA: 21s - loss: 0.2854 - acc: 0.8772
19500/20000 [============================>.] - ETA: 18s - loss: 0.2856 - acc: 0.8771
19600/20000 [============================>.] - ETA: 14s - loss: 0.2856 - acc: 0.8771
19700/20000 [============================>.] - ETA: 10s - loss: 0.2858 - acc: 0.8770
19800/20000 [============================>.] - ETA: 7s - loss: 0.2858 - acc: 0.8770
19900/20000 [============================>.] - ETA: 3s - loss: 0.2857 - acc: 0.8770
20000/20000 [==============================] - 730s 37ms/step - loss: 0.2858 - acc: 0.8772 - val_loss: 0.4927 - val_acc: 0.7974
Epoch 16/30
100/20000 [..............................] - ETA: 11:02 - loss: 0.3077 - acc: 0.8700
200/20000 [..............................] - ETA: 11:14 - loss: 0.3206 - acc: 0.8450
300/20000 [..............................] - ETA: 11:24 - loss: 0.2907 - acc: 0.8633
400/20000 [..............................] - ETA: 11:14 - loss: 0.2956 - acc: 0.8600
500/20000 [..............................] - ETA: 11:00 - loss: 0.2877 - acc: 0.8700
600/20000 [..............................] - ETA: 10:44 - loss: 0.2865 - acc: 0.8717
700/20000 [>.............................] - ETA: 10:44 - loss: 0.2728 - acc: 0.8800
800/20000 [>.............................] - ETA: 10:41 - loss: 0.2917 - acc: 0.8738
900/20000 [>.............................] - ETA: 10:38 - loss: 0.2959 - acc: 0.8700
1000/20000 [>.............................] - ETA: 10:35 - loss: 0.2973 - acc: 0.8700
1100/20000 [>.............................] - ETA: 10:34 - loss: 0.2996 - acc: 0.8664
1200/20000 [>.............................] - ETA: 10:36 - loss: 0.2998 - acc: 0.8667
1300/20000 [>.............................] - ETA: 10:35 - loss: 0.3068 - acc: 0.8623
1400/20000 [=>............................] - ETA: 10:40 - loss: 0.3061 - acc: 0.8621
1500/20000 [=>............................] - ETA: 10:39 - loss: 0.3034 - acc: 0.8647
1600/20000 [=>............................] - ETA: 10:38 - loss: 0.2999 - acc: 0.8681
1700/20000 [=>............................] - ETA: 10:33 - loss: 0.2993 - acc: 0.8682
1800/20000 [=>............................] - ETA: 10:29 - loss: 0.3008 - acc: 0.8689
1900/20000 [=>............................] - ETA: 10:25 - loss: 0.2987 - acc: 0.8705
2000/20000 [==>...........................] - ETA: 10:24 - loss: 0.3006 - acc: 0.8695
2100/20000 [==>...........................] - ETA: 10:22 - loss: 0.2967 - acc: 0.8724
2200/20000 [==>...........................] - ETA: 10:21 - loss: 0.2960 - acc: 0.8745
2300/20000 [==>...........................] - ETA: 10:18 - loss: 0.2952 - acc: 0.8739
2400/20000 [==>...........................] - ETA: 10:16 - loss: 0.2968 - acc: 0.8738
2500/20000 [==>...........................] - ETA: 10:14 - loss: 0.2958 - acc: 0.8752
2600/20000 [==>...........................] - ETA: 10:11 - loss: 0.2960 - acc: 0.8742
2700/20000 [===>..........................] - ETA: 10:09 - loss: 0.2941 - acc: 0.8763
2800/20000 [===>..........................] - ETA: 10:08 - loss: 0.2933 - acc: 0.8764
2900/20000 [===>..........................] - ETA: 10:06 - loss: 0.2931 - acc: 0.8759
3000/20000 [===>..........................] - ETA: 10:02 - loss: 0.2925 - acc: 0.8747
3100/20000 [===>..........................] - ETA: 9:58 - loss: 0.2944 - acc: 0.8752
3200/20000 [===>..........................] - ETA: 9:54 - loss: 0.2921 - acc: 0.8763
3300/20000 [===>..........................] - ETA: 9:49 - loss: 0.2906 - acc: 0.8767
3400/20000 [====>.........................] - ETA: 9:45 - loss: 0.2885 - acc: 0.8771
3500/20000 [====>.........................] - ETA: 9:41 - loss: 0.2897 - acc: 0.8766
3600/20000 [====>.........................] - ETA: 9:37 - loss: 0.2880 - acc: 0.8769
3700/20000 [====>.........................] - ETA: 9:34 - loss: 0.2905 - acc: 0.8770
3800/20000 [====>.........................] - ETA: 9:32 - loss: 0.2893 - acc: 0.8774
3900/20000 [====>.........................] - ETA: 9:28 - loss: 0.2884 - acc: 0.8779
4000/20000 [=====>........................] - ETA: 9:24 - loss: 0.2858 - acc: 0.8790
4100/20000 [=====>........................] - ETA: 9:19 - loss: 0.2856 - acc: 0.8785
4200/20000 [=====>........................] - ETA: 9:16 - loss: 0.2861 - acc: 0.8783
4300/20000 [=====>........................] - ETA: 9:12 - loss: 0.2852 - acc: 0.8786
4400/20000 [=====>........................] - ETA: 9:08 - loss: 0.2864 - acc: 0.8780
4500/20000 [=====>........................] - ETA: 9:05 - loss: 0.2862 - acc: 0.8782
4600/20000 [=====>........................] - ETA: 9:02 - loss: 0.2867 - acc: 0.8778
4700/20000 [======>.......................] - ETA: 9:00 - loss: 0.2868 - acc: 0.8779
4800/20000 [======>.......................] - ETA: 8:57 - loss: 0.2858 - acc: 0.8781
4900/20000 [======>.......................] - ETA: 8:52 - loss: 0.2847 - acc: 0.8786
5000/20000 [======>.......................] - ETA: 8:49 - loss: 0.2842 - acc: 0.8788
5100/20000 [======>.......................] - ETA: 8:45 - loss: 0.2828 - acc: 0.8792
5200/20000 [======>.......................] - ETA: 8:44 - loss: 0.2823 - acc: 0.8796
5300/20000 [======>.......................] - ETA: 8:41 - loss: 0.2824 - acc: 0.8794
5400/20000 [=======>......................] - ETA: 8:37 - loss: 0.2819 - acc: 0.8796
5500/20000 [=======>......................] - ETA: 8:34 - loss: 0.2825 - acc: 0.8795
5600/20000 [=======>......................] - ETA: 8:31 - loss: 0.2828 - acc: 0.8791
5700/20000 [=======>......................] - ETA: 8:30 - loss: 0.2817 - acc: 0.8796
5800/20000 [=======>......................] - ETA: 8:29 - loss: 0.2815 - acc: 0.8803
5900/20000 [=======>......................] - ETA: 8:26 - loss: 0.2811 - acc: 0.8808
6000/20000 [========>.....................] - ETA: 8:23 - loss: 0.2806 - acc: 0.8810
6100/20000 [========>.....................] - ETA: 8:20 - loss: 0.2800 - acc: 0.8813
6200/20000 [========>.....................] - ETA: 8:16 - loss: 0.2793 - acc: 0.8815
6300/20000 [========>.....................] - ETA: 8:12 - loss: 0.2801 - acc: 0.8814
6400/20000 [========>.....................] - ETA: 8:09 - loss: 0.2815 - acc: 0.8806
6500/20000 [========>.....................] - ETA: 8:05 - loss: 0.2803 - acc: 0.8811
6600/20000 [========>.....................] - ETA: 8:02 - loss: 0.2804 - acc: 0.8809
6700/20000 [=========>....................] - ETA: 7:59 - loss: 0.2799 - acc: 0.8812
6800/20000 [=========>....................] - ETA: 7:55 - loss: 0.2801 - acc: 0.8810
6900/20000 [=========>....................] - ETA: 7:52 - loss: 0.2797 - acc: 0.8814
7000/20000 [=========>....................] - ETA: 7:48 - loss: 0.2788 - acc: 0.8817
7100/20000 [=========>....................] - ETA: 7:45 - loss: 0.2789 - acc: 0.8811
7200/20000 [=========>....................] - ETA: 7:42 - loss: 0.2789 - acc: 0.8811
7300/20000 [=========>....................] - ETA: 7:38 - loss: 0.2789 - acc: 0.8810
7400/20000 [==========>...................] - ETA: 7:34 - loss: 0.2798 - acc: 0.8805
7500/20000 [==========>...................] - ETA: 7:30 - loss: 0.2794 - acc: 0.8808
7600/20000 [==========>...................] - ETA: 7:26 - loss: 0.2802 - acc: 0.8807
7700/20000 [==========>...................] - ETA: 7:23 - loss: 0.2801 - acc: 0.8808
7800/20000 [==========>...................] - ETA: 7:19 - loss: 0.2803 - acc: 0.8804
7900/20000 [==========>...................] - ETA: 7:16 - loss: 0.2803 - acc: 0.8804
8000/20000 [===========>..................] - ETA: 7:12 - loss: 0.2799 - acc: 0.8804
8100/20000 [===========>..................] - ETA: 7:08 - loss: 0.2798 - acc: 0.8804
8200/20000 [===========>..................] - ETA: 7:04 - loss: 0.2805 - acc: 0.8798
8300/20000 [===========>..................] - ETA: 7:01 - loss: 0.2804 - acc: 0.8799
8400/20000 [===========>..................] - ETA: 6:57 - loss: 0.2800 - acc: 0.8805
8500/20000 [===========>..................] - ETA: 6:53 - loss: 0.2810 - acc: 0.8799
8600/20000 [===========>..................] - ETA: 6:49 - loss: 0.2813 - acc: 0.8800
8700/20000 [============>.................] - ETA: 6:46 - loss: 0.2813 - acc: 0.8802
8800/20000 [============>.................] - ETA: 6:43 - loss: 0.2812 - acc: 0.8800
8900/20000 [============>.................] - ETA: 6:39 - loss: 0.2820 - acc: 0.8797
9000/20000 [============>.................] - ETA: 6:35 - loss: 0.2817 - acc: 0.8798
9100/20000 [============>.................] - ETA: 6:32 - loss: 0.2809 - acc: 0.8803
9200/20000 [============>.................] - ETA: 6:28 - loss: 0.2809 - acc: 0.8802
9300/20000 [============>.................] - ETA: 6:25 - loss: 0.2811 - acc: 0.8801
9400/20000 [=============>................] - ETA: 6:21 - loss: 0.2807 - acc: 0.8803
9500/20000 [=============>................] - ETA: 6:18 - loss: 0.2804 - acc: 0.8803
9600/20000 [=============>................] - ETA: 6:14 - loss: 0.2804 - acc: 0.8804
9700/20000 [=============>................] - ETA: 6:11 - loss: 0.2799 - acc: 0.8808
9800/20000 [=============>................] - ETA: 6:07 - loss: 0.2802 - acc: 0.8806
9900/20000 [=============>................] - ETA: 6:03 - loss: 0.2809 - acc: 0.8806
10000/20000 [==============>...............] - ETA: 5:59 - loss: 0.2802 - acc: 0.8809
10100/20000 [==============>...............] - ETA: 5:56 - loss: 0.2802 - acc: 0.8807
10200/20000 [==============>...............] - ETA: 5:52 - loss: 0.2800 - acc: 0.8806
10300/20000 [==============>...............] - ETA: 5:49 - loss: 0.2799 - acc: 0.8807
10400/20000 [==============>...............] - ETA: 5:45 - loss: 0.2796 - acc: 0.8810
10500/20000 [==============>...............] - ETA: 5:42 - loss: 0.2796 - acc: 0.8809
10600/20000 [==============>...............] - ETA: 5:39 - loss: 0.2786 - acc: 0.8813
10700/20000 [===============>..............] - ETA: 5:35 - loss: 0.2795 - acc: 0.8812
10800/20000 [===============>..............] - ETA: 5:31 - loss: 0.2793 - acc: 0.8809
10900/20000 [===============>..............] - ETA: 5:28 - loss: 0.2801 - acc: 0.8805
11000/20000 [===============>..............] - ETA: 5:24 - loss: 0.2798 - acc: 0.8805
11100/20000 [===============>..............] - ETA: 5:20 - loss: 0.2807 - acc: 0.8800
11200/20000 [===============>..............] - ETA: 5:17 - loss: 0.2805 - acc: 0.8798
11300/20000 [===============>..............] - ETA: 5:13 - loss: 0.2804 - acc: 0.8799
11400/20000 [================>.............] - ETA: 5:10 - loss: 0.2801 - acc: 0.8802
11500/20000 [================>.............] - ETA: 5:06 - loss: 0.2798 - acc: 0.8802
11600/20000 [================>.............] - ETA: 5:03 - loss: 0.2795 - acc: 0.8804
11700/20000 [================>.............] - ETA: 4:59 - loss: 0.2792 - acc: 0.8807
11800/20000 [================>.............] - ETA: 4:56 - loss: 0.2796 - acc: 0.8805
11900/20000 [================>.............] - ETA: 4:52 - loss: 0.2793 - acc: 0.8808
12000/20000 [=================>............] - ETA: 4:49 - loss: 0.2788 - acc: 0.8809
12100/20000 [=================>............] - ETA: 4:45 - loss: 0.2786 - acc: 0.8810
12200/20000 [=================>............] - ETA: 4:41 - loss: 0.2786 - acc: 0.8808
12300/20000 [=================>............] - ETA: 4:38 - loss: 0.2790 - acc: 0.8807
12400/20000 [=================>............] - ETA: 4:34 - loss: 0.2791 - acc: 0.8808
12500/20000 [=================>............] - ETA: 4:30 - loss: 0.2786 - acc: 0.8810
12600/20000 [=================>............] - ETA: 4:27 - loss: 0.2777 - acc: 0.8817
12700/20000 [==================>...........] - ETA: 4:23 - loss: 0.2777 - acc: 0.8817
12800/20000 [==================>...........] - ETA: 4:20 - loss: 0.2776 - acc: 0.8816
12900/20000 [==================>...........] - ETA: 4:16 - loss: 0.2782 - acc: 0.8816
13000/20000 [==================>...........] - ETA: 4:12 - loss: 0.2778 - acc: 0.8816
13100/20000 [==================>...........] - ETA: 4:09 - loss: 0.2774 - acc: 0.8819
13200/20000 [==================>...........] - ETA: 4:05 - loss: 0.2774 - acc: 0.8815
13300/20000 [==================>...........] - ETA: 4:01 - loss: 0.2778 - acc: 0.8815
13400/20000 [===================>..........] - ETA: 3:58 - loss: 0.2782 - acc: 0.8817
13500/20000 [===================>..........] - ETA: 3:54 - loss: 0.2776 - acc: 0.8821
13600/20000 [===================>..........] - ETA: 3:50 - loss: 0.2774 - acc: 0.8823
13700/20000 [===================>..........] - ETA: 3:47 - loss: 0.2769 - acc: 0.8825
13800/20000 [===================>..........] - ETA: 3:43 - loss: 0.2767 - acc: 0.8827
13900/20000 [===================>..........] - ETA: 3:39 - loss: 0.2773 - acc: 0.8822
14000/20000 [====================>.........] - ETA: 3:35 - loss: 0.2775 - acc: 0.8822
14100/20000 [====================>.........] - ETA: 3:32 - loss: 0.2775 - acc: 0.8821
14200/20000 [====================>.........] - ETA: 3:28 - loss: 0.2782 - acc: 0.8820
14300/20000 [====================>.........] - ETA: 3:24 - loss: 0.2776 - acc: 0.8824
14400/20000 [====================>.........] - ETA: 3:21 - loss: 0.2777 - acc: 0.8824
14500/20000 [====================>.........] - ETA: 3:17 - loss: 0.2772 - acc: 0.8828
14600/20000 [====================>.........] - ETA: 3:13 - loss: 0.2775 - acc: 0.8825
14700/20000 [=====================>........] - ETA: 3:10 - loss: 0.2770 - acc: 0.8828
14800/20000 [=====================>........] - ETA: 3:06 - loss: 0.2775 - acc: 0.8824
14900/20000 [=====================>........] - ETA: 3:02 - loss: 0.2783 - acc: 0.8821
15000/20000 [=====================>........] - ETA: 2:59 - loss: 0.2794 - acc: 0.8817
15100/20000 [=====================>........] - ETA: 2:55 - loss: 0.2795 - acc: 0.8815
15200/20000 [=====================>........] - ETA: 2:52 - loss: 0.2796 - acc: 0.8818
15300/20000 [=====================>........] - ETA: 2:48 - loss: 0.2800 - acc: 0.8814
15400/20000 [======================>.......] - ETA: 2:45 - loss: 0.2799 - acc: 0.8816
15500/20000 [======================>.......] - ETA: 2:42 - loss: 0.2807 - acc: 0.8812
15600/20000 [======================>.......] - ETA: 2:38 - loss: 0.2812 - acc: 0.8811
15700/20000 [======================>.......] - ETA: 2:34 - loss: 0.2814 - acc: 0.8809
15800/20000 [======================>.......] - ETA: 2:31 - loss: 0.2815 - acc: 0.8809
15900/20000 [======================>.......] - ETA: 2:27 - loss: 0.2816 - acc: 0.8809
16000/20000 [=======================>......] - ETA: 2:23 - loss: 0.2814 - acc: 0.8809
16100/20000 [=======================>......] - ETA: 2:20 - loss: 0.2807 - acc: 0.8813
16200/20000 [=======================>......] - ETA: 2:16 - loss: 0.2810 - acc: 0.8812
16300/20000 [=======================>......] - ETA: 2:13 - loss: 0.2810 - acc: 0.8812
16400/20000 [=======================>......] - ETA: 2:09 - loss: 0.2811 - acc: 0.8813
16500/20000 [=======================>......] - ETA: 2:05 - loss: 0.2821 - acc: 0.8810
16600/20000 [=======================>......] - ETA: 2:02 - loss: 0.2824 - acc: 0.8810
16700/20000 [========================>.....] - ETA: 1:58 - loss: 0.2825 - acc: 0.8812
16800/20000 [========================>.....] - ETA: 1:55 - loss: 0.2820 - acc: 0.8815
16900/20000 [========================>.....] - ETA: 1:51 - loss: 0.2820 - acc: 0.8817
17000/20000 [========================>.....] - ETA: 1:47 - loss: 0.2813 - acc: 0.8821
17100/20000 [========================>.....] - ETA: 1:44 - loss: 0.2814 - acc: 0.8822
17200/20000 [========================>.....] - ETA: 1:40 - loss: 0.2813 - acc: 0.8823
17300/20000 [========================>.....] - ETA: 1:36 - loss: 0.2814 - acc: 0.8824
17400/20000 [=========================>....] - ETA: 1:33 - loss: 0.2814 - acc: 0.8824
17500/20000 [=========================>....] - ETA: 1:29 - loss: 0.2815 - acc: 0.8822
17600/20000 [=========================>....] - ETA: 1:26 - loss: 0.2815 - acc: 0.8823
17700/20000 [=========================>....] - ETA: 1:22 - loss: 0.2816 - acc: 0.8822
17800/20000 [=========================>....] - ETA: 1:18 - loss: 0.2815 - acc: 0.8822
17900/20000 [=========================>....] - ETA: 1:15 - loss: 0.2813 - acc: 0.8823
18000/20000 [==========================>...] - ETA: 1:11 - loss: 0.2819 - acc: 0.8824
18100/20000 [==========================>...] - ETA: 1:08 - loss: 0.2818 - acc: 0.8825
18200/20000 [==========================>...] - ETA: 1:04 - loss: 0.2815 - acc: 0.8825
18300/20000 [==========================>...] - ETA: 1:00 - loss: 0.2812 - acc: 0.8825
18400/20000 [==========================>...] - ETA: 57s - loss: 0.2810 - acc: 0.8826
18500/20000 [==========================>...] - ETA: 53s - loss: 0.2812 - acc: 0.8825
18600/20000 [==========================>...] - ETA: 50s - loss: 0.2811 - acc: 0.8827
18700/20000 [===========================>..] - ETA: 46s - loss: 0.2807 - acc: 0.8829
18800/20000 [===========================>..] - ETA: 42s - loss: 0.2805 - acc: 0.8830
18900/20000 [===========================>..] - ETA: 39s - loss: 0.2806 - acc: 0.8831
19000/20000 [===========================>..] - ETA: 35s - loss: 0.2808 - acc: 0.8830
19100/20000 [===========================>..] - ETA: 32s - loss: 0.2810 - acc: 0.8828
19200/20000 [===========================>..] - ETA: 28s - loss: 0.2808 - acc: 0.8829
19300/20000 [===========================>..] - ETA: 24s - loss: 0.2814 - acc: 0.8826
19400/20000 [============================>.] - ETA: 21s - loss: 0.2814 - acc: 0.8826
19500/20000 [============================>.] - ETA: 17s - loss: 0.2814 - acc: 0.8827
19600/20000 [============================>.] - ETA: 14s - loss: 0.2810 - acc: 0.8830
19700/20000 [============================>.] - ETA: 10s - loss: 0.2806 - acc: 0.8830
19800/20000 [============================>.] - ETA: 7s - loss: 0.2803 - acc: 0.8833
19900/20000 [============================>.] - ETA: 3s - loss: 0.2801 - acc: 0.8833
20000/20000 [==============================] - 723s 36ms/step - loss: 0.2806 - acc: 0.8831 - val_loss: 0.4090 - val_acc: 0.8292
Epoch 17/30
100/20000 [..............................] - ETA: 11:22 - loss: 0.2300 - acc: 0.9000
200/20000 [..............................] - ETA: 12:31 - loss: 0.2580 - acc: 0.8950
300/20000 [..............................] - ETA: 13:51 - loss: 0.2583 - acc: 0.8833
400/20000 [..............................] - ETA: 13:46 - loss: 0.2582 - acc: 0.8800
500/20000 [..............................] - ETA: 13:18 - loss: 0.2500 - acc: 0.8840
600/20000 [..............................] - ETA: 13:06 - loss: 0.2484 - acc: 0.8833
700/20000 [>.............................] - ETA: 13:05 - loss: 0.2441 - acc: 0.8857
800/20000 [>.............................] - ETA: 13:02 - loss: 0.2438 - acc: 0.8887
900/20000 [>.............................] - ETA: 12:53 - loss: 0.2492 - acc: 0.8889
1000/20000 [>.............................] - ETA: 12:40 - loss: 0.2413 - acc: 0.8950
1100/20000 [>.............................] - ETA: 12:30 - loss: 0.2386 - acc: 0.8945
1200/20000 [>.............................] - ETA: 12:21 - loss: 0.2451 - acc: 0.8917
1300/20000 [>.............................] - ETA: 12:10 - loss: 0.2439 - acc: 0.8915
1400/20000 [=>............................] - ETA: 11:59 - loss: 0.2549 - acc: 0.8879
1500/20000 [=>............................] - ETA: 11:49 - loss: 0.2603 - acc: 0.8833
1600/20000 [=>............................] - ETA: 11:42 - loss: 0.2570 - acc: 0.8856
1700/20000 [=>............................] - ETA: 11:37 - loss: 0.2550 - acc: 0.8871
1800/20000 [=>............................] - ETA: 11:34 - loss: 0.2543 - acc: 0.8867
1900/20000 [=>............................] - ETA: 11:27 - loss: 0.2503 - acc: 0.8884
2000/20000 [==>...........................] - ETA: 11:23 - loss: 0.2478 - acc: 0.8890
2100/20000 [==>...........................] - ETA: 11:17 - loss: 0.2466 - acc: 0.8900
2200/20000 [==>...........................] - ETA: 11:12 - loss: 0.2449 - acc: 0.8900
2300/20000 [==>...........................] - ETA: 11:06 - loss: 0.2488 - acc: 0.8874
2400/20000 [==>...........................] - ETA: 10:58 - loss: 0.2483 - acc: 0.8867
2500/20000 [==>...........................] - ETA: 10:49 - loss: 0.2500 - acc: 0.8872
2600/20000 [==>...........................] - ETA: 10:41 - loss: 0.2515 - acc: 0.8873
2700/20000 [===>..........................] - ETA: 10:37 - loss: 0.2491 - acc: 0.8881
2800/20000 [===>..........................] - ETA: 10:31 - loss: 0.2477 - acc: 0.8886
2900/20000 [===>..........................] - ETA: 10:24 - loss: 0.2457 - acc: 0.8907
3000/20000 [===>..........................] - ETA: 10:19 - loss: 0.2456 - acc: 0.8913
3100/20000 [===>..........................] - ETA: 10:14 - loss: 0.2470 - acc: 0.8900
3200/20000 [===>..........................] - ETA: 10:07 - loss: 0.2472 - acc: 0.8906
3300/20000 [===>..........................] - ETA: 10:02 - loss: 0.2480 - acc: 0.8894
3400/20000 [====>.........................] - ETA: 9:57 - loss: 0.2452 - acc: 0.8906
3500/20000 [====>.........................] - ETA: 9:52 - loss: 0.2470 - acc: 0.8903
3600/20000 [====>.........................] - ETA: 9:46 - loss: 0.2470 - acc: 0.8900
3700/20000 [====>.........................] - ETA: 9:41 - loss: 0.2464 - acc: 0.8905
3800/20000 [====>.........................] - ETA: 9:35 - loss: 0.2441 - acc: 0.8918
3900/20000 [====>.........................] - ETA: 9:31 - loss: 0.2449 - acc: 0.8905
4000/20000 [=====>........................] - ETA: 9:26 - loss: 0.2479 - acc: 0.8892
4100/20000 [=====>........................] - ETA: 9:20 - loss: 0.2464 - acc: 0.8902
4200/20000 [=====>........................] - ETA: 9:17 - loss: 0.2497 - acc: 0.8890
4300/20000 [=====>........................] - ETA: 9:12 - loss: 0.2488 - acc: 0.8898
4400/20000 [=====>........................] - ETA: 9:08 - loss: 0.2492 - acc: 0.8891
4500/20000 [=====>........................] - ETA: 9:03 - loss: 0.2492 - acc: 0.8896
4600/20000 [=====>........................] - ETA: 8:59 - loss: 0.2507 - acc: 0.8893
4700/20000 [======>.......................] - ETA: 8:54 - loss: 0.2507 - acc: 0.8894
4800/20000 [======>.......................] - ETA: 8:51 - loss: 0.2499 - acc: 0.8896
4900/20000 [======>.......................] - ETA: 8:47 - loss: 0.2493 - acc: 0.8890
5000/20000 [======>.......................] - ETA: 8:42 - loss: 0.2489 - acc: 0.8900
5100/20000 [======>.......................] - ETA: 8:38 - loss: 0.2476 - acc: 0.8902
5200/20000 [======>.......................] - ETA: 8:34 - loss: 0.2506 - acc: 0.8888
5300/20000 [======>.......................] - ETA: 8:30 - loss: 0.2489 - acc: 0.8892
5400/20000 [=======>......................] - ETA: 8:26 - loss: 0.2492 - acc: 0.8889
5500/20000 [=======>......................] - ETA: 8:21 - loss: 0.2504 - acc: 0.8885
5600/20000 [=======>......................] - ETA: 8:18 - loss: 0.2493 - acc: 0.8895
5700/20000 [=======>......................] - ETA: 8:14 - loss: 0.2492 - acc: 0.8891
5800/20000 [=======>......................] - ETA: 8:10 - loss: 0.2479 - acc: 0.8897
5900/20000 [=======>......................] - ETA: 8:06 - loss: 0.2483 - acc: 0.8895
6000/20000 [========>.....................] - ETA: 8:02 - loss: 0.2478 - acc: 0.8897
6100/20000 [========>.....................] - ETA: 7:59 - loss: 0.2479 - acc: 0.8902
6200/20000 [========>.....................] - ETA: 7:55 - loss: 0.2499 - acc: 0.8894
6300/20000 [========>.....................] - ETA: 7:51 - loss: 0.2543 - acc: 0.8878
6400/20000 [========>.....................] - ETA: 7:47 - loss: 0.2552 - acc: 0.8873
6500/20000 [========>.....................] - ETA: 7:43 - loss: 0.2549 - acc: 0.8872
6600/20000 [========>.....................] - ETA: 7:40 - loss: 0.2538 - acc: 0.8871
6700/20000 [=========>....................] - ETA: 7:36 - loss: 0.2534 - acc: 0.8875
6800/20000 [=========>....................] - ETA: 7:32 - loss: 0.2531 - acc: 0.8879
6900/20000 [=========>....................] - ETA: 7:28 - loss: 0.2553 - acc: 0.8875
7000/20000 [=========>....................] - ETA: 7:24 - loss: 0.2564 - acc: 0.8867
7100/20000 [=========>....................] - ETA: 7:20 - loss: 0.2559 - acc: 0.8873
7200/20000 [=========>....................] - ETA: 7:17 - loss: 0.2565 - acc: 0.8871
7300/20000 [=========>....................] - ETA: 7:14 - loss: 0.2578 - acc: 0.8864
7400/20000 [==========>...................] - ETA: 7:10 - loss: 0.2582 - acc: 0.8865
7500/20000 [==========>...................] - ETA: 7:06 - loss: 0.2580 - acc: 0.8869
7600/20000 [==========>...................] - ETA: 7:03 - loss: 0.2576 - acc: 0.8874
7700/20000 [==========>...................] - ETA: 6:59 - loss: 0.2578 - acc: 0.8873
7800/20000 [==========>...................] - ETA: 6:55 - loss: 0.2584 - acc: 0.8865
7900/20000 [==========>...................] - ETA: 6:52 - loss: 0.2592 - acc: 0.8858
8000/20000 [===========>..................] - ETA: 6:47 - loss: 0.2585 - acc: 0.8862
8100/20000 [===========>..................] - ETA: 6:44 - loss: 0.2588 - acc: 0.8857
8200/20000 [===========>..................] - ETA: 6:40 - loss: 0.2585 - acc: 0.8860
8300/20000 [===========>..................] - ETA: 6:37 - loss: 0.2589 - acc: 0.8855
8400/20000 [===========>..................] - ETA: 6:34 - loss: 0.2603 - acc: 0.8848
8500/20000 [===========>..................] - ETA: 6:30 - loss: 0.2611 - acc: 0.8840
8600/20000 [===========>..................] - ETA: 6:26 - loss: 0.2616 - acc: 0.8834
8700/20000 [============>.................] - ETA: 6:23 - loss: 0.2610 - acc: 0.8840
8800/20000 [============>.................] - ETA: 6:19 - loss: 0.2616 - acc: 0.8835
8900/20000 [============>.................] - ETA: 6:16 - loss: 0.2609 - acc: 0.8839
9000/20000 [============>.................] - ETA: 6:12 - loss: 0.2608 - acc: 0.8838
9100/20000 [============>.................] - ETA: 6:08 - loss: 0.2615 - acc: 0.8832
9200/20000 [============>.................] - ETA: 6:05 - loss: 0.2615 - acc: 0.8830
9300/20000 [============>.................] - ETA: 6:01 - loss: 0.2611 - acc: 0.8832
9400/20000 [=============>................] - ETA: 5:58 - loss: 0.2617 - acc: 0.8830
9500/20000 [=============>................] - ETA: 5:55 - loss: 0.2610 - acc: 0.8838
9600/20000 [=============>................] - ETA: 5:51 - loss: 0.2611 - acc: 0.8839
9700/20000 [=============>................] - ETA: 5:48 - loss: 0.2609 - acc: 0.8839
9800/20000 [=============>................] - ETA: 5:45 - loss: 0.2615 - acc: 0.8838
9900/20000 [=============>................] - ETA: 5:41 - loss: 0.2610 - acc: 0.8841
10000/20000 [==============>...............] - ETA: 5:38 - loss: 0.2608 - acc: 0.8841
10100/20000 [==============>...............] - ETA: 5:34 - loss: 0.2608 - acc: 0.8841
10200/20000 [==============>...............] - ETA: 5:31 - loss: 0.2615 - acc: 0.8838
10300/20000 [==============>...............] - ETA: 5:28 - loss: 0.2618 - acc: 0.8834
10400/20000 [==============>...............] - ETA: 5:24 - loss: 0.2609 - acc: 0.8838
10500/20000 [==============>...............] - ETA: 5:20 - loss: 0.2622 - acc: 0.8832
10600/20000 [==============>...............] - ETA: 5:17 - loss: 0.2619 - acc: 0.8835
10700/20000 [===============>..............] - ETA: 5:13 - loss: 0.2613 - acc: 0.8836
10800/20000 [===============>..............] - ETA: 5:10 - loss: 0.2621 - acc: 0.8831
10900/20000 [===============>..............] - ETA: 5:07 - loss: 0.2616 - acc: 0.8838
11000/20000 [===============>..............] - ETA: 5:03 - loss: 0.2616 - acc: 0.8837
11100/20000 [===============>..............] - ETA: 5:00 - loss: 0.2617 - acc: 0.8836
11200/20000 [===============>..............] - ETA: 4:56 - loss: 0.2610 - acc: 0.8840
11300/20000 [===============>..............] - ETA: 4:53 - loss: 0.2604 - acc: 0.8842
11400/20000 [================>.............] - ETA: 4:50 - loss: 0.2609 - acc: 0.8841
11500/20000 [================>.............] - ETA: 4:46 - loss: 0.2603 - acc: 0.8843
11600/20000 [================>.............] - ETA: 4:42 - loss: 0.2611 - acc: 0.8844
11700/20000 [================>.............] - ETA: 4:39 - loss: 0.2613 - acc: 0.8848
11800/20000 [================>.............] - ETA: 4:36 - loss: 0.2612 - acc: 0.8847
11900/20000 [================>.............] - ETA: 4:32 - loss: 0.2614 - acc: 0.8843
12000/20000 [=================>............] - ETA: 4:29 - loss: 0.2615 - acc: 0.8842
12100/20000 [=================>............] - ETA: 4:25 - loss: 0.2624 - acc: 0.8838
12200/20000 [=================>............] - ETA: 4:22 - loss: 0.2621 - acc: 0.8835
12300/20000 [=================>............] - ETA: 4:18 - loss: 0.2616 - acc: 0.8838
12400/20000 [=================>............] - ETA: 4:15 - loss: 0.2619 - acc: 0.8838
12500/20000 [=================>............] - ETA: 4:11 - loss: 0.2627 - acc: 0.8833
12600/20000 [=================>............] - ETA: 4:08 - loss: 0.2635 - acc: 0.8829
12700/20000 [==================>...........] - ETA: 4:04 - loss: 0.2626 - acc: 0.8833
12800/20000 [==================>...........] - ETA: 4:01 - loss: 0.2634 - acc: 0.8832
12900/20000 [==================>...........] - ETA: 3:58 - loss: 0.2634 - acc: 0.8830
13000/20000 [==================>...........] - ETA: 3:54 - loss: 0.2635 - acc: 0.8829
13100/20000 [==================>...........] - ETA: 3:51 - loss: 0.2637 - acc: 0.8831
13200/20000 [==================>...........] - ETA: 3:47 - loss: 0.2640 - acc: 0.8831
13300/20000 [==================>...........] - ETA: 3:44 - loss: 0.2643 - acc: 0.8830
13400/20000 [===================>..........] - ETA: 3:41 - loss: 0.2645 - acc: 0.8827
13500/20000 [===================>..........] - ETA: 3:37 - loss: 0.2644 - acc: 0.8829
13600/20000 [===================>..........] - ETA: 3:34 - loss: 0.2646 - acc: 0.8826
13700/20000 [===================>..........] - ETA: 3:30 - loss: 0.2641 - acc: 0.8830
13800/20000 [===================>..........] - ETA: 3:27 - loss: 0.2646 - acc: 0.8828
13900/20000 [===================>..........] - ETA: 3:24 - loss: 0.2663 - acc: 0.8822
14000/20000 [====================>.........] - ETA: 3:20 - loss: 0.2666 - acc: 0.8824
14100/20000 [====================>.........] - ETA: 3:17 - loss: 0.2664 - acc: 0.8826
14200/20000 [====================>.........] - ETA: 3:13 - loss: 0.2663 - acc: 0.8827
14300/20000 [====================>.........] - ETA: 3:10 - loss: 0.2661 - acc: 0.8828
14400/20000 [====================>.........] - ETA: 3:07 - loss: 0.2663 - acc: 0.8826
14500/20000 [====================>.........] - ETA: 3:03 - loss: 0.2663 - acc: 0.8826
14600/20000 [====================>.........] - ETA: 3:00 - loss: 0.2667 - acc: 0.8825
14700/20000 [=====================>........] - ETA: 2:57 - loss: 0.2667 - acc: 0.8824
14800/20000 [=====================>........] - ETA: 2:53 - loss: 0.2669 - acc: 0.8824
14900/20000 [=====================>........] - ETA: 2:50 - loss: 0.2672 - acc: 0.8824
15000/20000 [=====================>........] - ETA: 2:46 - loss: 0.2669 - acc: 0.8825
15100/20000 [=====================>........] - ETA: 2:43 - loss: 0.2672 - acc: 0.8825
15200/20000 [=====================>........] - ETA: 2:40 - loss: 0.2673 - acc: 0.8826
15300/20000 [=====================>........] - ETA: 2:36 - loss: 0.2676 - acc: 0.8823
15400/20000 [======================>.......] - ETA: 2:33 - loss: 0.2673 - acc: 0.8825
15500/20000 [======================>.......] - ETA: 2:30 - loss: 0.2672 - acc: 0.8825
15600/20000 [======================>.......] - ETA: 2:26 - loss: 0.2672 - acc: 0.8826
15700/20000 [======================>.......] - ETA: 2:23 - loss: 0.2671 - acc: 0.8825
15800/20000 [======================>.......] - ETA: 2:20 - loss: 0.2672 - acc: 0.8822
15900/20000 [======================>.......] - ETA: 2:16 - loss: 0.2675 - acc: 0.8819
16000/20000 [=======================>......] - ETA: 2:13 - loss: 0.2675 - acc: 0.8820
16100/20000 [=======================>......] - ETA: 2:10 - loss: 0.2674 - acc: 0.8822
16200/20000 [=======================>......] - ETA: 2:06 - loss: 0.2671 - acc: 0.8824
16300/20000 [=======================>......] - ETA: 2:03 - loss: 0.2676 - acc: 0.8823
16400/20000 [=======================>......] - ETA: 2:00 - loss: 0.2674 - acc: 0.8824
16500/20000 [=======================>......] - ETA: 1:56 - loss: 0.2673 - acc: 0.8824
16600/20000 [=======================>......] - ETA: 1:53 - loss: 0.2679 - acc: 0.8819
