In [69]:
import os
from collections import Counter
# from skimage import io
# from skimage.transform import resize
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
import PIL
from PIL import Image
from sklearn.model_selection import train_test_split
import h5py
from keras.models import Sequential
from keras.layers import Dense, Dropout, Flatten, Activation, Conv2D, MaxPooling2D
train_dir = './input/train'
test_dir = './input/test'
In [65]:
X = []
y = []
x_width = 50
x_height = 50
img_cnt = 0
for img in os.listdir(train_dir):
img_cnt = img_cnt + 1
img_name = img[0:3]
if(img_name=='cat'):
y.append(0)
else:
y.append(1)
img = Image.open(train_dir+'/'+img)
img = img.resize((x_width, x_height), Image.ANTIALIAS)
X.append(np.asarray(img)/255)
if(img_cnt%1000==0):
print('{} files read'.format(img_cnt))
1000 files read
2000 files read
3000 files read
4000 files read
5000 files read
6000 files read
7000 files read
8000 files read
9000 files read
10000 files read
11000 files read
12000 files read
13000 files read
14000 files read
15000 files read
16000 files read
17000 files read
18000 files read
19000 files read
20000 files read
21000 files read
22000 files read
23000 files read
24000 files read
25000 files read
In [66]:
y = np.asarray(y)
print(y.shape)
X = np.asarray(X,dtype=np.float16)
print(X.shape)
(25000,)
(25000, 50, 50, 3)
In [37]:
# del(X)
from keras.applications import VGG16
from keras.applications.vgg16 import preprocess_input
model = VGG16(weights='imagenet', include_top=False)
X = preprocess_input(X)
X = model.predict(X)
In [38]:
print(X.shape)
(25000, 1, 1, 512)
In [67]:
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2)
X_val, X_test, y_val, y_test = train_test_split(X_test, y_test, test_size = 0.5)
print(X_train.shape)
print(X_test.shape)
print(X_val.shape)
print(y_train.shape)
print(y_test.shape)
print(y_val.shape)
# del(X)
(20000, 50, 50, 3)
(2500, 50, 50, 3)
(2500, 50, 50, 3)
(20000,)
(2500,)
(2500,)
In [40]:
X_reshape = np.reshape(X_train,[X_train.shape[0], -1])
print(X_reshape.shape)
(20000, 512)
In [63]:
fc = Sequential()
fc.add(Dense(200, input_dim=X_reshape.shape[1], activation=None))
fc.add(Dense(1, activation='sigmoid'))
fc.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])
fc.fit(X_reshape, y_train, epochs=250, batch_size=256, callbacks=[], verbose=1)
Epoch 1/250
20000/20000 [==============================] - ETA: 55s - loss: 3.9339 - acc: 0.5781 - ETA: 5s - loss: 1.8473 - acc: 0.4991 - ETA: 4s - loss: 1.6695 - acc: 0.5046 - ETA: 3s - loss: 1.4603 - acc: 0.5009 - ETA: 1s - loss: 1.2194 - acc: 0.4989 - ETA: 1s - loss: 1.1430 - acc: 0.5001 - ETA: 0s - loss: 1.0727 - acc: 0.4970 - ETA: 0s - loss: 0.9767 - acc: 0.5021 - ETA: 0s - loss: 0.9283 - acc: 0.5043 - 1s - loss: 0.9009 - acc: 0.5055
Epoch 2/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7193 - acc: 0.4883 - ETA: 0s - loss: 0.7003 - acc: 0.5277 - ETA: 0s - loss: 0.6979 - acc: 0.5217 - ETA: 0s - loss: 0.6944 - acc: 0.5265 - ETA: 0s - loss: 0.6925 - acc: 0.5298 - ETA: 0s - loss: 0.6951 - acc: 0.5267 - ETA: 0s - loss: 0.6963 - acc: 0.5245 - 0s - loss: 0.6960 - acc: 0.5252
Epoch 3/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6845 - acc: 0.5391 - ETA: 0s - loss: 0.6920 - acc: 0.5152 - ETA: 0s - loss: 0.6906 - acc: 0.5257 - ETA: 0s - loss: 0.6954 - acc: 0.5241 - ETA: 0s - loss: 0.6923 - acc: 0.5314 - ETA: 0s - loss: 0.6909 - acc: 0.5388 - ETA: 0s - loss: 0.6908 - acc: 0.5369 - 0s - loss: 0.6910 - acc: 0.5363
Epoch 4/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7059 - acc: 0.4883 - ETA: 0s - loss: 0.7323 - acc: 0.5139 - ETA: 0s - loss: 0.7108 - acc: 0.5280 - ETA: 0s - loss: 0.7061 - acc: 0.5187 - ETA: 0s - loss: 0.7085 - acc: 0.5188 - ETA: 0s - loss: 0.7073 - acc: 0.5188 - ETA: 0s - loss: 0.7040 - acc: 0.5227 - 0s - loss: 0.7035 - acc: 0.5227
Epoch 5/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6704 - acc: 0.6133 - ETA: 0s - loss: 0.6859 - acc: 0.5531 - ETA: 0s - loss: 0.6862 - acc: 0.5408 - ETA: 0s - loss: 0.6869 - acc: 0.5434 - ETA: 0s - loss: 0.6881 - acc: 0.5377 - ETA: 0s - loss: 0.6871 - acc: 0.5425 - ETA: 0s - loss: 0.6866 - acc: 0.5459 - 0s - loss: 0.6869 - acc: 0.5451
Epoch 6/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6906 - acc: 0.5312 - ETA: 0s - loss: 0.7043 - acc: 0.5178 - ETA: 0s - loss: 0.7085 - acc: 0.5167 - ETA: 0s - loss: 0.7076 - acc: 0.5201 - ETA: 0s - loss: 0.7019 - acc: 0.5284 - ETA: 0s - loss: 0.6987 - acc: 0.5322 - ETA: 0s - loss: 0.6961 - acc: 0.5365 - ETA: 0s - loss: 0.6949 - acc: 0.5377 - 0s - loss: 0.6943 - acc: 0.5396
Epoch 7/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6773 - acc: 0.5703 - ETA: 0s - loss: 0.6851 - acc: 0.5547 - ETA: 0s - loss: 0.6861 - acc: 0.5534 - ETA: 0s - loss: 0.6868 - acc: 0.5511 - ETA: 0s - loss: 0.6881 - acc: 0.5454 - ETA: 0s - loss: 0.6866 - acc: 0.5521 - ETA: 0s - loss: 0.6869 - acc: 0.5497 - ETA: 0s - loss: 0.6865 - acc: 0.5480 - 0s - loss: 0.6856 - acc: 0.5498
Epoch 8/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6682 - acc: 0.6055 - ETA: 0s - loss: 0.6926 - acc: 0.5308 - ETA: 0s - loss: 0.6902 - acc: 0.5308 - ETA: 0s - loss: 0.6860 - acc: 0.5430 - ETA: 0s - loss: 0.6839 - acc: 0.5508 - ETA: 0s - loss: 0.6840 - acc: 0.5502 - ETA: 0s - loss: 0.6853 - acc: 0.5485 - ETA: 0s - loss: 0.6906 - acc: 0.5433 - ETA: 0s - loss: 0.6926 - acc: 0.5414 - 0s - loss: 0.6934 - acc: 0.5405
Epoch 9/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7857 - acc: 0.4961 - ETA: 0s - loss: 0.7276 - acc: 0.5180 - ETA: 0s - loss: 0.7214 - acc: 0.5228 - ETA: 0s - loss: 0.7111 - acc: 0.5286 - ETA: 0s - loss: 0.7046 - acc: 0.5327 - ETA: 0s - loss: 0.7025 - acc: 0.5328 - ETA: 0s - loss: 0.7019 - acc: 0.5341 - ETA: 0s - loss: 0.7013 - acc: 0.5337 - 0s - loss: 0.7004 - acc: 0.5347
Epoch 10/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6785 - acc: 0.5625 - ETA: 0s - loss: 0.6825 - acc: 0.5615 - ETA: 0s - loss: 0.6808 - acc: 0.5650 - ETA: 0s - loss: 0.6847 - acc: 0.5585 - ETA: 0s - loss: 0.6842 - acc: 0.5586 - ETA: 0s - loss: 0.6844 - acc: 0.5588 - ETA: 0s - loss: 0.6844 - acc: 0.5584 - ETA: 0s - loss: 0.6872 - acc: 0.5548 - 0s - loss: 0.6874 - acc: 0.5542
Epoch 11/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6694 - acc: 0.6289 - ETA: 0s - loss: 0.6769 - acc: 0.5746 - ETA: 0s - loss: 0.6821 - acc: 0.5598 - ETA: 0s - loss: 0.6844 - acc: 0.5526 - ETA: 0s - loss: 0.6846 - acc: 0.5534 - ETA: 0s - loss: 0.6874 - acc: 0.5483 - ETA: 0s - loss: 0.6893 - acc: 0.5458 - 0s - loss: 0.6905 - acc: 0.5437