16700/20000 [========================>.....] - ETA: 1:50 - loss: 0.2672 - acc: 0.8822
16800/20000 [========================>.....] - ETA: 1:46 - loss: 0.2670 - acc: 0.8825
16900/20000 [========================>.....] - ETA: 1:43 - loss: 0.2673 - acc: 0.8824
17000/20000 [========================>.....] - ETA: 1:40 - loss: 0.2672 - acc: 0.8824
17100/20000 [========================>.....] - ETA: 1:36 - loss: 0.2675 - acc: 0.8823
17200/20000 [========================>.....] - ETA: 1:33 - loss: 0.2674 - acc: 0.8823
17300/20000 [========================>.....] - ETA: 1:30 - loss: 0.2673 - acc: 0.8823
17400/20000 [=========================>....] - ETA: 1:26 - loss: 0.2671 - acc: 0.8824
17500/20000 [=========================>....] - ETA: 1:23 - loss: 0.2667 - acc: 0.8826
17600/20000 [=========================>....] - ETA: 1:20 - loss: 0.2665 - acc: 0.8826
17700/20000 [=========================>....] - ETA: 1:16 - loss: 0.2666 - acc: 0.8824
17800/20000 [=========================>....] - ETA: 1:13 - loss: 0.2666 - acc: 0.8823
17900/20000 [=========================>....] - ETA: 1:09 - loss: 0.2663 - acc: 0.8825
18000/20000 [==========================>...] - ETA: 1:06 - loss: 0.2665 - acc: 0.8822
18100/20000 [==========================>...] - ETA: 1:03 - loss: 0.2660 - acc: 0.8824
18200/20000 [==========================>...] - ETA: 59s - loss: 0.2657 - acc: 0.8825
18300/20000 [==========================>...] - ETA: 56s - loss: 0.2654 - acc: 0.8826
18400/20000 [==========================>...] - ETA: 53s - loss: 0.2650 - acc: 0.8828
18500/20000 [==========================>...] - ETA: 49s - loss: 0.2646 - acc: 0.8831
18600/20000 [==========================>...] - ETA: 46s - loss: 0.2645 - acc: 0.8832
18700/20000 [===========================>..] - ETA: 43s - loss: 0.2645 - acc: 0.8835
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2644 - acc: 0.8836
18900/20000 [===========================>..] - ETA: 36s - loss: 0.2645 - acc: 0.8834
19000/20000 [===========================>..] - ETA: 33s - loss: 0.2641 - acc: 0.8835
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2642 - acc: 0.8834
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2640 - acc: 0.8836
19300/20000 [===========================>..] - ETA: 23s - loss: 0.2637 - acc: 0.8837
19400/20000 [============================>.] - ETA: 19s - loss: 0.2640 - acc: 0.8837
19500/20000 [============================>.] - ETA: 16s - loss: 0.2640 - acc: 0.8837
19600/20000 [============================>.] - ETA: 13s - loss: 0.2640 - acc: 0.8837
19700/20000 [============================>.] - ETA: 9s - loss: 0.2641 - acc: 0.8839
19800/20000 [============================>.] - ETA: 6s - loss: 0.2640 - acc: 0.8839
19900/20000 [============================>.] - ETA: 3s - loss: 0.2642 - acc: 0.8838
20000/20000 [==============================] - 674s 34ms/step - loss: 0.2643 - acc: 0.8835 - val_loss: 0.6843 - val_acc: 0.7218
Epoch 18/30
100/20000 [..............................] - ETA: 10:16 - loss: 0.2471 - acc: 0.8800
200/20000 [..............................] - ETA: 10:59 - loss: 0.2171 - acc: 0.9050
300/20000 [..............................] - ETA: 10:43 - loss: 0.2326 - acc: 0.8967
400/20000 [..............................] - ETA: 10:38 - loss: 0.2266 - acc: 0.8950
500/20000 [..............................] - ETA: 10:35 - loss: 0.2455 - acc: 0.8860
600/20000 [..............................] - ETA: 10:30 - loss: 0.2482 - acc: 0.8850
700/20000 [>.............................] - ETA: 10:32 - loss: 0.2480 - acc: 0.8857
800/20000 [>.............................] - ETA: 10:33 - loss: 0.2429 - acc: 0.8912
900/20000 [>.............................] - ETA: 10:22 - loss: 0.2426 - acc: 0.8911
1000/20000 [>.............................] - ETA: 10:21 - loss: 0.2473 - acc: 0.8900
1100/20000 [>.............................] - ETA: 10:19 - loss: 0.2536 - acc: 0.8873
1200/20000 [>.............................] - ETA: 10:13 - loss: 0.2530 - acc: 0.8875
1300/20000 [>.............................] - ETA: 10:10 - loss: 0.2469 - acc: 0.8915
1400/20000 [=>............................] - ETA: 10:09 - loss: 0.2440 - acc: 0.8950
1500/20000 [=>............................] - ETA: 10:02 - loss: 0.2438 - acc: 0.8973
1600/20000 [=>............................] - ETA: 9:58 - loss: 0.2530 - acc: 0.8931
1700/20000 [=>............................] - ETA: 9:54 - loss: 0.2566 - acc: 0.8918
1800/20000 [=>............................] - ETA: 9:53 - loss: 0.2582 - acc: 0.8917
1900/20000 [=>............................] - ETA: 9:51 - loss: 0.2543 - acc: 0.8942
2000/20000 [==>...........................] - ETA: 9:48 - loss: 0.2501 - acc: 0.8975
2100/20000 [==>...........................] - ETA: 9:46 - loss: 0.2481 - acc: 0.8981
2200/20000 [==>...........................] - ETA: 9:43 - loss: 0.2449 - acc: 0.8991
2300/20000 [==>...........................] - ETA: 9:40 - loss: 0.2419 - acc: 0.8996
2400/20000 [==>...........................] - ETA: 9:38 - loss: 0.2397 - acc: 0.9004
2500/20000 [==>...........................] - ETA: 9:33 - loss: 0.2363 - acc: 0.9028
2600/20000 [==>...........................] - ETA: 9:29 - loss: 0.2370 - acc: 0.9023
2700/20000 [===>..........................] - ETA: 9:25 - loss: 0.2356 - acc: 0.9037
2800/20000 [===>..........................] - ETA: 9:20 - loss: 0.2383 - acc: 0.9029
2900/20000 [===>..........................] - ETA: 9:16 - loss: 0.2378 - acc: 0.9034
3000/20000 [===>..........................] - ETA: 9:11 - loss: 0.2350 - acc: 0.9047
3100/20000 [===>..........................] - ETA: 9:07 - loss: 0.2356 - acc: 0.9045
3200/20000 [===>..........................] - ETA: 9:01 - loss: 0.2345 - acc: 0.9050
3300/20000 [===>..........................] - ETA: 8:58 - loss: 0.2322 - acc: 0.9067
3400/20000 [====>.........................] - ETA: 8:53 - loss: 0.2323 - acc: 0.9065
3500/20000 [====>.........................] - ETA: 8:50 - loss: 0.2333 - acc: 0.9063
3600/20000 [====>.........................] - ETA: 8:46 - loss: 0.2346 - acc: 0.9061
3700/20000 [====>.........................] - ETA: 8:43 - loss: 0.2344 - acc: 0.9059
3800/20000 [====>.........................] - ETA: 8:40 - loss: 0.2342 - acc: 0.9055
3900/20000 [====>.........................] - ETA: 8:36 - loss: 0.2326 - acc: 0.9064
4000/20000 [=====>........................] - ETA: 8:32 - loss: 0.2329 - acc: 0.9057
4100/20000 [=====>........................] - ETA: 8:28 - loss: 0.2335 - acc: 0.9056
4200/20000 [=====>........................] - ETA: 8:26 - loss: 0.2325 - acc: 0.9062
4300/20000 [=====>........................] - ETA: 8:24 - loss: 0.2330 - acc: 0.9063
4400/20000 [=====>........................] - ETA: 8:21 - loss: 0.2340 - acc: 0.9052
4500/20000 [=====>........................] - ETA: 8:17 - loss: 0.2330 - acc: 0.9053
4600/20000 [=====>........................] - ETA: 8:14 - loss: 0.2308 - acc: 0.9063
4700/20000 [======>.......................] - ETA: 8:10 - loss: 0.2298 - acc: 0.9072
4800/20000 [======>.......................] - ETA: 8:08 - loss: 0.2287 - acc: 0.9073
4900/20000 [======>.......................] - ETA: 8:04 - loss: 0.2296 - acc: 0.9067
5000/20000 [======>.......................] - ETA: 8:00 - loss: 0.2280 - acc: 0.9072
5100/20000 [======>.......................] - ETA: 7:56 - loss: 0.2280 - acc: 0.9073
5200/20000 [======>.......................] - ETA: 7:53 - loss: 0.2276 - acc: 0.9077
5300/20000 [======>.......................] - ETA: 7:51 - loss: 0.2283 - acc: 0.9074
5400/20000 [=======>......................] - ETA: 7:48 - loss: 0.2281 - acc: 0.9070
5500/20000 [=======>......................] - ETA: 7:45 - loss: 0.2289 - acc: 0.9060
5600/20000 [=======>......................] - ETA: 7:42 - loss: 0.2280 - acc: 0.9059
5700/20000 [=======>......................] - ETA: 7:39 - loss: 0.2299 - acc: 0.9053
5800/20000 [=======>......................] - ETA: 7:36 - loss: 0.2313 - acc: 0.9038
5900/20000 [=======>......................] - ETA: 7:33 - loss: 0.2316 - acc: 0.9036
6000/20000 [========>.....................] - ETA: 7:30 - loss: 0.2310 - acc: 0.9035
6100/20000 [========>.....................] - ETA: 7:27 - loss: 0.2316 - acc: 0.9028
6200/20000 [========>.....................] - ETA: 7:24 - loss: 0.2333 - acc: 0.9016
6300/20000 [========>.....................] - ETA: 7:21 - loss: 0.2340 - acc: 0.9005
6400/20000 [========>.....................] - ETA: 7:19 - loss: 0.2339 - acc: 0.9002
6500/20000 [========>.....................] - ETA: 7:15 - loss: 0.2344 - acc: 0.9000
6600/20000 [========>.....................] - ETA: 7:12 - loss: 0.2341 - acc: 0.9002
6700/20000 [=========>....................] - ETA: 7:09 - loss: 0.2341 - acc: 0.9007
6800/20000 [=========>....................] - ETA: 7:06 - loss: 0.2345 - acc: 0.9003
6900/20000 [=========>....................] - ETA: 7:02 - loss: 0.2346 - acc: 0.9003
7000/20000 [=========>....................] - ETA: 6:59 - loss: 0.2358 - acc: 0.9003
7100/20000 [=========>....................] - ETA: 6:56 - loss: 0.2354 - acc: 0.9006
7200/20000 [=========>....................] - ETA: 6:53 - loss: 0.2352 - acc: 0.9006
7300/20000 [=========>....................] - ETA: 6:50 - loss: 0.2365 - acc: 0.9003
7400/20000 [==========>...................] - ETA: 6:47 - loss: 0.2361 - acc: 0.8999
7500/20000 [==========>...................] - ETA: 6:43 - loss: 0.2361 - acc: 0.8999
7600/20000 [==========>...................] - ETA: 6:41 - loss: 0.2365 - acc: 0.8995
7700/20000 [==========>...................] - ETA: 6:37 - loss: 0.2371 - acc: 0.8996
7800/20000 [==========>...................] - ETA: 6:34 - loss: 0.2376 - acc: 0.8991
7900/20000 [==========>...................] - ETA: 6:31 - loss: 0.2368 - acc: 0.8996
8000/20000 [===========>..................] - ETA: 6:28 - loss: 0.2367 - acc: 0.8994
8100/20000 [===========>..................] - ETA: 6:24 - loss: 0.2363 - acc: 0.8995
8200/20000 [===========>..................] - ETA: 6:21 - loss: 0.2370 - acc: 0.8993
8300/20000 [===========>..................] - ETA: 6:18 - loss: 0.2375 - acc: 0.8988
8400/20000 [===========>..................] - ETA: 6:14 - loss: 0.2375 - acc: 0.8990
8500/20000 [===========>..................] - ETA: 6:11 - loss: 0.2377 - acc: 0.8988
8600/20000 [===========>..................] - ETA: 6:08 - loss: 0.2390 - acc: 0.8984
8700/20000 [============>.................] - ETA: 6:05 - loss: 0.2403 - acc: 0.8975
8800/20000 [============>.................] - ETA: 6:02 - loss: 0.2401 - acc: 0.8973
8900/20000 [============>.................] - ETA: 5:59 - loss: 0.2390 - acc: 0.8978
9000/20000 [============>.................] - ETA: 5:56 - loss: 0.2384 - acc: 0.8983
9100/20000 [============>.................] - ETA: 5:53 - loss: 0.2381 - acc: 0.8985
9200/20000 [============>.................] - ETA: 5:50 - loss: 0.2386 - acc: 0.8980
9300/20000 [============>.................] - ETA: 5:46 - loss: 0.2389 - acc: 0.8981
9400/20000 [=============>................] - ETA: 5:43 - loss: 0.2395 - acc: 0.8978
9500/20000 [=============>................] - ETA: 5:40 - loss: 0.2391 - acc: 0.8981
9600/20000 [=============>................] - ETA: 5:37 - loss: 0.2388 - acc: 0.8981
9700/20000 [=============>................] - ETA: 5:34 - loss: 0.2391 - acc: 0.8979
9800/20000 [=============>................] - ETA: 5:30 - loss: 0.2393 - acc: 0.8983
9900/20000 [=============>................] - ETA: 5:27 - loss: 0.2398 - acc: 0.8983
10000/20000 [==============>...............] - ETA: 5:24 - loss: 0.2401 - acc: 0.8980
10100/20000 [==============>...............] - ETA: 5:21 - loss: 0.2409 - acc: 0.8977
10200/20000 [==============>...............] - ETA: 5:17 - loss: 0.2413 - acc: 0.8974
10300/20000 [==============>...............] - ETA: 5:14 - loss: 0.2417 - acc: 0.8974
10400/20000 [==============>...............] - ETA: 5:11 - loss: 0.2421 - acc: 0.8970
10500/20000 [==============>...............] - ETA: 5:08 - loss: 0.2427 - acc: 0.8970
10600/20000 [==============>...............] - ETA: 5:04 - loss: 0.2433 - acc: 0.8962
10700/20000 [===============>..............] - ETA: 5:01 - loss: 0.2432 - acc: 0.8960
10800/20000 [===============>..............] - ETA: 4:58 - loss: 0.2442 - acc: 0.8956
10900/20000 [===============>..............] - ETA: 4:55 - loss: 0.2442 - acc: 0.8955
11000/20000 [===============>..............] - ETA: 4:51 - loss: 0.2456 - acc: 0.8945
11100/20000 [===============>..............] - ETA: 4:48 - loss: 0.2456 - acc: 0.8945
11200/20000 [===============>..............] - ETA: 4:45 - loss: 0.2456 - acc: 0.8948
11300/20000 [===============>..............] - ETA: 4:41 - loss: 0.2450 - acc: 0.8950
11400/20000 [================>.............] - ETA: 4:38 - loss: 0.2448 - acc: 0.8954
11500/20000 [================>.............] - ETA: 4:35 - loss: 0.2443 - acc: 0.8957
11600/20000 [================>.............] - ETA: 4:32 - loss: 0.2444 - acc: 0.8957
11700/20000 [================>.............] - ETA: 4:29 - loss: 0.2445 - acc: 0.8954
11800/20000 [================>.............] - ETA: 4:25 - loss: 0.2441 - acc: 0.8955
11900/20000 [================>.............] - ETA: 4:22 - loss: 0.2448 - acc: 0.8949
12000/20000 [=================>............] - ETA: 4:19 - loss: 0.2451 - acc: 0.8947
12100/20000 [=================>............] - ETA: 4:16 - loss: 0.2454 - acc: 0.8945
12200/20000 [=================>............] - ETA: 4:13 - loss: 0.2456 - acc: 0.8948
12300/20000 [=================>............] - ETA: 4:10 - loss: 0.2457 - acc: 0.8948
12400/20000 [=================>............] - ETA: 4:06 - loss: 0.2459 - acc: 0.8945
12500/20000 [=================>............] - ETA: 4:03 - loss: 0.2465 - acc: 0.8941
12600/20000 [=================>............] - ETA: 4:00 - loss: 0.2462 - acc: 0.8944
12700/20000 [==================>...........] - ETA: 3:56 - loss: 0.2461 - acc: 0.8947
12800/20000 [==================>...........] - ETA: 3:53 - loss: 0.2462 - acc: 0.8946
12900/20000 [==================>...........] - ETA: 3:50 - loss: 0.2458 - acc: 0.8948
13000/20000 [==================>...........] - ETA: 3:46 - loss: 0.2459 - acc: 0.8948
13100/20000 [==================>...........] - ETA: 3:43 - loss: 0.2466 - acc: 0.8944
13200/20000 [==================>...........] - ETA: 3:40 - loss: 0.2463 - acc: 0.8948
13300/20000 [==================>...........] - ETA: 3:37 - loss: 0.2462 - acc: 0.8947
13400/20000 [===================>..........] - ETA: 3:34 - loss: 0.2456 - acc: 0.8951
13500/20000 [===================>..........] - ETA: 3:30 - loss: 0.2452 - acc: 0.8953
13600/20000 [===================>..........] - ETA: 3:27 - loss: 0.2451 - acc: 0.8954
13700/20000 [===================>..........] - ETA: 3:23 - loss: 0.2449 - acc: 0.8955
13800/20000 [===================>..........] - ETA: 3:20 - loss: 0.2449 - acc: 0.8954
13900/20000 [===================>..........] - ETA: 3:17 - loss: 0.2449 - acc: 0.8953
14000/20000 [====================>.........] - ETA: 3:14 - loss: 0.2452 - acc: 0.8953
14100/20000 [====================>.........] - ETA: 3:10 - loss: 0.2453 - acc: 0.8951
14200/20000 [====================>.........] - ETA: 3:07 - loss: 0.2454 - acc: 0.8951
14300/20000 [====================>.........] - ETA: 3:04 - loss: 0.2454 - acc: 0.8952
14400/20000 [====================>.........] - ETA: 3:01 - loss: 0.2456 - acc: 0.8953
14500/20000 [====================>.........] - ETA: 2:57 - loss: 0.2452 - acc: 0.8955
14600/20000 [====================>.........] - ETA: 2:54 - loss: 0.2454 - acc: 0.8952
14700/20000 [=====================>........] - ETA: 2:51 - loss: 0.2452 - acc: 0.8952
14800/20000 [=====================>........] - ETA: 2:48 - loss: 0.2451 - acc: 0.8952
14900/20000 [=====================>........] - ETA: 2:45 - loss: 0.2450 - acc: 0.8954
15000/20000 [=====================>........] - ETA: 2:41 - loss: 0.2453 - acc: 0.8955
15100/20000 [=====================>........] - ETA: 2:38 - loss: 0.2451 - acc: 0.8956
15200/20000 [=====================>........] - ETA: 2:35 - loss: 0.2448 - acc: 0.8959
15300/20000 [=====================>........] - ETA: 2:32 - loss: 0.2445 - acc: 0.8960
15400/20000 [======================>.......] - ETA: 2:28 - loss: 0.2450 - acc: 0.8958
15500/20000 [======================>.......] - ETA: 2:25 - loss: 0.2452 - acc: 0.8957
15600/20000 [======================>.......] - ETA: 2:22 - loss: 0.2453 - acc: 0.8956
15700/20000 [======================>.......] - ETA: 2:19 - loss: 0.2453 - acc: 0.8956
15800/20000 [======================>.......] - ETA: 2:16 - loss: 0.2455 - acc: 0.8954
15900/20000 [======================>.......] - ETA: 2:12 - loss: 0.2459 - acc: 0.8950
16000/20000 [=======================>......] - ETA: 2:09 - loss: 0.2460 - acc: 0.8948
16100/20000 [=======================>......] - ETA: 2:06 - loss: 0.2463 - acc: 0.8945
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.2462 - acc: 0.8945
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.2462 - acc: 0.8946
16400/20000 [=======================>......] - ETA: 1:56 - loss: 0.2456 - acc: 0.8948
16500/20000 [=======================>......] - ETA: 1:53 - loss: 0.2462 - acc: 0.8948
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.2463 - acc: 0.8949
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.2463 - acc: 0.8950
16800/20000 [========================>.....] - ETA: 1:43 - loss: 0.2464 - acc: 0.8948
16900/20000 [========================>.....] - ETA: 1:40 - loss: 0.2467 - acc: 0.8947
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.2466 - acc: 0.8949
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.2460 - acc: 0.8953
17200/20000 [========================>.....] - ETA: 1:30 - loss: 0.2457 - acc: 0.8956
17300/20000 [========================>.....] - ETA: 1:27 - loss: 0.2457 - acc: 0.8957
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.2458 - acc: 0.8957
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.2461 - acc: 0.8955
17600/20000 [=========================>....] - ETA: 1:17 - loss: 0.2462 - acc: 0.8955
17700/20000 [=========================>....] - ETA: 1:14 - loss: 0.2464 - acc: 0.8954
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.2466 - acc: 0.8954
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.2467 - acc: 0.8954
18000/20000 [==========================>...] - ETA: 1:04 - loss: 0.2473 - acc: 0.8952
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.2475 - acc: 0.8951
18200/20000 [==========================>...] - ETA: 58s - loss: 0.2479 - acc: 0.8951
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2480 - acc: 0.8949
18400/20000 [==========================>...] - ETA: 51s - loss: 0.2480 - acc: 0.8949
18500/20000 [==========================>...] - ETA: 48s - loss: 0.2485 - acc: 0.8948
18600/20000 [==========================>...] - ETA: 45s - loss: 0.2489 - acc: 0.8948
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2494 - acc: 0.8948
18800/20000 [===========================>..] - ETA: 38s - loss: 0.2499 - acc: 0.8943
18900/20000 [===========================>..] - ETA: 35s - loss: 0.2498 - acc: 0.8944
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2496 - acc: 0.8945
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2496 - acc: 0.8944
19200/20000 [===========================>..] - ETA: 25s - loss: 0.2500 - acc: 0.8941
19300/20000 [===========================>..] - ETA: 22s - loss: 0.2503 - acc: 0.8938
19400/20000 [============================>.] - ETA: 19s - loss: 0.2504 - acc: 0.8939
19500/20000 [============================>.] - ETA: 16s - loss: 0.2503 - acc: 0.8939
19600/20000 [============================>.] - ETA: 12s - loss: 0.2504 - acc: 0.8940
19700/20000 [============================>.] - ETA: 9s - loss: 0.2504 - acc: 0.8940
19800/20000 [============================>.] - ETA: 6s - loss: 0.2509 - acc: 0.8935
19900/20000 [============================>.] - ETA: 3s - loss: 0.2507 - acc: 0.8936
20000/20000 [==============================] - 658s 33ms/step - loss: 0.2508 - acc: 0.8935 - val_loss: 0.7153 - val_acc: 0.7070
Epoch 19/30
100/20000 [..............................] - ETA: 10:31 - loss: 0.2480 - acc: 0.9100
200/20000 [..............................] - ETA: 10:31 - loss: 0.2119 - acc: 0.9150
300/20000 [..............................] - ETA: 10:35 - loss: 0.2535 - acc: 0.8900
400/20000 [..............................] - ETA: 10:28 - loss: 0.2323 - acc: 0.9000
500/20000 [..............................] - ETA: 10:36 - loss: 0.2210 - acc: 0.9100
600/20000 [..............................] - ETA: 10:34 - loss: 0.2256 - acc: 0.9033
700/20000 [>.............................] - ETA: 10:29 - loss: 0.2297 - acc: 0.8986
800/20000 [>.............................] - ETA: 10:20 - loss: 0.2213 - acc: 0.9050
900/20000 [>.............................] - ETA: 10:12 - loss: 0.2213 - acc: 0.9056
1000/20000 [>.............................] - ETA: 10:10 - loss: 0.2248 - acc: 0.9000
1100/20000 [>.............................] - ETA: 10:03 - loss: 0.2216 - acc: 0.9045
1200/20000 [>.............................] - ETA: 9:58 - loss: 0.2240 - acc: 0.9033
1300/20000 [>.............................] - ETA: 9:59 - loss: 0.2245 - acc: 0.9000
1400/20000 [=>............................] - ETA: 9:57 - loss: 0.2218 - acc: 0.9021
1500/20000 [=>............................] - ETA: 9:57 - loss: 0.2261 - acc: 0.9013
1600/20000 [=>............................] - ETA: 9:54 - loss: 0.2221 - acc: 0.9063
1700/20000 [=>............................] - ETA: 9:52 - loss: 0.2205 - acc: 0.9071
1800/20000 [=>............................] - ETA: 9:47 - loss: 0.2263 - acc: 0.9039
1900/20000 [=>............................] - ETA: 9:43 - loss: 0.2236 - acc: 0.9063
2000/20000 [==>...........................] - ETA: 9:38 - loss: 0.2222 - acc: 0.9055
2100/20000 [==>...........................] - ETA: 9:38 - loss: 0.2267 - acc: 0.9033
2200/20000 [==>...........................] - ETA: 9:33 - loss: 0.2267 - acc: 0.9018
2300/20000 [==>...........................] - ETA: 9:30 - loss: 0.2250 - acc: 0.9017
2400/20000 [==>...........................] - ETA: 9:29 - loss: 0.2273 - acc: 0.8996
2500/20000 [==>...........................] - ETA: 9:27 - loss: 0.2257 - acc: 0.9008
2600/20000 [==>...........................] - ETA: 9:21 - loss: 0.2259 - acc: 0.9004
2700/20000 [===>..........................] - ETA: 9:19 - loss: 0.2271 - acc: 0.9004
2800/20000 [===>..........................] - ETA: 9:17 - loss: 0.2264 - acc: 0.9011
2900/20000 [===>..........................] - ETA: 9:12 - loss: 0.2265 - acc: 0.9014
3000/20000 [===>..........................] - ETA: 9:07 - loss: 0.2302 - acc: 0.8987
3100/20000 [===>..........................] - ETA: 9:06 - loss: 0.2301 - acc: 0.8981
3200/20000 [===>..........................] - ETA: 9:02 - loss: 0.2290 - acc: 0.8981
3300/20000 [===>..........................] - ETA: 8:59 - loss: 0.2279 - acc: 0.8991
3400/20000 [====>.........................] - ETA: 8:55 - loss: 0.2276 - acc: 0.8997
3500/20000 [====>.........................] - ETA: 8:54 - loss: 0.2281 - acc: 0.9000
3600/20000 [====>.........................] - ETA: 8:52 - loss: 0.2280 - acc: 0.9008
3700/20000 [====>.........................] - ETA: 8:50 - loss: 0.2298 - acc: 0.9000
3800/20000 [====>.........................] - ETA: 8:46 - loss: 0.2296 - acc: 0.8997
3900/20000 [====>.........................] - ETA: 8:44 - loss: 0.2311 - acc: 0.8997
4000/20000 [=====>........................] - ETA: 8:39 - loss: 0.2303 - acc: 0.9000
4100/20000 [=====>........................] - ETA: 8:36 - loss: 0.2298 - acc: 0.8993
4200/20000 [=====>........................] - ETA: 8:33 - loss: 0.2298 - acc: 0.8993
4300/20000 [=====>........................] - ETA: 8:29 - loss: 0.2303 - acc: 0.8995
4400/20000 [=====>........................] - ETA: 8:27 - loss: 0.2294 - acc: 0.9000
4500/20000 [=====>........................] - ETA: 8:22 - loss: 0.2300 - acc: 0.8996
4600/20000 [=====>........................] - ETA: 8:18 - loss: 0.2293 - acc: 0.8998
4700/20000 [======>.......................] - ETA: 8:16 - loss: 0.2285 - acc: 0.9000
4800/20000 [======>.......................] - ETA: 8:12 - loss: 0.2291 - acc: 0.8992
4900/20000 [======>.......................] - ETA: 8:09 - loss: 0.2281 - acc: 0.8998
5000/20000 [======>.......................] - ETA: 8:06 - loss: 0.2284 - acc: 0.9002
5100/20000 [======>.......................] - ETA: 8:03 - loss: 0.2304 - acc: 0.9000
5200/20000 [======>.......................] - ETA: 8:00 - loss: 0.2316 - acc: 0.8998
5300/20000 [======>.......................] - ETA: 7:58 - loss: 0.2302 - acc: 0.9006
5400/20000 [=======>......................] - ETA: 7:54 - loss: 0.2306 - acc: 0.9004
5500/20000 [=======>......................] - ETA: 7:52 - loss: 0.2331 - acc: 0.8985
5600/20000 [=======>......................] - ETA: 7:48 - loss: 0.2324 - acc: 0.8993
5700/20000 [=======>......................] - ETA: 7:44 - loss: 0.2333 - acc: 0.8986
5800/20000 [=======>......................] - ETA: 7:41 - loss: 0.2325 - acc: 0.8990
5900/20000 [=======>......................] - ETA: 7:37 - loss: 0.2322 - acc: 0.8992
6000/20000 [========>.....................] - ETA: 7:34 - loss: 0.2328 - acc: 0.8993
6100/20000 [========>.....................] - ETA: 7:31 - loss: 0.2321 - acc: 0.8990
6200/20000 [========>.....................] - ETA: 7:27 - loss: 0.2323 - acc: 0.8990
6300/20000 [========>.....................] - ETA: 7:25 - loss: 0.2325 - acc: 0.8987
6400/20000 [========>.....................] - ETA: 7:21 - loss: 0.2320 - acc: 0.8991
6500/20000 [========>.....................] - ETA: 7:18 - loss: 0.2324 - acc: 0.8992
6600/20000 [========>.....................] - ETA: 7:15 - loss: 0.2326 - acc: 0.8992
6700/20000 [=========>....................] - ETA: 7:11 - loss: 0.2331 - acc: 0.8993
6800/20000 [=========>....................] - ETA: 7:08 - loss: 0.2325 - acc: 0.8991
6900/20000 [=========>....................] - ETA: 7:05 - loss: 0.2324 - acc: 0.8994
7000/20000 [=========>....................] - ETA: 7:02 - loss: 0.2322 - acc: 0.8997
7100/20000 [=========>....................] - ETA: 6:58 - loss: 0.2320 - acc: 0.8997
7200/20000 [=========>....................] - ETA: 6:55 - loss: 0.2320 - acc: 0.8996
7300/20000 [=========>....................] - ETA: 6:52 - loss: 0.2314 - acc: 0.8997
7400/20000 [==========>...................] - ETA: 6:48 - loss: 0.2324 - acc: 0.8991
7500/20000 [==========>...................] - ETA: 6:46 - loss: 0.2327 - acc: 0.8991
7600/20000 [==========>...................] - ETA: 6:42 - loss: 0.2333 - acc: 0.8987
7700/20000 [==========>...................] - ETA: 6:39 - loss: 0.2342 - acc: 0.8984
7800/20000 [==========>...................] - ETA: 6:36 - loss: 0.2338 - acc: 0.8986
7900/20000 [==========>...................] - ETA: 6:33 - loss: 0.2339 - acc: 0.8981
8000/20000 [===========>..................] - ETA: 6:30 - loss: 0.2334 - acc: 0.8981
8100/20000 [===========>..................] - ETA: 6:27 - loss: 0.2340 - acc: 0.8975
8200/20000 [===========>..................] - ETA: 6:23 - loss: 0.2339 - acc: 0.8976
8300/20000 [===========>..................] - ETA: 6:20 - loss: 0.2342 - acc: 0.8980
8400/20000 [===========>..................] - ETA: 6:17 - loss: 0.2338 - acc: 0.8980
8500/20000 [===========>..................] - ETA: 6:14 - loss: 0.2336 - acc: 0.8981
8600/20000 [===========>..................] - ETA: 6:10 - loss: 0.2339 - acc: 0.8978
8700/20000 [============>.................] - ETA: 6:07 - loss: 0.2340 - acc: 0.8975
8800/20000 [============>.................] - ETA: 6:04 - loss: 0.2340 - acc: 0.8973
8900/20000 [============>.................] - ETA: 6:01 - loss: 0.2346 - acc: 0.8966
9000/20000 [============>.................] - ETA: 5:58 - loss: 0.2344 - acc: 0.8969
9100/20000 [============>.................] - ETA: 5:54 - loss: 0.2351 - acc: 0.8967
9200/20000 [============>.................] - ETA: 5:51 - loss: 0.2357 - acc: 0.8961
9300/20000 [============>.................] - ETA: 5:48 - loss: 0.2357 - acc: 0.8960
9400/20000 [=============>................] - ETA: 5:45 - loss: 0.2357 - acc: 0.8965
9500/20000 [=============>................] - ETA: 5:41 - loss: 0.2354 - acc: 0.8966
9600/20000 [=============>................] - ETA: 5:38 - loss: 0.2351 - acc: 0.8969
9700/20000 [=============>................] - ETA: 5:35 - loss: 0.2358 - acc: 0.8963
9800/20000 [=============>................] - ETA: 5:31 - loss: 0.2368 - acc: 0.8956
9900/20000 [=============>................] - ETA: 5:28 - loss: 0.2368 - acc: 0.8954
10000/20000 [==============>...............] - ETA: 5:25 - loss: 0.2371 - acc: 0.8956
10100/20000 [==============>...............] - ETA: 5:22 - loss: 0.2368 - acc: 0.8957
10200/20000 [==============>...............] - ETA: 5:19 - loss: 0.2384 - acc: 0.8949
10300/20000 [==============>...............] - ETA: 5:16 - loss: 0.2379 - acc: 0.8953
10400/20000 [==============>...............] - ETA: 5:13 - loss: 0.2377 - acc: 0.8953
10500/20000 [==============>...............] - ETA: 5:10 - loss: 0.2376 - acc: 0.8952
10600/20000 [==============>...............] - ETA: 5:06 - loss: 0.2383 - acc: 0.8948
10700/20000 [===============>..............] - ETA: 5:03 - loss: 0.2383 - acc: 0.8950
10800/20000 [===============>..............] - ETA: 5:00 - loss: 0.2386 - acc: 0.8951
10900/20000 [===============>..............] - ETA: 4:57 - loss: 0.2389 - acc: 0.8950
11000/20000 [===============>..............] - ETA: 4:53 - loss: 0.2395 - acc: 0.8946
11100/20000 [===============>..............] - ETA: 4:50 - loss: 0.2395 - acc: 0.8949
11200/20000 [===============>..............] - ETA: 4:47 - loss: 0.2396 - acc: 0.8949
11300/20000 [===============>..............] - ETA: 4:44 - loss: 0.2398 - acc: 0.8947
11400/20000 [================>.............] - ETA: 4:40 - loss: 0.2405 - acc: 0.8942
11500/20000 [================>.............] - ETA: 4:37 - loss: 0.2404 - acc: 0.8944
11600/20000 [================>.............] - ETA: 4:34 - loss: 0.2400 - acc: 0.8947
11700/20000 [================>.............] - ETA: 4:30 - loss: 0.2395 - acc: 0.8947
11800/20000 [================>.............] - ETA: 4:27 - loss: 0.2397 - acc: 0.8945
11900/20000 [================>.............] - ETA: 4:24 - loss: 0.2401 - acc: 0.8945
12000/20000 [=================>............] - ETA: 4:21 - loss: 0.2397 - acc: 0.8950
12100/20000 [=================>............] - ETA: 4:17 - loss: 0.2396 - acc: 0.8950
12200/20000 [=================>............] - ETA: 4:14 - loss: 0.2406 - acc: 0.8947
12300/20000 [=================>............] - ETA: 4:11 - loss: 0.2403 - acc: 0.8949
12400/20000 [=================>............] - ETA: 4:07 - loss: 0.2407 - acc: 0.8948
12500/20000 [=================>............] - ETA: 4:04 - loss: 0.2406 - acc: 0.8949
12600/20000 [=================>............] - ETA: 4:01 - loss: 0.2412 - acc: 0.8945
12700/20000 [==================>...........] - ETA: 3:57 - loss: 0.2417 - acc: 0.8943
12800/20000 [==================>...........] - ETA: 3:54 - loss: 0.2417 - acc: 0.8943
12900/20000 [==================>...........] - ETA: 3:51 - loss: 0.2419 - acc: 0.8943
13000/20000 [==================>...........] - ETA: 3:47 - loss: 0.2413 - acc: 0.8948
13100/20000 [==================>...........] - ETA: 3:44 - loss: 0.2411 - acc: 0.8951
13200/20000 [==================>...........] - ETA: 3:41 - loss: 0.2407 - acc: 0.8953
13300/20000 [==================>...........] - ETA: 3:38 - loss: 0.2403 - acc: 0.8954
13400/20000 [===================>..........] - ETA: 3:35 - loss: 0.2404 - acc: 0.8954
13500/20000 [===================>..........] - ETA: 3:31 - loss: 0.2403 - acc: 0.8952
13600/20000 [===================>..........] - ETA: 3:28 - loss: 0.2399 - acc: 0.8955
13700/20000 [===================>..........] - ETA: 3:25 - loss: 0.2398 - acc: 0.8956
13800/20000 [===================>..........] - ETA: 3:22 - loss: 0.2401 - acc: 0.8956
13900/20000 [===================>..........] - ETA: 3:18 - loss: 0.2401 - acc: 0.8956
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.2405 - acc: 0.8955
14100/20000 [====================>.........] - ETA: 3:12 - loss: 0.2402 - acc: 0.8956
14200/20000 [====================>.........] - ETA: 3:08 - loss: 0.2400 - acc: 0.8959