Epoch 12/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6789 - acc: 0.5742 - ETA: 0s - loss: 0.6910 - acc: 0.5511 - ETA: 0s - loss: 0.6853 - acc: 0.5620 - ETA: 0s - loss: 0.6868 - acc: 0.5602 - ETA: 0s - loss: 0.6914 - acc: 0.5543 - ETA: 0s - loss: 0.6934 - acc: 0.5492 - ETA: 0s - loss: 0.6910 - acc: 0.5515 - ETA: 0s - loss: 0.6905 - acc: 0.5519 - 0s - loss: 0.6902 - acc: 0.5524
Epoch 13/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7039 - acc: 0.4844 - ETA: 0s - loss: 0.6816 - acc: 0.5648 - ETA: 0s - loss: 0.6803 - acc: 0.5688 - ETA: 0s - loss: 0.6868 - acc: 0.5568 - ETA: 0s - loss: 0.6911 - acc: 0.5494 - ETA: 0s - loss: 0.6916 - acc: 0.5464 - ETA: 0s - loss: 0.6903 - acc: 0.5480 - 0s - loss: 0.6904 - acc: 0.5482
Epoch 14/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6871 - acc: 0.5508 - ETA: 0s - loss: 0.6842 - acc: 0.5601 - ETA: 0s - loss: 0.6801 - acc: 0.5639 - ETA: 0s - loss: 0.6780 - acc: 0.5682 - ETA: 0s - loss: 0.6830 - acc: 0.5581 - ETA: 0s - loss: 0.6853 - acc: 0.5529 - ETA: 0s - loss: 0.6890 - acc: 0.5481 - ETA: 0s - loss: 0.6922 - acc: 0.5420 - 0s - loss: 0.6913 - acc: 0.5441
Epoch 15/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6954 - acc: 0.4922 - ETA: 0s - loss: 0.6780 - acc: 0.5713 - ETA: 0s - loss: 0.6832 - acc: 0.5574 - ETA: 0s - loss: 0.6882 - acc: 0.5559 - ETA: 0s - loss: 0.6880 - acc: 0.5558 - ETA: 0s - loss: 0.6861 - acc: 0.5587 - ETA: 0s - loss: 0.6852 - acc: 0.5594 - ETA: 0s - loss: 0.6868 - acc: 0.5555 - 0s - loss: 0.6868 - acc: 0.5556
Epoch 16/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6873 - acc: 0.5391 - ETA: 0s - loss: 0.6861 - acc: 0.5514 - ETA: 0s - loss: 0.6933 - acc: 0.5381 - ETA: 0s - loss: 0.6907 - acc: 0.5450 - ETA: 0s - loss: 0.6859 - acc: 0.5530 - ETA: 0s - loss: 0.6849 - acc: 0.5546 - ETA: 0s - loss: 0.6847 - acc: 0.5554 - ETA: 0s - loss: 0.6857 - acc: 0.5533 - ETA: 0s - loss: 0.6854 - acc: 0.5554 - 0s - loss: 0.6846 - acc: 0.5596
Epoch 17/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6808 - acc: 0.5352 - ETA: 0s - loss: 0.6826 - acc: 0.5605 - ETA: 0s - loss: 0.6793 - acc: 0.5701 - ETA: 0s - loss: 0.6795 - acc: 0.5637 - ETA: 0s - loss: 0.6812 - acc: 0.5611 - ETA: 0s - loss: 0.6799 - acc: 0.5657 - ETA: 0s - loss: 0.6805 - acc: 0.5635 - ETA: 0s - loss: 0.6809 - acc: 0.5636 - ETA: 0s - loss: 0.6808 - acc: 0.5642 - 0s - loss: 0.6809 - acc: 0.5643
Epoch 18/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7644 - acc: 0.5000 - ETA: 0s - loss: 0.7365 - acc: 0.5220 - ETA: 0s - loss: 0.7122 - acc: 0.5378 - ETA: 0s - loss: 0.7031 - acc: 0.5467 - ETA: 0s - loss: 0.6938 - acc: 0.5563 - ETA: 0s - loss: 0.6945 - acc: 0.5532 - ETA: 0s - loss: 0.6926 - acc: 0.5554 - ETA: 0s - loss: 0.6965 - acc: 0.5475 - 0s - loss: 0.7000 - acc: 0.5421
Epoch 19/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6605 - acc: 0.6172 - ETA: 0s - loss: 0.6835 - acc: 0.5648 - ETA: 0s - loss: 0.6825 - acc: 0.5658 - ETA: 0s - loss: 0.6841 - acc: 0.5597 - ETA: 0s - loss: 0.6833 - acc: 0.5607 - ETA: 0s - loss: 0.6839 - acc: 0.5584 - ETA: 0s - loss: 0.6872 - acc: 0.5556 - ETA: 0s - loss: 0.6858 - acc: 0.5576 - 0s - loss: 0.6859 - acc: 0.5559
Epoch 20/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7362 - acc: 0.4883 - ETA: 0s - loss: 0.6998 - acc: 0.5309 - ETA: 0s - loss: 0.6931 - acc: 0.5421 - ETA: 0s - loss: 0.6906 - acc: 0.5492 - ETA: 0s - loss: 0.6891 - acc: 0.5528 - ETA: 0s - loss: 0.6897 - acc: 0.5511 - ETA: 0s - loss: 0.6892 - acc: 0.5508 - ETA: 0s - loss: 0.6879 - acc: 0.5526 - 0s - loss: 0.6874 - acc: 0.5540
Epoch 21/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6982 - acc: 0.5234 - ETA: 0s - loss: 0.6870 - acc: 0.5474 - ETA: 0s - loss: 0.6844 - acc: 0.5513 - ETA: 0s - loss: 0.6823 - acc: 0.5596 - ETA: 0s - loss: 0.6824 - acc: 0.5594 - ETA: 0s - loss: 0.6814 - acc: 0.5614 - ETA: 0s - loss: 0.6815 - acc: 0.5602 - ETA: 0s - loss: 0.6807 - acc: 0.5629 - ETA: 0s - loss: 0.6809 - acc: 0.5623 - ETA: 0s - loss: 0.6838 - acc: 0.5599 - 0s - loss: 0.6848 - acc: 0.5580
Epoch 22/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7302 - acc: 0.5195 - ETA: 0s - loss: 0.6929 - acc: 0.5459 - ETA: 0s - loss: 0.6880 - acc: 0.5515 - ETA: 0s - loss: 0.6854 - acc: 0.5535 - ETA: 0s - loss: 0.6837 - acc: 0.5592 - ETA: 0s - loss: 0.6833 - acc: 0.5600 - ETA: 0s - loss: 0.6821 - acc: 0.5619 - ETA: 0s - loss: 0.6817 - acc: 0.5630 - ETA: 0s - loss: 0.6823 - acc: 0.5628 - 0s - loss: 0.6823 - acc: 0.5627
Epoch 23/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6892 - acc: 0.5469 - ETA: 0s - loss: 0.6883 - acc: 0.5500 - ETA: 0s - loss: 0.6866 - acc: 0.5530 - ETA: 0s - loss: 0.6830 - acc: 0.5600 - ETA: 0s - loss: 0.6835 - acc: 0.5607 - ETA: 0s - loss: 0.6816 - acc: 0.5652 - ETA: 0s - loss: 0.6809 - acc: 0.5658 - 0s - loss: 0.6807 - acc: 0.5656
Epoch 24/250
20000/20000 [==============================] - ETA: 0s - loss: 0.8086 - acc: 0.4570 - ETA: 0s - loss: 0.7078 - acc: 0.5356 - ETA: 0s - loss: 0.7000 - acc: 0.5380 - ETA: 0s - loss: 0.6911 - acc: 0.5465 - ETA: 0s - loss: 0.6877 - acc: 0.5543 - ETA: 0s - loss: 0.6892 - acc: 0.5540 - ETA: 0s - loss: 0.6890 - acc: 0.5526 - 0s - loss: 0.6906 - acc: 0.5498
Epoch 25/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6913 - acc: 0.5000 - ETA: 0s - loss: 0.6780 - acc: 0.5668 - ETA: 0s - loss: 0.6857 - acc: 0.5547 - ETA: 0s - loss: 0.6870 - acc: 0.5536 - ETA: 0s - loss: 0.6850 - acc: 0.5572 - ETA: 0s - loss: 0.6848 - acc: 0.5584 - ETA: 0s - loss: 0.6847 - acc: 0.5565 - ETA: 0s - loss: 0.6839 - acc: 0.5580 - 0s - loss: 0.6854 - acc: 0.5554
Epoch 26/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6793 - acc: 0.5547 - ETA: 0s - loss: 0.6804 - acc: 0.5664 - ETA: 0s - loss: 0.6812 - acc: 0.5645 - ETA: 0s - loss: 0.6810 - acc: 0.5677 - ETA: 0s - loss: 0.6813 - acc: 0.5687 - ETA: 0s - loss: 0.6834 - acc: 0.5619 - ETA: 0s - loss: 0.6826 - acc: 0.5626 - ETA: 0s - loss: 0.6825 - acc: 0.5629 - 0s - loss: 0.6824 - acc: 0.5629
Epoch 27/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7027 - acc: 0.5391 - ETA: 0s - loss: 0.7057 - acc: 0.5414 - ETA: 0s - loss: 0.6961 - acc: 0.5441 - ETA: 0s - loss: 0.6995 - acc: 0.5434 - ETA: 0s - loss: 0.6966 - acc: 0.5445 - ETA: 0s - loss: 0.6954 - acc: 0.5449 - ETA: 0s - loss: 0.6943 - acc: 0.5460 - ETA: 0s - loss: 0.6919 - acc: 0.5496 - 0s - loss: 0.6908 - acc: 0.5509
Epoch 28/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6648 - acc: 0.6016 - ETA: 0s - loss: 0.6829 - acc: 0.5657 - ETA: 0s - loss: 0.6869 - acc: 0.5526 - ETA: 0s - loss: 0.6834 - acc: 0.5631 - ETA: 0s - loss: 0.6825 - acc: 0.5644 - ETA: 0s - loss: 0.6815 - acc: 0.5669 - ETA: 0s - loss: 0.6805 - acc: 0.5677 - ETA: 0s - loss: 0.6800 - acc: 0.5685 - 0s - loss: 0.6799 - acc: 0.5686