14300/20000 [====================>.........] - ETA: 3:05 - loss: 0.2399 - acc: 0.8959
14400/20000 [====================>.........] - ETA: 3:02 - loss: 0.2400 - acc: 0.8958
14500/20000 [====================>.........] - ETA: 2:58 - loss: 0.2404 - acc: 0.8957
14600/20000 [====================>.........] - ETA: 2:55 - loss: 0.2405 - acc: 0.8958
14700/20000 [=====================>........] - ETA: 2:52 - loss: 0.2407 - acc: 0.8956
14800/20000 [=====================>........] - ETA: 2:49 - loss: 0.2403 - acc: 0.8958
14900/20000 [=====================>........] - ETA: 2:45 - loss: 0.2403 - acc: 0.8958
15000/20000 [=====================>........] - ETA: 2:42 - loss: 0.2401 - acc: 0.8959
15100/20000 [=====================>........] - ETA: 2:39 - loss: 0.2396 - acc: 0.8962
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.2395 - acc: 0.8963
15300/20000 [=====================>........] - ETA: 2:32 - loss: 0.2394 - acc: 0.8963
15400/20000 [======================>.......] - ETA: 2:29 - loss: 0.2392 - acc: 0.8966
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.2389 - acc: 0.8968
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.2392 - acc: 0.8966
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.2392 - acc: 0.8966
15800/20000 [======================>.......] - ETA: 2:16 - loss: 0.2395 - acc: 0.8963
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.2397 - acc: 0.8964
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.2397 - acc: 0.8963
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.2398 - acc: 0.8961
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.2397 - acc: 0.8963
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.2398 - acc: 0.8962
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.2400 - acc: 0.8963
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.2406 - acc: 0.8961
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.2405 - acc: 0.8963
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.2406 - acc: 0.8963
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.2407 - acc: 0.8962
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.2407 - acc: 0.8962
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.2407 - acc: 0.8962
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.2409 - acc: 0.8961
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.2410 - acc: 0.8960
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.2413 - acc: 0.8959
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.2408 - acc: 0.8962
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.2408 - acc: 0.8962
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.2409 - acc: 0.8963
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.2409 - acc: 0.8965
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.2409 - acc: 0.8964
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.2410 - acc: 0.8963
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.2409 - acc: 0.8964
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.2409 - acc: 0.8962
18200/20000 [==========================>...] - ETA: 58s - loss: 0.2415 - acc: 0.8960
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2415 - acc: 0.8961
18400/20000 [==========================>...] - ETA: 52s - loss: 0.2412 - acc: 0.8962
18500/20000 [==========================>...] - ETA: 48s - loss: 0.2410 - acc: 0.8964
18600/20000 [==========================>...] - ETA: 45s - loss: 0.2405 - acc: 0.8967
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2409 - acc: 0.8966
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2413 - acc: 0.8965
18900/20000 [===========================>..] - ETA: 35s - loss: 0.2413 - acc: 0.8965
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2412 - acc: 0.8966
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2412 - acc: 0.8967
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2409 - acc: 0.8967
19300/20000 [===========================>..] - ETA: 22s - loss: 0.2416 - acc: 0.8966
19400/20000 [============================>.] - ETA: 19s - loss: 0.2421 - acc: 0.8963
19500/20000 [============================>.] - ETA: 16s - loss: 0.2421 - acc: 0.8963
19600/20000 [============================>.] - ETA: 13s - loss: 0.2421 - acc: 0.8964
19700/20000 [============================>.] - ETA: 9s - loss: 0.2420 - acc: 0.8964
19800/20000 [============================>.] - ETA: 6s - loss: 0.2419 - acc: 0.8965
19900/20000 [============================>.] - ETA: 3s - loss: 0.2419 - acc: 0.8966
20000/20000 [==============================] - 660s 33ms/step - loss: 0.2422 - acc: 0.8965 - val_loss: 0.6168 - val_acc: 0.7482
Epoch 20/30
100/20000 [..............................] - ETA: 10:05 - loss: 0.2837 - acc: 0.8500
200/20000 [..............................] - ETA: 10:20 - loss: 0.2342 - acc: 0.9050
300/20000 [..............................] - ETA: 10:22 - loss: 0.2081 - acc: 0.9100
400/20000 [..............................] - ETA: 10:41 - loss: 0.2045 - acc: 0.9125
500/20000 [..............................] - ETA: 10:23 - loss: 0.2050 - acc: 0.9120
600/20000 [..............................] - ETA: 10:25 - loss: 0.2051 - acc: 0.9150
700/20000 [>.............................] - ETA: 10:22 - loss: 0.2006 - acc: 0.9171
800/20000 [>.............................] - ETA: 10:18 - loss: 0.1970 - acc: 0.9188
900/20000 [>.............................] - ETA: 10:21 - loss: 0.1980 - acc: 0.9189
1000/20000 [>.............................] - ETA: 10:18 - loss: 0.1950 - acc: 0.9210
1100/20000 [>.............................] - ETA: 10:18 - loss: 0.2016 - acc: 0.9164
1200/20000 [>.............................] - ETA: 10:16 - loss: 0.2052 - acc: 0.9133
1300/20000 [>.............................] - ETA: 10:14 - loss: 0.2010 - acc: 0.9138
1400/20000 [=>............................] - ETA: 10:10 - loss: 0.2080 - acc: 0.9136
1500/20000 [=>............................] - ETA: 10:06 - loss: 0.2127 - acc: 0.9127
1600/20000 [=>............................] - ETA: 10:03 - loss: 0.2124 - acc: 0.9119
1700/20000 [=>............................] - ETA: 10:03 - loss: 0.2174 - acc: 0.9082
1800/20000 [=>............................] - ETA: 10:01 - loss: 0.2186 - acc: 0.9083
1900/20000 [=>............................] - ETA: 10:00 - loss: 0.2185 - acc: 0.9089
2000/20000 [==>...........................] - ETA: 9:55 - loss: 0.2171 - acc: 0.9090
2100/20000 [==>...........................] - ETA: 9:51 - loss: 0.2142 - acc: 0.9110
2200/20000 [==>...........................] - ETA: 9:48 - loss: 0.2149 - acc: 0.9100
2300/20000 [==>...........................] - ETA: 9:44 - loss: 0.2139 - acc: 0.9091
2400/20000 [==>...........................] - ETA: 9:40 - loss: 0.2129 - acc: 0.9092
2500/20000 [==>...........................] - ETA: 9:38 - loss: 0.2123 - acc: 0.9088
2600/20000 [==>...........................] - ETA: 9:35 - loss: 0.2101 - acc: 0.9100
2700/20000 [===>..........................] - ETA: 9:33 - loss: 0.2104 - acc: 0.9096
2800/20000 [===>..........................] - ETA: 9:29 - loss: 0.2106 - acc: 0.9093
2900/20000 [===>..........................] - ETA: 9:24 - loss: 0.2140 - acc: 0.9076
3000/20000 [===>..........................] - ETA: 9:20 - loss: 0.2121 - acc: 0.9083
3100/20000 [===>..........................] - ETA: 9:15 - loss: 0.2140 - acc: 0.9071
3200/20000 [===>..........................] - ETA: 9:12 - loss: 0.2149 - acc: 0.9063
3300/20000 [===>..........................] - ETA: 9:08 - loss: 0.2145 - acc: 0.9070
3400/20000 [====>.........................] - ETA: 9:03 - loss: 0.2170 - acc: 0.9062
3500/20000 [====>.........................] - ETA: 9:00 - loss: 0.2174 - acc: 0.9060
3600/20000 [====>.........................] - ETA: 8:58 - loss: 0.2181 - acc: 0.9064
3700/20000 [====>.........................] - ETA: 8:54 - loss: 0.2190 - acc: 0.9051
3800/20000 [====>.........................] - ETA: 8:50 - loss: 0.2198 - acc: 0.9045
3900/20000 [====>.........................] - ETA: 8:47 - loss: 0.2201 - acc: 0.9049
4000/20000 [=====>........................] - ETA: 8:44 - loss: 0.2211 - acc: 0.9048
4100/20000 [=====>........................] - ETA: 8:41 - loss: 0.2216 - acc: 0.9049
4200/20000 [=====>........................] - ETA: 8:36 - loss: 0.2223 - acc: 0.9036
4300/20000 [=====>........................] - ETA: 8:33 - loss: 0.2241 - acc: 0.9030
4400/20000 [=====>........................] - ETA: 8:30 - loss: 0.2255 - acc: 0.9018
4500/20000 [=====>........................] - ETA: 8:26 - loss: 0.2239 - acc: 0.9022
4600/20000 [=====>........................] - ETA: 8:24 - loss: 0.2254 - acc: 0.9011
4700/20000 [======>.......................] - ETA: 8:21 - loss: 0.2238 - acc: 0.9017
4800/20000 [======>.......................] - ETA: 8:18 - loss: 0.2239 - acc: 0.9013
4900/20000 [======>.......................] - ETA: 8:15 - loss: 0.2239 - acc: 0.9012
5000/20000 [======>.......................] - ETA: 8:12 - loss: 0.2245 - acc: 0.9012
5100/20000 [======>.......................] - ETA: 8:08 - loss: 0.2240 - acc: 0.9010
5200/20000 [======>.......................] - ETA: 8:05 - loss: 0.2247 - acc: 0.9013
5300/20000 [======>.......................] - ETA: 8:01 - loss: 0.2248 - acc: 0.9013
5400/20000 [=======>......................] - ETA: 7:58 - loss: 0.2259 - acc: 0.9007
5500/20000 [=======>......................] - ETA: 7:54 - loss: 0.2274 - acc: 0.9000
5600/20000 [=======>......................] - ETA: 7:50 - loss: 0.2279 - acc: 0.8996
5700/20000 [=======>......................] - ETA: 7:46 - loss: 0.2285 - acc: 0.8998
5800/20000 [=======>......................] - ETA: 7:43 - loss: 0.2284 - acc: 0.8998
5900/20000 [=======>......................] - ETA: 7:39 - loss: 0.2291 - acc: 0.8995
6000/20000 [========>.....................] - ETA: 7:37 - loss: 0.2296 - acc: 0.8992
6100/20000 [========>.....................] - ETA: 7:34 - loss: 0.2296 - acc: 0.8992
6200/20000 [========>.....................] - ETA: 7:31 - loss: 0.2284 - acc: 0.8998
6300/20000 [========>.....................] - ETA: 7:28 - loss: 0.2303 - acc: 0.8997
6400/20000 [========>.....................] - ETA: 7:25 - loss: 0.2293 - acc: 0.9003
6500/20000 [========>.....................] - ETA: 7:21 - loss: 0.2295 - acc: 0.9003
6600/20000 [========>.....................] - ETA: 7:18 - loss: 0.2286 - acc: 0.9011
6700/20000 [=========>....................] - ETA: 7:15 - loss: 0.2284 - acc: 0.9012
6800/20000 [=========>....................] - ETA: 7:11 - loss: 0.2289 - acc: 0.9010
6900/20000 [=========>....................] - ETA: 7:09 - loss: 0.2291 - acc: 0.9006
7000/20000 [=========>....................] - ETA: 7:05 - loss: 0.2288 - acc: 0.9009
7100/20000 [=========>....................] - ETA: 7:02 - loss: 0.2281 - acc: 0.9015
7200/20000 [=========>....................] - ETA: 6:59 - loss: 0.2267 - acc: 0.9024
7300/20000 [=========>....................] - ETA: 6:56 - loss: 0.2259 - acc: 0.9026
7400/20000 [==========>...................] - ETA: 6:53 - loss: 0.2260 - acc: 0.9024
7500/20000 [==========>...................] - ETA: 6:49 - loss: 0.2263 - acc: 0.9023
7600/20000 [==========>...................] - ETA: 6:46 - loss: 0.2261 - acc: 0.9026
7700/20000 [==========>...................] - ETA: 6:43 - loss: 0.2261 - acc: 0.9029
7800/20000 [==========>...................] - ETA: 6:40 - loss: 0.2267 - acc: 0.9029
7900/20000 [==========>...................] - ETA: 6:36 - loss: 0.2261 - acc: 0.9029
8000/20000 [===========>..................] - ETA: 6:32 - loss: 0.2258 - acc: 0.9031
8100/20000 [===========>..................] - ETA: 6:29 - loss: 0.2251 - acc: 0.9035
8200/20000 [===========>..................] - ETA: 6:25 - loss: 0.2250 - acc: 0.9033
8300/20000 [===========>..................] - ETA: 6:22 - loss: 0.2247 - acc: 0.9033
8400/20000 [===========>..................] - ETA: 6:19 - loss: 0.2250 - acc: 0.9026
8500/20000 [===========>..................] - ETA: 6:16 - loss: 0.2260 - acc: 0.9020
8600/20000 [===========>..................] - ETA: 6:12 - loss: 0.2254 - acc: 0.9023
8700/20000 [============>.................] - ETA: 6:09 - loss: 0.2253 - acc: 0.9025
8800/20000 [============>.................] - ETA: 6:05 - loss: 0.2258 - acc: 0.9023
8900/20000 [============>.................] - ETA: 6:02 - loss: 0.2263 - acc: 0.9020
9000/20000 [============>.................] - ETA: 5:59 - loss: 0.2252 - acc: 0.9023
9100/20000 [============>.................] - ETA: 5:55 - loss: 0.2249 - acc: 0.9025
9200/20000 [============>.................] - ETA: 5:52 - loss: 0.2252 - acc: 0.9027
9300/20000 [============>.................] - ETA: 5:48 - loss: 0.2256 - acc: 0.9025
9400/20000 [=============>................] - ETA: 5:45 - loss: 0.2257 - acc: 0.9024
9500/20000 [=============>................] - ETA: 5:41 - loss: 0.2258 - acc: 0.9024
9600/20000 [=============>................] - ETA: 5:39 - loss: 0.2258 - acc: 0.9024
9700/20000 [=============>................] - ETA: 5:35 - loss: 0.2259 - acc: 0.9022
9800/20000 [=============>................] - ETA: 5:32 - loss: 0.2265 - acc: 0.9018
9900/20000 [=============>................] - ETA: 5:29 - loss: 0.2270 - acc: 0.9014
10000/20000 [==============>...............] - ETA: 5:26 - loss: 0.2268 - acc: 0.9014
10100/20000 [==============>...............] - ETA: 5:23 - loss: 0.2266 - acc: 0.9017
10200/20000 [==============>...............] - ETA: 5:19 - loss: 0.2260 - acc: 0.9023
10300/20000 [==============>...............] - ETA: 5:16 - loss: 0.2255 - acc: 0.9025
10400/20000 [==============>...............] - ETA: 5:13 - loss: 0.2257 - acc: 0.9023
10500/20000 [==============>...............] - ETA: 5:10 - loss: 0.2263 - acc: 0.9021
10600/20000 [==============>...............] - ETA: 5:06 - loss: 0.2257 - acc: 0.9024
10700/20000 [===============>..............] - ETA: 5:03 - loss: 0.2256 - acc: 0.9026
10800/20000 [===============>..............] - ETA: 5:00 - loss: 0.2247 - acc: 0.9031
10900/20000 [===============>..............] - ETA: 4:57 - loss: 0.2251 - acc: 0.9029
11000/20000 [===============>..............] - ETA: 4:54 - loss: 0.2244 - acc: 0.9034
11100/20000 [===============>..............] - ETA: 4:50 - loss: 0.2247 - acc: 0.9030
11200/20000 [===============>..............] - ETA: 4:47 - loss: 0.2251 - acc: 0.9029
11300/20000 [===============>..............] - ETA: 4:44 - loss: 0.2247 - acc: 0.9030
11400/20000 [================>.............] - ETA: 4:41 - loss: 0.2242 - acc: 0.9032
11500/20000 [================>.............] - ETA: 4:38 - loss: 0.2244 - acc: 0.9031
11600/20000 [================>.............] - ETA: 4:34 - loss: 0.2247 - acc: 0.9031
11700/20000 [================>.............] - ETA: 4:31 - loss: 0.2245 - acc: 0.9032
11800/20000 [================>.............] - ETA: 4:28 - loss: 0.2242 - acc: 0.9033
11900/20000 [================>.............] - ETA: 4:24 - loss: 0.2253 - acc: 0.9029
12000/20000 [=================>............] - ETA: 4:21 - loss: 0.2248 - acc: 0.9032
12100/20000 [=================>............] - ETA: 4:18 - loss: 0.2248 - acc: 0.9034
12200/20000 [=================>............] - ETA: 4:14 - loss: 0.2250 - acc: 0.9033
12300/20000 [=================>............] - ETA: 4:11 - loss: 0.2246 - acc: 0.9033
12400/20000 [=================>............] - ETA: 4:08 - loss: 0.2251 - acc: 0.9033
12500/20000 [=================>............] - ETA: 4:05 - loss: 0.2246 - acc: 0.9038
12600/20000 [=================>............] - ETA: 4:01 - loss: 0.2249 - acc: 0.9035
12700/20000 [==================>...........] - ETA: 3:58 - loss: 0.2247 - acc: 0.9033
12800/20000 [==================>...........] - ETA: 3:55 - loss: 0.2246 - acc: 0.9036
12900/20000 [==================>...........] - ETA: 3:51 - loss: 0.2249 - acc: 0.9037
13000/20000 [==================>...........] - ETA: 3:48 - loss: 0.2250 - acc: 0.9035
13100/20000 [==================>...........] - ETA: 3:45 - loss: 0.2247 - acc: 0.9037
13200/20000 [==================>...........] - ETA: 3:42 - loss: 0.2247 - acc: 0.9038
13300/20000 [==================>...........] - ETA: 3:39 - loss: 0.2252 - acc: 0.9037
13400/20000 [===================>..........] - ETA: 3:36 - loss: 0.2248 - acc: 0.9037
13500/20000 [===================>..........] - ETA: 3:32 - loss: 0.2245 - acc: 0.9041
13600/20000 [===================>..........] - ETA: 3:29 - loss: 0.2244 - acc: 0.9041
13700/20000 [===================>..........] - ETA: 3:26 - loss: 0.2241 - acc: 0.9042
13800/20000 [===================>..........] - ETA: 3:23 - loss: 0.2240 - acc: 0.9043
13900/20000 [===================>..........] - ETA: 3:19 - loss: 0.2246 - acc: 0.9039
14000/20000 [====================>.........] - ETA: 3:16 - loss: 0.2248 - acc: 0.9037
14100/20000 [====================>.........] - ETA: 3:13 - loss: 0.2251 - acc: 0.9036
14200/20000 [====================>.........] - ETA: 3:10 - loss: 0.2249 - acc: 0.9039
14300/20000 [====================>.........] - ETA: 3:06 - loss: 0.2257 - acc: 0.9034
14400/20000 [====================>.........] - ETA: 3:03 - loss: 0.2256 - acc: 0.9033
14500/20000 [====================>.........] - ETA: 3:00 - loss: 0.2256 - acc: 0.9033
14600/20000 [====================>.........] - ETA: 2:57 - loss: 0.2256 - acc: 0.9034
14700/20000 [=====================>........] - ETA: 2:53 - loss: 0.2253 - acc: 0.9035
14800/20000 [=====================>........] - ETA: 2:50 - loss: 0.2250 - acc: 0.9038
14900/20000 [=====================>........] - ETA: 2:47 - loss: 0.2246 - acc: 0.9039
15000/20000 [=====================>........] - ETA: 2:43 - loss: 0.2248 - acc: 0.9036
15100/20000 [=====================>........] - ETA: 2:40 - loss: 0.2252 - acc: 0.9036
15200/20000 [=====================>........] - ETA: 2:37 - loss: 0.2250 - acc: 0.9038
15300/20000 [=====================>........] - ETA: 2:34 - loss: 0.2251 - acc: 0.9036
15400/20000 [======================>.......] - ETA: 2:30 - loss: 0.2257 - acc: 0.9033
15500/20000 [======================>.......] - ETA: 2:27 - loss: 0.2255 - acc: 0.9034
15600/20000 [======================>.......] - ETA: 2:24 - loss: 0.2257 - acc: 0.9033
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.2256 - acc: 0.9033
15800/20000 [======================>.......] - ETA: 2:17 - loss: 0.2258 - acc: 0.9032
15900/20000 [======================>.......] - ETA: 2:14 - loss: 0.2258 - acc: 0.9032
16000/20000 [=======================>......] - ETA: 2:11 - loss: 0.2255 - acc: 0.9035
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.2253 - acc: 0.9036
16200/20000 [=======================>......] - ETA: 2:04 - loss: 0.2254 - acc: 0.9035
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.2256 - acc: 0.9036
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.2263 - acc: 0.9035
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.2266 - acc: 0.9034
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.2264 - acc: 0.9036
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.2266 - acc: 0.9033
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.2264 - acc: 0.9035
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.2260 - acc: 0.9037
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.2265 - acc: 0.9035
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.2260 - acc: 0.9037
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.2259 - acc: 0.9038
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.2258 - acc: 0.9039
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.2263 - acc: 0.9036
17500/20000 [=========================>....] - ETA: 1:22 - loss: 0.2260 - acc: 0.9035
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.2256 - acc: 0.9037
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.2256 - acc: 0.9038
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.2256 - acc: 0.9038
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.2259 - acc: 0.9035
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.2256 - acc: 0.9037
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.2253 - acc: 0.9038
18200/20000 [==========================>...] - ETA: 59s - loss: 0.2254 - acc: 0.9037
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2254 - acc: 0.9038
18400/20000 [==========================>...] - ETA: 52s - loss: 0.2249 - acc: 0.9041
18500/20000 [==========================>...] - ETA: 49s - loss: 0.2252 - acc: 0.9041
18600/20000 [==========================>...] - ETA: 45s - loss: 0.2255 - acc: 0.9039
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2255 - acc: 0.9039
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2260 - acc: 0.9039
18900/20000 [===========================>..] - ETA: 36s - loss: 0.2257 - acc: 0.9040
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2256 - acc: 0.9041
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2256 - acc: 0.9040
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2261 - acc: 0.9040
19300/20000 [===========================>..] - ETA: 22s - loss: 0.2261 - acc: 0.9039
19400/20000 [============================>.] - ETA: 19s - loss: 0.2258 - acc: 0.9042
19500/20000 [============================>.] - ETA: 16s - loss: 0.2259 - acc: 0.9042
19600/20000 [============================>.] - ETA: 13s - loss: 0.2256 - acc: 0.9042
19700/20000 [============================>.] - ETA: 9s - loss: 0.2256 - acc: 0.9043
19800/20000 [============================>.] - ETA: 6s - loss: 0.2253 - acc: 0.9044
19900/20000 [============================>.] - ETA: 3s - loss: 0.2251 - acc: 0.9046
20000/20000 [==============================] - 665s 33ms/step - loss: 0.2252 - acc: 0.9046 - val_loss: 0.7446 - val_acc: 0.7454
Epoch 21/30
100/20000 [..............................] - ETA: 10:29 - loss: 0.1409 - acc: 0.9400
200/20000 [..............................] - ETA: 10:17 - loss: 0.2017 - acc: 0.9200
300/20000 [..............................] - ETA: 10:37 - loss: 0.1990 - acc: 0.9167
400/20000 [..............................] - ETA: 10:41 - loss: 0.2081 - acc: 0.9150
500/20000 [..............................] - ETA: 10:38 - loss: 0.2158 - acc: 0.9080
600/20000 [..............................] - ETA: 10:29 - loss: 0.2185 - acc: 0.9017
700/20000 [>.............................] - ETA: 10:27 - loss: 0.2174 - acc: 0.9014
800/20000 [>.............................] - ETA: 10:20 - loss: 0.2196 - acc: 0.9038
900/20000 [>.............................] - ETA: 10:17 - loss: 0.2073 - acc: 0.9100
1000/20000 [>.............................] - ETA: 10:11 - loss: 0.2051 - acc: 0.9100
1100/20000 [>.............................] - ETA: 10:14 - loss: 0.2063 - acc: 0.9091
1200/20000 [>.............................] - ETA: 10:12 - loss: 0.2032 - acc: 0.9117
1300/20000 [>.............................] - ETA: 10:08 - loss: 0.2025 - acc: 0.9123
1400/20000 [=>............................] - ETA: 10:06 - loss: 0.2118 - acc: 0.9121
1500/20000 [=>............................] - ETA: 10:03 - loss: 0.2101 - acc: 0.9127
1600/20000 [=>............................] - ETA: 10:03 - loss: 0.2059 - acc: 0.9156
1700/20000 [=>............................] - ETA: 9:59 - loss: 0.2075 - acc: 0.9165
1800/20000 [=>............................] - ETA: 9:58 - loss: 0.2135 - acc: 0.9144
1900/20000 [=>............................] - ETA: 9:55 - loss: 0.2128 - acc: 0.9158
2000/20000 [==>...........................] - ETA: 9:53 - loss: 0.2189 - acc: 0.9120
2100/20000 [==>...........................] - ETA: 9:54 - loss: 0.2191 - acc: 0.9124
2200/20000 [==>...........................] - ETA: 9:50 - loss: 0.2185 - acc: 0.9132
2300/20000 [==>...........................] - ETA: 9:46 - loss: 0.2213 - acc: 0.9130
2400/20000 [==>...........................] - ETA: 9:42 - loss: 0.2216 - acc: 0.9117
2500/20000 [==>...........................] - ETA: 9:40 - loss: 0.2215 - acc: 0.9120
2600/20000 [==>...........................] - ETA: 9:36 - loss: 0.2194 - acc: 0.9127
2700/20000 [===>..........................] - ETA: 9:33 - loss: 0.2179 - acc: 0.9130
2800/20000 [===>..........................] - ETA: 9:28 - loss: 0.2152 - acc: 0.9150
2900/20000 [===>..........................] - ETA: 9:25 - loss: 0.2187 - acc: 0.9114
3000/20000 [===>..........................] - ETA: 9:21 - loss: 0.2224 - acc: 0.9090
3100/20000 [===>..........................] - ETA: 9:18 - loss: 0.2256 - acc: 0.9068
3200/20000 [===>..........................] - ETA: 9:13 - loss: 0.2261 - acc: 0.9053
3300/20000 [===>..........................] - ETA: 9:10 - loss: 0.2260 - acc: 0.9042
3400/20000 [====>.........................] - ETA: 9:06 - loss: 0.2261 - acc: 0.9038
3500/20000 [====>.........................] - ETA: 9:02 - loss: 0.2247 - acc: 0.9046
3600/20000 [====>.........................] - ETA: 8:59 - loss: 0.2233 - acc: 0.9047
3700/20000 [====>.........................] - ETA: 8:56 - loss: 0.2221 - acc: 0.9059
3800/20000 [====>.........................] - ETA: 8:54 - loss: 0.2218 - acc: 0.9061
3900/20000 [====>.........................] - ETA: 8:50 - loss: 0.2235 - acc: 0.9056
4000/20000 [=====>........................] - ETA: 8:47 - loss: 0.2209 - acc: 0.9065
4100/20000 [=====>........................] - ETA: 8:44 - loss: 0.2189 - acc: 0.9076
4200/20000 [=====>........................] - ETA: 8:41 - loss: 0.2187 - acc: 0.9079
4300/20000 [=====>........................] - ETA: 8:37 - loss: 0.2173 - acc: 0.9088
4400/20000 [=====>........................] - ETA: 8:33 - loss: 0.2184 - acc: 0.9089
4500/20000 [=====>........................] - ETA: 8:30 - loss: 0.2177 - acc: 0.9091
4600/20000 [=====>........................] - ETA: 8:27 - loss: 0.2166 - acc: 0.9093
4700/20000 [======>.......................] - ETA: 8:24 - loss: 0.2161 - acc: 0.9094
4800/20000 [======>.......................] - ETA: 8:21 - loss: 0.2157 - acc: 0.9100
4900/20000 [======>.......................] - ETA: 8:17 - loss: 0.2163 - acc: 0.9096
5000/20000 [======>.......................] - ETA: 8:14 - loss: 0.2161 - acc: 0.9094
5100/20000 [======>.......................] - ETA: 8:11 - loss: 0.2156 - acc: 0.9098
5200/20000 [======>.......................] - ETA: 8:08 - loss: 0.2145 - acc: 0.9098
5300/20000 [======>.......................] - ETA: 8:04 - loss: 0.2157 - acc: 0.9083
5400/20000 [=======>......................] - ETA: 8:00 - loss: 0.2160 - acc: 0.9078
5500/20000 [=======>......................] - ETA: 7:57 - loss: 0.2160 - acc: 0.9078
5600/20000 [=======>......................] - ETA: 7:54 - loss: 0.2158 - acc: 0.9082
5700/20000 [=======>......................] - ETA: 7:51 - loss: 0.2164 - acc: 0.9082
5800/20000 [=======>......................] - ETA: 7:47 - loss: 0.2168 - acc: 0.9079
5900/20000 [=======>......................] - ETA: 7:44 - loss: 0.2160 - acc: 0.9083
6000/20000 [========>.....................] - ETA: 7:40 - loss: 0.2171 - acc: 0.9080
6100/20000 [========>.....................] - ETA: 7:36 - loss: 0.2172 - acc: 0.9079
6200/20000 [========>.....................] - ETA: 7:34 - loss: 0.2166 - acc: 0.9082
6300/20000 [========>.....................] - ETA: 7:31 - loss: 0.2162 - acc: 0.9086
6400/20000 [========>.....................] - ETA: 7:28 - loss: 0.2165 - acc: 0.9081
6500/20000 [========>.....................] - ETA: 7:25 - loss: 0.2163 - acc: 0.9077
6600/20000 [========>.....................] - ETA: 7:22 - loss: 0.2159 - acc: 0.9077
6700/20000 [=========>....................] - ETA: 7:18 - loss: 0.2156 - acc: 0.9078
6800/20000 [=========>....................] - ETA: 7:14 - loss: 0.2145 - acc: 0.9082
6900/20000 [=========>....................] - ETA: 7:11 - loss: 0.2149 - acc: 0.9077
7000/20000 [=========>....................] - ETA: 7:07 - loss: 0.2154 - acc: 0.9074
7100/20000 [=========>....................] - ETA: 7:03 - loss: 0.2157 - acc: 0.9073
7200/20000 [=========>....................] - ETA: 7:00 - loss: 0.2154 - acc: 0.9074
7300/20000 [=========>....................] - ETA: 6:56 - loss: 0.2155 - acc: 0.9071
7400/20000 [==========>...................] - ETA: 6:52 - loss: 0.2155 - acc: 0.9074
7500/20000 [==========>...................] - ETA: 6:49 - loss: 0.2159 - acc: 0.9071
7600/20000 [==========>...................] - ETA: 6:46 - loss: 0.2159 - acc: 0.9070
7700/20000 [==========>...................] - ETA: 6:42 - loss: 0.2180 - acc: 0.9065
7800/20000 [==========>...................] - ETA: 6:39 - loss: 0.2182 - acc: 0.9067
7900/20000 [==========>...................] - ETA: 6:35 - loss: 0.2187 - acc: 0.9065
8000/20000 [===========>..................] - ETA: 6:32 - loss: 0.2183 - acc: 0.9065
8100/20000 [===========>..................] - ETA: 6:29 - loss: 0.2180 - acc: 0.9063
8200/20000 [===========>..................] - ETA: 6:26 - loss: 0.2184 - acc: 0.9060
8300/20000 [===========>..................] - ETA: 6:23 - loss: 0.2184 - acc: 0.9061
8400/20000 [===========>..................] - ETA: 6:19 - loss: 0.2180 - acc: 0.9063
8500/20000 [===========>..................] - ETA: 6:16 - loss: 0.2187 - acc: 0.9067
8600/20000 [===========>..................] - ETA: 6:13 - loss: 0.2195 - acc: 0.9064
8700/20000 [============>.................] - ETA: 6:09 - loss: 0.2200 - acc: 0.9063
8800/20000 [============>.................] - ETA: 6:06 - loss: 0.2198 - acc: 0.9064
8900/20000 [============>.................] - ETA: 6:03 - loss: 0.2191 - acc: 0.9069
9000/20000 [============>.................] - ETA: 6:00 - loss: 0.2190 - acc: 0.9068
9100/20000 [============>.................] - ETA: 5:57 - loss: 0.2192 - acc: 0.9067
9200/20000 [============>.................] - ETA: 5:54 - loss: 0.2194 - acc: 0.9068
9300/20000 [============>.................] - ETA: 5:50 - loss: 0.2188 - acc: 0.9072
9400/20000 [=============>................] - ETA: 5:47 - loss: 0.2180 - acc: 0.9077
9500/20000 [=============>................] - ETA: 5:43 - loss: 0.2177 - acc: 0.9080
9600/20000 [=============>................] - ETA: 5:40 - loss: 0.2172 - acc: 0.9081
9700/20000 [=============>................] - ETA: 5:37 - loss: 0.2180 - acc: 0.9081
9800/20000 [=============>................] - ETA: 5:34 - loss: 0.2178 - acc: 0.9083
9900/20000 [=============>................] - ETA: 5:31 - loss: 0.2178 - acc: 0.9081
10000/20000 [==============>...............] - ETA: 5:28 - loss: 0.2179 - acc: 0.9079
10100/20000 [==============>...............] - ETA: 5:25 - loss: 0.2174 - acc: 0.9077
10200/20000 [==============>...............] - ETA: 5:22 - loss: 0.2171 - acc: 0.9078
10300/20000 [==============>...............] - ETA: 5:19 - loss: 0.2169 - acc: 0.9079
10400/20000 [==============>...............] - ETA: 5:16 - loss: 0.2170 - acc: 0.9079
10500/20000 [==============>...............] - ETA: 5:12 - loss: 0.2168 - acc: 0.9078
10600/20000 [==============>...............] - ETA: 5:09 - loss: 0.2159 - acc: 0.9080
10700/20000 [===============>..............] - ETA: 5:05 - loss: 0.2159 - acc: 0.9080
10800/20000 [===============>..............] - ETA: 5:02 - loss: 0.2162 - acc: 0.9081
10900/20000 [===============>..............] - ETA: 4:59 - loss: 0.2157 - acc: 0.9083
11000/20000 [===============>..............] - ETA: 4:56 - loss: 0.2164 - acc: 0.9081
11100/20000 [===============>..............] - ETA: 4:52 - loss: 0.2162 - acc: 0.9084
11200/20000 [===============>..............] - ETA: 4:49 - loss: 0.2174 - acc: 0.9077
11300/20000 [===============>..............] - ETA: 4:46 - loss: 0.2180 - acc: 0.9074
11400/20000 [================>.............] - ETA: 4:42 - loss: 0.2183 - acc: 0.9072
11500/20000 [================>.............] - ETA: 4:39 - loss: 0.2179 - acc: 0.9077
11600/20000 [================>.............] - ETA: 4:36 - loss: 0.2180 - acc: 0.9076
11700/20000 [================>.............] - ETA: 4:32 - loss: 0.2178 - acc: 0.9077
11800/20000 [================>.............] - ETA: 4:29 - loss: 0.2181 - acc: 0.9075
11900/20000 [================>.............] - ETA: 4:26 - loss: 0.2181 - acc: 0.9076
12000/20000 [=================>............] - ETA: 4:22 - loss: 0.2175 - acc: 0.9078
12100/20000 [=================>............] - ETA: 4:19 - loss: 0.2182 - acc: 0.9076
12200/20000 [=================>............] - ETA: 4:16 - loss: 0.2190 - acc: 0.9074
12300/20000 [=================>............] - ETA: 4:13 - loss: 0.2192 - acc: 0.9071
12400/20000 [=================>............] - ETA: 4:09 - loss: 0.2190 - acc: 0.9073
12500/20000 [=================>............] - ETA: 4:06 - loss: 0.2189 - acc: 0.9070