Epoch 29/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6907 - acc: 0.5586 - ETA: 0s - loss: 0.6819 - acc: 0.5684 - ETA: 0s - loss: 0.6814 - acc: 0.5678 - ETA: 0s - loss: 0.6804 - acc: 0.5690 - ETA: 0s - loss: 0.6823 - acc: 0.5617 - ETA: 0s - loss: 0.6877 - acc: 0.5551 - ETA: 0s - loss: 0.6886 - acc: 0.5542 - ETA: 0s - loss: 0.6888 - acc: 0.5542 - 0s - loss: 0.6892 - acc: 0.5544
Epoch 30/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6947 - acc: 0.5273 - ETA: 0s - loss: 0.7088 - acc: 0.5256 - ETA: 0s - loss: 0.7010 - acc: 0.5346 - ETA: 0s - loss: 0.6947 - acc: 0.5437 - ETA: 0s - loss: 0.6939 - acc: 0.5458 - ETA: 0s - loss: 0.6929 - acc: 0.5483 - ETA: 0s - loss: 0.6922 - acc: 0.5479 - 0s - loss: 0.6926 - acc: 0.5472
Epoch 31/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6703 - acc: 0.5898 - ETA: 0s - loss: 0.6757 - acc: 0.5729 - ETA: 0s - loss: 0.6757 - acc: 0.5732 - ETA: 0s - loss: 0.6780 - acc: 0.5706 - ETA: 0s - loss: 0.6780 - acc: 0.5693 - ETA: 0s - loss: 0.6775 - acc: 0.5713 - ETA: 0s - loss: 0.6783 - acc: 0.5696 - ETA: 0s - loss: 0.6781 - acc: 0.5701 - 0s - loss: 0.6781 - acc: 0.5688
Epoch 32/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6794 - acc: 0.5469 - ETA: 0s - loss: 0.7043 - acc: 0.5321 - ETA: 0s - loss: 0.7200 - acc: 0.5232 - ETA: 0s - loss: 0.7085 - acc: 0.5339 - ETA: 0s - loss: 0.6994 - acc: 0.5458 - ETA: 0s - loss: 0.6945 - acc: 0.5505 - ETA: 0s - loss: 0.6943 - acc: 0.5488 - ETA: 0s - loss: 0.6966 - acc: 0.5481 - 0s - loss: 0.6961 - acc: 0.5485
Epoch 33/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7267 - acc: 0.4727 - ETA: 0s - loss: 0.6954 - acc: 0.5415 - ETA: 0s - loss: 0.6882 - acc: 0.5617 - ETA: 0s - loss: 0.6819 - acc: 0.5723 - ETA: 0s - loss: 0.6817 - acc: 0.5689 - ETA: 0s - loss: 0.6797 - acc: 0.5704 - ETA: 0s - loss: 0.6846 - acc: 0.5656 - ETA: 0s - loss: 0.6838 - acc: 0.5665 - 0s - loss: 0.6842 - acc: 0.5662
Epoch 34/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7095 - acc: 0.5078 - ETA: 0s - loss: 0.6877 - acc: 0.5473 - ETA: 0s - loss: 0.6835 - acc: 0.5594 - ETA: 0s - loss: 0.6834 - acc: 0.5620 - ETA: 0s - loss: 0.6815 - acc: 0.5661 - ETA: 0s - loss: 0.6805 - acc: 0.5677 - ETA: 0s - loss: 0.6799 - acc: 0.5689 - ETA: 0s - loss: 0.6797 - acc: 0.5685 - 0s - loss: 0.6797 - acc: 0.5685
Epoch 35/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6682 - acc: 0.6055 - ETA: 0s - loss: 0.6857 - acc: 0.5480 - ETA: 0s - loss: 0.6873 - acc: 0.5472 - ETA: 0s - loss: 0.6841 - acc: 0.5542 - ETA: 0s - loss: 0.6854 - acc: 0.5521 - ETA: 0s - loss: 0.6835 - acc: 0.5573 - ETA: 0s - loss: 0.6842 - acc: 0.5567 - ETA: 0s - loss: 0.6843 - acc: 0.5566 - 0s - loss: 0.6843 - acc: 0.5567
Epoch 36/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7063 - acc: 0.5312 - ETA: 0s - loss: 0.6896 - acc: 0.5477 - ETA: 0s - loss: 0.6860 - acc: 0.5517 - ETA: 0s - loss: 0.6826 - acc: 0.5598 - ETA: 0s - loss: 0.6825 - acc: 0.5612 - ETA: 0s - loss: 0.6818 - acc: 0.5647 - ETA: 0s - loss: 0.6812 - acc: 0.5661 - 0s - loss: 0.6804 - acc: 0.5676
Epoch 37/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6611 - acc: 0.6289 - ETA: 0s - loss: 0.6770 - acc: 0.5809 - ETA: 0s - loss: 0.6785 - acc: 0.5766 - ETA: 0s - loss: 0.6814 - acc: 0.5706 - ETA: 0s - loss: 0.6824 - acc: 0.5658 - ETA: 0s - loss: 0.6809 - acc: 0.5682 - ETA: 0s - loss: 0.6808 - acc: 0.5676 - ETA: 0s - loss: 0.6835 - acc: 0.5612 - 0s - loss: 0.6834 - acc: 0.5614