12600/20000 [=================>............] - ETA: 4:02 - loss: 0.2185 - acc: 0.9074
12700/20000 [==================>...........] - ETA: 3:59 - loss: 0.2188 - acc: 0.9071
12800/20000 [==================>...........] - ETA: 3:56 - loss: 0.2184 - acc: 0.9073
12900/20000 [==================>...........] - ETA: 3:53 - loss: 0.2191 - acc: 0.9069
13000/20000 [==================>...........] - ETA: 3:50 - loss: 0.2183 - acc: 0.9072
13100/20000 [==================>...........] - ETA: 3:46 - loss: 0.2184 - acc: 0.9071
13200/20000 [==================>...........] - ETA: 3:43 - loss: 0.2180 - acc: 0.9071
13300/20000 [==================>...........] - ETA: 3:40 - loss: 0.2184 - acc: 0.9070
13400/20000 [===================>..........] - ETA: 3:37 - loss: 0.2190 - acc: 0.9069
13500/20000 [===================>..........] - ETA: 3:33 - loss: 0.2198 - acc: 0.9064
13600/20000 [===================>..........] - ETA: 3:30 - loss: 0.2197 - acc: 0.9064
13700/20000 [===================>..........] - ETA: 3:27 - loss: 0.2194 - acc: 0.9066
13800/20000 [===================>..........] - ETA: 3:23 - loss: 0.2189 - acc: 0.9070
13900/20000 [===================>..........] - ETA: 3:20 - loss: 0.2189 - acc: 0.9070
14000/20000 [====================>.........] - ETA: 3:17 - loss: 0.2183 - acc: 0.9074
14100/20000 [====================>.........] - ETA: 3:13 - loss: 0.2187 - acc: 0.9072
14200/20000 [====================>.........] - ETA: 3:10 - loss: 0.2187 - acc: 0.9072
14300/20000 [====================>.........] - ETA: 3:07 - loss: 0.2188 - acc: 0.9071
14400/20000 [====================>.........] - ETA: 3:04 - loss: 0.2185 - acc: 0.9072
14500/20000 [====================>.........] - ETA: 3:00 - loss: 0.2185 - acc: 0.9071
14600/20000 [====================>.........] - ETA: 2:57 - loss: 0.2187 - acc: 0.9070
14700/20000 [=====================>........] - ETA: 2:54 - loss: 0.2187 - acc: 0.9071
14800/20000 [=====================>........] - ETA: 2:50 - loss: 0.2190 - acc: 0.9070
14900/20000 [=====================>........] - ETA: 2:47 - loss: 0.2203 - acc: 0.9067
15000/20000 [=====================>........] - ETA: 2:44 - loss: 0.2204 - acc: 0.9065
15100/20000 [=====================>........] - ETA: 2:40 - loss: 0.2202 - acc: 0.9067
15200/20000 [=====================>........] - ETA: 2:37 - loss: 0.2207 - acc: 0.9065
15300/20000 [=====================>........] - ETA: 2:34 - loss: 0.2206 - acc: 0.9067
15400/20000 [======================>.......] - ETA: 2:31 - loss: 0.2207 - acc: 0.9065
15500/20000 [======================>.......] - ETA: 2:27 - loss: 0.2209 - acc: 0.9063
15600/20000 [======================>.......] - ETA: 2:24 - loss: 0.2210 - acc: 0.9065
15700/20000 [======================>.......] - ETA: 2:21 - loss: 0.2208 - acc: 0.9066
15800/20000 [======================>.......] - ETA: 2:18 - loss: 0.2207 - acc: 0.9066
15900/20000 [======================>.......] - ETA: 2:14 - loss: 0.2206 - acc: 0.9066
16000/20000 [=======================>......] - ETA: 2:11 - loss: 0.2211 - acc: 0.9066
16100/20000 [=======================>......] - ETA: 2:08 - loss: 0.2212 - acc: 0.9065
16200/20000 [=======================>......] - ETA: 2:05 - loss: 0.2209 - acc: 0.9065
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.2207 - acc: 0.9067
16400/20000 [=======================>......] - ETA: 1:58 - loss: 0.2210 - acc: 0.9067
16500/20000 [=======================>......] - ETA: 1:55 - loss: 0.2209 - acc: 0.9067
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.2206 - acc: 0.9067
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.2211 - acc: 0.9066
16800/20000 [========================>.....] - ETA: 1:45 - loss: 0.2212 - acc: 0.9065
16900/20000 [========================>.....] - ETA: 1:42 - loss: 0.2211 - acc: 0.9066
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.2208 - acc: 0.9068
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.2206 - acc: 0.9068
17200/20000 [========================>.....] - ETA: 1:32 - loss: 0.2210 - acc: 0.9068
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.2210 - acc: 0.9066
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.2205 - acc: 0.9070
17500/20000 [=========================>....] - ETA: 1:22 - loss: 0.2208 - acc: 0.9070
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.2211 - acc: 0.9068
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.2214 - acc: 0.9066
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.2216 - acc: 0.9066
17900/20000 [=========================>....] - ETA: 1:09 - loss: 0.2220 - acc: 0.9066
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.2221 - acc: 0.9064
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.2226 - acc: 0.9064
18200/20000 [==========================>...] - ETA: 59s - loss: 0.2227 - acc: 0.9065
18300/20000 [==========================>...] - ETA: 55s - loss: 0.2226 - acc: 0.9066
18400/20000 [==========================>...] - ETA: 52s - loss: 0.2227 - acc: 0.9066
18500/20000 [==========================>...] - ETA: 49s - loss: 0.2227 - acc: 0.9065
18600/20000 [==========================>...] - ETA: 46s - loss: 0.2227 - acc: 0.9068
18700/20000 [===========================>..] - ETA: 42s - loss: 0.2230 - acc: 0.9065
18800/20000 [===========================>..] - ETA: 39s - loss: 0.2229 - acc: 0.9065
18900/20000 [===========================>..] - ETA: 36s - loss: 0.2233 - acc: 0.9064
19000/20000 [===========================>..] - ETA: 32s - loss: 0.2234 - acc: 0.9063
19100/20000 [===========================>..] - ETA: 29s - loss: 0.2235 - acc: 0.9061
19200/20000 [===========================>..] - ETA: 26s - loss: 0.2237 - acc: 0.9058
19300/20000 [===========================>..] - ETA: 23s - loss: 0.2243 - acc: 0.9055
19400/20000 [============================>.] - ETA: 19s - loss: 0.2248 - acc: 0.9054
19500/20000 [============================>.] - ETA: 16s - loss: 0.2253 - acc: 0.9052
19600/20000 [============================>.] - ETA: 13s - loss: 0.2256 - acc: 0.9052
19700/20000 [============================>.] - ETA: 9s - loss: 0.2253 - acc: 0.9054
19800/20000 [============================>.] - ETA: 6s - loss: 0.2258 - acc: 0.9052
19900/20000 [============================>.] - ETA: 3s - loss: 0.2255 - acc: 0.9052
20000/20000 [==============================] - 666s 33ms/step - loss: 0.2258 - acc: 0.9052 - val_loss: 0.7245 - val_acc: 0.7102
Epoch 22/30
100/20000 [..............................] - ETA: 10:02 - loss: 0.2063 - acc: 0.9000
200/20000 [..............................] - ETA: 10:30 - loss: 0.2019 - acc: 0.9100
300/20000 [..............................] - ETA: 10:37 - loss: 0.2397 - acc: 0.9000
400/20000 [..............................] - ETA: 10:37 - loss: 0.2285 - acc: 0.9000
500/20000 [..............................] - ETA: 10:34 - loss: 0.2217 - acc: 0.9040
600/20000 [..............................] - ETA: 10:24 - loss: 0.2193 - acc: 0.9117
700/20000 [>.............................] - ETA: 10:19 - loss: 0.2159 - acc: 0.9129
800/20000 [>.............................] - ETA: 10:11 - loss: 0.2175 - acc: 0.9125
900/20000 [>.............................] - ETA: 10:03 - loss: 0.2094 - acc: 0.9178
1000/20000 [>.............................] - ETA: 9:59 - loss: 0.2052 - acc: 0.9210
1100/20000 [>.............................] - ETA: 9:59 - loss: 0.2070 - acc: 0.9173
1200/20000 [>.............................] - ETA: 9:56 - loss: 0.2076 - acc: 0.9167
1300/20000 [>.............................] - ETA: 9:58 - loss: 0.2055 - acc: 0.9185
1400/20000 [=>............................] - ETA: 9:55 - loss: 0.2011 - acc: 0.9207
1500/20000 [=>............................] - ETA: 9:52 - loss: 0.2008 - acc: 0.9193
1600/20000 [=>............................] - ETA: 9:51 - loss: 0.1993 - acc: 0.9206
1700/20000 [=>............................] - ETA: 9:48 - loss: 0.1986 - acc: 0.9212
1800/20000 [=>............................] - ETA: 9:45 - loss: 0.1948 - acc: 0.9228
1900/20000 [=>............................] - ETA: 9:40 - loss: 0.1935 - acc: 0.9242
2000/20000 [==>...........................] - ETA: 9:38 - loss: 0.1939 - acc: 0.9250
2100/20000 [==>...........................] - ETA: 9:35 - loss: 0.1922 - acc: 0.9257
2200/20000 [==>...........................] - ETA: 9:34 - loss: 0.1919 - acc: 0.9264
2300/20000 [==>...........................] - ETA: 9:32 - loss: 0.1907 - acc: 0.9261
2400/20000 [==>...........................] - ETA: 9:29 - loss: 0.1889 - acc: 0.9271
2500/20000 [==>...........................] - ETA: 9:26 - loss: 0.1874 - acc: 0.9280
2600/20000 [==>...........................] - ETA: 9:22 - loss: 0.1875 - acc: 0.9277
2700/20000 [===>..........................] - ETA: 9:18 - loss: 0.1868 - acc: 0.9281
2800/20000 [===>..........................] - ETA: 9:17 - loss: 0.1866 - acc: 0.9286
2900/20000 [===>..........................] - ETA: 9:15 - loss: 0.1864 - acc: 0.9272
3000/20000 [===>..........................] - ETA: 9:10 - loss: 0.1892 - acc: 0.9267
3100/20000 [===>..........................] - ETA: 9:07 - loss: 0.1858 - acc: 0.9281
3200/20000 [===>..........................] - ETA: 9:03 - loss: 0.1858 - acc: 0.9278
3300/20000 [===>..........................] - ETA: 9:00 - loss: 0.1865 - acc: 0.9270
3400/20000 [====>.........................] - ETA: 8:55 - loss: 0.1894 - acc: 0.9268
3500/20000 [====>.........................] - ETA: 8:51 - loss: 0.1886 - acc: 0.9269
3600/20000 [====>.........................] - ETA: 8:49 - loss: 0.1887 - acc: 0.9267
3700/20000 [====>.........................] - ETA: 8:45 - loss: 0.1907 - acc: 0.9254
3800/20000 [====>.........................] - ETA: 8:42 - loss: 0.1896 - acc: 0.9258
3900/20000 [====>.........................] - ETA: 8:38 - loss: 0.1886 - acc: 0.9259
4000/20000 [=====>........................] - ETA: 8:35 - loss: 0.1909 - acc: 0.9252
4100/20000 [=====>........................] - ETA: 8:31 - loss: 0.1906 - acc: 0.9251
4200/20000 [=====>........................] - ETA: 8:26 - loss: 0.1932 - acc: 0.9240
4300/20000 [=====>........................] - ETA: 8:24 - loss: 0.1929 - acc: 0.9244
4400/20000 [=====>........................] - ETA: 8:21 - loss: 0.1927 - acc: 0.9248
4500/20000 [=====>........................] - ETA: 8:17 - loss: 0.1929 - acc: 0.9249
4600/20000 [=====>........................] - ETA: 8:14 - loss: 0.1933 - acc: 0.9248
4700/20000 [======>.......................] - ETA: 8:11 - loss: 0.1938 - acc: 0.9240
4800/20000 [======>.......................] - ETA: 8:07 - loss: 0.1934 - acc: 0.9235
4900/20000 [======>.......................] - ETA: 8:04 - loss: 0.1918 - acc: 0.9239
5000/20000 [======>.......................] - ETA: 8:01 - loss: 0.1908 - acc: 0.9246
5100/20000 [======>.......................] - ETA: 7:57 - loss: 0.1915 - acc: 0.9243
5200/20000 [======>.......................] - ETA: 7:55 - loss: 0.1923 - acc: 0.9242
5300/20000 [======>.......................] - ETA: 7:56 - loss: 0.1907 - acc: 0.9249
5400/20000 [=======>......................] - ETA: 7:58 - loss: 0.1910 - acc: 0.9252
5500/20000 [=======>......................] - ETA: 7:57 - loss: 0.1900 - acc: 0.9256
5600/20000 [=======>......................] - ETA: 7:54 - loss: 0.1904 - acc: 0.9252
5700/20000 [=======>......................] - ETA: 7:52 - loss: 0.1900 - acc: 0.9258
5800/20000 [=======>......................] - ETA: 7:50 - loss: 0.1918 - acc: 0.9247
5900/20000 [=======>......................] - ETA: 7:48 - loss: 0.1907 - acc: 0.9251
6000/20000 [========>.....................] - ETA: 7:45 - loss: 0.1918 - acc: 0.9240
6100/20000 [========>.....................] - ETA: 7:42 - loss: 0.1917 - acc: 0.9236
6200/20000 [========>.....................] - ETA: 7:39 - loss: 0.1918 - acc: 0.9239
6300/20000 [========>.....................] - ETA: 7:36 - loss: 0.1919 - acc: 0.9240
6400/20000 [========>.....................] - ETA: 7:33 - loss: 0.1918 - acc: 0.9244
6500/20000 [========>.....................] - ETA: 7:30 - loss: 0.1917 - acc: 0.9243
6600/20000 [========>.....................] - ETA: 7:27 - loss: 0.1916 - acc: 0.9239
6700/20000 [=========>....................] - ETA: 7:23 - loss: 0.1916 - acc: 0.9237
6800/20000 [=========>....................] - ETA: 7:20 - loss: 0.1925 - acc: 0.9229
6900/20000 [=========>....................] - ETA: 7:17 - loss: 0.1917 - acc: 0.9232
7000/20000 [=========>....................] - ETA: 7:13 - loss: 0.1932 - acc: 0.9227
7100/20000 [=========>....................] - ETA: 7:10 - loss: 0.1926 - acc: 0.9227
7200/20000 [=========>....................] - ETA: 7:06 - loss: 0.1923 - acc: 0.9228
7300/20000 [=========>....................] - ETA: 7:02 - loss: 0.1931 - acc: 0.9227
7400/20000 [==========>...................] - ETA: 6:59 - loss: 0.1927 - acc: 0.9227
7500/20000 [==========>...................] - ETA: 6:55 - loss: 0.1948 - acc: 0.9221
7600/20000 [==========>...................] - ETA: 6:52 - loss: 0.1952 - acc: 0.9216
7700/20000 [==========>...................] - ETA: 6:49 - loss: 0.1948 - acc: 0.9217
7800/20000 [==========>...................] - ETA: 6:45 - loss: 0.1945 - acc: 0.9215
7900/20000 [==========>...................] - ETA: 6:42 - loss: 0.1955 - acc: 0.9213
8000/20000 [===========>..................] - ETA: 6:39 - loss: 0.1970 - acc: 0.9202
8100/20000 [===========>..................] - ETA: 6:35 - loss: 0.1983 - acc: 0.9195
8200/20000 [===========>..................] - ETA: 6:32 - loss: 0.1985 - acc: 0.9194
8300/20000 [===========>..................] - ETA: 6:29 - loss: 0.1994 - acc: 0.9190
8400/20000 [===========>..................] - ETA: 6:25 - loss: 0.1989 - acc: 0.9189
8500/20000 [===========>..................] - ETA: 6:22 - loss: 0.2000 - acc: 0.9181
8600/20000 [===========>..................] - ETA: 6:19 - loss: 0.1989 - acc: 0.9187
8700/20000 [============>.................] - ETA: 6:16 - loss: 0.1998 - acc: 0.9180
8800/20000 [============>.................] - ETA: 6:13 - loss: 0.1996 - acc: 0.9188
8900/20000 [============>.................] - ETA: 6:10 - loss: 0.1994 - acc: 0.9189
9000/20000 [============>.................] - ETA: 6:06 - loss: 0.1999 - acc: 0.9188
9100/20000 [============>.................] - ETA: 6:02 - loss: 0.2000 - acc: 0.9184
9200/20000 [============>.................] - ETA: 5:59 - loss: 0.2015 - acc: 0.9178
9300/20000 [============>.................] - ETA: 5:56 - loss: 0.2013 - acc: 0.9178
9400/20000 [=============>................] - ETA: 5:53 - loss: 0.2022 - acc: 0.9173
9500/20000 [=============>................] - ETA: 5:49 - loss: 0.2019 - acc: 0.9172
9600/20000 [=============>................] - ETA: 5:46 - loss: 0.2019 - acc: 0.9173
9700/20000 [=============>................] - ETA: 5:43 - loss: 0.2022 - acc: 0.9173
9800/20000 [=============>................] - ETA: 5:39 - loss: 0.2024 - acc: 0.9167
9900/20000 [=============>................] - ETA: 5:36 - loss: 0.2024 - acc: 0.9165
10000/20000 [==============>...............] - ETA: 5:32 - loss: 0.2026 - acc: 0.9162
10100/20000 [==============>...............] - ETA: 5:29 - loss: 0.2024 - acc: 0.9163
10200/20000 [==============>...............] - ETA: 5:25 - loss: 0.2018 - acc: 0.9168
10300/20000 [==============>...............] - ETA: 5:22 - loss: 0.2025 - acc: 0.9164
10400/20000 [==============>...............] - ETA: 5:19 - loss: 0.2033 - acc: 0.9161
10500/20000 [==============>...............] - ETA: 5:16 - loss: 0.2030 - acc: 0.9160
10600/20000 [==============>...............] - ETA: 5:13 - loss: 0.2027 - acc: 0.9159
10700/20000 [===============>..............] - ETA: 5:10 - loss: 0.2027 - acc: 0.9161
10800/20000 [===============>..............] - ETA: 5:07 - loss: 0.2022 - acc: 0.9167
10900/20000 [===============>..............] - ETA: 5:04 - loss: 0.2022 - acc: 0.9166
11000/20000 [===============>..............] - ETA: 5:01 - loss: 0.2019 - acc: 0.9165
11100/20000 [===============>..............] - ETA: 4:58 - loss: 0.2024 - acc: 0.9161
11200/20000 [===============>..............] - ETA: 4:55 - loss: 0.2020 - acc: 0.9164
11300/20000 [===============>..............] - ETA: 4:52 - loss: 0.2027 - acc: 0.9165
11400/20000 [================>.............] - ETA: 4:48 - loss: 0.2036 - acc: 0.9165
11500/20000 [================>.............] - ETA: 4:45 - loss: 0.2045 - acc: 0.9160
11600/20000 [================>.............] - ETA: 4:42 - loss: 0.2048 - acc: 0.9157
11700/20000 [================>.............] - ETA: 4:39 - loss: 0.2051 - acc: 0.9156
11800/20000 [================>.............] - ETA: 4:36 - loss: 0.2049 - acc: 0.9157
11900/20000 [================>.............] - ETA: 4:33 - loss: 0.2053 - acc: 0.9152
12000/20000 [=================>............] - ETA: 4:30 - loss: 0.2057 - acc: 0.9150
12100/20000 [=================>............] - ETA: 4:26 - loss: 0.2065 - acc: 0.9148
12200/20000 [=================>............] - ETA: 4:23 - loss: 0.2063 - acc: 0.9149
12300/20000 [=================>............] - ETA: 4:20 - loss: 0.2066 - acc: 0.9147
12400/20000 [=================>............] - ETA: 4:16 - loss: 0.2066 - acc: 0.9148
12500/20000 [=================>............] - ETA: 4:13 - loss: 0.2068 - acc: 0.9146
12600/20000 [=================>............] - ETA: 4:10 - loss: 0.2074 - acc: 0.9145
12700/20000 [==================>...........] - ETA: 4:06 - loss: 0.2074 - acc: 0.9144
12800/20000 [==================>...........] - ETA: 4:03 - loss: 0.2068 - acc: 0.9146
12900/20000 [==================>...........] - ETA: 4:00 - loss: 0.2068 - acc: 0.9145
13000/20000 [==================>...........] - ETA: 3:57 - loss: 0.2069 - acc: 0.9144
13100/20000 [==================>...........] - ETA: 3:54 - loss: 0.2065 - acc: 0.9147
13200/20000 [==================>...........] - ETA: 3:50 - loss: 0.2064 - acc: 0.9147
13300/20000 [==================>...........] - ETA: 3:47 - loss: 0.2069 - acc: 0.9145
13400/20000 [===================>..........] - ETA: 3:44 - loss: 0.2064 - acc: 0.9148
13500/20000 [===================>..........] - ETA: 3:40 - loss: 0.2069 - acc: 0.9145
13600/20000 [===================>..........] - ETA: 3:37 - loss: 0.2070 - acc: 0.9146
13700/20000 [===================>..........] - ETA: 3:33 - loss: 0.2069 - acc: 0.9145
13800/20000 [===================>..........] - ETA: 3:30 - loss: 0.2069 - acc: 0.9146
13900/20000 [===================>..........] - ETA: 3:26 - loss: 0.2072 - acc: 0.9143
14000/20000 [====================>.........] - ETA: 3:23 - loss: 0.2069 - acc: 0.9144
14100/20000 [====================>.........] - ETA: 3:20 - loss: 0.2070 - acc: 0.9143
14200/20000 [====================>.........] - ETA: 3:16 - loss: 0.2070 - acc: 0.9142
14300/20000 [====================>.........] - ETA: 3:13 - loss: 0.2073 - acc: 0.9143
14400/20000 [====================>.........] - ETA: 3:10 - loss: 0.2071 - acc: 0.9144
14500/20000 [====================>.........] - ETA: 3:06 - loss: 0.2070 - acc: 0.9143
14600/20000 [====================>.........] - ETA: 3:03 - loss: 0.2069 - acc: 0.9144
14700/20000 [=====================>........] - ETA: 3:00 - loss: 0.2074 - acc: 0.9141
14800/20000 [=====================>........] - ETA: 2:56 - loss: 0.2079 - acc: 0.9141
14900/20000 [=====================>........] - ETA: 2:53 - loss: 0.2081 - acc: 0.9140
15000/20000 [=====================>........] - ETA: 2:50 - loss: 0.2086 - acc: 0.9139
15100/20000 [=====================>........] - ETA: 2:47 - loss: 0.2086 - acc: 0.9138
15200/20000 [=====================>........] - ETA: 2:43 - loss: 0.2086 - acc: 0.9137
15300/20000 [=====================>........] - ETA: 2:40 - loss: 0.2088 - acc: 0.9135
15400/20000 [======================>.......] - ETA: 2:37 - loss: 0.2090 - acc: 0.9136
15500/20000 [======================>.......] - ETA: 2:33 - loss: 0.2093 - acc: 0.9134
15600/20000 [======================>.......] - ETA: 2:30 - loss: 0.2094 - acc: 0.9131
15700/20000 [======================>.......] - ETA: 2:26 - loss: 0.2094 - acc: 0.9132
15800/20000 [======================>.......] - ETA: 2:23 - loss: 0.2094 - acc: 0.9133
15900/20000 [======================>.......] - ETA: 2:19 - loss: 0.2095 - acc: 0.9133
16000/20000 [=======================>......] - ETA: 2:16 - loss: 0.2095 - acc: 0.9134
16100/20000 [=======================>......] - ETA: 2:13 - loss: 0.2096 - acc: 0.9133
16200/20000 [=======================>......] - ETA: 2:09 - loss: 0.2103 - acc: 0.9131
16300/20000 [=======================>......] - ETA: 2:06 - loss: 0.2107 - acc: 0.9129
16400/20000 [=======================>......] - ETA: 2:02 - loss: 0.2104 - acc: 0.9130
16500/20000 [=======================>......] - ETA: 1:59 - loss: 0.2114 - acc: 0.9126
16600/20000 [=======================>......] - ETA: 1:56 - loss: 0.2115 - acc: 0.9125
16700/20000 [========================>.....] - ETA: 1:52 - loss: 0.2114 - acc: 0.9125
16800/20000 [========================>.....] - ETA: 1:49 - loss: 0.2113 - acc: 0.9126
16900/20000 [========================>.....] - ETA: 1:45 - loss: 0.2117 - acc: 0.9121
17000/20000 [========================>.....] - ETA: 1:42 - loss: 0.2117 - acc: 0.9121
17100/20000 [========================>.....] - ETA: 1:39 - loss: 0.2117 - acc: 0.9122
17200/20000 [========================>.....] - ETA: 1:35 - loss: 0.2115 - acc: 0.9124
17300/20000 [========================>.....] - ETA: 1:32 - loss: 0.2119 - acc: 0.9123
17400/20000 [=========================>....] - ETA: 1:28 - loss: 0.2118 - acc: 0.9121
17500/20000 [=========================>....] - ETA: 1:25 - loss: 0.2116 - acc: 0.9123
17600/20000 [=========================>....] - ETA: 1:21 - loss: 0.2114 - acc: 0.9124
17700/20000 [=========================>....] - ETA: 1:18 - loss: 0.2115 - acc: 0.9124
17800/20000 [=========================>....] - ETA: 1:15 - loss: 0.2112 - acc: 0.9126
17900/20000 [=========================>....] - ETA: 1:11 - loss: 0.2113 - acc: 0.9125
18000/20000 [==========================>...] - ETA: 1:08 - loss: 0.2112 - acc: 0.9125
18100/20000 [==========================>...] - ETA: 1:04 - loss: 0.2108 - acc: 0.9128
18200/20000 [==========================>...] - ETA: 1:01 - loss: 0.2107 - acc: 0.9129
18300/20000 [==========================>...] - ETA: 58s - loss: 0.2109 - acc: 0.9126
18400/20000 [==========================>...] - ETA: 54s - loss: 0.2113 - acc: 0.9124
18500/20000 [==========================>...] - ETA: 51s - loss: 0.2110 - acc: 0.9126
18600/20000 [==========================>...] - ETA: 47s - loss: 0.2108 - acc: 0.9127
18700/20000 [===========================>..] - ETA: 44s - loss: 0.2112 - acc: 0.9126
18800/20000 [===========================>..] - ETA: 40s - loss: 0.2111 - acc: 0.9127
18900/20000 [===========================>..] - ETA: 37s - loss: 0.2109 - acc: 0.9127
19000/20000 [===========================>..] - ETA: 34s - loss: 0.2114 - acc: 0.9125
19100/20000 [===========================>..] - ETA: 30s - loss: 0.2118 - acc: 0.9124
19200/20000 [===========================>..] - ETA: 27s - loss: 0.2117 - acc: 0.9124
19300/20000 [===========================>..] - ETA: 23s - loss: 0.2117 - acc: 0.9123
19400/20000 [============================>.] - ETA: 20s - loss: 0.2121 - acc: 0.9120
19500/20000 [============================>.] - ETA: 17s - loss: 0.2121 - acc: 0.9119
19600/20000 [============================>.] - ETA: 13s - loss: 0.2122 - acc: 0.9118
19700/20000 [============================>.] - ETA: 10s - loss: 0.2121 - acc: 0.9118
19800/20000 [============================>.] - ETA: 6s - loss: 0.2123 - acc: 0.9117
19900/20000 [============================>.] - ETA: 3s - loss: 0.2123 - acc: 0.9118
20000/20000 [==============================] - 696s 35ms/step - loss: 0.2122 - acc: 0.9119 - val_loss: 0.4074 - val_acc: 0.8420
Epoch 23/30
100/20000 [..............................] - ETA: 10:53 - loss: 0.1661 - acc: 0.9500
200/20000 [..............................] - ETA: 11:01 - loss: 0.1734 - acc: 0.9500
300/20000 [..............................] - ETA: 11:18 - loss: 0.2074 - acc: 0.9267
400/20000 [..............................] - ETA: 11:23 - loss: 0.1985 - acc: 0.9325
500/20000 [..............................] - ETA: 11:37 - loss: 0.2175 - acc: 0.9260
600/20000 [..............................] - ETA: 11:45 - loss: 0.2136 - acc: 0.9250
700/20000 [>.............................] - ETA: 11:45 - loss: 0.2073 - acc: 0.9243
800/20000 [>.............................] - ETA: 11:38 - loss: 0.2055 - acc: 0.9225
900/20000 [>.............................] - ETA: 11:26 - loss: 0.2005 - acc: 0.9233
1000/20000 [>.............................] - ETA: 11:25 - loss: 0.1961 - acc: 0.9240
1100/20000 [>.............................] - ETA: 11:19 - loss: 0.1933 - acc: 0.9245
1200/20000 [>.............................] - ETA: 11:14 - loss: 0.1923 - acc: 0.9267
1300/20000 [>.............................] - ETA: 11:11 - loss: 0.1948 - acc: 0.9262
1400/20000 [=>............................] - ETA: 11:07 - loss: 0.1952 - acc: 0.9243
1500/20000 [=>............................] - ETA: 11:09 - loss: 0.1962 - acc: 0.9247
1600/20000 [=>............................] - ETA: 11:08 - loss: 0.1922 - acc: 0.9281
1700/20000 [=>............................] - ETA: 11:06 - loss: 0.1940 - acc: 0.9259
1800/20000 [=>............................] - ETA: 11:09 - loss: 0.1936 - acc: 0.9256
1900/20000 [=>............................] - ETA: 11:08 - loss: 0.1956 - acc: 0.9242
2000/20000 [==>...........................] - ETA: 11:04 - loss: 0.1987 - acc: 0.9215
2100/20000 [==>...........................] - ETA: 11:00 - loss: 0.1991 - acc: 0.9205
2200/20000 [==>...........................] - ETA: 10:53 - loss: 0.1981 - acc: 0.9191
2300/20000 [==>...........................] - ETA: 10:49 - loss: 0.2011 - acc: 0.9187
2400/20000 [==>...........................] - ETA: 10:46 - loss: 0.2021 - acc: 0.9179
2500/20000 [==>...........................] - ETA: 10:42 - loss: 0.2006 - acc: 0.9188
2600/20000 [==>...........................] - ETA: 10:39 - loss: 0.1973 - acc: 0.9200
2700/20000 [===>..........................] - ETA: 10:36 - loss: 0.1984 - acc: 0.9196
2800/20000 [===>..........................] - ETA: 10:31 - loss: 0.1983 - acc: 0.9189
2900/20000 [===>..........................] - ETA: 10:25 - loss: 0.1978 - acc: 0.9186
3000/20000 [===>..........................] - ETA: 10:21 - loss: 0.1982 - acc: 0.9190
3100/20000 [===>..........................] - ETA: 10:17 - loss: 0.1987 - acc: 0.9184
3200/20000 [===>..........................] - ETA: 10:12 - loss: 0.1979 - acc: 0.9191
3300/20000 [===>..........................] - ETA: 10:07 - loss: 0.1982 - acc: 0.9191
3400/20000 [====>.........................] - ETA: 10:03 - loss: 0.1977 - acc: 0.9197
3500/20000 [====>.........................] - ETA: 9:59 - loss: 0.1977 - acc: 0.9206
3600/20000 [====>.........................] - ETA: 9:54 - loss: 0.1982 - acc: 0.9206
3700/20000 [====>.........................] - ETA: 9:52 - loss: 0.1963 - acc: 0.9214
3800/20000 [====>.........................] - ETA: 9:48 - loss: 0.1963 - acc: 0.9216
3900/20000 [====>.........................] - ETA: 9:44 - loss: 0.1958 - acc: 0.9218
4000/20000 [=====>........................] - ETA: 9:42 - loss: 0.1956 - acc: 0.9220
4100/20000 [=====>........................] - ETA: 9:39 - loss: 0.1962 - acc: 0.9222
4200/20000 [=====>........................] - ETA: 9:34 - loss: 0.1956 - acc: 0.9229
4300/20000 [=====>........................] - ETA: 9:29 - loss: 0.1965 - acc: 0.9230
4400/20000 [=====>........................] - ETA: 9:26 - loss: 0.1981 - acc: 0.9211
4500/20000 [=====>........................] - ETA: 9:22 - loss: 0.1971 - acc: 0.9216
4600/20000 [=====>........................] - ETA: 9:19 - loss: 0.1966 - acc: 0.9215
4700/20000 [======>.......................] - ETA: 9:18 - loss: 0.1978 - acc: 0.9209
4800/20000 [======>.......................] - ETA: 9:16 - loss: 0.1984 - acc: 0.9208
4900/20000 [======>.......................] - ETA: 9:13 - loss: 0.1989 - acc: 0.9204
5000/20000 [======>.......................] - ETA: 9:08 - loss: 0.1990 - acc: 0.9202
5100/20000 [======>.......................] - ETA: 9:04 - loss: 0.1988 - acc: 0.9204
5200/20000 [======>.......................] - ETA: 8:59 - loss: 0.1983 - acc: 0.9206
5300/20000 [======>.......................] - ETA: 8:54 - loss: 0.1979 - acc: 0.9211
5400/20000 [=======>......................] - ETA: 8:51 - loss: 0.1984 - acc: 0.9209
5500/20000 [=======>......................] - ETA: 8:49 - loss: 0.1978 - acc: 0.9213
5600/20000 [=======>......................] - ETA: 8:46 - loss: 0.1971 - acc: 0.9218
5700/20000 [=======>......................] - ETA: 8:43 - loss: 0.1965 - acc: 0.9218
5800/20000 [=======>......................] - ETA: 8:38 - loss: 0.1978 - acc: 0.9209
5900/20000 [=======>......................] - ETA: 8:34 - loss: 0.1972 - acc: 0.9208
6000/20000 [========>.....................] - ETA: 8:30 - loss: 0.1974 - acc: 0.9205
6100/20000 [========>.....................] - ETA: 8:26 - loss: 0.1964 - acc: 0.9210
6200/20000 [========>.....................] - ETA: 8:22 - loss: 0.1962 - acc: 0.9208
6300/20000 [========>.....................] - ETA: 8:18 - loss: 0.1958 - acc: 0.9213
6400/20000 [========>.....................] - ETA: 8:15 - loss: 0.1955 - acc: 0.9214
6500/20000 [========>.....................] - ETA: 8:12 - loss: 0.1954 - acc: 0.9211
6600/20000 [========>.....................] - ETA: 8:07 - loss: 0.1958 - acc: 0.9205
6700/20000 [=========>....................] - ETA: 8:04 - loss: 0.1958 - acc: 0.9207
6800/20000 [=========>....................] - ETA: 8:01 - loss: 0.1958 - acc: 0.9209
6900/20000 [=========>....................] - ETA: 7:56 - loss: 0.1973 - acc: 0.9203
7000/20000 [=========>....................] - ETA: 7:53 - loss: 0.1979 - acc: 0.9200
7100/20000 [=========>....................] - ETA: 7:48 - loss: 0.1977 - acc: 0.9200
7200/20000 [=========>....................] - ETA: 7:44 - loss: 0.1974 - acc: 0.9203
7300/20000 [=========>....................] - ETA: 7:40 - loss: 0.1975 - acc: 0.9204
7400/20000 [==========>...................] - ETA: 7:36 - loss: 0.1984 - acc: 0.9200
7500/20000 [==========>...................] - ETA: 7:32 - loss: 0.1986 - acc: 0.9197
7600/20000 [==========>...................] - ETA: 7:28 - loss: 0.1987 - acc: 0.9195
7700/20000 [==========>...................] - ETA: 7:25 - loss: 0.1994 - acc: 0.9192
7800/20000 [==========>...................] - ETA: 7:21 - loss: 0.1988 - acc: 0.9192
7900/20000 [==========>...................] - ETA: 7:17 - loss: 0.1981 - acc: 0.9194
8000/20000 [===========>..................] - ETA: 7:13 - loss: 0.1975 - acc: 0.9196
8100/20000 [===========>..................] - ETA: 7:10 - loss: 0.1982 - acc: 0.9193
8200/20000 [===========>..................] - ETA: 7:06 - loss: 0.1980 - acc: 0.9194
8300/20000 [===========>..................] - ETA: 7:02 - loss: 0.1990 - acc: 0.9194
8400/20000 [===========>..................] - ETA: 6:58 - loss: 0.1977 - acc: 0.9200
8500/20000 [===========>..................] - ETA: 6:54 - loss: 0.1979 - acc: 0.9200
8600/20000 [===========>..................] - ETA: 6:50 - loss: 0.1987 - acc: 0.9193
8700/20000 [============>.................] - ETA: 6:46 - loss: 0.1979 - acc: 0.9199
8800/20000 [============>.................] - ETA: 6:43 - loss: 0.1981 - acc: 0.9198
8900/20000 [============>.................] - ETA: 6:40 - loss: 0.1985 - acc: 0.9198
9000/20000 [============>.................] - ETA: 6:36 - loss: 0.1991 - acc: 0.9196
9100/20000 [============>.................] - ETA: 6:32 - loss: 0.1994 - acc: 0.9192
9200/20000 [============>.................] - ETA: 6:29 - loss: 0.1994 - acc: 0.9191
9300/20000 [============>.................] - ETA: 6:26 - loss: 0.1993 - acc: 0.9191
9400/20000 [=============>................] - ETA: 6:23 - loss: 0.1986 - acc: 0.9196
9500/20000 [=============>................] - ETA: 6:20 - loss: 0.2000 - acc: 0.9191
9600/20000 [=============>................] - ETA: 6:17 - loss: 0.2000 - acc: 0.9192
9700/20000 [=============>................] - ETA: 6:13 - loss: 0.1998 - acc: 0.9197
9800/20000 [=============>................] - ETA: 6:10 - loss: 0.1999 - acc: 0.9198
9900/20000 [=============>................] - ETA: 6:06 - loss: 0.2001 - acc: 0.9198
10000/20000 [==============>...............] - ETA: 6:02 - loss: 0.2013 - acc: 0.9189
10100/20000 [==============>...............] - ETA: 5:59 - loss: 0.2018 - acc: 0.9187
10200/20000 [==============>...............] - ETA: 5:55 - loss: 0.2026 - acc: 0.9184
10300/20000 [==============>...............] - ETA: 5:52 - loss: 0.2042 - acc: 0.9182
10400/20000 [==============>...............] - ETA: 5:48 - loss: 0.2045 - acc: 0.9180
10500/20000 [==============>...............] - ETA: 5:44 - loss: 0.2050 - acc: 0.9178
10600/20000 [==============>...............] - ETA: 5:41 - loss: 0.2052 - acc: 0.9175
10700/20000 [===============>..............] - ETA: 5:38 - loss: 0.2056 - acc: 0.9173
10800/20000 [===============>..............] - ETA: 5:34 - loss: 0.2065 - acc: 0.9170
10900/20000 [===============>..............] - ETA: 5:31 - loss: 0.2077 - acc: 0.9164
11000/20000 [===============>..............] - ETA: 5:27 - loss: 0.2081 - acc: 0.9165
11100/20000 [===============>..............] - ETA: 5:23 - loss: 0.2088 - acc: 0.9165
11200/20000 [===============>..............] - ETA: 5:19 - loss: 0.2090 - acc: 0.9163
11300/20000 [===============>..............] - ETA: 5:15 - loss: 0.2096 - acc: 0.9158
11400/20000 [================>.............] - ETA: 5:12 - loss: 0.2114 - acc: 0.9146
11500/20000 [================>.............] - ETA: 5:08 - loss: 0.2114 - acc: 0.9145
11600/20000 [================>.............] - ETA: 5:04 - loss: 0.2112 - acc: 0.9146
11700/20000 [================>.............] - ETA: 5:00 - loss: 0.2109 - acc: 0.9147
11800/20000 [================>.............] - ETA: 4:57 - loss: 0.2108 - acc: 0.9145
11900/20000 [================>.............] - ETA: 4:53 - loss: 0.2109 - acc: 0.9143
12000/20000 [=================>............] - ETA: 4:49 - loss: 0.2110 - acc: 0.9141
12100/20000 [=================>............] - ETA: 4:45 - loss: 0.2107 - acc: 0.9141
12200/20000 [=================>............] - ETA: 4:42 - loss: 0.2101 - acc: 0.9144
12300/20000 [=================>............] - ETA: 4:38 - loss: 0.2096 - acc: 0.9148
12400/20000 [=================>............] - ETA: 4:34 - loss: 0.2094 - acc: 0.9149
12500/20000 [=================>............] - ETA: 4:30 - loss: 0.2092 - acc: 0.9150
12600/20000 [=================>............] - ETA: 4:27 - loss: 0.2095 - acc: 0.9147
12700/20000 [==================>...........] - ETA: 4:23 - loss: 0.2103 - acc: 0.9144
12800/20000 [==================>...........] - ETA: 4:19 - loss: 0.2104 - acc: 0.9145
12900/20000 [==================>...........] - ETA: 4:16 - loss: 0.2100 - acc: 0.9147
13000/20000 [==================>...........] - ETA: 4:12 - loss: 0.2097 - acc: 0.9150
13100/20000 [==================>...........] - ETA: 4:08 - loss: 0.2100 - acc: 0.9150
13200/20000 [==================>...........] - ETA: 4:05 - loss: 0.2106 - acc: 0.9146
13300/20000 [==================>...........] - ETA: 4:01 - loss: 0.2105 - acc: 0.9146
13400/20000 [===================>..........] - ETA: 3:57 - loss: 0.2104 - acc: 0.9146
13500/20000 [===================>..........] - ETA: 3:53 - loss: 0.2105 - acc: 0.9145
13600/20000 [===================>..........] - ETA: 3:50 - loss: 0.2104 - acc: 0.9144
13700/20000 [===================>..........] - ETA: 3:46 - loss: 0.2102 - acc: 0.9144
13800/20000 [===================>..........] - ETA: 3:43 - loss: 0.2101 - acc: 0.9143
13900/20000 [===================>..........] - ETA: 3:39 - loss: 0.2103 - acc: 0.9142
14000/20000 [====================>.........] - ETA: 3:35 - loss: 0.2112 - acc: 0.9138
14100/20000 [====================>.........] - ETA: 3:31 - loss: 0.2119 - acc: 0.9134
14200/20000 [====================>.........] - ETA: 3:28 - loss: 0.2111 - acc: 0.9137
14300/20000 [====================>.........] - ETA: 3:24 - loss: 0.2110 - acc: 0.9136
14400/20000 [====================>.........] - ETA: 3:20 - loss: 0.2109 - acc: 0.9138
14500/20000 [====================>.........] - ETA: 3:17 - loss: 0.2109 - acc: 0.9138
14600/20000 [====================>.........] - ETA: 3:13 - loss: 0.2115 - acc: 0.9134
14700/20000 [=====================>........] - ETA: 3:09 - loss: 0.2118 - acc: 0.9133
14800/20000 [=====================>........] - ETA: 3:06 - loss: 0.2115 - acc: 0.9133
14900/20000 [=====================>........] - ETA: 3:02 - loss: 0.2112 - acc: 0.9135
15000/20000 [=====================>........] - ETA: 2:58 - loss: 0.2110 - acc: 0.9135
15100/20000 [=====================>........] - ETA: 2:55 - loss: 0.2109 - acc: 0.9135
15200/20000 [=====================>........] - ETA: 2:51 - loss: 0.2107 - acc: 0.9137
15300/20000 [=====================>........] - ETA: 2:48 - loss: 0.2106 - acc: 0.9137
15400/20000 [======================>.......] - ETA: 2:44 - loss: 0.2106 - acc: 0.9136
15500/20000 [======================>.......] - ETA: 2:40 - loss: 0.2108 - acc: 0.9138
15600/20000 [======================>.......] - ETA: 2:37 - loss: 0.2108 - acc: 0.9138
15700/20000 [======================>.......] - ETA: 2:33 - loss: 0.2109 - acc: 0.9136
15800/20000 [======================>.......] - ETA: 2:29 - loss: 0.2103 - acc: 0.9141
15900/20000 [======================>.......] - ETA: 2:26 - loss: 0.2101 - acc: 0.9141
16000/20000 [=======================>......] - ETA: 2:22 - loss: 0.2099 - acc: 0.9144
16100/20000 [=======================>......] - ETA: 2:19 - loss: 0.2102 - acc: 0.9143
16200/20000 [=======================>......] - ETA: 2:15 - loss: 0.2102 - acc: 0.9144
16300/20000 [=======================>......] - ETA: 2:11 - loss: 0.2101 - acc: 0.9145
16400/20000 [=======================>......] - ETA: 2:08 - loss: 0.2102 - acc: 0.9144
16500/20000 [=======================>......] - ETA: 2:04 - loss: 0.2104 - acc: 0.9142
16600/20000 [=======================>......] - ETA: 2:01 - loss: 0.2103 - acc: 0.9144
16700/20000 [========================>.....] - ETA: 1:57 - loss: 0.2103 - acc: 0.9144
16800/20000 [========================>.....] - ETA: 1:54 - loss: 0.2100 - acc: 0.9146
16900/20000 [========================>.....] - ETA: 1:50 - loss: 0.2096 - acc: 0.9147
17000/20000 [========================>.....] - ETA: 1:46 - loss: 0.2097 - acc: 0.9147
17100/20000 [========================>.....] - ETA: 1:43 - loss: 0.2101 - acc: 0.9145
17200/20000 [========================>.....] - ETA: 1:39 - loss: 0.2100 - acc: 0.9143
17300/20000 [========================>.....] - ETA: 1:36 - loss: 0.2101 - acc: 0.9142
17400/20000 [=========================>....] - ETA: 1:32 - loss: 0.2099 - acc: 0.9143
17500/20000 [=========================>....] - ETA: 1:29 - loss: 0.2102 - acc: 0.9141
17600/20000 [=========================>....] - ETA: 1:25 - loss: 0.2099 - acc: 0.9142
17700/20000 [=========================>....] - ETA: 1:21 - loss: 0.2099 - acc: 0.9142
17800/20000 [=========================>....] - ETA: 1:18 - loss: 0.2100 - acc: 0.9141
17900/20000 [=========================>....] - ETA: 1:14 - loss: 0.2098 - acc: 0.9143
18000/20000 [==========================>...] - ETA: 1:11 - loss: 0.2101 - acc: 0.9142
18100/20000 [==========================>...] - ETA: 1:07 - loss: 0.2099 - acc: 0.9142
18200/20000 [==========================>...] - ETA: 1:04 - loss: 0.2099 - acc: 0.9142
18300/20000 [==========================>...] - ETA: 1:00 - loss: 0.2098 - acc: 0.9143
18400/20000 [==========================>...] - ETA: 56s - loss: 0.2096 - acc: 0.9144
18500/20000 [==========================>...] - ETA: 53s - loss: 0.2092 - acc: 0.9146
18600/20000 [==========================>...] - ETA: 49s - loss: 0.2092 - acc: 0.9146
18700/20000 [===========================>..] - ETA: 46s - loss: 0.2095 - acc: 0.9144
18800/20000 [===========================>..] - ETA: 42s - loss: 0.2095 - acc: 0.9145
18900/20000 [===========================>..] - ETA: 39s - loss: 0.2096 - acc: 0.9145
19000/20000 [===========================>..] - ETA: 35s - loss: 0.2094 - acc: 0.9145
19100/20000 [===========================>..] - ETA: 32s - loss: 0.2096 - acc: 0.9143
19200/20000 [===========================>..] - ETA: 28s - loss: 0.2098 - acc: 0.9143
19300/20000 [===========================>..] - ETA: 24s - loss: 0.2095 - acc: 0.9145
19400/20000 [============================>.] - ETA: 21s - loss: 0.2093 - acc: 0.9143
19500/20000 [============================>.] - ETA: 17s - loss: 0.2090 - acc: 0.9145
19600/20000 [============================>.] - ETA: 14s - loss: 0.2088 - acc: 0.9146
19700/20000 [============================>.] - ETA: 10s - loss: 0.2088 - acc: 0.9146
19800/20000 [============================>.] - ETA: 7s - loss: 0.2090 - acc: 0.9145
19900/20000 [============================>.] - ETA: 3s - loss: 0.2091 - acc: 0.9144
20000/20000 [==============================] - 720s 36ms/step - loss: 0.2089 - acc: 0.9145 - val_loss: 0.5312 - val_acc: 0.8024
Epoch 24/30
100/20000 [..............................] - ETA: 11:17 - loss: 0.2537 - acc: 0.8900
200/20000 [..............................] - ETA: 11:10 - loss: 0.2353 - acc: 0.8950
300/20000 [..............................] - ETA: 10:57 - loss: 0.2182 - acc: 0.9100
400/20000 [..............................] - ETA: 10:59 - loss: 0.2113 - acc: 0.9225
500/20000 [..............................] - ETA: 11:07 - loss: 0.2001 - acc: 0.9300
600/20000 [..............................] - ETA: 11:00 - loss: 0.2082 - acc: 0.9267
700/20000 [>.............................] - ETA: 11:00 - loss: 0.2030 - acc: 0.9271
800/20000 [>.............................] - ETA: 11:01 - loss: 0.2017 - acc: 0.9237
900/20000 [>.............................] - ETA: 11:09 - loss: 0.1985 - acc: 0.9256
1000/20000 [>.............................] - ETA: 11:07 - loss: 0.1995 - acc: 0.9230
1100/20000 [>.............................] - ETA: 11:03 - loss: 0.1928 - acc: 0.9264
1200/20000 [>.............................] - ETA: 11:02 - loss: 0.1938 - acc: 0.9258
1300/20000 [>.............................] - ETA: 10:58 - loss: 0.1930 - acc: 0.9246
1400/20000 [=>............................] - ETA: 10:57 - loss: 0.1975 - acc: 0.9243
1500/20000 [=>............................] - ETA: 10:48 - loss: 0.1955 - acc: 0.9253
1600/20000 [=>............................] - ETA: 10:42 - loss: 0.1911 - acc: 0.9275
1700/20000 [=>............................] - ETA: 10:33 - loss: 0.1946 - acc: 0.9265
1800/20000 [=>............................] - ETA: 10:29 - loss: 0.1925 - acc: 0.9267
1900/20000 [=>............................] - ETA: 10:25 - loss: 0.1907 - acc: 0.9268
2000/20000 [==>...........................] - ETA: 10:17 - loss: 0.1943 - acc: 0.9255
2100/20000 [==>...........................] - ETA: 10:10 - loss: 0.1930 - acc: 0.9243
2200/20000 [==>...........................] - ETA: 10:03 - loss: 0.1903 - acc: 0.9250
2300/20000 [==>...........................] - ETA: 9:59 - loss: 0.1897 - acc: 0.9252
2400/20000 [==>...........................] - ETA: 9:55 - loss: 0.1919 - acc: 0.9229
2500/20000 [==>...........................] - ETA: 9:49 - loss: 0.1906 - acc: 0.9236
2600/20000 [==>...........................] - ETA: 9:45 - loss: 0.1894 - acc: 0.9246
2700/20000 [===>..........................] - ETA: 9:40 - loss: 0.1919 - acc: 0.9248
2800/20000 [===>..........................] - ETA: 9:39 - loss: 0.1910 - acc: 0.9246
2900/20000 [===>..........................] - ETA: 9:34 - loss: 0.1896 - acc: 0.9248
3000/20000 [===>..........................] - ETA: 9:29 - loss: 0.1874 - acc: 0.9267
3100/20000 [===>..........................] - ETA: 9:32 - loss: 0.1853 - acc: 0.9274
3200/20000 [===>..........................] - ETA: 9:32 - loss: 0.1859 - acc: 0.9266
3300/20000 [===>..........................] - ETA: 9:30 - loss: 0.1828 - acc: 0.9282
3400/20000 [====>.........................] - ETA: 9:26 - loss: 0.1835 - acc: 0.9282
3500/20000 [====>.........................] - ETA: 9:22 - loss: 0.1853 - acc: 0.9271
3600/20000 [====>.........................] - ETA: 9:20 - loss: 0.1861 - acc: 0.9267
3700/20000 [====>.........................] - ETA: 9:18 - loss: 0.1913 - acc: 0.9243
3800/20000 [====>.........................] - ETA: 9:20 - loss: 0.1940 - acc: 0.9232
3900/20000 [====>.........................] - ETA: 9:19 - loss: 0.1922 - acc: 0.9233
4000/20000 [=====>........................] - ETA: 9:17 - loss: 0.1924 - acc: 0.9230
4100/20000 [=====>........................] - ETA: 9:12 - loss: 0.1935 - acc: 0.9227
4200/20000 [=====>........................] - ETA: 9:12 - loss: 0.1924 - acc: 0.9233
4300/20000 [=====>........................] - ETA: 9:09 - loss: 0.1912 - acc: 0.9237
4400/20000 [=====>........................] - ETA: 9:07 - loss: 0.1903 - acc: 0.9241
4500/20000 [=====>........................] - ETA: 9:04 - loss: 0.1918 - acc: 0.9227
4600/20000 [=====>........................] - ETA: 9:00 - loss: 0.1923 - acc: 0.9222
4700/20000 [======>.......................] - ETA: 8:56 - loss: 0.1913 - acc: 0.9230
4800/20000 [======>.......................] - ETA: 8:53 - loss: 0.1907 - acc: 0.9233
4900/20000 [======>.......................] - ETA: 8:50 - loss: 0.1901 - acc: 0.9237
5000/20000 [======>.......................] - ETA: 8:47 - loss: 0.1891 - acc: 0.9242
5100/20000 [======>.......................] - ETA: 8:43 - loss: 0.1907 - acc: 0.9241
5200/20000 [======>.......................] - ETA: 8:40 - loss: 0.1902 - acc: 0.9246
5300/20000 [======>.......................] - ETA: 8:36 - loss: 0.1914 - acc: 0.9236
5400/20000 [=======>......................] - ETA: 8:32 - loss: 0.1914 - acc: 0.9235
5500/20000 [=======>......................] - ETA: 8:30 - loss: 0.1901 - acc: 0.9240
5600/20000 [=======>......................] - ETA: 8:27 - loss: 0.1893 - acc: 0.9246
5700/20000 [=======>......................] - ETA: 8:24 - loss: 0.1898 - acc: 0.9244
5800/20000 [=======>......................] - ETA: 8:20 - loss: 0.1899 - acc: 0.9241
5900/20000 [=======>......................] - ETA: 8:18 - loss: 0.1893 - acc: 0.9246
6000/20000 [========>.....................] - ETA: 8:14 - loss: 0.1900 - acc: 0.9245
6100/20000 [========>.....................] - ETA: 8:11 - loss: 0.1895 - acc: 0.9248
6200/20000 [========>.....................] - ETA: 8:07 - loss: 0.1896 - acc: 0.9247
6300/20000 [========>.....................] - ETA: 8:04 - loss: 0.1896 - acc: 0.9243
6400/20000 [========>.....................] - ETA: 8:00 - loss: 0.1890 - acc: 0.9245
6500/20000 [========>.....................] - ETA: 7:57 - loss: 0.1888 - acc: 0.9248
6600/20000 [========>.....................] - ETA: 7:53 - loss: 0.1901 - acc: 0.9247
6700/20000 [=========>....................] - ETA: 7:48 - loss: 0.1908 - acc: 0.9245
6800/20000 [=========>....................] - ETA: 7:44 - loss: 0.1908 - acc: 0.9250
6900/20000 [=========>....................] - ETA: 7:41 - loss: 0.1924 - acc: 0.9242
7000/20000 [=========>....................] - ETA: 7:38 - loss: 0.1927 - acc: 0.9244
7100/20000 [=========>....................] - ETA: 7:35 - loss: 0.1920 - acc: 0.9242
7200/20000 [=========>....................] - ETA: 7:32 - loss: 0.1918 - acc: 0.9240
7300/20000 [=========>....................] - ETA: 7:29 - loss: 0.1915 - acc: 0.9245
7400/20000 [==========>...................] - ETA: 7:26 - loss: 0.1918 - acc: 0.9243
7500/20000 [==========>...................] - ETA: 7:22 - loss: 0.1911 - acc: 0.9247
7600/20000 [==========>...................] - ETA: 7:19 - loss: 0.1913 - acc: 0.9243
7700/20000 [==========>...................] - ETA: 7:16 - loss: 0.1911 - acc: 0.9244
7800/20000 [==========>...................] - ETA: 7:13 - loss: 0.1919 - acc: 0.9240
7900/20000 [==========>...................] - ETA: 7:10 - loss: 0.1914 - acc: 0.9242
8000/20000 [===========>..................] - ETA: 7:07 - loss: 0.1914 - acc: 0.9244
8100/20000 [===========>..................] - ETA: 7:04 - loss: 0.1918 - acc: 0.9243
8200/20000 [===========>..................] - ETA: 7:01 - loss: 0.1919 - acc: 0.9244
8300/20000 [===========>..................] - ETA: 6:57 - loss: 0.1926 - acc: 0.9237
8400/20000 [===========>..................] - ETA: 6:54 - loss: 0.1919 - acc: 0.9242
8500/20000 [===========>..................] - ETA: 6:51 - loss: 0.1925 - acc: 0.9235
8600/20000 [===========>..................] - ETA: 6:48 - loss: 0.1922 - acc: 0.9240
8700/20000 [============>.................] - ETA: 6:44 - loss: 0.1916 - acc: 0.9241
8800/20000 [============>.................] - ETA: 6:41 - loss: 0.1913 - acc: 0.9240
8900/20000 [============>.................] - ETA: 6:38 - loss: 0.1913 - acc: 0.9238
9000/20000 [============>.................] - ETA: 6:35 - loss: 0.1904 - acc: 0.9242
9100/20000 [============>.................] - ETA: 6:32 - loss: 0.1900 - acc: 0.9244
9200/20000 [============>.................] - ETA: 6:29 - loss: 0.1898 - acc: 0.9245
9300/20000 [============>.................] - ETA: 6:25 - loss: 0.1897 - acc: 0.9245
9400/20000 [=============>................] - ETA: 6:22 - loss: 0.1897 - acc: 0.9243
9500/20000 [=============>................] - ETA: 6:19 - loss: 0.1911 - acc: 0.9236
9600/20000 [=============>................] - ETA: 6:16 - loss: 0.1913 - acc: 0.9235
9700/20000 [=============>................] - ETA: 6:12 - loss: 0.1918 - acc: 0.9231
9800/20000 [=============>................] - ETA: 6:09 - loss: 0.1919 - acc: 0.9232
9900/20000 [=============>................] - ETA: 6:05 - loss: 0.1926 - acc: 0.9226
10000/20000 [==============>...............] - ETA: 6:02 - loss: 0.1934 - acc: 0.9221
10100/20000 [==============>...............] - ETA: 5:59 - loss: 0.1937 - acc: 0.9220
10200/20000 [==============>...............] - ETA: 5:55 - loss: 0.1934 - acc: 0.9221
10300/20000 [==============>...............] - ETA: 5:52 - loss: 0.1934 - acc: 0.9222
10400/20000 [==============>...............] - ETA: 5:49 - loss: 0.1927 - acc: 0.9226
10500/20000 [==============>...............] - ETA: 5:46 - loss: 0.1926 - acc: 0.9226
10600/20000 [==============>...............] - ETA: 5:43 - loss: 0.1925 - acc: 0.9224
10700/20000 [===============>..............] - ETA: 5:39 - loss: 0.1922 - acc: 0.9223
10800/20000 [===============>..............] - ETA: 5:35 - loss: 0.1920 - acc: 0.9223
10900/20000 [===============>..............] - ETA: 5:32 - loss: 0.1913 - acc: 0.9228
11000/20000 [===============>..............] - ETA: 5:28 - loss: 0.1917 - acc: 0.9228
11100/20000 [===============>..............] - ETA: 5:25 - loss: 0.1922 - acc: 0.9224
11200/20000 [===============>..............] - ETA: 5:21 - loss: 0.1919 - acc: 0.9225
11300/20000 [===============>..............] - ETA: 5:18 - loss: 0.1924 - acc: 0.9222
11400/20000 [================>.............] - ETA: 5:14 - loss: 0.1919 - acc: 0.9225
11500/20000 [================>.............] - ETA: 5:10 - loss: 0.1923 - acc: 0.9223
11600/20000 [================>.............] - ETA: 5:07 - loss: 0.1921 - acc: 0.9225
11700/20000 [================>.............] - ETA: 5:03 - loss: 0.1914 - acc: 0.9229
11800/20000 [================>.............] - ETA: 4:59 - loss: 0.1910 - acc: 0.9232
11900/20000 [================>.............] - ETA: 4:56 - loss: 0.1904 - acc: 0.9233
12000/20000 [=================>............] - ETA: 4:53 - loss: 0.1902 - acc: 0.9233
12100/20000 [=================>............] - ETA: 4:49 - loss: 0.1895 - acc: 0.9236
12200/20000 [=================>............] - ETA: 4:46 - loss: 0.1896 - acc: 0.9235
12300/20000 [=================>............] - ETA: 4:42 - loss: 0.1893 - acc: 0.9237
12400/20000 [=================>............] - ETA: 4:38 - loss: 0.1891 - acc: 0.9240
12500/20000 [=================>............] - ETA: 4:35 - loss: 0.1893 - acc: 0.9236
12600/20000 [=================>............] - ETA: 4:32 - loss: 0.1888 - acc: 0.9238
12700/20000 [==================>...........] - ETA: 4:28 - loss: 0.1896 - acc: 0.9235
12800/20000 [==================>...........] - ETA: 4:25 - loss: 0.1891 - acc: 0.9237
12900/20000 [==================>...........] - ETA: 4:21 - loss: 0.1887 - acc: 0.9238
13000/20000 [==================>...........] - ETA: 4:18 - loss: 0.1883 - acc: 0.9242
13100/20000 [==================>...........] - ETA: 4:14 - loss: 0.1888 - acc: 0.9238
13200/20000 [==================>...........] - ETA: 4:10 - loss: 0.1884 - acc: 0.9241
13300/20000 [==================>...........] - ETA: 4:07 - loss: 0.1881 - acc: 0.9241
13400/20000 [===================>..........] - ETA: 4:03 - loss: 0.1887 - acc: 0.9242
13500/20000 [===================>..........] - ETA: 3:59 - loss: 0.1886 - acc: 0.9241
13600/20000 [===================>..........] - ETA: 3:55 - loss: 0.1887 - acc: 0.9240
13700/20000 [===================>..........] - ETA: 3:51 - loss: 0.1887 - acc: 0.9241
13800/20000 [===================>..........] - ETA: 3:47 - loss: 0.1891 - acc: 0.9241
13900/20000 [===================>..........] - ETA: 3:43 - loss: 0.1896 - acc: 0.9236
14000/20000 [====================>.........] - ETA: 3:40 - loss: 0.1900 - acc: 0.9231
14100/20000 [====================>.........] - ETA: 3:36 - loss: 0.1905 - acc: 0.9231
14200/20000 [====================>.........] - ETA: 3:32 - loss: 0.1903 - acc: 0.9233
14300/20000 [====================>.........] - ETA: 3:28 - loss: 0.1907 - acc: 0.9231
14400/20000 [====================>.........] - ETA: 3:24 - loss: 0.1905 - acc: 0.9231
14500/20000 [====================>.........] - ETA: 3:21 - loss: 0.1901 - acc: 0.9232
14600/20000 [====================>.........] - ETA: 3:17 - loss: 0.1899 - acc: 0.9234
14700/20000 [=====================>........] - ETA: 3:13 - loss: 0.1904 - acc: 0.9233
14800/20000 [=====================>........] - ETA: 3:10 - loss: 0.1911 - acc: 0.9229
14900/20000 [=====================>........] - ETA: 3:06 - loss: 0.1914 - acc: 0.9227
15000/20000 [=====================>........] - ETA: 3:02 - loss: 0.1922 - acc: 0.9223
15100/20000 [=====================>........] - ETA: 2:58 - loss: 0.1922 - acc: 0.9224
15200/20000 [=====================>........] - ETA: 2:55 - loss: 0.1923 - acc: 0.9225
15300/20000 [=====================>........] - ETA: 2:51 - loss: 0.1923 - acc: 0.9225
15400/20000 [======================>.......] - ETA: 2:48 - loss: 0.1933 - acc: 0.9223
15500/20000 [======================>.......] - ETA: 2:44 - loss: 0.1930 - acc: 0.9225
15600/20000 [======================>.......] - ETA: 2:40 - loss: 0.1924 - acc: 0.9228
15700/20000 [======================>.......] - ETA: 2:37 - loss: 0.1929 - acc: 0.9226
15800/20000 [======================>.......] - ETA: 2:33 - loss: 0.1934 - acc: 0.9224
15900/20000 [======================>.......] - ETA: 2:29 - loss: 0.1942 - acc: 0.9219
16000/20000 [=======================>......] - ETA: 2:26 - loss: 0.1936 - acc: 0.9224
16100/20000 [=======================>......] - ETA: 2:22 - loss: 0.1935 - acc: 0.9224
16200/20000 [=======================>......] - ETA: 2:18 - loss: 0.1933 - acc: 0.9224
16300/20000 [=======================>......] - ETA: 2:15 - loss: 0.1928 - acc: 0.9227
16400/20000 [=======================>......] - ETA: 2:11 - loss: 0.1931 - acc: 0.9226
16500/20000 [=======================>......] - ETA: 2:07 - loss: 0.1931 - acc: 0.9224
16600/20000 [=======================>......] - ETA: 2:04 - loss: 0.1928 - acc: 0.9227
16700/20000 [========================>.....] - ETA: 2:00 - loss: 0.1927 - acc: 0.9226
16800/20000 [========================>.....] - ETA: 1:56 - loss: 0.1926 - acc: 0.9227
16900/20000 [========================>.....] - ETA: 1:52 - loss: 0.1926 - acc: 0.9225
17000/20000 [========================>.....] - ETA: 1:49 - loss: 0.1928 - acc: 0.9222
17100/20000 [========================>.....] - ETA: 1:45 - loss: 0.1932 - acc: 0.9220
17200/20000 [========================>.....] - ETA: 1:41 - loss: 0.1929 - acc: 0.9222
17300/20000 [========================>.....] - ETA: 1:38 - loss: 0.1933 - acc: 0.9217
17400/20000 [=========================>....] - ETA: 1:34 - loss: 0.1938 - acc: 0.9216
17500/20000 [=========================>....] - ETA: 1:30 - loss: 0.1934 - acc: 0.9217
17600/20000 [=========================>....] - ETA: 1:27 - loss: 0.1934 - acc: 0.9215
17700/20000 [=========================>....] - ETA: 1:23 - loss: 0.1935 - acc: 0.9214
17800/20000 [=========================>....] - ETA: 1:19 - loss: 0.1939 - acc: 0.9211
17900/20000 [=========================>....] - ETA: 1:16 - loss: 0.1939 - acc: 0.9209
18000/20000 [==========================>...] - ETA: 1:12 - loss: 0.1939 - acc: 0.9208
18100/20000 [==========================>...] - ETA: 1:08 - loss: 0.1942 - acc: 0.9208
18200/20000 [==========================>...] - ETA: 1:05 - loss: 0.1941 - acc: 0.9208
18300/20000 [==========================>...] - ETA: 1:01 - loss: 0.1939 - acc: 0.9209
18400/20000 [==========================>...] - ETA: 58s - loss: 0.1942 - acc: 0.9209
18500/20000 [==========================>...] - ETA: 54s - loss: 0.1944 - acc: 0.9208
18600/20000 [==========================>...] - ETA: 50s - loss: 0.1948 - acc: 0.9207
18700/20000 [===========================>..] - ETA: 47s - loss: 0.1948 - acc: 0.9206
18800/20000 [===========================>..] - ETA: 43s - loss: 0.1951 - acc: 0.9205
18900/20000 [===========================>..] - ETA: 39s - loss: 0.1946 - acc: 0.9207
19000/20000 [===========================>..] - ETA: 36s - loss: 0.1942 - acc: 0.9209
19100/20000 [===========================>..] - ETA: 32s - loss: 0.1943 - acc: 0.9209
19200/20000 [===========================>..] - ETA: 28s - loss: 0.1944 - acc: 0.9208
19300/20000 [===========================>..] - ETA: 25s - loss: 0.1945 - acc: 0.9206
19400/20000 [============================>.] - ETA: 21s - loss: 0.1941 - acc: 0.9208
19500/20000 [============================>.] - ETA: 18s - loss: 0.1944 - acc: 0.9209
19600/20000 [============================>.] - ETA: 14s - loss: 0.1945 - acc: 0.9208
19700/20000 [============================>.] - ETA: 10s - loss: 0.1947 - acc: 0.9207
19800/20000 [============================>.] - ETA: 7s - loss: 0.1950 - acc: 0.9207
19900/20000 [============================>.] - ETA: 3s - loss: 0.1949 - acc: 0.9208
20000/20000 [==============================] - 737s 37ms/step - loss: 0.1947 - acc: 0.9208 - val_loss: 0.6812 - val_acc: 0.7630
Epoch 25/30
100/20000 [..............................] - ETA: 11:35 - loss: 0.2345 - acc: 0.8900
200/20000 [..............................] - ETA: 11:59 - loss: 0.2002 - acc: 0.8950
300/20000 [..............................] - ETA: 12:11 - loss: 0.1808 - acc: 0.9133
400/20000 [..............................] - ETA: 12:20 - loss: 0.1808 - acc: 0.9200
500/20000 [..............................] - ETA: 12:16 - loss: 0.1775 - acc: 0.9240
600/20000 [..............................] - ETA: 12:07 - loss: 0.1786 - acc: 0.9283
700/20000 [>.............................] - ETA: 12:02 - loss: 0.1779 - acc: 0.9286
800/20000 [>.............................] - ETA: 11:54 - loss: 0.1783 - acc: 0.9287
900/20000 [>.............................] - ETA: 11:51 - loss: 0.1741 - acc: 0.9311
1000/20000 [>.............................] - ETA: 11:45 - loss: 0.1803 - acc: 0.9300
1100/20000 [>.............................] - ETA: 11:38 - loss: 0.1751 - acc: 0.9309
1200/20000 [>.............................] - ETA: 11:35 - loss: 0.1780 - acc: 0.9292
1300/20000 [>.............................] - ETA: 11:35 - loss: 0.1768 - acc: 0.9292
1400/20000 [=>............................] - ETA: 11:34 - loss: 0.1737 - acc: 0.9293
1500/20000 [=>............................] - ETA: 11:33 - loss: 0.1755 - acc: 0.9273
1600/20000 [=>............................] - ETA: 11:27 - loss: 0.1746 - acc: 0.9269
1700/20000 [=>............................] - ETA: 11:24 - loss: 0.1744 - acc: 0.9276
1800/20000 [=>............................] - ETA: 11:18 - loss: 0.1755 - acc: 0.9261
1900/20000 [=>............................] - ETA: 11:16 - loss: 0.1770 - acc: 0.9258
2000/20000 [==>...........................] - ETA: 11:12 - loss: 0.1772 - acc: 0.9260
2100/20000 [==>...........................] - ETA: 11:10 - loss: 0.1788 - acc: 0.9248
2200/20000 [==>...........................] - ETA: 11:06 - loss: 0.1779 - acc: 0.9255
2300/20000 [==>...........................] - ETA: 11:02 - loss: 0.1771 - acc: 0.9243
2400/20000 [==>...........................] - ETA: 10:58 - loss: 0.1774 - acc: 0.9242
2500/20000 [==>...........................] - ETA: 10:56 - loss: 0.1792 - acc: 0.9240
2600/20000 [==>...........................] - ETA: 10:51 - loss: 0.1815 - acc: 0.9242
2700/20000 [===>..........................] - ETA: 10:47 - loss: 0.1811 - acc: 0.9241
2800/20000 [===>..........................] - ETA: 10:43 - loss: 0.1828 - acc: 0.9239
2900/20000 [===>..........................] - ETA: 10:38 - loss: 0.1810 - acc: 0.9241
3000/20000 [===>..........................] - ETA: 10:35 - loss: 0.1798 - acc: 0.9250
3100/20000 [===>..........................] - ETA: 10:30 - loss: 0.1776 - acc: 0.9255
3200/20000 [===>..........................] - ETA: 10:27 - loss: 0.1774 - acc: 0.9256
3300/20000 [===>..........................] - ETA: 10:23 - loss: 0.1760 - acc: 0.9261
3400/20000 [====>.........................] - ETA: 10:20 - loss: 0.1769 - acc: 0.9250
3500/20000 [====>.........................] - ETA: 10:15 - loss: 0.1807 - acc: 0.9231
3600/20000 [====>.........................] - ETA: 10:13 - loss: 0.1819 - acc: 0.9231
3700/20000 [====>.........................] - ETA: 10:11 - loss: 0.1812 - acc: 0.9232
3800/20000 [====>.........................] - ETA: 10:08 - loss: 0.1802 - acc: 0.9242
3900/20000 [====>.........................] - ETA: 10:05 - loss: 0.1800 - acc: 0.9249
4000/20000 [=====>........................] - ETA: 10:01 - loss: 0.1797 - acc: 0.9240
4100/20000 [=====>........................] - ETA: 9:57 - loss: 0.1795 - acc: 0.9246
4200/20000 [=====>........................] - ETA: 9:54 - loss: 0.1801 - acc: 0.9243
4300/20000 [=====>........................] - ETA: 9:51 - loss: 0.1785 - acc: 0.9244
4400/20000 [=====>........................] - ETA: 9:48 - loss: 0.1782 - acc: 0.9241
4500/20000 [=====>........................] - ETA: 9:44 - loss: 0.1781 - acc: 0.9238
4600/20000 [=====>........................] - ETA: 9:41 - loss: 0.1768 - acc: 0.9243
4700/20000 [======>.......................] - ETA: 9:36 - loss: 0.1770 - acc: 0.9240
4800/20000 [======>.......................] - ETA: 9:32 - loss: 0.1766 - acc: 0.9244
4900/20000 [======>.......................] - ETA: 9:29 - loss: 0.1767 - acc: 0.9241
5000/20000 [======>.......................] - ETA: 9:25 - loss: 0.1777 - acc: 0.9232
5100/20000 [======>.......................] - ETA: 9:22 - loss: 0.1789 - acc: 0.9225
5200/20000 [======>.......................] - ETA: 9:18 - loss: 0.1782 - acc: 0.9225
5300/20000 [======>.......................] - ETA: 9:15 - loss: 0.1779 - acc: 0.9228
5400/20000 [=======>......................] - ETA: 9:12 - loss: 0.1784 - acc: 0.9228
5500/20000 [=======>......................] - ETA: 9:08 - loss: 0.1790 - acc: 0.9224
5600/20000 [=======>......................] - ETA: 9:05 - loss: 0.1790 - acc: 0.9220
5700/20000 [=======>......................] - ETA: 9:01 - loss: 0.1816 - acc: 0.9218
5800/20000 [=======>......................] - ETA: 8:58 - loss: 0.1809 - acc: 0.9222
5900/20000 [=======>......................] - ETA: 8:53 - loss: 0.1802 - acc: 0.9229
6000/20000 [========>.....................] - ETA: 8:49 - loss: 0.1797 - acc: 0.9230
6100/20000 [========>.....................] - ETA: 8:44 - loss: 0.1787 - acc: 0.9234
6200/20000 [========>.....................] - ETA: 8:41 - loss: 0.1799 - acc: 0.9232
6300/20000 [========>.....................] - ETA: 8:36 - loss: 0.1805 - acc: 0.9232
6400/20000 [========>.....................] - ETA: 8:32 - loss: 0.1809 - acc: 0.9230
6500/20000 [========>.....................] - ETA: 8:28 - loss: 0.1813 - acc: 0.9229
6600/20000 [========>.....................] - ETA: 8:23 - loss: 0.1801 - acc: 0.9238
6700/20000 [=========>....................] - ETA: 8:18 - loss: 0.1801 - acc: 0.9239
6800/20000 [=========>....................] - ETA: 8:14 - loss: 0.1811 - acc: 0.9237
6900/20000 [=========>....................] - ETA: 8:10 - loss: 0.1812 - acc: 0.9235
7000/20000 [=========>....................] - ETA: 8:06 - loss: 0.1810 - acc: 0.9234
7100/20000 [=========>....................] - ETA: 8:02 - loss: 0.1811 - acc: 0.9234
7200/20000 [=========>....................] - ETA: 7:58 - loss: 0.1808 - acc: 0.9235