Epoch 38/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6873 - acc: 0.5234 - ETA: 0s - loss: 0.6835 - acc: 0.5496 - ETA: 0s - loss: 0.6780 - acc: 0.5662 - ETA: 0s - loss: 0.6785 - acc: 0.5712 - ETA: 0s - loss: 0.6780 - acc: 0.5731 - ETA: 0s - loss: 0.6786 - acc: 0.5728 - ETA: 0s - loss: 0.6778 - acc: 0.5744 - ETA: 0s - loss: 0.6782 - acc: 0.5726 - 0s - loss: 0.6783 - acc: 0.5710
Epoch 39/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7332 - acc: 0.5078 - ETA: 0s - loss: 0.7013 - acc: 0.5461 - ETA: 0s - loss: 0.6907 - acc: 0.5611 - ETA: 0s - loss: 0.6874 - acc: 0.5626 - ETA: 0s - loss: 0.6844 - acc: 0.5658 - ETA: 0s - loss: 0.6827 - acc: 0.5694 - ETA: 0s - loss: 0.6808 - acc: 0.5707 - ETA: 0s - loss: 0.6824 - acc: 0.5652 - ETA: 0s - loss: 0.6823 - acc: 0.5655 - 0s - loss: 0.6829 - acc: 0.5639
Epoch 40/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7124 - acc: 0.5508 - ETA: 0s - loss: 0.6977 - acc: 0.5527 - ETA: 0s - loss: 0.6980 - acc: 0.5490 - ETA: 0s - loss: 0.6950 - acc: 0.5547 - ETA: 0s - loss: 0.6889 - acc: 0.5625 - ETA: 0s - loss: 0.6878 - acc: 0.5626 - ETA: 0s - loss: 0.6851 - acc: 0.5654 - ETA: 0s - loss: 0.6835 - acc: 0.5661 - ETA: 0s - loss: 0.6830 - acc: 0.5660 - 0s - loss: 0.6836 - acc: 0.5650
Epoch 41/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6499 - acc: 0.6758 - ETA: 0s - loss: 0.6775 - acc: 0.5768 - ETA: 0s - loss: 0.6807 - acc: 0.5660 - ETA: 0s - loss: 0.6768 - acc: 0.5718 - ETA: 0s - loss: 0.6788 - acc: 0.5699 - ETA: 0s - loss: 0.6816 - acc: 0.5634 - ETA: 0s - loss: 0.6813 - acc: 0.5640 - ETA: 0s - loss: 0.6816 - acc: 0.5621 - ETA: 0s - loss: 0.6808 - acc: 0.5636 - 0s - loss: 0.6805 - acc: 0.5634
Epoch 42/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6749 - acc: 0.5820 - ETA: 1s - loss: 0.6641 - acc: 0.6055 - ETA: 0s - loss: 0.6721 - acc: 0.5880 - ETA: 0s - loss: 0.6716 - acc: 0.5868 - ETA: 0s - loss: 0.6749 - acc: 0.5762 - ETA: 0s - loss: 0.6849 - acc: 0.5627 - ETA: 0s - loss: 0.6875 - acc: 0.5579 - ETA: 0s - loss: 0.6923 - acc: 0.5547 - 0s - loss: 0.6921 - acc: 0.5550
Epoch 43/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6995 - acc: 0.5039 - ETA: 0s - loss: 0.6764 - acc: 0.5738 - ETA: 0s - loss: 0.6791 - acc: 0.5703 - ETA: 0s - loss: 0.6828 - acc: 0.5648 - ETA: 0s - loss: 0.6820 - acc: 0.5661 - ETA: 0s - loss: 0.6811 - acc: 0.5668 - ETA: 0s - loss: 0.6790 - acc: 0.5708 - 0s - loss: 0.6795 - acc: 0.5704
Epoch 44/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6913 - acc: 0.5625 - ETA: 0s - loss: 0.6907 - acc: 0.5359 - ETA: 0s - loss: 0.6906 - acc: 0.5417 - ETA: 0s - loss: 0.6920 - acc: 0.5421 - ETA: 0s - loss: 0.6877 - acc: 0.5506 - ETA: 0s - loss: 0.6865 - acc: 0.5545 - ETA: 0s - loss: 0.6848 - acc: 0.5562 - ETA: 0s - loss: 0.6848 - acc: 0.5552 - 0s - loss: 0.6849 - acc: 0.5549
Epoch 45/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6952 - acc: 0.5156 - ETA: 0s - loss: 0.7094 - acc: 0.5320 - ETA: 0s - loss: 0.6998 - acc: 0.5446 - ETA: 0s - loss: 0.6918 - acc: 0.5536 - ETA: 0s - loss: 0.6887 - acc: 0.5571 - ETA: 0s - loss: 0.6860 - acc: 0.5593 - ETA: 0s - loss: 0.6861 - acc: 0.5611 - 0s - loss: 0.6846 - acc: 0.5640