7300/20000 [=========>....................] - ETA: 7:53 - loss: 0.1803 - acc: 0.9238
7400/20000 [==========>...................] - ETA: 7:48 - loss: 0.1803 - acc: 0.9239
7500/20000 [==========>...................] - ETA: 7:44 - loss: 0.1798 - acc: 0.9243
7600/20000 [==========>...................] - ETA: 7:40 - loss: 0.1799 - acc: 0.9241
7700/20000 [==========>...................] - ETA: 7:36 - loss: 0.1799 - acc: 0.9240
7800/20000 [==========>...................] - ETA: 7:31 - loss: 0.1797 - acc: 0.9241
7900/20000 [==========>...................] - ETA: 7:27 - loss: 0.1795 - acc: 0.9242
8000/20000 [===========>..................] - ETA: 7:22 - loss: 0.1806 - acc: 0.9238
8100/20000 [===========>..................] - ETA: 7:18 - loss: 0.1805 - acc: 0.9241
8200/20000 [===========>..................] - ETA: 7:14 - loss: 0.1805 - acc: 0.9240
8300/20000 [===========>..................] - ETA: 7:10 - loss: 0.1803 - acc: 0.9242
8400/20000 [===========>..................] - ETA: 7:05 - loss: 0.1808 - acc: 0.9239
8500/20000 [===========>..................] - ETA: 7:01 - loss: 0.1800 - acc: 0.9241
8600/20000 [===========>..................] - ETA: 6:56 - loss: 0.1806 - acc: 0.9240
8700/20000 [============>.................] - ETA: 6:53 - loss: 0.1799 - acc: 0.9243
8800/20000 [============>.................] - ETA: 6:48 - loss: 0.1793 - acc: 0.9248
8900/20000 [============>.................] - ETA: 6:44 - loss: 0.1799 - acc: 0.9246
9000/20000 [============>.................] - ETA: 6:40 - loss: 0.1789 - acc: 0.9251
9100/20000 [============>.................] - ETA: 6:36 - loss: 0.1790 - acc: 0.9251
9200/20000 [============>.................] - ETA: 6:32 - loss: 0.1792 - acc: 0.9250
9300/20000 [============>.................] - ETA: 6:28 - loss: 0.1788 - acc: 0.9251
9400/20000 [=============>................] - ETA: 6:24 - loss: 0.1793 - acc: 0.9248
9500/20000 [=============>................] - ETA: 6:20 - loss: 0.1797 - acc: 0.9244
9600/20000 [=============>................] - ETA: 6:16 - loss: 0.1800 - acc: 0.9241
9700/20000 [=============>................] - ETA: 6:12 - loss: 0.1795 - acc: 0.9243
9800/20000 [=============>................] - ETA: 6:08 - loss: 0.1797 - acc: 0.9244
9900/20000 [=============>................] - ETA: 6:03 - loss: 0.1787 - acc: 0.9246
10000/20000 [==============>...............] - ETA: 6:00 - loss: 0.1789 - acc: 0.9246
10100/20000 [==============>...............] - ETA: 5:56 - loss: 0.1798 - acc: 0.9244
10200/20000 [==============>...............] - ETA: 5:52 - loss: 0.1793 - acc: 0.9249
10300/20000 [==============>...............] - ETA: 5:48 - loss: 0.1788 - acc: 0.9252
10400/20000 [==============>...............] - ETA: 5:44 - loss: 0.1781 - acc: 0.9256
10500/20000 [==============>...............] - ETA: 5:40 - loss: 0.1784 - acc: 0.9255
10600/20000 [==============>...............] - ETA: 5:37 - loss: 0.1777 - acc: 0.9258
10700/20000 [===============>..............] - ETA: 5:33 - loss: 0.1776 - acc: 0.9261
10800/20000 [===============>..............] - ETA: 5:29 - loss: 0.1776 - acc: 0.9263
10900/20000 [===============>..............] - ETA: 5:25 - loss: 0.1771 - acc: 0.9265
11000/20000 [===============>..............] - ETA: 5:21 - loss: 0.1766 - acc: 0.9268
11100/20000 [===============>..............] - ETA: 5:17 - loss: 0.1765 - acc: 0.9268
11200/20000 [===============>..............] - ETA: 5:14 - loss: 0.1760 - acc: 0.9271
11300/20000 [===============>..............] - ETA: 5:10 - loss: 0.1755 - acc: 0.9273
11400/20000 [================>.............] - ETA: 5:06 - loss: 0.1755 - acc: 0.9271
11500/20000 [================>.............] - ETA: 5:02 - loss: 0.1758 - acc: 0.9270
11600/20000 [================>.............] - ETA: 4:59 - loss: 0.1762 - acc: 0.9268
11700/20000 [================>.............] - ETA: 4:55 - loss: 0.1758 - acc: 0.9269
11800/20000 [================>.............] - ETA: 4:51 - loss: 0.1763 - acc: 0.9265
11900/20000 [================>.............] - ETA: 4:47 - loss: 0.1765 - acc: 0.9265
12000/20000 [=================>............] - ETA: 4:44 - loss: 0.1763 - acc: 0.9263
12100/20000 [=================>............] - ETA: 4:40 - loss: 0.1765 - acc: 0.9263
12200/20000 [=================>............] - ETA: 4:36 - loss: 0.1763 - acc: 0.9262
12300/20000 [=================>............] - ETA: 4:32 - loss: 0.1762 - acc: 0.9262
12400/20000 [=================>............] - ETA: 4:29 - loss: 0.1758 - acc: 0.9264
12500/20000 [=================>............] - ETA: 4:25 - loss: 0.1753 - acc: 0.9266
12600/20000 [=================>............] - ETA: 4:21 - loss: 0.1753 - acc: 0.9265
12700/20000 [==================>...........] - ETA: 4:18 - loss: 0.1758 - acc: 0.9265
12800/20000 [==================>...........] - ETA: 4:14 - loss: 0.1762 - acc: 0.9265
12900/20000 [==================>...........] - ETA: 4:10 - loss: 0.1765 - acc: 0.9261
13000/20000 [==================>...........] - ETA: 4:07 - loss: 0.1763 - acc: 0.9263
13100/20000 [==================>...........] - ETA: 4:03 - loss: 0.1756 - acc: 0.9266
13200/20000 [==================>...........] - ETA: 4:00 - loss: 0.1757 - acc: 0.9267
13300/20000 [==================>...........] - ETA: 3:56 - loss: 0.1756 - acc: 0.9266
13400/20000 [===================>..........] - ETA: 3:52 - loss: 0.1751 - acc: 0.9268
13500/20000 [===================>..........] - ETA: 3:49 - loss: 0.1758 - acc: 0.9264
13600/20000 [===================>..........] - ETA: 3:45 - loss: 0.1764 - acc: 0.9262
13700/20000 [===================>..........] - ETA: 3:41 - loss: 0.1761 - acc: 0.9264
13800/20000 [===================>..........] - ETA: 3:38 - loss: 0.1762 - acc: 0.9264
13900/20000 [===================>..........] - ETA: 3:34 - loss: 0.1765 - acc: 0.9263
14000/20000 [====================>.........] - ETA: 3:30 - loss: 0.1766 - acc: 0.9262
14100/20000 [====================>.........] - ETA: 3:27 - loss: 0.1768 - acc: 0.9264
14200/20000 [====================>.........] - ETA: 3:23 - loss: 0.1764 - acc: 0.9266
14300/20000 [====================>.........] - ETA: 3:19 - loss: 0.1766 - acc: 0.9265
14400/20000 [====================>.........] - ETA: 3:16 - loss: 0.1764 - acc: 0.9266
14500/20000 [====================>.........] - ETA: 3:12 - loss: 0.1765 - acc: 0.9265
14600/20000 [====================>.........] - ETA: 3:09 - loss: 0.1761 - acc: 0.9268
14700/20000 [=====================>........] - ETA: 3:05 - loss: 0.1759 - acc: 0.9269
14800/20000 [=====================>........] - ETA: 3:02 - loss: 0.1759 - acc: 0.9267
14900/20000 [=====================>........] - ETA: 2:58 - loss: 0.1760 - acc: 0.9266
15000/20000 [=====================>........] - ETA: 2:54 - loss: 0.1755 - acc: 0.9269
15100/20000 [=====================>........] - ETA: 2:51 - loss: 0.1750 - acc: 0.9273
15200/20000 [=====================>........] - ETA: 2:47 - loss: 0.1748 - acc: 0.9272
15300/20000 [=====================>........] - ETA: 2:44 - loss: 0.1753 - acc: 0.9269
15400/20000 [======================>.......] - ETA: 2:40 - loss: 0.1756 - acc: 0.9269
15500/20000 [======================>.......] - ETA: 2:37 - loss: 0.1762 - acc: 0.9266
15600/20000 [======================>.......] - ETA: 2:33 - loss: 0.1764 - acc: 0.9265
15700/20000 [======================>.......] - ETA: 2:29 - loss: 0.1762 - acc: 0.9267
15800/20000 [======================>.......] - ETA: 2:26 - loss: 0.1768 - acc: 0.9265
15900/20000 [======================>.......] - ETA: 2:22 - loss: 0.1765 - acc: 0.9266
16000/20000 [=======================>......] - ETA: 2:19 - loss: 0.1771 - acc: 0.9263
16100/20000 [=======================>......] - ETA: 2:15 - loss: 0.1776 - acc: 0.9261
16200/20000 [=======================>......] - ETA: 2:12 - loss: 0.1775 - acc: 0.9260
16300/20000 [=======================>......] - ETA: 2:08 - loss: 0.1776 - acc: 0.9260
16400/20000 [=======================>......] - ETA: 2:05 - loss: 0.1777 - acc: 0.9259
16500/20000 [=======================>......] - ETA: 2:01 - loss: 0.1777 - acc: 0.9259
16600/20000 [=======================>......] - ETA: 1:58 - loss: 0.1777 - acc: 0.9260
16700/20000 [========================>.....] - ETA: 1:54 - loss: 0.1778 - acc: 0.9259
16800/20000 [========================>.....] - ETA: 1:51 - loss: 0.1779 - acc: 0.9257
16900/20000 [========================>.....] - ETA: 1:47 - loss: 0.1781 - acc: 0.9256
17000/20000 [========================>.....] - ETA: 1:44 - loss: 0.1779 - acc: 0.9256
17100/20000 [========================>.....] - ETA: 1:40 - loss: 0.1782 - acc: 0.9255
17200/20000 [========================>.....] - ETA: 1:37 - loss: 0.1784 - acc: 0.9254
17300/20000 [========================>.....] - ETA: 1:33 - loss: 0.1784 - acc: 0.9253
17400/20000 [=========================>....] - ETA: 1:30 - loss: 0.1786 - acc: 0.9252
17500/20000 [=========================>....] - ETA: 1:26 - loss: 0.1785 - acc: 0.9253
17600/20000 [=========================>....] - ETA: 1:23 - loss: 0.1781 - acc: 0.9256
17700/20000 [=========================>....] - ETA: 1:19 - loss: 0.1782 - acc: 0.9254
17800/20000 [=========================>....] - ETA: 1:16 - loss: 0.1788 - acc: 0.9255
17900/20000 [=========================>....] - ETA: 1:12 - loss: 0.1796 - acc: 0.9249
18000/20000 [==========================>...] - ETA: 1:09 - loss: 0.1793 - acc: 0.9251
18100/20000 [==========================>...] - ETA: 1:05 - loss: 0.1799 - acc: 0.9249
18200/20000 [==========================>...] - ETA: 1:02 - loss: 0.1800 - acc: 0.9248
18300/20000 [==========================>...] - ETA: 58s - loss: 0.1799 - acc: 0.9251
18400/20000 [==========================>...] - ETA: 55s - loss: 0.1803 - acc: 0.9249
18500/20000 [==========================>...] - ETA: 51s - loss: 0.1802 - acc: 0.9250
18600/20000 [==========================>...] - ETA: 48s - loss: 0.1807 - acc: 0.9249
18700/20000 [===========================>..] - ETA: 44s - loss: 0.1809 - acc: 0.9249
18800/20000 [===========================>..] - ETA: 41s - loss: 0.1809 - acc: 0.9249
18900/20000 [===========================>..] - ETA: 37s - loss: 0.1813 - acc: 0.9248
19000/20000 [===========================>..] - ETA: 34s - loss: 0.1819 - acc: 0.9245
19100/20000 [===========================>..] - ETA: 31s - loss: 0.1815 - acc: 0.9247
19200/20000 [===========================>..] - ETA: 27s - loss: 0.1820 - acc: 0.9247
19300/20000 [===========================>..] - ETA: 24s - loss: 0.1819 - acc: 0.9248
19400/20000 [============================>.] - ETA: 20s - loss: 0.1819 - acc: 0.9247
19500/20000 [============================>.] - ETA: 17s - loss: 0.1827 - acc: 0.9244
19600/20000 [============================>.] - ETA: 13s - loss: 0.1827 - acc: 0.9245
19700/20000 [============================>.] - ETA: 10s - loss: 0.1828 - acc: 0.9244
19800/20000 [============================>.] - ETA: 6s - loss: 0.1833 - acc: 0.9242
19900/20000 [============================>.] - ETA: 3s - loss: 0.1831 - acc: 0.9243
20000/20000 [==============================] - 697s 35ms/step - loss: 0.1835 - acc: 0.9240 - val_loss: 0.6576 - val_acc: 0.7638
Epoch 26/30
100/20000 [..............................] - ETA: 9:11 - loss: 0.2351 - acc: 0.8800
200/20000 [..............................] - ETA: 10:15 - loss: 0.2041 - acc: 0.9150
300/20000 [..............................] - ETA: 10:21 - loss: 0.1945 - acc: 0.9300
400/20000 [..............................] - ETA: 10:33 - loss: 0.1927 - acc: 0.9250
500/20000 [..............................] - ETA: 10:33 - loss: 0.1967 - acc: 0.9180
600/20000 [..............................] - ETA: 10:29 - loss: 0.1957 - acc: 0.9200
700/20000 [>.............................] - ETA: 10:21 - loss: 0.1898 - acc: 0.9214
800/20000 [>.............................] - ETA: 10:17 - loss: 0.1813 - acc: 0.9250
900/20000 [>.............................] - ETA: 10:13 - loss: 0.1809 - acc: 0.9233
1000/20000 [>.............................] - ETA: 10:13 - loss: 0.1788 - acc: 0.9230
1100/20000 [>.............................] - ETA: 10:09 - loss: 0.1782 - acc: 0.9245
1200/20000 [>.............................] - ETA: 10:08 - loss: 0.1762 - acc: 0.9283
1300/20000 [>.............................] - ETA: 10:06 - loss: 0.1776 - acc: 0.9277
1400/20000 [=>............................] - ETA: 10:06 - loss: 0.1773 - acc: 0.9286
1500/20000 [=>............................] - ETA: 10:03 - loss: 0.1755 - acc: 0.9300
1600/20000 [=>............................] - ETA: 10:01 - loss: 0.1755 - acc: 0.9300
1700/20000 [=>............................] - ETA: 9:58 - loss: 0.1816 - acc: 0.9282
1800/20000 [=>............................] - ETA: 9:56 - loss: 0.1781 - acc: 0.9306
1900/20000 [=>............................] - ETA: 9:55 - loss: 0.1767 - acc: 0.9305
2000/20000 [==>...........................] - ETA: 9:54 - loss: 0.1768 - acc: 0.9305
2100/20000 [==>...........................] - ETA: 9:48 - loss: 0.1755 - acc: 0.9310
2200/20000 [==>...........................] - ETA: 9:45 - loss: 0.1738 - acc: 0.9314
2300/20000 [==>...........................] - ETA: 9:40 - loss: 0.1756 - acc: 0.9304
2400/20000 [==>...........................] - ETA: 9:38 - loss: 0.1767 - acc: 0.9308
2500/20000 [==>...........................] - ETA: 9:33 - loss: 0.1767 - acc: 0.9296
2600/20000 [==>...........................] - ETA: 9:32 - loss: 0.1758 - acc: 0.9292
2700/20000 [===>..........................] - ETA: 9:29 - loss: 0.1744 - acc: 0.9293
2800/20000 [===>..........................] - ETA: 9:27 - loss: 0.1731 - acc: 0.9304
2900/20000 [===>..........................] - ETA: 9:23 - loss: 0.1755 - acc: 0.9297
3000/20000 [===>..........................] - ETA: 9:19 - loss: 0.1758 - acc: 0.9297
3100/20000 [===>..........................] - ETA: 9:16 - loss: 0.1771 - acc: 0.9290
3200/20000 [===>..........................] - ETA: 9:14 - loss: 0.1790 - acc: 0.9288
3300/20000 [===>..........................] - ETA: 9:10 - loss: 0.1774 - acc: 0.9294
3400/20000 [====>.........................] - ETA: 9:07 - loss: 0.1754 - acc: 0.9300
3500/20000 [====>.........................] - ETA: 9:05 - loss: 0.1747 - acc: 0.9303
3600/20000 [====>.........................] - ETA: 9:00 - loss: 0.1717 - acc: 0.9322
3700/20000 [====>.........................] - ETA: 8:56 - loss: 0.1723 - acc: 0.9316
3800/20000 [====>.........................] - ETA: 8:52 - loss: 0.1724 - acc: 0.9305
3900/20000 [====>.........................] - ETA: 8:47 - loss: 0.1734 - acc: 0.9310
4000/20000 [=====>........................] - ETA: 8:43 - loss: 0.1731 - acc: 0.9318
4100/20000 [=====>........................] - ETA: 8:40 - loss: 0.1735 - acc: 0.9320
4200/20000 [=====>........................] - ETA: 8:36 - loss: 0.1732 - acc: 0.9319
4300/20000 [=====>........................] - ETA: 8:33 - loss: 0.1746 - acc: 0.9314
4400/20000 [=====>........................] - ETA: 8:30 - loss: 0.1736 - acc: 0.9320
4500/20000 [=====>........................] - ETA: 8:26 - loss: 0.1755 - acc: 0.9309
4600/20000 [=====>........................] - ETA: 8:24 - loss: 0.1758 - acc: 0.9309
4700/20000 [======>.......................] - ETA: 8:20 - loss: 0.1736 - acc: 0.9319
4800/20000 [======>.......................] - ETA: 8:17 - loss: 0.1756 - acc: 0.9317
4900/20000 [======>.......................] - ETA: 8:15 - loss: 0.1752 - acc: 0.9312
5000/20000 [======>.......................] - ETA: 8:12 - loss: 0.1759 - acc: 0.9306
5100/20000 [======>.......................] - ETA: 8:08 - loss: 0.1768 - acc: 0.9300
5200/20000 [======>.......................] - ETA: 8:04 - loss: 0.1762 - acc: 0.9302
5300/20000 [======>.......................] - ETA: 8:01 - loss: 0.1755 - acc: 0.9304
5400/20000 [=======>......................] - ETA: 7:58 - loss: 0.1748 - acc: 0.9306
5500/20000 [=======>......................] - ETA: 7:56 - loss: 0.1747 - acc: 0.9309
5600/20000 [=======>......................] - ETA: 7:52 - loss: 0.1744 - acc: 0.9311
5700/20000 [=======>......................] - ETA: 7:48 - loss: 0.1743 - acc: 0.9312
5800/20000 [=======>......................] - ETA: 7:46 - loss: 0.1743 - acc: 0.9312
5900/20000 [=======>......................] - ETA: 7:43 - loss: 0.1748 - acc: 0.9305
6000/20000 [========>.....................] - ETA: 7:40 - loss: 0.1738 - acc: 0.9310
6100/20000 [========>.....................] - ETA: 7:36 - loss: 0.1731 - acc: 0.9313
6200/20000 [========>.....................] - ETA: 7:33 - loss: 0.1729 - acc: 0.9313
6300/20000 [========>.....................] - ETA: 7:30 - loss: 0.1727 - acc: 0.9316
6400/20000 [========>.....................] - ETA: 7:26 - loss: 0.1748 - acc: 0.9308
6500/20000 [========>.....................] - ETA: 7:23 - loss: 0.1748 - acc: 0.9309
6600/20000 [========>.....................] - ETA: 7:20 - loss: 0.1751 - acc: 0.9308
6700/20000 [=========>....................] - ETA: 7:16 - loss: 0.1750 - acc: 0.9307
6800/20000 [=========>....................] - ETA: 7:13 - loss: 0.1745 - acc: 0.9307
6900/20000 [=========>....................] - ETA: 7:10 - loss: 0.1742 - acc: 0.9310
7000/20000 [=========>....................] - ETA: 7:06 - loss: 0.1735 - acc: 0.9314
7100/20000 [=========>....................] - ETA: 7:03 - loss: 0.1728 - acc: 0.9320
7200/20000 [=========>....................] - ETA: 7:00 - loss: 0.1730 - acc: 0.9315
7300/20000 [=========>....................] - ETA: 6:57 - loss: 0.1726 - acc: 0.9314
7400/20000 [==========>...................] - ETA: 6:54 - loss: 0.1741 - acc: 0.9303
7500/20000 [==========>...................] - ETA: 6:51 - loss: 0.1758 - acc: 0.9297
7600/20000 [==========>...................] - ETA: 6:48 - loss: 0.1753 - acc: 0.9300
7700/20000 [==========>...................] - ETA: 6:45 - loss: 0.1756 - acc: 0.9297
7800/20000 [==========>...................] - ETA: 6:41 - loss: 0.1763 - acc: 0.9294
7900/20000 [==========>...................] - ETA: 6:38 - loss: 0.1755 - acc: 0.9295
8000/20000 [===========>..................] - ETA: 6:34 - loss: 0.1746 - acc: 0.9301
8100/20000 [===========>..................] - ETA: 6:31 - loss: 0.1741 - acc: 0.9305
8200/20000 [===========>..................] - ETA: 6:28 - loss: 0.1747 - acc: 0.9302
8300/20000 [===========>..................] - ETA: 6:25 - loss: 0.1743 - acc: 0.9305
8400/20000 [===========>..................] - ETA: 6:21 - loss: 0.1743 - acc: 0.9305
8500/20000 [===========>..................] - ETA: 6:18 - loss: 0.1746 - acc: 0.9301
8600/20000 [===========>..................] - ETA: 6:15 - loss: 0.1740 - acc: 0.9303
8700/20000 [============>.................] - ETA: 6:12 - loss: 0.1756 - acc: 0.9298
8800/20000 [============>.................] - ETA: 6:08 - loss: 0.1753 - acc: 0.9299
8900/20000 [============>.................] - ETA: 6:05 - loss: 0.1763 - acc: 0.9296
9000/20000 [============>.................] - ETA: 6:01 - loss: 0.1768 - acc: 0.9290
9100/20000 [============>.................] - ETA: 5:58 - loss: 0.1766 - acc: 0.9290
9200/20000 [============>.................] - ETA: 5:55 - loss: 0.1765 - acc: 0.9290
9300/20000 [============>.................] - ETA: 5:51 - loss: 0.1762 - acc: 0.9290
9400/20000 [=============>................] - ETA: 5:48 - loss: 0.1772 - acc: 0.9285
9500/20000 [=============>................] - ETA: 5:45 - loss: 0.1777 - acc: 0.9283
9600/20000 [=============>................] - ETA: 5:42 - loss: 0.1784 - acc: 0.9279
9700/20000 [=============>................] - ETA: 5:38 - loss: 0.1778 - acc: 0.9282
9800/20000 [=============>................] - ETA: 5:35 - loss: 0.1777 - acc: 0.9284
9900/20000 [=============>................] - ETA: 5:31 - loss: 0.1770 - acc: 0.9288
10000/20000 [==============>...............] - ETA: 5:28 - loss: 0.1766 - acc: 0.9290
10100/20000 [==============>...............] - ETA: 5:25 - loss: 0.1771 - acc: 0.9286
10200/20000 [==============>...............] - ETA: 5:21 - loss: 0.1771 - acc: 0.9286
10300/20000 [==============>...............] - ETA: 5:18 - loss: 0.1769 - acc: 0.9287
10400/20000 [==============>...............] - ETA: 5:15 - loss: 0.1775 - acc: 0.9287
10500/20000 [==============>...............] - ETA: 5:11 - loss: 0.1769 - acc: 0.9290
10600/20000 [==============>...............] - ETA: 5:08 - loss: 0.1765 - acc: 0.9292
10700/20000 [===============>..............] - ETA: 5:05 - loss: 0.1767 - acc: 0.9291
10800/20000 [===============>..............] - ETA: 5:02 - loss: 0.1769 - acc: 0.9291
10900/20000 [===============>..............] - ETA: 4:59 - loss: 0.1767 - acc: 0.9292
11000/20000 [===============>..............] - ETA: 4:55 - loss: 0.1760 - acc: 0.9295
11100/20000 [===============>..............] - ETA: 4:52 - loss: 0.1757 - acc: 0.9296
11200/20000 [===============>..............] - ETA: 4:49 - loss: 0.1758 - acc: 0.9296
11300/20000 [===============>..............] - ETA: 4:46 - loss: 0.1759 - acc: 0.9294
11400/20000 [================>.............] - ETA: 4:42 - loss: 0.1755 - acc: 0.9295
11500/20000 [================>.............] - ETA: 4:39 - loss: 0.1754 - acc: 0.9294
11600/20000 [================>.............] - ETA: 4:36 - loss: 0.1751 - acc: 0.9296
11700/20000 [================>.............] - ETA: 4:33 - loss: 0.1747 - acc: 0.9297
11800/20000 [================>.............] - ETA: 4:29 - loss: 0.1745 - acc: 0.9299
11900/20000 [================>.............] - ETA: 4:26 - loss: 0.1745 - acc: 0.9300
12000/20000 [=================>............] - ETA: 4:23 - loss: 0.1753 - acc: 0.9296
12100/20000 [=================>............] - ETA: 4:19 - loss: 0.1750 - acc: 0.9296
12200/20000 [=================>............] - ETA: 4:16 - loss: 0.1749 - acc: 0.9297
12300/20000 [=================>............] - ETA: 4:12 - loss: 0.1754 - acc: 0.9293
12400/20000 [=================>............] - ETA: 4:09 - loss: 0.1747 - acc: 0.9296
12500/20000 [=================>............] - ETA: 4:06 - loss: 0.1754 - acc: 0.9293
12600/20000 [=================>............] - ETA: 4:02 - loss: 0.1748 - acc: 0.9296
12700/20000 [==================>...........] - ETA: 3:59 - loss: 0.1747 - acc: 0.9297
12800/20000 [==================>...........] - ETA: 3:56 - loss: 0.1749 - acc: 0.9296
12900/20000 [==================>...........] - ETA: 3:52 - loss: 0.1753 - acc: 0.9294
13000/20000 [==================>...........] - ETA: 3:49 - loss: 0.1751 - acc: 0.9295
13100/20000 [==================>...........] - ETA: 3:46 - loss: 0.1751 - acc: 0.9293
13200/20000 [==================>...........] - ETA: 3:42 - loss: 0.1750 - acc: 0.9294
13300/20000 [==================>...........] - ETA: 3:39 - loss: 0.1751 - acc: 0.9292
13400/20000 [===================>..........] - ETA: 3:36 - loss: 0.1750 - acc: 0.9292
13500/20000 [===================>..........] - ETA: 3:32 - loss: 0.1759 - acc: 0.9287
13600/20000 [===================>..........] - ETA: 3:29 - loss: 0.1772 - acc: 0.9286
13700/20000 [===================>..........] - ETA: 3:26 - loss: 0.1767 - acc: 0.9288
13800/20000 [===================>..........] - ETA: 3:23 - loss: 0.1767 - acc: 0.9288
13900/20000 [===================>..........] - ETA: 3:19 - loss: 0.1769 - acc: 0.9286
14000/20000 [====================>.........] - ETA: 3:16 - loss: 0.1766 - acc: 0.9286
14100/20000 [====================>.........] - ETA: 3:13 - loss: 0.1773 - acc: 0.9282
14200/20000 [====================>.........] - ETA: 3:10 - loss: 0.1771 - acc: 0.9285
14300/20000 [====================>.........] - ETA: 3:06 - loss: 0.1771 - acc: 0.9285
14400/20000 [====================>.........] - ETA: 3:03 - loss: 0.1774 - acc: 0.9283
14500/20000 [====================>.........] - ETA: 3:00 - loss: 0.1779 - acc: 0.9280
14600/20000 [====================>.........] - ETA: 2:57 - loss: 0.1775 - acc: 0.9280
14700/20000 [=====================>........] - ETA: 2:53 - loss: 0.1773 - acc: 0.9282
14800/20000 [=====================>........] - ETA: 2:50 - loss: 0.1773 - acc: 0.9282
14900/20000 [=====================>........] - ETA: 2:47 - loss: 0.1768 - acc: 0.9283
15000/20000 [=====================>........] - ETA: 2:43 - loss: 0.1768 - acc: 0.9283
15100/20000 [=====================>........] - ETA: 2:40 - loss: 0.1766 - acc: 0.9283
15200/20000 [=====================>........] - ETA: 2:37 - loss: 0.1763 - acc: 0.9286
15300/20000 [=====================>........] - ETA: 2:34 - loss: 0.1762 - acc: 0.9286
15400/20000 [======================>.......] - ETA: 2:30 - loss: 0.1760 - acc: 0.9287
15500/20000 [======================>.......] - ETA: 2:27 - loss: 0.1761 - acc: 0.9287
15600/20000 [======================>.......] - ETA: 2:24 - loss: 0.1762 - acc: 0.9287
15700/20000 [======================>.......] - ETA: 2:21 - loss: 0.1761 - acc: 0.9288
15800/20000 [======================>.......] - ETA: 2:17 - loss: 0.1767 - acc: 0.9283
15900/20000 [======================>.......] - ETA: 2:14 - loss: 0.1763 - acc: 0.9284
16000/20000 [=======================>......] - ETA: 2:11 - loss: 0.1762 - acc: 0.9284
16100/20000 [=======================>......] - ETA: 2:08 - loss: 0.1759 - acc: 0.9284
16200/20000 [=======================>......] - ETA: 2:04 - loss: 0.1758 - acc: 0.9283
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.1754 - acc: 0.9285
16400/20000 [=======================>......] - ETA: 1:58 - loss: 0.1752 - acc: 0.9285
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.1753 - acc: 0.9285
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.1756 - acc: 0.9282
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.1761 - acc: 0.9278
16800/20000 [========================>.....] - ETA: 1:45 - loss: 0.1756 - acc: 0.9280
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.1755 - acc: 0.9282
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.1755 - acc: 0.9281
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.1754 - acc: 0.9282
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.1756 - acc: 0.9281
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.1754 - acc: 0.9282
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.1756 - acc: 0.9281
17500/20000 [=========================>....] - ETA: 1:22 - loss: 0.1756 - acc: 0.9279
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.1760 - acc: 0.9278
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1756 - acc: 0.9279
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.1756 - acc: 0.9278
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1755 - acc: 0.9279
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1758 - acc: 0.9278
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.1763 - acc: 0.9277
18200/20000 [==========================>...] - ETA: 59s - loss: 0.1765 - acc: 0.9277
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1768 - acc: 0.9278
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1777 - acc: 0.9273
18500/20000 [==========================>...] - ETA: 49s - loss: 0.1778 - acc: 0.9271
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1779 - acc: 0.9270
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1779 - acc: 0.9268
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1779 - acc: 0.9270
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1781 - acc: 0.9267
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1785 - acc: 0.9266
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1787 - acc: 0.9265
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1788 - acc: 0.9266
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1790 - acc: 0.9265
19400/20000 [============================>.] - ETA: 19s - loss: 0.1789 - acc: 0.9264
19500/20000 [============================>.] - ETA: 16s - loss: 0.1793 - acc: 0.9263
19600/20000 [============================>.] - ETA: 13s - loss: 0.1798 - acc: 0.9260
19700/20000 [============================>.] - ETA: 9s - loss: 0.1799 - acc: 0.9259
19800/20000 [============================>.] - ETA: 6s - loss: 0.1806 - acc: 0.9256
19900/20000 [============================>.] - ETA: 3s - loss: 0.1809 - acc: 0.9255
20000/20000 [==============================] - 665s 33ms/step - loss: 0.1813 - acc: 0.9254 - val_loss: 0.3866 - val_acc: 0.8578
Epoch 27/30
100/20000 [..............................] - ETA: 8:42 - loss: 0.1919 - acc: 0.9200
200/20000 [..............................] - ETA: 9:26 - loss: 0.2529 - acc: 0.8900
300/20000 [..............................] - ETA: 9:39 - loss: 0.2270 - acc: 0.9100
400/20000 [..............................] - ETA: 10:10 - loss: 0.2048 - acc: 0.9175
500/20000 [..............................] - ETA: 10:23 - loss: 0.1986 - acc: 0.9160
600/20000 [..............................] - ETA: 10:22 - loss: 0.1870 - acc: 0.9217
700/20000 [>.............................] - ETA: 10:17 - loss: 0.1888 - acc: 0.9200
800/20000 [>.............................] - ETA: 10:14 - loss: 0.1916 - acc: 0.9188
900/20000 [>.............................] - ETA: 10:19 - loss: 0.1855 - acc: 0.9222
1000/20000 [>.............................] - ETA: 10:18 - loss: 0.1792 - acc: 0.9270
1100/20000 [>.............................] - ETA: 10:19 - loss: 0.1795 - acc: 0.9273
1200/20000 [>.............................] - ETA: 10:17 - loss: 0.1763 - acc: 0.9275
1300/20000 [>.............................] - ETA: 10:12 - loss: 0.1790 - acc: 0.9269
1400/20000 [=>............................] - ETA: 10:10 - loss: 0.1846 - acc: 0.9250
1500/20000 [=>............................] - ETA: 10:09 - loss: 0.1832 - acc: 0.9240
1600/20000 [=>............................] - ETA: 10:03 - loss: 0.1817 - acc: 0.9256
1700/20000 [=>............................] - ETA: 10:00 - loss: 0.1805 - acc: 0.9259
1800/20000 [=>............................] - ETA: 9:54 - loss: 0.1822 - acc: 0.9261
1900/20000 [=>............................] - ETA: 9:51 - loss: 0.1830 - acc: 0.9268
2000/20000 [==>...........................] - ETA: 9:46 - loss: 0.1807 - acc: 0.9275
2100/20000 [==>...........................] - ETA: 9:44 - loss: 0.1813 - acc: 0.9271
2200/20000 [==>...........................] - ETA: 9:38 - loss: 0.1801 - acc: 0.9282
2300/20000 [==>...........................] - ETA: 9:34 - loss: 0.1818 - acc: 0.9278
2400/20000 [==>...........................] - ETA: 9:31 - loss: 0.1798 - acc: 0.9292
2500/20000 [==>...........................] - ETA: 9:27 - loss: 0.1816 - acc: 0.9288
2600/20000 [==>...........................] - ETA: 9:25 - loss: 0.1810 - acc: 0.9292
2700/20000 [===>..........................] - ETA: 9:23 - loss: 0.1814 - acc: 0.9289
2800/20000 [===>..........................] - ETA: 9:19 - loss: 0.1831 - acc: 0.9275
2900/20000 [===>..........................] - ETA: 9:17 - loss: 0.1809 - acc: 0.9286
3000/20000 [===>..........................] - ETA: 9:15 - loss: 0.1795 - acc: 0.9290
3100/20000 [===>..........................] - ETA: 9:11 - loss: 0.1798 - acc: 0.9294
3200/20000 [===>..........................] - ETA: 9:07 - loss: 0.1796 - acc: 0.9291
3300/20000 [===>..........................] - ETA: 9:03 - loss: 0.1792 - acc: 0.9297
3400/20000 [====>.........................] - ETA: 8:58 - loss: 0.1768 - acc: 0.9309
3500/20000 [====>.........................] - ETA: 8:56 - loss: 0.1760 - acc: 0.9309
3600/20000 [====>.........................] - ETA: 8:52 - loss: 0.1735 - acc: 0.9314
3700/20000 [====>.........................] - ETA: 8:49 - loss: 0.1738 - acc: 0.9300
3800/20000 [====>.........................] - ETA: 8:45 - loss: 0.1753 - acc: 0.9289
3900/20000 [====>.........................] - ETA: 8:43 - loss: 0.1756 - acc: 0.9282
4000/20000 [=====>........................] - ETA: 8:39 - loss: 0.1744 - acc: 0.9290
4100/20000 [=====>........................] - ETA: 8:35 - loss: 0.1751 - acc: 0.9285
4200/20000 [=====>........................] - ETA: 8:31 - loss: 0.1766 - acc: 0.9281
4300/20000 [=====>........................] - ETA: 8:28 - loss: 0.1778 - acc: 0.9281
4400/20000 [=====>........................] - ETA: 8:25 - loss: 0.1772 - acc: 0.9289
4500/20000 [=====>........................] - ETA: 8:22 - loss: 0.1775 - acc: 0.9289
4600/20000 [=====>........................] - ETA: 8:19 - loss: 0.1797 - acc: 0.9276
4700/20000 [======>.......................] - ETA: 8:16 - loss: 0.1801 - acc: 0.9277
4800/20000 [======>.......................] - ETA: 8:12 - loss: 0.1806 - acc: 0.9273
4900/20000 [======>.......................] - ETA: 8:08 - loss: 0.1799 - acc: 0.9276
5000/20000 [======>.......................] - ETA: 8:05 - loss: 0.1787 - acc: 0.9278
5100/20000 [======>.......................] - ETA: 8:01 - loss: 0.1799 - acc: 0.9273
5200/20000 [======>.......................] - ETA: 7:58 - loss: 0.1795 - acc: 0.9275
5300/20000 [======>.......................] - ETA: 7:54 - loss: 0.1798 - acc: 0.9274
5400/20000 [=======>......................] - ETA: 7:51 - loss: 0.1794 - acc: 0.9276
5500/20000 [=======>......................] - ETA: 7:48 - loss: 0.1797 - acc: 0.9271
5600/20000 [=======>......................] - ETA: 7:45 - loss: 0.1786 - acc: 0.9275
5700/20000 [=======>......................] - ETA: 7:42 - loss: 0.1781 - acc: 0.9281
5800/20000 [=======>......................] - ETA: 7:38 - loss: 0.1768 - acc: 0.9288
5900/20000 [=======>......................] - ETA: 7:34 - loss: 0.1760 - acc: 0.9292
6000/20000 [========>.....................] - ETA: 7:31 - loss: 0.1756 - acc: 0.9290
6100/20000 [========>.....................] - ETA: 7:28 - loss: 0.1757 - acc: 0.9289
6200/20000 [========>.....................] - ETA: 7:24 - loss: 0.1755 - acc: 0.9292
6300/20000 [========>.....................] - ETA: 7:21 - loss: 0.1758 - acc: 0.9287
6400/20000 [========>.....................] - ETA: 7:17 - loss: 0.1762 - acc: 0.9284
6500/20000 [========>.....................] - ETA: 7:14 - loss: 0.1760 - acc: 0.9286
6600/20000 [========>.....................] - ETA: 7:11 - loss: 0.1762 - acc: 0.9285
6700/20000 [=========>....................] - ETA: 7:07 - loss: 0.1764 - acc: 0.9282
6800/20000 [=========>....................] - ETA: 7:04 - loss: 0.1755 - acc: 0.9284
6900/20000 [=========>....................] - ETA: 7:01 - loss: 0.1750 - acc: 0.9286
7000/20000 [=========>....................] - ETA: 6:57 - loss: 0.1748 - acc: 0.9283
7100/20000 [=========>....................] - ETA: 6:54 - loss: 0.1741 - acc: 0.9287
7200/20000 [=========>....................] - ETA: 6:51 - loss: 0.1736 - acc: 0.9293
7300/20000 [=========>....................] - ETA: 6:48 - loss: 0.1745 - acc: 0.9286
7400/20000 [==========>...................] - ETA: 6:45 - loss: 0.1747 - acc: 0.9284
7500/20000 [==========>...................] - ETA: 6:42 - loss: 0.1753 - acc: 0.9280
7600/20000 [==========>...................] - ETA: 6:39 - loss: 0.1753 - acc: 0.9280
7700/20000 [==========>...................] - ETA: 6:36 - loss: 0.1748 - acc: 0.9284
7800/20000 [==========>...................] - ETA: 6:33 - loss: 0.1749 - acc: 0.9283
7900/20000 [==========>...................] - ETA: 6:29 - loss: 0.1745 - acc: 0.9285
8000/20000 [===========>..................] - ETA: 6:26 - loss: 0.1742 - acc: 0.9286
8100/20000 [===========>..................] - ETA: 6:23 - loss: 0.1740 - acc: 0.9286
8200/20000 [===========>..................] - ETA: 6:20 - loss: 0.1742 - acc: 0.9282
8300/20000 [===========>..................] - ETA: 6:17 - loss: 0.1753 - acc: 0.9276
8400/20000 [===========>..................] - ETA: 6:13 - loss: 0.1749 - acc: 0.9276
8500/20000 [===========>..................] - ETA: 6:10 - loss: 0.1752 - acc: 0.9275
8600/20000 [===========>..................] - ETA: 6:07 - loss: 0.1753 - acc: 0.9272
8700/20000 [============>.................] - ETA: 6:04 - loss: 0.1750 - acc: 0.9275
8800/20000 [============>.................] - ETA: 6:01 - loss: 0.1742 - acc: 0.9277
8900/20000 [============>.................] - ETA: 5:58 - loss: 0.1748 - acc: 0.9271
9000/20000 [============>.................] - ETA: 5:54 - loss: 0.1742 - acc: 0.9272
9100/20000 [============>.................] - ETA: 5:51 - loss: 0.1742 - acc: 0.9275
9200/20000 [============>.................] - ETA: 5:48 - loss: 0.1740 - acc: 0.9278
9300/20000 [============>.................] - ETA: 5:46 - loss: 0.1745 - acc: 0.9275
9400/20000 [=============>................] - ETA: 5:44 - loss: 0.1747 - acc: 0.9276
9500/20000 [=============>................] - ETA: 5:43 - loss: 0.1742 - acc: 0.9279
9600/20000 [=============>................] - ETA: 5:39 - loss: 0.1746 - acc: 0.9277
9700/20000 [=============>................] - ETA: 5:36 - loss: 0.1748 - acc: 0.9274
9800/20000 [=============>................] - ETA: 5:33 - loss: 0.1743 - acc: 0.9278
9900/20000 [=============>................] - ETA: 5:30 - loss: 0.1751 - acc: 0.9276
10000/20000 [==============>...............] - ETA: 5:27 - loss: 0.1752 - acc: 0.9276
10100/20000 [==============>...............] - ETA: 5:24 - loss: 0.1750 - acc: 0.9277
10200/20000 [==============>...............] - ETA: 5:21 - loss: 0.1763 - acc: 0.9275
10300/20000 [==============>...............] - ETA: 5:17 - loss: 0.1767 - acc: 0.9274
10400/20000 [==============>...............] - ETA: 5:14 - loss: 0.1765 - acc: 0.9273
10500/20000 [==============>...............] - ETA: 5:11 - loss: 0.1770 - acc: 0.9268
10600/20000 [==============>...............] - ETA: 5:08 - loss: 0.1765 - acc: 0.9272
10700/20000 [===============>..............] - ETA: 5:04 - loss: 0.1764 - acc: 0.9272
10800/20000 [===============>..............] - ETA: 5:01 - loss: 0.1758 - acc: 0.9276
10900/20000 [===============>..............] - ETA: 4:58 - loss: 0.1756 - acc: 0.9278
11000/20000 [===============>..............] - ETA: 4:55 - loss: 0.1750 - acc: 0.9281
11100/20000 [===============>..............] - ETA: 4:51 - loss: 0.1759 - acc: 0.9277
11200/20000 [===============>..............] - ETA: 4:48 - loss: 0.1758 - acc: 0.9279
11300/20000 [===============>..............] - ETA: 4:45 - loss: 0.1754 - acc: 0.9281
11400/20000 [================>.............] - ETA: 4:42 - loss: 0.1756 - acc: 0.9280
11500/20000 [================>.............] - ETA: 4:38 - loss: 0.1755 - acc: 0.9283
11600/20000 [================>.............] - ETA: 4:35 - loss: 0.1754 - acc: 0.9284
11700/20000 [================>.............] - ETA: 4:32 - loss: 0.1748 - acc: 0.9286
11800/20000 [================>.............] - ETA: 4:28 - loss: 0.1745 - acc: 0.9288
11900/20000 [================>.............] - ETA: 4:25 - loss: 0.1745 - acc: 0.9287
12000/20000 [=================>............] - ETA: 4:22 - loss: 0.1750 - acc: 0.9288
12100/20000 [=================>............] - ETA: 4:19 - loss: 0.1749 - acc: 0.9291
12200/20000 [=================>............] - ETA: 4:15 - loss: 0.1751 - acc: 0.9291
12300/20000 [=================>............] - ETA: 4:12 - loss: 0.1754 - acc: 0.9290
12400/20000 [=================>............] - ETA: 4:09 - loss: 0.1749 - acc: 0.9292
12500/20000 [=================>............] - ETA: 4:06 - loss: 0.1749 - acc: 0.9292
12600/20000 [=================>............] - ETA: 4:02 - loss: 0.1748 - acc: 0.9293
12700/20000 [==================>...........] - ETA: 3:59 - loss: 0.1749 - acc: 0.9294
12800/20000 [==================>...........] - ETA: 3:56 - loss: 0.1746 - acc: 0.9295
12900/20000 [==================>...........] - ETA: 3:52 - loss: 0.1743 - acc: 0.9296
13000/20000 [==================>...........] - ETA: 3:49 - loss: 0.1742 - acc: 0.9298
13100/20000 [==================>...........] - ETA: 3:46 - loss: 0.1736 - acc: 0.9300
13200/20000 [==================>...........] - ETA: 3:42 - loss: 0.1734 - acc: 0.9301
13300/20000 [==================>...........] - ETA: 3:39 - loss: 0.1737 - acc: 0.9299
13400/20000 [===================>..........] - ETA: 3:36 - loss: 0.1738 - acc: 0.9299
13500/20000 [===================>..........] - ETA: 3:33 - loss: 0.1737 - acc: 0.9299
13600/20000 [===================>..........] - ETA: 3:29 - loss: 0.1741 - acc: 0.9296
13700/20000 [===================>..........] - ETA: 3:26 - loss: 0.1748 - acc: 0.9291
13800/20000 [===================>..........] - ETA: 3:23 - loss: 0.1745 - acc: 0.9293
13900/20000 [===================>..........] - ETA: 3:19 - loss: 0.1748 - acc: 0.9292
14000/20000 [====================>.........] - ETA: 3:16 - loss: 0.1744 - acc: 0.9293
14100/20000 [====================>.........] - ETA: 3:13 - loss: 0.1740 - acc: 0.9294
14200/20000 [====================>.........] - ETA: 3:09 - loss: 0.1738 - acc: 0.9296
14300/20000 [====================>.........] - ETA: 3:06 - loss: 0.1740 - acc: 0.9294
14400/20000 [====================>.........] - ETA: 3:03 - loss: 0.1743 - acc: 0.9293
14500/20000 [====================>.........] - ETA: 3:00 - loss: 0.1740 - acc: 0.9294
14600/20000 [====================>.........] - ETA: 2:56 - loss: 0.1742 - acc: 0.9294
14700/20000 [=====================>........] - ETA: 2:53 - loss: 0.1737 - acc: 0.9295
14800/20000 [=====================>........] - ETA: 2:50 - loss: 0.1739 - acc: 0.9295
14900/20000 [=====================>........] - ETA: 2:46 - loss: 0.1744 - acc: 0.9295
15000/20000 [=====================>........] - ETA: 2:43 - loss: 0.1746 - acc: 0.9295
15100/20000 [=====================>........] - ETA: 2:40 - loss: 0.1745 - acc: 0.9296
15200/20000 [=====================>........] - ETA: 2:37 - loss: 0.1740 - acc: 0.9298
15300/20000 [=====================>........] - ETA: 2:33 - loss: 0.1742 - acc: 0.9297
15400/20000 [======================>.......] - ETA: 2:30 - loss: 0.1741 - acc: 0.9297
15500/20000 [======================>.......] - ETA: 2:27 - loss: 0.1740 - acc: 0.9296
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.1744 - acc: 0.9295
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.1745 - acc: 0.9292
15800/20000 [======================>.......] - ETA: 2:17 - loss: 0.1745 - acc: 0.9293
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.1743 - acc: 0.9294
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.1738 - acc: 0.9296
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.1737 - acc: 0.9298
16200/20000 [=======================>......] - ETA: 2:04 - loss: 0.1733 - acc: 0.9299
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.1730 - acc: 0.9302
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.1727 - acc: 0.9304
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.1724 - acc: 0.9305
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.1723 - acc: 0.9306
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.1725 - acc: 0.9303
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.1723 - acc: 0.9304
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.1723 - acc: 0.9302
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.1723 - acc: 0.9305
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.1721 - acc: 0.9305
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.1722 - acc: 0.9304
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.1724 - acc: 0.9305
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.1724 - acc: 0.9304
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.1722 - acc: 0.9305
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.1721 - acc: 0.9306
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1721 - acc: 0.9306
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.1719 - acc: 0.9307
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1718 - acc: 0.9307
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1719 - acc: 0.9306
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.1718 - acc: 0.9306
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1717 - acc: 0.9307
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1716 - acc: 0.9306
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1721 - acc: 0.9307
18500/20000 [==========================>...] - ETA: 48s - loss: 0.1726 - acc: 0.9303
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1724 - acc: 0.9303
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1723 - acc: 0.9303
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1727 - acc: 0.9302
18900/20000 [===========================>..] - ETA: 35s - loss: 0.1731 - acc: 0.9302
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1728 - acc: 0.9303
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1726 - acc: 0.9304
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1727 - acc: 0.9304
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1725 - acc: 0.9305
19400/20000 [============================>.] - ETA: 19s - loss: 0.1723 - acc: 0.9305
19500/20000 [============================>.] - ETA: 16s - loss: 0.1730 - acc: 0.9303
19600/20000 [============================>.] - ETA: 13s - loss: 0.1732 - acc: 0.9304
19700/20000 [============================>.] - ETA: 9s - loss: 0.1734 - acc: 0.9302
19800/20000 [============================>.] - ETA: 6s - loss: 0.1736 - acc: 0.9302
19900/20000 [============================>.] - ETA: 3s - loss: 0.1732 - acc: 0.9303
20000/20000 [==============================] - 662s 33ms/step - loss: 0.1734 - acc: 0.9302 - val_loss: 0.6052 - val_acc: 0.7952
Epoch 28/30
100/20000 [..............................] - ETA: 10:23 - loss: 0.1101 - acc: 0.9300
200/20000 [..............................] - ETA: 9:54 - loss: 0.1276 - acc: 0.9450
300/20000 [..............................] - ETA: 10:17 - loss: 0.1238 - acc: 0.9567
400/20000 [..............................] - ETA: 10:31 - loss: 0.1388 - acc: 0.9450
500/20000 [..............................] - ETA: 10:43 - loss: 0.1306 - acc: 0.9420
600/20000 [..............................] - ETA: 10:39 - loss: 0.1325 - acc: 0.9417
700/20000 [>.............................] - ETA: 10:30 - loss: 0.1280 - acc: 0.9443
800/20000 [>.............................] - ETA: 10:30 - loss: 0.1383 - acc: 0.9413
900/20000 [>.............................] - ETA: 10:29 - loss: 0.1480 - acc: 0.9400
1000/20000 [>.............................] - ETA: 10:25 - loss: 0.1536 - acc: 0.9360
1100/20000 [>.............................] - ETA: 10:21 - loss: 0.1553 - acc: 0.9345
1200/20000 [>.............................] - ETA: 10:14 - loss: 0.1534 - acc: 0.9342
1300/20000 [>.............................] - ETA: 10:09 - loss: 0.1547 - acc: 0.9315
1400/20000 [=>............................] - ETA: 10:07 - loss: 0.1571 - acc: 0.9300
1500/20000 [=>............................] - ETA: 10:05 - loss: 0.1592 - acc: 0.9300
1600/20000 [=>............................] - ETA: 10:01 - loss: 0.1614 - acc: 0.9294
1700/20000 [=>............................] - ETA: 10:00 - loss: 0.1656 - acc: 0.9306
1800/20000 [=>............................] - ETA: 9:59 - loss: 0.1667 - acc: 0.9317
1900/20000 [=>............................] - ETA: 9:58 - loss: 0.1629 - acc: 0.9337
2000/20000 [==>...........................] - ETA: 9:56 - loss: 0.1620 - acc: 0.9330
2100/20000 [==>...........................] - ETA: 9:53 - loss: 0.1629 - acc: 0.9324
2200/20000 [==>...........................] - ETA: 9:52 - loss: 0.1637 - acc: 0.9318
2300/20000 [==>...........................] - ETA: 9:50 - loss: 0.1644 - acc: 0.9317
2400/20000 [==>...........................] - ETA: 9:46 - loss: 0.1620 - acc: 0.9338
2500/20000 [==>...........................] - ETA: 9:43 - loss: 0.1614 - acc: 0.9336
2600/20000 [==>...........................] - ETA: 9:40 - loss: 0.1622 - acc: 0.9319
2700/20000 [===>..........................] - ETA: 9:35 - loss: 0.1612 - acc: 0.9322
2800/20000 [===>..........................] - ETA: 9:32 - loss: 0.1629 - acc: 0.9318
2900/20000 [===>..........................] - ETA: 9:28 - loss: 0.1608 - acc: 0.9328
3000/20000 [===>..........................] - ETA: 9:24 - loss: 0.1635 - acc: 0.9310
3100/20000 [===>..........................] - ETA: 9:19 - loss: 0.1627 - acc: 0.9319
3200/20000 [===>..........................] - ETA: 9:15 - loss: 0.1614 - acc: 0.9319
3300/20000 [===>..........................] - ETA: 9:11 - loss: 0.1623 - acc: 0.9318
3400/20000 [====>.........................] - ETA: 9:08 - loss: 0.1619 - acc: 0.9318
3500/20000 [====>.........................] - ETA: 9:04 - loss: 0.1620 - acc: 0.9320
3600/20000 [====>.........................] - ETA: 9:00 - loss: 0.1617 - acc: 0.9325
3700/20000 [====>.........................] - ETA: 8:58 - loss: 0.1638 - acc: 0.9319
3800/20000 [====>.........................] - ETA: 8:53 - loss: 0.1647 - acc: 0.9316
3900/20000 [====>.........................] - ETA: 8:51 - loss: 0.1661 - acc: 0.9318
4000/20000 [=====>........................] - ETA: 8:46 - loss: 0.1667 - acc: 0.9315
4100/20000 [=====>........................] - ETA: 8:42 - loss: 0.1668 - acc: 0.9317
4200/20000 [=====>........................] - ETA: 8:40 - loss: 0.1680 - acc: 0.9312
4300/20000 [=====>........................] - ETA: 8:36 - loss: 0.1684 - acc: 0.9307
4400/20000 [=====>........................] - ETA: 8:33 - loss: 0.1675 - acc: 0.9316
4500/20000 [=====>........................] - ETA: 8:30 - loss: 0.1663 - acc: 0.9318
4600/20000 [=====>........................] - ETA: 8:27 - loss: 0.1653 - acc: 0.9320
4700/20000 [======>.......................] - ETA: 8:23 - loss: 0.1639 - acc: 0.9332
4800/20000 [======>.......................] - ETA: 8:20 - loss: 0.1659 - acc: 0.9329
4900/20000 [======>.......................] - ETA: 8:18 - loss: 0.1651 - acc: 0.9331
5000/20000 [======>.......................] - ETA: 8:14 - loss: 0.1666 - acc: 0.9324
5100/20000 [======>.......................] - ETA: 8:11 - loss: 0.1672 - acc: 0.9325
5200/20000 [======>.......................] - ETA: 8:07 - loss: 0.1674 - acc: 0.9323
5300/20000 [======>.......................] - ETA: 8:04 - loss: 0.1674 - acc: 0.9326
5400/20000 [=======>......................] - ETA: 8:00 - loss: 0.1668 - acc: 0.9335
5500/20000 [=======>......................] - ETA: 7:57 - loss: 0.1656 - acc: 0.9342
5600/20000 [=======>......................] - ETA: 7:54 - loss: 0.1661 - acc: 0.9334
5700/20000 [=======>......................] - ETA: 7:50 - loss: 0.1655 - acc: 0.9333
5800/20000 [=======>......................] - ETA: 7:46 - loss: 0.1658 - acc: 0.9331
5900/20000 [=======>......................] - ETA: 7:44 - loss: 0.1666 - acc: 0.9331
6000/20000 [========>.....................] - ETA: 7:40 - loss: 0.1669 - acc: 0.9327
6100/20000 [========>.....................] - ETA: 7:37 - loss: 0.1680 - acc: 0.9321
6200/20000 [========>.....................] - ETA: 7:34 - loss: 0.1672 - acc: 0.9327
6300/20000 [========>.....................] - ETA: 7:31 - loss: 0.1691 - acc: 0.9317
6400/20000 [========>.....................] - ETA: 7:27 - loss: 0.1685 - acc: 0.9322
6500/20000 [========>.....................] - ETA: 7:24 - loss: 0.1689 - acc: 0.9328
6600/20000 [========>.....................] - ETA: 7:20 - loss: 0.1687 - acc: 0.9329
6700/20000 [=========>....................] - ETA: 7:16 - loss: 0.1697 - acc: 0.9321
6800/20000 [=========>....................] - ETA: 7:13 - loss: 0.1712 - acc: 0.9313
6900/20000 [=========>....................] - ETA: 7:09 - loss: 0.1714 - acc: 0.9310
7000/20000 [=========>....................] - ETA: 7:06 - loss: 0.1712 - acc: 0.9311
7100/20000 [=========>....................] - ETA: 7:02 - loss: 0.1722 - acc: 0.9314
7200/20000 [=========>....................] - ETA: 6:59 - loss: 0.1716 - acc: 0.9314
7300/20000 [=========>....................] - ETA: 6:56 - loss: 0.1705 - acc: 0.9319
7400/20000 [==========>...................] - ETA: 6:52 - loss: 0.1700 - acc: 0.9322
7500/20000 [==========>...................] - ETA: 6:50 - loss: 0.1701 - acc: 0.9321
7600/20000 [==========>...................] - ETA: 6:46 - loss: 0.1713 - acc: 0.9318
7700/20000 [==========>...................] - ETA: 6:43 - loss: 0.1708 - acc: 0.9321
7800/20000 [==========>...................] - ETA: 6:39 - loss: 0.1709 - acc: 0.9319
7900/20000 [==========>...................] - ETA: 6:36 - loss: 0.1707 - acc: 0.9319
8000/20000 [===========>..................] - ETA: 6:32 - loss: 0.1705 - acc: 0.9323
8100/20000 [===========>..................] - ETA: 6:29 - loss: 0.1707 - acc: 0.9322
8200/20000 [===========>..................] - ETA: 6:26 - loss: 0.1706 - acc: 0.9323
8300/20000 [===========>..................] - ETA: 6:22 - loss: 0.1704 - acc: 0.9323
8400/20000 [===========>..................] - ETA: 6:19 - loss: 0.1708 - acc: 0.9319
8500/20000 [===========>..................] - ETA: 6:16 - loss: 0.1705 - acc: 0.9321
8600/20000 [===========>..................] - ETA: 6:13 - loss: 0.1706 - acc: 0.9322
8700/20000 [============>.................] - ETA: 6:09 - loss: 0.1702 - acc: 0.9322
8800/20000 [============>.................] - ETA: 6:06 - loss: 0.1699 - acc: 0.9323
8900/20000 [============>.................] - ETA: 6:03 - loss: 0.1691 - acc: 0.9327
9000/20000 [============>.................] - ETA: 6:00 - loss: 0.1688 - acc: 0.9329
9100/20000 [============>.................] - ETA: 5:56 - loss: 0.1689 - acc: 0.9326
9200/20000 [============>.................] - ETA: 5:53 - loss: 0.1694 - acc: 0.9324
9300/20000 [============>.................] - ETA: 5:50 - loss: 0.1699 - acc: 0.9323
9400/20000 [=============>................] - ETA: 5:47 - loss: 0.1699 - acc: 0.9321
9500/20000 [=============>................] - ETA: 5:43 - loss: 0.1692 - acc: 0.9325
9600/20000 [=============>................] - ETA: 5:40 - loss: 0.1687 - acc: 0.9325
9700/20000 [=============>................] - ETA: 5:36 - loss: 0.1687 - acc: 0.9327
9800/20000 [=============>................] - ETA: 5:33 - loss: 0.1679 - acc: 0.9329
9900/20000 [=============>................] - ETA: 5:30 - loss: 0.1676 - acc: 0.9330
10000/20000 [==============>...............] - ETA: 5:27 - loss: 0.1672 - acc: 0.9332
10100/20000 [==============>...............] - ETA: 5:24 - loss: 0.1688 - acc: 0.9323
10200/20000 [==============>...............] - ETA: 5:20 - loss: 0.1686 - acc: 0.9323
10300/20000 [==============>...............] - ETA: 5:17 - loss: 0.1687 - acc: 0.9325
10400/20000 [==============>...............] - ETA: 5:14 - loss: 0.1681 - acc: 0.9330
10500/20000 [==============>...............] - ETA: 5:11 - loss: 0.1678 - acc: 0.9330
10600/20000 [==============>...............] - ETA: 5:08 - loss: 0.1673 - acc: 0.9330
10700/20000 [===============>..............] - ETA: 5:05 - loss: 0.1678 - acc: 0.9326
10800/20000 [===============>..............] - ETA: 5:01 - loss: 0.1677 - acc: 0.9324
10900/20000 [===============>..............] - ETA: 4:58 - loss: 0.1682 - acc: 0.9325
11000/20000 [===============>..............] - ETA: 4:54 - loss: 0.1685 - acc: 0.9323
11100/20000 [===============>..............] - ETA: 4:51 - loss: 0.1688 - acc: 0.9322
11200/20000 [===============>..............] - ETA: 4:48 - loss: 0.1693 - acc: 0.9320
11300/20000 [===============>..............] - ETA: 4:45 - loss: 0.1694 - acc: 0.9319
11400/20000 [================>.............] - ETA: 4:41 - loss: 0.1693 - acc: 0.9318
11500/20000 [================>.............] - ETA: 4:38 - loss: 0.1696 - acc: 0.9319
11600/20000 [================>.............] - ETA: 4:35 - loss: 0.1699 - acc: 0.9319
11700/20000 [================>.............] - ETA: 4:31 - loss: 0.1699 - acc: 0.9318
11800/20000 [================>.............] - ETA: 4:28 - loss: 0.1699 - acc: 0.9319
11900/20000 [================>.............] - ETA: 4:24 - loss: 0.1707 - acc: 0.9316
12000/20000 [=================>............] - ETA: 4:21 - loss: 0.1704 - acc: 0.9318
12100/20000 [=================>............] - ETA: 4:18 - loss: 0.1701 - acc: 0.9321
12200/20000 [=================>............] - ETA: 4:15 - loss: 0.1704 - acc: 0.9318
12300/20000 [=================>............] - ETA: 4:12 - loss: 0.1704 - acc: 0.9315
12400/20000 [=================>............] - ETA: 4:08 - loss: 0.1701 - acc: 0.9318
12500/20000 [=================>............] - ETA: 4:05 - loss: 0.1702 - acc: 0.9318
12600/20000 [=================>............] - ETA: 4:02 - loss: 0.1696 - acc: 0.9321
12700/20000 [==================>...........] - ETA: 3:59 - loss: 0.1694 - acc: 0.9324
12800/20000 [==================>...........] - ETA: 3:56 - loss: 0.1694 - acc: 0.9324
12900/20000 [==================>...........] - ETA: 3:52 - loss: 0.1699 - acc: 0.9320
13000/20000 [==================>...........] - ETA: 3:49 - loss: 0.1699 - acc: 0.9321
13100/20000 [==================>...........] - ETA: 3:46 - loss: 0.1696 - acc: 0.9322
13200/20000 [==================>...........] - ETA: 3:42 - loss: 0.1697 - acc: 0.9323
13300/20000 [==================>...........] - ETA: 3:39 - loss: 0.1692 - acc: 0.9326
13400/20000 [===================>..........] - ETA: 3:36 - loss: 0.1691 - acc: 0.9324
13500/20000 [===================>..........] - ETA: 3:33 - loss: 0.1686 - acc: 0.9327
13600/20000 [===================>..........] - ETA: 3:29 - loss: 0.1685 - acc: 0.9328
13700/20000 [===================>..........] - ETA: 3:26 - loss: 0.1683 - acc: 0.9328
13800/20000 [===================>..........] - ETA: 3:22 - loss: 0.1680 - acc: 0.9331
13900/20000 [===================>..........] - ETA: 3:19 - loss: 0.1676 - acc: 0.9333
14000/20000 [====================>.........] - ETA: 3:16 - loss: 0.1678 - acc: 0.9332
14100/20000 [====================>.........] - ETA: 3:13 - loss: 0.1676 - acc: 0.9333
14200/20000 [====================>.........] - ETA: 3:10 - loss: 0.1682 - acc: 0.9332
14300/20000 [====================>.........] - ETA: 3:06 - loss: 0.1681 - acc: 0.9333
14400/20000 [====================>.........] - ETA: 3:03 - loss: 0.1676 - acc: 0.9335
14500/20000 [====================>.........] - ETA: 3:00 - loss: 0.1671 - acc: 0.9337
14600/20000 [====================>.........] - ETA: 2:56 - loss: 0.1670 - acc: 0.9338
14700/20000 [=====================>........] - ETA: 2:53 - loss: 0.1673 - acc: 0.9339
14800/20000 [=====================>........] - ETA: 2:50 - loss: 0.1669 - acc: 0.9341
14900/20000 [=====================>........] - ETA: 2:47 - loss: 0.1667 - acc: 0.9342
15000/20000 [=====================>........] - ETA: 2:43 - loss: 0.1674 - acc: 0.9339
15100/20000 [=====================>........] - ETA: 2:40 - loss: 0.1675 - acc: 0.9338
15200/20000 [=====================>........] - ETA: 2:37 - loss: 0.1673 - acc: 0.9340
15300/20000 [=====================>........] - ETA: 2:33 - loss: 0.1677 - acc: 0.9338
15400/20000 [======================>.......] - ETA: 2:30 - loss: 0.1680 - acc: 0.9338
15500/20000 [======================>.......] - ETA: 2:27 - loss: 0.1686 - acc: 0.9336
15600/20000 [======================>.......] - ETA: 2:24 - loss: 0.1684 - acc: 0.9338
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.1682 - acc: 0.9339
15800/20000 [======================>.......] - ETA: 2:17 - loss: 0.1677 - acc: 0.9342
15900/20000 [======================>.......] - ETA: 2:14 - loss: 0.1678 - acc: 0.9342
16000/20000 [=======================>......] - ETA: 2:11 - loss: 0.1676 - acc: 0.9343
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.1678 - acc: 0.9341
16200/20000 [=======================>......] - ETA: 2:04 - loss: 0.1682 - acc: 0.9339
16300/20000 [=======================>......] - ETA: 2:01 - loss: 0.1681 - acc: 0.9340
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.1682 - acc: 0.9338
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.1678 - acc: 0.9340
16600/20000 [=======================>......] - ETA: 1:51 - loss: 0.1675 - acc: 0.9342
16700/20000 [========================>.....] - ETA: 1:48 - loss: 0.1675 - acc: 0.9341
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.1673 - acc: 0.9340
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.1675 - acc: 0.9338
17000/20000 [========================>.....] - ETA: 1:38 - loss: 0.1674 - acc: 0.9338
17100/20000 [========================>.....] - ETA: 1:35 - loss: 0.1671 - acc: 0.9339
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.1674 - acc: 0.9337
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.1680 - acc: 0.9335
17400/20000 [=========================>....] - ETA: 1:25 - loss: 0.1677 - acc: 0.9337
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.1678 - acc: 0.9337
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.1676 - acc: 0.9335
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1673 - acc: 0.9338
17800/20000 [=========================>....] - ETA: 1:12 - loss: 0.1672 - acc: 0.9338
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1674 - acc: 0.9337
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1676 - acc: 0.9336
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.1677 - acc: 0.9334
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1677 - acc: 0.9334
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1679 - acc: 0.9332
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1684 - acc: 0.9329
18500/20000 [==========================>...] - ETA: 49s - loss: 0.1687 - acc: 0.9328
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1688 - acc: 0.9327
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1687 - acc: 0.9327
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1690 - acc: 0.9326
18900/20000 [===========================>..] - ETA: 36s - loss: 0.1686 - acc: 0.9327
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1685 - acc: 0.9329
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1684 - acc: 0.9330
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1682 - acc: 0.9330
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1683 - acc: 0.9330
19400/20000 [============================>.] - ETA: 19s - loss: 0.1685 - acc: 0.9329
19500/20000 [============================>.] - ETA: 16s - loss: 0.1681 - acc: 0.9330
19600/20000 [============================>.] - ETA: 13s - loss: 0.1680 - acc: 0.9330
19700/20000 [============================>.] - ETA: 9s - loss: 0.1683 - acc: 0.9328
19800/20000 [============================>.] - ETA: 6s - loss: 0.1682 - acc: 0.9330
19900/20000 [============================>.] - ETA: 3s - loss: 0.1683 - acc: 0.9330
20000/20000 [==============================] - 665s 33ms/step - loss: 0.1683 - acc: 0.9331 - val_loss: 0.5687 - val_acc: 0.7948
Epoch 29/30
100/20000 [..............................] - ETA: 11:24 - loss: 0.1448 - acc: 0.9500
200/20000 [..............................] - ETA: 11:05 - loss: 0.1315 - acc: 0.9600
300/20000 [..............................] - ETA: 10:40 - loss: 0.1175 - acc: 0.9633
400/20000 [..............................] - ETA: 10:41 - loss: 0.1367 - acc: 0.9500
500/20000 [..............................] - ETA: 10:45 - loss: 0.1379 - acc: 0.9500
600/20000 [..............................] - ETA: 10:40 - loss: 0.1272 - acc: 0.9517
700/20000 [>.............................] - ETA: 10:36 - loss: 0.1264 - acc: 0.9543
800/20000 [>.............................] - ETA: 10:39 - loss: 0.1238 - acc: 0.9563
900/20000 [>.............................] - ETA: 10:28 - loss: 0.1248 - acc: 0.9556
1000/20000 [>.............................] - ETA: 10:25 - loss: 0.1257 - acc: 0.9510
1100/20000 [>.............................] - ETA: 10:23 - loss: 0.1259 - acc: 0.9500
1200/20000 [>.............................] - ETA: 10:20 - loss: 0.1283 - acc: 0.9492
1300/20000 [>.............................] - ETA: 10:16 - loss: 0.1328 - acc: 0.9462
1400/20000 [=>............................] - ETA: 10:14 - loss: 0.1315 - acc: 0.9479
1500/20000 [=>............................] - ETA: 10:10 - loss: 0.1345 - acc: 0.9480
1600/20000 [=>............................] - ETA: 10:06 - loss: 0.1351 - acc: 0.9469
1700/20000 [=>............................] - ETA: 10:05 - loss: 0.1364 - acc: 0.9476
1800/20000 [=>............................] - ETA: 10:00 - loss: 0.1359 - acc: 0.9461
1900/20000 [=>............................] - ETA: 9:57 - loss: 0.1377 - acc: 0.9453
2000/20000 [==>...........................] - ETA: 9:54 - loss: 0.1374 - acc: 0.9465
2100/20000 [==>...........................] - ETA: 9:48 - loss: 0.1367 - acc: 0.9462
2200/20000 [==>...........................] - ETA: 9:44 - loss: 0.1366 - acc: 0.9468
2300/20000 [==>...........................] - ETA: 9:41 - loss: 0.1372 - acc: 0.9461
2400/20000 [==>...........................] - ETA: 9:35 - loss: 0.1354 - acc: 0.9467
2500/20000 [==>...........................] - ETA: 9:29 - loss: 0.1347 - acc: 0.9468
2600/20000 [==>...........................] - ETA: 9:25 - loss: 0.1357 - acc: 0.9465
2700/20000 [===>..........................] - ETA: 9:22 - loss: 0.1341 - acc: 0.9470
2800/20000 [===>..........................] - ETA: 9:18 - loss: 0.1350 - acc: 0.9454
2900/20000 [===>..........................] - ETA: 9:16 - loss: 0.1339 - acc: 0.9455
3000/20000 [===>..........................] - ETA: 9:13 - loss: 0.1334 - acc: 0.9460
3100/20000 [===>..........................] - ETA: 9:09 - loss: 0.1326 - acc: 0.9465