Epoch 46/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6621 - acc: 0.6172 - ETA: 0s - loss: 0.6900 - acc: 0.5508 - ETA: 0s - loss: 0.6849 - acc: 0.5595 - ETA: 0s - loss: 0.6862 - acc: 0.5567 - ETA: 0s - loss: 0.6821 - acc: 0.5636 - ETA: 0s - loss: 0.6824 - acc: 0.5627 - ETA: 0s - loss: 0.6812 - acc: 0.5660 - ETA: 0s - loss: 0.6803 - acc: 0.5682 - 0s - loss: 0.6795 - acc: 0.5701
Epoch 47/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6723 - acc: 0.5430 - ETA: 0s - loss: 0.6858 - acc: 0.5557 - ETA: 0s - loss: 0.6921 - acc: 0.5449 - ETA: 0s - loss: 0.6867 - acc: 0.5512 - ETA: 0s - loss: 0.6832 - acc: 0.5605 - ETA: 0s - loss: 0.6814 - acc: 0.5641 - ETA: 0s - loss: 0.6801 - acc: 0.5683 - ETA: 0s - loss: 0.6793 - acc: 0.5707 - 0s - loss: 0.6793 - acc: 0.5708
Epoch 48/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6654 - acc: 0.6016 - ETA: 0s - loss: 0.6718 - acc: 0.5842 - ETA: 0s - loss: 0.6720 - acc: 0.5824 - ETA: 0s - loss: 0.6841 - acc: 0.5676 - ETA: 0s - loss: 0.7033 - acc: 0.5540 - ETA: 0s - loss: 0.7055 - acc: 0.5523 - ETA: 0s - loss: 0.7045 - acc: 0.5509 - ETA: 0s - loss: 0.7049 - acc: 0.5503 - 0s - loss: 0.7042 - acc: 0.5504
Epoch 49/250
20000/20000 [==============================] - ETA: 0s - loss: 0.8313 - acc: 0.4648 - ETA: 0s - loss: 0.7499 - acc: 0.5172 - ETA: 0s - loss: 0.7211 - acc: 0.5370 - ETA: 0s - loss: 0.6984 - acc: 0.5556 - ETA: 0s - loss: 0.6915 - acc: 0.5586 - ETA: 0s - loss: 0.6894 - acc: 0.5611 - ETA: 0s - loss: 0.6870 - acc: 0.5644 - ETA: 0s - loss: 0.6850 - acc: 0.5671 - 0s - loss: 0.6837 - acc: 0.5693
Epoch 50/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6796 - acc: 0.5547 - ETA: 0s - loss: 0.6772 - acc: 0.5715 - ETA: 0s - loss: 0.6760 - acc: 0.5759 - ETA: 0s - loss: 0.6795 - acc: 0.5709 - ETA: 0s - loss: 0.6804 - acc: 0.5674 - ETA: 0s - loss: 0.6788 - acc: 0.5689 - ETA: 0s - loss: 0.6796 - acc: 0.5667 - ETA: 0s - loss: 0.6805 - acc: 0.5652 - 0s - loss: 0.6822 - acc: 0.5630
Epoch 51/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7181 - acc: 0.5234 - ETA: 0s - loss: 0.7047 - acc: 0.5365 - ETA: 0s - loss: 0.7017 - acc: 0.5407 - ETA: 0s - loss: 0.6946 - acc: 0.5505 - ETA: 0s - loss: 0.6955 - acc: 0.5526 - ETA: 0s - loss: 0.6983 - acc: 0.5472 - ETA: 0s - loss: 0.6987 - acc: 0.5464 - ETA: 0s - loss: 0.6972 - acc: 0.5461 - 0s - loss: 0.6953 - acc: 0.5494
Epoch 52/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7063 - acc: 0.5508 - ETA: 0s - loss: 0.7209 - acc: 0.5356 - ETA: 0s - loss: 0.7025 - acc: 0.5543 - ETA: 0s - loss: 0.6986 - acc: 0.5496 - ETA: 0s - loss: 0.6948 - acc: 0.5478 - ETA: 0s - loss: 0.6891 - acc: 0.5556 - ETA: 0s - loss: 0.6862 - acc: 0.5598 - ETA: 0s - loss: 0.6851 - acc: 0.5608 - 0s - loss: 0.6856 - acc: 0.5597
Epoch 53/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6747 - acc: 0.6055 - ETA: 0s - loss: 0.6787 - acc: 0.5651 - ETA: 0s - loss: 0.6780 - acc: 0.5659 - ETA: 0s - loss: 0.6759 - acc: 0.5730 - ETA: 0s - loss: 0.6747 - acc: 0.5761 - ETA: 0s - loss: 0.6777 - acc: 0.5717 - ETA: 0s - loss: 0.6800 - acc: 0.5684 - ETA: 0s - loss: 0.6807 - acc: 0.5671 - 0s - loss: 0.6809 - acc: 0.5668
Epoch 54/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7036 - acc: 0.5117 - ETA: 0s - loss: 0.6882 - acc: 0.5516 - ETA: 0s - loss: 0.6807 - acc: 0.5660 - ETA: 0s - loss: 0.6791 - acc: 0.5630 - ETA: 0s - loss: 0.6773 - acc: 0.5700 - ETA: 0s - loss: 0.6764 - acc: 0.5688 - ETA: 0s - loss: 0.6766 - acc: 0.5716 - ETA: 0s - loss: 0.6775 - acc: 0.5704 - ETA: 0s - loss: 0.6777 - acc: 0.5711 - 0s - loss: 0.6778 - acc: 0.5709