3200/20000 [===>..........................] - ETA: 9:07 - loss: 0.1313 - acc: 0.9466
3300/20000 [===>..........................] - ETA: 9:03 - loss: 0.1315 - acc: 0.9464
3400/20000 [====>.........................] - ETA: 8:58 - loss: 0.1359 - acc: 0.9450
3500/20000 [====>.........................] - ETA: 8:56 - loss: 0.1350 - acc: 0.9454
3600/20000 [====>.........................] - ETA: 8:53 - loss: 0.1348 - acc: 0.9450
3700/20000 [====>.........................] - ETA: 8:51 - loss: 0.1363 - acc: 0.9435
3800/20000 [====>.........................] - ETA: 8:47 - loss: 0.1375 - acc: 0.9418
3900/20000 [====>.........................] - ETA: 8:43 - loss: 0.1390 - acc: 0.9410
4000/20000 [=====>........................] - ETA: 8:40 - loss: 0.1398 - acc: 0.9405
4100/20000 [=====>........................] - ETA: 8:36 - loss: 0.1404 - acc: 0.9398
4200/20000 [=====>........................] - ETA: 8:33 - loss: 0.1408 - acc: 0.9400
4300/20000 [=====>........................] - ETA: 8:30 - loss: 0.1395 - acc: 0.9407
4400/20000 [=====>........................] - ETA: 8:27 - loss: 0.1388 - acc: 0.9409
4500/20000 [=====>........................] - ETA: 8:23 - loss: 0.1422 - acc: 0.9400
4600/20000 [=====>........................] - ETA: 8:20 - loss: 0.1408 - acc: 0.9409
4700/20000 [======>.......................] - ETA: 8:16 - loss: 0.1412 - acc: 0.9409
4800/20000 [======>.......................] - ETA: 8:13 - loss: 0.1414 - acc: 0.9408
4900/20000 [======>.......................] - ETA: 8:11 - loss: 0.1418 - acc: 0.9404
5000/20000 [======>.......................] - ETA: 8:07 - loss: 0.1416 - acc: 0.9404
5100/20000 [======>.......................] - ETA: 8:04 - loss: 0.1404 - acc: 0.9412
5200/20000 [======>.......................] - ETA: 8:01 - loss: 0.1404 - acc: 0.9412
5300/20000 [======>.......................] - ETA: 7:57 - loss: 0.1420 - acc: 0.9406
5400/20000 [=======>......................] - ETA: 7:53 - loss: 0.1427 - acc: 0.9400
5500/20000 [=======>......................] - ETA: 7:50 - loss: 0.1451 - acc: 0.9391
5600/20000 [=======>......................] - ETA: 7:46 - loss: 0.1449 - acc: 0.9393
5700/20000 [=======>......................] - ETA: 7:43 - loss: 0.1449 - acc: 0.9395
5800/20000 [=======>......................] - ETA: 7:40 - loss: 0.1448 - acc: 0.9393
5900/20000 [=======>......................] - ETA: 7:37 - loss: 0.1448 - acc: 0.9393
6000/20000 [========>.....................] - ETA: 7:33 - loss: 0.1458 - acc: 0.9393
6100/20000 [========>.....................] - ETA: 7:31 - loss: 0.1471 - acc: 0.9387
6200/20000 [========>.....................] - ETA: 7:28 - loss: 0.1473 - acc: 0.9384
6300/20000 [========>.....................] - ETA: 7:24 - loss: 0.1478 - acc: 0.9386
6400/20000 [========>.....................] - ETA: 7:21 - loss: 0.1478 - acc: 0.9388
6500/20000 [========>.....................] - ETA: 7:18 - loss: 0.1473 - acc: 0.9389
6600/20000 [========>.....................] - ETA: 7:15 - loss: 0.1478 - acc: 0.9388
6700/20000 [=========>....................] - ETA: 7:12 - loss: 0.1485 - acc: 0.9387
6800/20000 [=========>....................] - ETA: 7:09 - loss: 0.1493 - acc: 0.9381
6900/20000 [=========>....................] - ETA: 7:05 - loss: 0.1497 - acc: 0.9381
7000/20000 [=========>....................] - ETA: 7:02 - loss: 0.1505 - acc: 0.9383
7100/20000 [=========>....................] - ETA: 6:59 - loss: 0.1516 - acc: 0.9377
7200/20000 [=========>....................] - ETA: 6:56 - loss: 0.1513 - acc: 0.9378
7300/20000 [=========>....................] - ETA: 6:53 - loss: 0.1513 - acc: 0.9378
7400/20000 [==========>...................] - ETA: 6:50 - loss: 0.1505 - acc: 0.9382
7500/20000 [==========>...................] - ETA: 6:47 - loss: 0.1511 - acc: 0.9380
7600/20000 [==========>...................] - ETA: 6:43 - loss: 0.1509 - acc: 0.9382
7700/20000 [==========>...................] - ETA: 6:41 - loss: 0.1514 - acc: 0.9382
7800/20000 [==========>...................] - ETA: 6:38 - loss: 0.1511 - acc: 0.9386
7900/20000 [==========>...................] - ETA: 6:34 - loss: 0.1506 - acc: 0.9390
8000/20000 [===========>..................] - ETA: 6:31 - loss: 0.1515 - acc: 0.9385
8100/20000 [===========>..................] - ETA: 6:28 - loss: 0.1509 - acc: 0.9389
8200/20000 [===========>..................] - ETA: 6:25 - loss: 0.1509 - acc: 0.9389
8300/20000 [===========>..................] - ETA: 6:22 - loss: 0.1508 - acc: 0.9389
8400/20000 [===========>..................] - ETA: 6:19 - loss: 0.1507 - acc: 0.9390
8500/20000 [===========>..................] - ETA: 6:16 - loss: 0.1527 - acc: 0.9387
8600/20000 [===========>..................] - ETA: 6:12 - loss: 0.1522 - acc: 0.9390
8700/20000 [============>.................] - ETA: 6:09 - loss: 0.1521 - acc: 0.9385
8800/20000 [============>.................] - ETA: 6:06 - loss: 0.1520 - acc: 0.9384
8900/20000 [============>.................] - ETA: 6:02 - loss: 0.1522 - acc: 0.9387
9000/20000 [============>.................] - ETA: 5:59 - loss: 0.1520 - acc: 0.9389
9100/20000 [============>.................] - ETA: 5:56 - loss: 0.1524 - acc: 0.9386
9200/20000 [============>.................] - ETA: 5:53 - loss: 0.1521 - acc: 0.9385
9300/20000 [============>.................] - ETA: 5:49 - loss: 0.1518 - acc: 0.9387
9400/20000 [=============>................] - ETA: 5:46 - loss: 0.1517 - acc: 0.9389
9500/20000 [=============>................] - ETA: 5:42 - loss: 0.1524 - acc: 0.9386
9600/20000 [=============>................] - ETA: 5:39 - loss: 0.1525 - acc: 0.9384
9700/20000 [=============>................] - ETA: 5:36 - loss: 0.1529 - acc: 0.9381
9800/20000 [=============>................] - ETA: 5:33 - loss: 0.1526 - acc: 0.9383
9900/20000 [=============>................] - ETA: 5:30 - loss: 0.1530 - acc: 0.9381
10000/20000 [==============>...............] - ETA: 5:26 - loss: 0.1532 - acc: 0.9379
10100/20000 [==============>...............] - ETA: 5:23 - loss: 0.1534 - acc: 0.9378
10200/20000 [==============>...............] - ETA: 5:20 - loss: 0.1538 - acc: 0.9377
10300/20000 [==============>...............] - ETA: 5:17 - loss: 0.1535 - acc: 0.9379
10400/20000 [==============>...............] - ETA: 5:13 - loss: 0.1544 - acc: 0.9372
10500/20000 [==============>...............] - ETA: 5:10 - loss: 0.1542 - acc: 0.9376
10600/20000 [==============>...............] - ETA: 5:07 - loss: 0.1549 - acc: 0.9374
10700/20000 [===============>..............] - ETA: 5:03 - loss: 0.1547 - acc: 0.9374
10800/20000 [===============>..............] - ETA: 5:00 - loss: 0.1548 - acc: 0.9373
10900/20000 [===============>..............] - ETA: 4:57 - loss: 0.1550 - acc: 0.9373
11000/20000 [===============>..............] - ETA: 4:54 - loss: 0.1552 - acc: 0.9373
11100/20000 [===============>..............] - ETA: 4:51 - loss: 0.1550 - acc: 0.9374
11200/20000 [===============>..............] - ETA: 4:47 - loss: 0.1548 - acc: 0.9374
11300/20000 [===============>..............] - ETA: 4:44 - loss: 0.1548 - acc: 0.9373
11400/20000 [================>.............] - ETA: 4:41 - loss: 0.1549 - acc: 0.9372
11500/20000 [================>.............] - ETA: 4:37 - loss: 0.1552 - acc: 0.9370
11600/20000 [================>.............] - ETA: 4:34 - loss: 0.1555 - acc: 0.9366
11700/20000 [================>.............] - ETA: 4:31 - loss: 0.1551 - acc: 0.9369
11800/20000 [================>.............] - ETA: 4:28 - loss: 0.1558 - acc: 0.9366
11900/20000 [================>.............] - ETA: 4:24 - loss: 0.1559 - acc: 0.9366
12000/20000 [=================>............] - ETA: 4:21 - loss: 0.1562 - acc: 0.9364
12100/20000 [=================>............] - ETA: 4:17 - loss: 0.1563 - acc: 0.9364
12200/20000 [=================>............] - ETA: 4:14 - loss: 0.1564 - acc: 0.9361
12300/20000 [=================>............] - ETA: 4:11 - loss: 0.1571 - acc: 0.9359
12400/20000 [=================>............] - ETA: 4:08 - loss: 0.1565 - acc: 0.9362
12500/20000 [=================>............] - ETA: 4:04 - loss: 0.1570 - acc: 0.9361
12600/20000 [=================>............] - ETA: 4:01 - loss: 0.1566 - acc: 0.9363
12700/20000 [==================>...........] - ETA: 3:58 - loss: 0.1568 - acc: 0.9359
12800/20000 [==================>...........] - ETA: 3:55 - loss: 0.1569 - acc: 0.9359
12900/20000 [==================>...........] - ETA: 3:51 - loss: 0.1566 - acc: 0.9360
13000/20000 [==================>...........] - ETA: 3:48 - loss: 0.1561 - acc: 0.9364
13100/20000 [==================>...........] - ETA: 3:45 - loss: 0.1563 - acc: 0.9362
13200/20000 [==================>...........] - ETA: 3:42 - loss: 0.1561 - acc: 0.9361
13300/20000 [==================>...........] - ETA: 3:38 - loss: 0.1563 - acc: 0.9360
13400/20000 [===================>..........] - ETA: 3:35 - loss: 0.1566 - acc: 0.9360
13500/20000 [===================>..........] - ETA: 3:32 - loss: 0.1572 - acc: 0.9361
13600/20000 [===================>..........] - ETA: 3:28 - loss: 0.1571 - acc: 0.9362
13700/20000 [===================>..........] - ETA: 3:25 - loss: 0.1578 - acc: 0.9360
13800/20000 [===================>..........] - ETA: 3:22 - loss: 0.1581 - acc: 0.9357
13900/20000 [===================>..........] - ETA: 3:19 - loss: 0.1580 - acc: 0.9358
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.1583 - acc: 0.9359
14100/20000 [====================>.........] - ETA: 3:12 - loss: 0.1580 - acc: 0.9360
14200/20000 [====================>.........] - ETA: 3:09 - loss: 0.1582 - acc: 0.9359
14300/20000 [====================>.........] - ETA: 3:05 - loss: 0.1577 - acc: 0.9360
14400/20000 [====================>.........] - ETA: 3:02 - loss: 0.1576 - acc: 0.9363
14500/20000 [====================>.........] - ETA: 2:59 - loss: 0.1573 - acc: 0.9363
14600/20000 [====================>.........] - ETA: 2:56 - loss: 0.1576 - acc: 0.9363
14700/20000 [=====================>........] - ETA: 2:53 - loss: 0.1581 - acc: 0.9361
14800/20000 [=====================>........] - ETA: 2:49 - loss: 0.1587 - acc: 0.9359
14900/20000 [=====================>........] - ETA: 2:46 - loss: 0.1591 - acc: 0.9356
15000/20000 [=====================>........] - ETA: 2:43 - loss: 0.1589 - acc: 0.9356
15100/20000 [=====================>........] - ETA: 2:40 - loss: 0.1590 - acc: 0.9356
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.1594 - acc: 0.9355
15300/20000 [=====================>........] - ETA: 2:33 - loss: 0.1590 - acc: 0.9356
15400/20000 [======================>.......] - ETA: 2:30 - loss: 0.1590 - acc: 0.9356
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.1588 - acc: 0.9355
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.1588 - acc: 0.9355
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.1586 - acc: 0.9356
15800/20000 [======================>.......] - ETA: 2:17 - loss: 0.1587 - acc: 0.9357
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.1590 - acc: 0.9355
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.1587 - acc: 0.9356
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.1585 - acc: 0.9357
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.1584 - acc: 0.9356
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.1585 - acc: 0.9355
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.1583 - acc: 0.9356
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.1580 - acc: 0.9358
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.1580 - acc: 0.9359
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.1583 - acc: 0.9357
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.1588 - acc: 0.9355
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.1592 - acc: 0.9351
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.1590 - acc: 0.9353
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.1590 - acc: 0.9353
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.1590 - acc: 0.9353
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.1590 - acc: 0.9353
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.1594 - acc: 0.9351
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.1598 - acc: 0.9350
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.1596 - acc: 0.9350
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1594 - acc: 0.9351
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.1596 - acc: 0.9350
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1597 - acc: 0.9348
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1596 - acc: 0.9348
18100/20000 [==========================>...] - ETA: 1:02 - loss: 0.1600 - acc: 0.9347
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1601 - acc: 0.9346
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1598 - acc: 0.9346
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1597 - acc: 0.9346
18500/20000 [==========================>...] - ETA: 48s - loss: 0.1596 - acc: 0.9346
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1597 - acc: 0.9347
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1605 - acc: 0.9345
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1607 - acc: 0.9346
18900/20000 [===========================>..] - ETA: 35s - loss: 0.1604 - acc: 0.9347
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1603 - acc: 0.9347
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1605 - acc: 0.9348
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1602 - acc: 0.9349
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1600 - acc: 0.9350
19400/20000 [============================>.] - ETA: 19s - loss: 0.1602 - acc: 0.9349
19500/20000 [============================>.] - ETA: 16s - loss: 0.1600 - acc: 0.9350
19600/20000 [============================>.] - ETA: 13s - loss: 0.1599 - acc: 0.9349
19700/20000 [============================>.] - ETA: 9s - loss: 0.1598 - acc: 0.9350
19800/20000 [============================>.] - ETA: 6s - loss: 0.1600 - acc: 0.9349
19900/20000 [============================>.] - ETA: 3s - loss: 0.1601 - acc: 0.9350
20000/20000 [==============================] - 661s 33ms/step - loss: 0.1601 - acc: 0.9349 - val_loss: 0.5017 - val_acc: 0.8328
Epoch 30/30
100/20000 [..............................] - ETA: 8:54 - loss: 0.1651 - acc: 0.9100
200/20000 [..............................] - ETA: 9:33 - loss: 0.1458 - acc: 0.9300
300/20000 [..............................] - ETA: 10:02 - loss: 0.1355 - acc: 0.9333
400/20000 [..............................] - ETA: 10:18 - loss: 0.1332 - acc: 0.9325
500/20000 [..............................] - ETA: 10:19 - loss: 0.1405 - acc: 0.9360
600/20000 [..............................] - ETA: 10:22 - loss: 0.1660 - acc: 0.9317
700/20000 [>.............................] - ETA: 10:24 - loss: 0.1644 - acc: 0.9343
800/20000 [>.............................] - ETA: 10:16 - loss: 0.1560 - acc: 0.9388
900/20000 [>.............................] - ETA: 10:15 - loss: 0.1495 - acc: 0.9422
1000/20000 [>.............................] - ETA: 10:14 - loss: 0.1448 - acc: 0.9430
1100/20000 [>.............................] - ETA: 10:11 - loss: 0.1449 - acc: 0.9418
1200/20000 [>.............................] - ETA: 10:05 - loss: 0.1558 - acc: 0.9400
1300/20000 [>.............................] - ETA: 10:02 - loss: 0.1552 - acc: 0.9385
1400/20000 [=>............................] - ETA: 9:59 - loss: 0.1512 - acc: 0.9400
1500/20000 [=>............................] - ETA: 9:57 - loss: 0.1493 - acc: 0.9413
1600/20000 [=>............................] - ETA: 9:56 - loss: 0.1488 - acc: 0.9400
1700/20000 [=>............................] - ETA: 9:53 - loss: 0.1508 - acc: 0.9406
1800/20000 [=>............................] - ETA: 9:51 - loss: 0.1481 - acc: 0.9428
1900/20000 [=>............................] - ETA: 9:51 - loss: 0.1511 - acc: 0.9411
2000/20000 [==>...........................] - ETA: 9:48 - loss: 0.1497 - acc: 0.9410
2100/20000 [==>...........................] - ETA: 9:44 - loss: 0.1503 - acc: 0.9419
2200/20000 [==>...........................] - ETA: 9:41 - loss: 0.1483 - acc: 0.9423
2300/20000 [==>...........................] - ETA: 9:38 - loss: 0.1450 - acc: 0.9435
2400/20000 [==>...........................] - ETA: 9:32 - loss: 0.1443 - acc: 0.9446
2500/20000 [==>...........................] - ETA: 9:32 - loss: 0.1421 - acc: 0.9460
2600/20000 [==>...........................] - ETA: 9:28 - loss: 0.1405 - acc: 0.9458
2700/20000 [===>..........................] - ETA: 9:26 - loss: 0.1414 - acc: 0.9452
2800/20000 [===>..........................] - ETA: 9:21 - loss: 0.1435 - acc: 0.9450
2900/20000 [===>..........................] - ETA: 9:17 - loss: 0.1431 - acc: 0.9455
3000/20000 [===>..........................] - ETA: 9:13 - loss: 0.1451 - acc: 0.9460
3100/20000 [===>..........................] - ETA: 9:10 - loss: 0.1435 - acc: 0.9465
3200/20000 [===>..........................] - ETA: 9:07 - loss: 0.1445 - acc: 0.9456
3300/20000 [===>..........................] - ETA: 9:03 - loss: 0.1442 - acc: 0.9458
3400/20000 [====>.........................] - ETA: 8:59 - loss: 0.1427 - acc: 0.9462
3500/20000 [====>.........................] - ETA: 8:57 - loss: 0.1421 - acc: 0.9466
3600/20000 [====>.........................] - ETA: 8:54 - loss: 0.1427 - acc: 0.9461
3700/20000 [====>.........................] - ETA: 8:51 - loss: 0.1435 - acc: 0.9457
3800/20000 [====>.........................] - ETA: 8:48 - loss: 0.1442 - acc: 0.9450
3900/20000 [====>.........................] - ETA: 8:43 - loss: 0.1449 - acc: 0.9441
4000/20000 [=====>........................] - ETA: 8:40 - loss: 0.1449 - acc: 0.9448
4100/20000 [=====>........................] - ETA: 8:37 - loss: 0.1443 - acc: 0.9451
4200/20000 [=====>........................] - ETA: 8:34 - loss: 0.1438 - acc: 0.9450
4300/20000 [=====>........................] - ETA: 8:31 - loss: 0.1433 - acc: 0.9447
4400/20000 [=====>........................] - ETA: 8:28 - loss: 0.1427 - acc: 0.9452
4500/20000 [=====>........................] - ETA: 8:25 - loss: 0.1437 - acc: 0.9447
4600/20000 [=====>........................] - ETA: 8:22 - loss: 0.1439 - acc: 0.9450
4700/20000 [======>.......................] - ETA: 8:18 - loss: 0.1459 - acc: 0.9449
4800/20000 [======>.......................] - ETA: 8:15 - loss: 0.1458 - acc: 0.9454
4900/20000 [======>.......................] - ETA: 8:11 - loss: 0.1453 - acc: 0.9453
5000/20000 [======>.......................] - ETA: 8:08 - loss: 0.1456 - acc: 0.9452
5100/20000 [======>.......................] - ETA: 8:04 - loss: 0.1460 - acc: 0.9449
5200/20000 [======>.......................] - ETA: 8:01 - loss: 0.1455 - acc: 0.9446
5300/20000 [======>.......................] - ETA: 7:58 - loss: 0.1464 - acc: 0.9443
5400/20000 [=======>......................] - ETA: 7:55 - loss: 0.1471 - acc: 0.9435
5500/20000 [=======>......................] - ETA: 7:51 - loss: 0.1480 - acc: 0.9427
5600/20000 [=======>......................] - ETA: 7:49 - loss: 0.1470 - acc: 0.9430
5700/20000 [=======>......................] - ETA: 7:46 - loss: 0.1485 - acc: 0.9416
5800/20000 [=======>......................] - ETA: 7:43 - loss: 0.1481 - acc: 0.9417
5900/20000 [=======>......................] - ETA: 7:39 - loss: 0.1493 - acc: 0.9414
6000/20000 [========>.....................] - ETA: 7:35 - loss: 0.1505 - acc: 0.9410
6100/20000 [========>.....................] - ETA: 7:33 - loss: 0.1502 - acc: 0.9407
6200/20000 [========>.....................] - ETA: 7:30 - loss: 0.1499 - acc: 0.9406
6300/20000 [========>.....................] - ETA: 7:27 - loss: 0.1491 - acc: 0.9413
6400/20000 [========>.....................] - ETA: 7:23 - loss: 0.1493 - acc: 0.9414
6500/20000 [========>.....................] - ETA: 7:20 - loss: 0.1493 - acc: 0.9415
6600/20000 [========>.....................] - ETA: 7:17 - loss: 0.1493 - acc: 0.9415
6700/20000 [=========>....................] - ETA: 7:14 - loss: 0.1496 - acc: 0.9413
6800/20000 [=========>....................] - ETA: 7:11 - loss: 0.1490 - acc: 0.9415
6900/20000 [=========>....................] - ETA: 7:08 - loss: 0.1501 - acc: 0.9412
7000/20000 [=========>....................] - ETA: 7:05 - loss: 0.1496 - acc: 0.9414
7100/20000 [=========>....................] - ETA: 7:01 - loss: 0.1485 - acc: 0.9421
7200/20000 [=========>....................] - ETA: 6:58 - loss: 0.1490 - acc: 0.9418
7300/20000 [=========>....................] - ETA: 6:54 - loss: 0.1493 - acc: 0.9418
7400/20000 [==========>...................] - ETA: 6:51 - loss: 0.1489 - acc: 0.9420
7500/20000 [==========>...................] - ETA: 6:48 - loss: 0.1486 - acc: 0.9421
7600/20000 [==========>...................] - ETA: 6:45 - loss: 0.1484 - acc: 0.9420
7700/20000 [==========>...................] - ETA: 6:42 - loss: 0.1485 - acc: 0.9419
7800/20000 [==========>...................] - ETA: 6:38 - loss: 0.1480 - acc: 0.9422
7900/20000 [==========>...................] - ETA: 6:35 - loss: 0.1474 - acc: 0.9425
8000/20000 [===========>..................] - ETA: 6:31 - loss: 0.1474 - acc: 0.9428
8100/20000 [===========>..................] - ETA: 6:28 - loss: 0.1473 - acc: 0.9428
8200/20000 [===========>..................] - ETA: 6:25 - loss: 0.1473 - acc: 0.9432
8300/20000 [===========>..................] - ETA: 6:22 - loss: 0.1494 - acc: 0.9424
8400/20000 [===========>..................] - ETA: 6:19 - loss: 0.1499 - acc: 0.9421
8500/20000 [===========>..................] - ETA: 6:16 - loss: 0.1504 - acc: 0.9421
8600/20000 [===========>..................] - ETA: 6:12 - loss: 0.1505 - acc: 0.9420
8700/20000 [============>.................] - ETA: 6:09 - loss: 0.1503 - acc: 0.9422
8800/20000 [============>.................] - ETA: 6:06 - loss: 0.1501 - acc: 0.9420
8900/20000 [============>.................] - ETA: 6:03 - loss: 0.1502 - acc: 0.9421
9000/20000 [============>.................] - ETA: 6:00 - loss: 0.1501 - acc: 0.9421
9100/20000 [============>.................] - ETA: 5:56 - loss: 0.1504 - acc: 0.9419
9200/20000 [============>.................] - ETA: 5:53 - loss: 0.1510 - acc: 0.9415
9300/20000 [============>.................] - ETA: 5:50 - loss: 0.1507 - acc: 0.9416
9400/20000 [=============>................] - ETA: 5:46 - loss: 0.1504 - acc: 0.9418
9500/20000 [=============>................] - ETA: 5:43 - loss: 0.1506 - acc: 0.9415
9600/20000 [=============>................] - ETA: 5:40 - loss: 0.1501 - acc: 0.9415
9700/20000 [=============>................] - ETA: 5:36 - loss: 0.1504 - acc: 0.9412
9800/20000 [=============>................] - ETA: 5:33 - loss: 0.1514 - acc: 0.9408
9900/20000 [=============>................] - ETA: 5:29 - loss: 0.1517 - acc: 0.9406
10000/20000 [==============>...............] - ETA: 5:26 - loss: 0.1516 - acc: 0.9406
10100/20000 [==============>...............] - ETA: 5:23 - loss: 0.1511 - acc: 0.9409
10200/20000 [==============>...............] - ETA: 5:20 - loss: 0.1513 - acc: 0.9409
10300/20000 [==============>...............] - ETA: 5:16 - loss: 0.1520 - acc: 0.9404
10400/20000 [==============>...............] - ETA: 5:13 - loss: 0.1519 - acc: 0.9406
10500/20000 [==============>...............] - ETA: 5:10 - loss: 0.1517 - acc: 0.9408
10600/20000 [==============>...............] - ETA: 5:07 - loss: 0.1521 - acc: 0.9407
10700/20000 [===============>..............] - ETA: 5:03 - loss: 0.1521 - acc: 0.9404
10800/20000 [===============>..............] - ETA: 5:00 - loss: 0.1522 - acc: 0.9406
10900/20000 [===============>..............] - ETA: 4:57 - loss: 0.1524 - acc: 0.9406
11000/20000 [===============>..............] - ETA: 4:53 - loss: 0.1522 - acc: 0.9406
11100/20000 [===============>..............] - ETA: 4:50 - loss: 0.1526 - acc: 0.9405
11200/20000 [===============>..............] - ETA: 4:47 - loss: 0.1527 - acc: 0.9404
11300/20000 [===============>..............] - ETA: 4:44 - loss: 0.1531 - acc: 0.9404
11400/20000 [================>.............] - ETA: 4:40 - loss: 0.1530 - acc: 0.9404
11500/20000 [================>.............] - ETA: 4:37 - loss: 0.1533 - acc: 0.9402
11600/20000 [================>.............] - ETA: 4:34 - loss: 0.1532 - acc: 0.9403
11700/20000 [================>.............] - ETA: 4:30 - loss: 0.1533 - acc: 0.9403
11800/20000 [================>.............] - ETA: 4:27 - loss: 0.1530 - acc: 0.9406
11900/20000 [================>.............] - ETA: 4:23 - loss: 0.1528 - acc: 0.9407
12000/20000 [=================>............] - ETA: 4:20 - loss: 0.1528 - acc: 0.9405
12100/20000 [=================>............] - ETA: 4:17 - loss: 0.1526 - acc: 0.9406
12200/20000 [=================>............] - ETA: 4:13 - loss: 0.1522 - acc: 0.9407
12300/20000 [=================>............] - ETA: 4:10 - loss: 0.1521 - acc: 0.9408
12400/20000 [=================>............] - ETA: 4:07 - loss: 0.1523 - acc: 0.9405
12500/20000 [=================>............] - ETA: 4:04 - loss: 0.1522 - acc: 0.9406
12600/20000 [=================>............] - ETA: 4:00 - loss: 0.1521 - acc: 0.9407
12700/20000 [==================>...........] - ETA: 3:57 - loss: 0.1523 - acc: 0.9405
12800/20000 [==================>...........] - ETA: 3:54 - loss: 0.1524 - acc: 0.9405
12900/20000 [==================>...........] - ETA: 3:51 - loss: 0.1523 - acc: 0.9406
13000/20000 [==================>...........] - ETA: 3:47 - loss: 0.1522 - acc: 0.9408
13100/20000 [==================>...........] - ETA: 3:44 - loss: 0.1520 - acc: 0.9408
13200/20000 [==================>...........] - ETA: 3:41 - loss: 0.1516 - acc: 0.9410
13300/20000 [==================>...........] - ETA: 3:38 - loss: 0.1520 - acc: 0.9409
13400/20000 [===================>..........] - ETA: 3:34 - loss: 0.1520 - acc: 0.9409
13500/20000 [===================>..........] - ETA: 3:31 - loss: 0.1522 - acc: 0.9409
13600/20000 [===================>..........] - ETA: 3:28 - loss: 0.1517 - acc: 0.9412
13700/20000 [===================>..........] - ETA: 3:25 - loss: 0.1522 - acc: 0.9413
13800/20000 [===================>..........] - ETA: 3:22 - loss: 0.1521 - acc: 0.9414
13900/20000 [===================>..........] - ETA: 3:18 - loss: 0.1521 - acc: 0.9414
14000/20000 [====================>.........] - ETA: 3:15 - loss: 0.1522 - acc: 0.9414
14100/20000 [====================>.........] - ETA: 3:12 - loss: 0.1518 - acc: 0.9415
14200/20000 [====================>.........] - ETA: 3:09 - loss: 0.1523 - acc: 0.9414
14300/20000 [====================>.........] - ETA: 3:05 - loss: 0.1521 - acc: 0.9415
14400/20000 [====================>.........] - ETA: 3:02 - loss: 0.1521 - acc: 0.9414
14500/20000 [====================>.........] - ETA: 2:59 - loss: 0.1521 - acc: 0.9414
14600/20000 [====================>.........] - ETA: 2:56 - loss: 0.1520 - acc: 0.9414
14700/20000 [=====================>........] - ETA: 2:52 - loss: 0.1525 - acc: 0.9411
14800/20000 [=====================>........] - ETA: 2:49 - loss: 0.1524 - acc: 0.9409
14900/20000 [=====================>........] - ETA: 2:46 - loss: 0.1534 - acc: 0.9403
15000/20000 [=====================>........] - ETA: 2:42 - loss: 0.1543 - acc: 0.9398
15100/20000 [=====================>........] - ETA: 2:39 - loss: 0.1539 - acc: 0.9399
15200/20000 [=====================>........] - ETA: 2:36 - loss: 0.1538 - acc: 0.9400
15300/20000 [=====================>........] - ETA: 2:33 - loss: 0.1540 - acc: 0.9401
15400/20000 [======================>.......] - ETA: 2:29 - loss: 0.1541 - acc: 0.9399
15500/20000 [======================>.......] - ETA: 2:26 - loss: 0.1547 - acc: 0.9397
15600/20000 [======================>.......] - ETA: 2:23 - loss: 0.1550 - acc: 0.9397
15700/20000 [======================>.......] - ETA: 2:20 - loss: 0.1553 - acc: 0.9397
15800/20000 [======================>.......] - ETA: 2:16 - loss: 0.1550 - acc: 0.9397
15900/20000 [======================>.......] - ETA: 2:13 - loss: 0.1550 - acc: 0.9397
16000/20000 [=======================>......] - ETA: 2:10 - loss: 0.1551 - acc: 0.9398
16100/20000 [=======================>......] - ETA: 2:07 - loss: 0.1552 - acc: 0.9397
16200/20000 [=======================>......] - ETA: 2:03 - loss: 0.1556 - acc: 0.9396
16300/20000 [=======================>......] - ETA: 2:00 - loss: 0.1558 - acc: 0.9394
16400/20000 [=======================>......] - ETA: 1:57 - loss: 0.1559 - acc: 0.9394
16500/20000 [=======================>......] - ETA: 1:54 - loss: 0.1564 - acc: 0.9393
16600/20000 [=======================>......] - ETA: 1:50 - loss: 0.1566 - acc: 0.9392
16700/20000 [========================>.....] - ETA: 1:47 - loss: 0.1565 - acc: 0.9392
16800/20000 [========================>.....] - ETA: 1:44 - loss: 0.1565 - acc: 0.9390
16900/20000 [========================>.....] - ETA: 1:41 - loss: 0.1569 - acc: 0.9388
17000/20000 [========================>.....] - ETA: 1:37 - loss: 0.1564 - acc: 0.9390
17100/20000 [========================>.....] - ETA: 1:34 - loss: 0.1562 - acc: 0.9392
17200/20000 [========================>.....] - ETA: 1:31 - loss: 0.1565 - acc: 0.9392
17300/20000 [========================>.....] - ETA: 1:28 - loss: 0.1564 - acc: 0.9392
17400/20000 [=========================>....] - ETA: 1:24 - loss: 0.1564 - acc: 0.9391
17500/20000 [=========================>....] - ETA: 1:21 - loss: 0.1567 - acc: 0.9390
17600/20000 [=========================>....] - ETA: 1:18 - loss: 0.1564 - acc: 0.9391
17700/20000 [=========================>....] - ETA: 1:15 - loss: 0.1567 - acc: 0.9389
17800/20000 [=========================>....] - ETA: 1:11 - loss: 0.1566 - acc: 0.9388
17900/20000 [=========================>....] - ETA: 1:08 - loss: 0.1569 - acc: 0.9385
18000/20000 [==========================>...] - ETA: 1:05 - loss: 0.1573 - acc: 0.9383
18100/20000 [==========================>...] - ETA: 1:01 - loss: 0.1578 - acc: 0.9382
18200/20000 [==========================>...] - ETA: 58s - loss: 0.1576 - acc: 0.9383
18300/20000 [==========================>...] - ETA: 55s - loss: 0.1577 - acc: 0.9383
18400/20000 [==========================>...] - ETA: 52s - loss: 0.1575 - acc: 0.9384
18500/20000 [==========================>...] - ETA: 48s - loss: 0.1580 - acc: 0.9382
18600/20000 [==========================>...] - ETA: 45s - loss: 0.1577 - acc: 0.9383
18700/20000 [===========================>..] - ETA: 42s - loss: 0.1581 - acc: 0.9382
18800/20000 [===========================>..] - ETA: 39s - loss: 0.1580 - acc: 0.9382
18900/20000 [===========================>..] - ETA: 35s - loss: 0.1586 - acc: 0.9378
19000/20000 [===========================>..] - ETA: 32s - loss: 0.1585 - acc: 0.9379
19100/20000 [===========================>..] - ETA: 29s - loss: 0.1586 - acc: 0.9376
19200/20000 [===========================>..] - ETA: 26s - loss: 0.1584 - acc: 0.9377
19300/20000 [===========================>..] - ETA: 22s - loss: 0.1587 - acc: 0.9374
19400/20000 [============================>.] - ETA: 19s - loss: 0.1588 - acc: 0.9372
19500/20000 [============================>.] - ETA: 16s - loss: 0.1590 - acc: 0.9372
19600/20000 [============================>.] - ETA: 13s - loss: 0.1588 - acc: 0.9373
19700/20000 [============================>.] - ETA: 9s - loss: 0.1589 - acc: 0.9374
19800/20000 [============================>.] - ETA: 6s - loss: 0.1589 - acc: 0.9374
19900/20000 [============================>.] - ETA: 3s - loss: 0.1588 - acc: 0.9375
20000/20000 [==============================] - 661s 33ms/step - loss: 0.1590 - acc: 0.9374 - val_loss: 0.7844 - val_acc: 0.7372test 데이터 분류 및 시각화
plot(history)Warning message:
In strsplit(x, "\n") : input string 1 is invalid in this locale# Compute probabilities and predictions on test set
predictions <- predict_classes(model, test_array)
probabilities <- predict_proba(model, test_array)
# Visual inspection of 32 cases
set.seed(100)
random <- sample(1:nrow(testData), 32)
preds <- predictions[random,]
probs <- as.vector(round(probabilities[random,], 2))
par(mfrow = c(4, 8), mar = rep(0, 4))
for(i in 1:length(random)){
image(t(apply(test_array[random[i],,,1], 2, rev)),
col = gray.colors(12), axes = F)
legend("topright", legend = ifelse(preds[i] == 0, "Cat", "Dog"),
text.col = ifelse(preds[i] == 0, 2, 4), bty = "n", text.font = 2)
legend("topleft", legend = probs[i], bty = "n", col = "white")
}
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