Epoch 55/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6531 - acc: 0.6484 - ETA: 0s - loss: 0.6728 - acc: 0.5753 - ETA: 0s - loss: 0.6738 - acc: 0.5742 - ETA: 0s - loss: 0.6727 - acc: 0.5818 - ETA: 0s - loss: 0.6772 - acc: 0.5739 - ETA: 0s - loss: 0.6812 - acc: 0.5675 - ETA: 0s - loss: 0.6828 - acc: 0.5657 - ETA: 0s - loss: 0.6875 - acc: 0.5603 - 0s - loss: 0.6882 - acc: 0.5583
Epoch 56/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6764 - acc: 0.5625 - ETA: 0s - loss: 0.6792 - acc: 0.5781 - ETA: 0s - loss: 0.6811 - acc: 0.5709 - ETA: 0s - loss: 0.6815 - acc: 0.5708 - ETA: 0s - loss: 0.6828 - acc: 0.5666 - ETA: 0s - loss: 0.6848 - acc: 0.5664 - ETA: 0s - loss: 0.6839 - acc: 0.5668 - 0s - loss: 0.6848 - acc: 0.5633
Epoch 57/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6873 - acc: 0.5586 - ETA: 0s - loss: 0.6711 - acc: 0.5845 - ETA: 0s - loss: 0.6722 - acc: 0.5812 - ETA: 0s - loss: 0.6735 - acc: 0.5789 - ETA: 0s - loss: 0.6727 - acc: 0.5801 - ETA: 0s - loss: 0.6755 - acc: 0.5760 - ETA: 0s - loss: 0.6769 - acc: 0.5739 - ETA: 0s - loss: 0.6775 - acc: 0.5736 - 0s - loss: 0.6776 - acc: 0.5732
Epoch 58/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6861 - acc: 0.5273 - ETA: 0s - loss: 0.6853 - acc: 0.5621 - ETA: 0s - loss: 0.6833 - acc: 0.5685 - ETA: 0s - loss: 0.6794 - acc: 0.5787 - ETA: 0s - loss: 0.6764 - acc: 0.5809 - ETA: 0s - loss: 0.6759 - acc: 0.5810 - ETA: 0s - loss: 0.6750 - acc: 0.5818 - ETA: 0s - loss: 0.6753 - acc: 0.5800 - 0s - loss: 0.6751 - acc: 0.5807
Epoch 59/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6617 - acc: 0.5859 - ETA: 0s - loss: 0.6797 - acc: 0.5648 - ETA: 0s - loss: 0.6776 - acc: 0.5709 - ETA: 0s - loss: 0.6854 - acc: 0.5610 - ETA: 0s - loss: 0.6892 - acc: 0.5597 - ETA: 0s - loss: 0.6898 - acc: 0.5547 - ETA: 0s - loss: 0.6908 - acc: 0.5517 - ETA: 0s - loss: 0.6899 - acc: 0.5532 - 0s - loss: 0.6885 - acc: 0.5550
Epoch 60/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7079 - acc: 0.5039 - ETA: 0s - loss: 0.6785 - acc: 0.5710 - ETA: 0s - loss: 0.6771 - acc: 0.5710 - ETA: 0s - loss: 0.6764 - acc: 0.5740 - ETA: 0s - loss: 0.6763 - acc: 0.5733 - ETA: 0s - loss: 0.6773 - acc: 0.5730 - ETA: 0s - loss: 0.6777 - acc: 0.5719 - ETA: 0s - loss: 0.6790 - acc: 0.5693 - 0s - loss: 0.6796 - acc: 0.5682
Epoch 61/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7135 - acc: 0.4766 - ETA: 0s - loss: 0.6856 - acc: 0.5435 - ETA: 0s - loss: 0.6790 - acc: 0.5637 - ETA: 0s - loss: 0.6783 - acc: 0.5672 - ETA: 0s - loss: 0.6794 - acc: 0.5676 - ETA: 0s - loss: 0.6802 - acc: 0.5667 - ETA: 0s - loss: 0.6789 - acc: 0.5707 - ETA: 0s - loss: 0.6792 - acc: 0.5711 - ETA: 0s - loss: 0.6783 - acc: 0.5720 - 0s - loss: 0.6779 - acc: 0.5724
Epoch 62/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6589 - acc: 0.6016 - ETA: 0s - loss: 0.6785 - acc: 0.5646 - ETA: 0s - loss: 0.6752 - acc: 0.5754 - ETA: 0s - loss: 0.6742 - acc: 0.5795 - ETA: 0s - loss: 0.6752 - acc: 0.5773 - ETA: 0s - loss: 0.6763 - acc: 0.5753 - ETA: 0s - loss: 0.6827 - acc: 0.5661 - ETA: 0s - loss: 0.6828 - acc: 0.5664 - ETA: 0s - loss: 0.6817 - acc: 0.5679 - 0s - loss: 0.6815 - acc: 0.5682
Epoch 63/250
20000/20000 [==============================] - ETA: 2s - loss: 0.7223 - acc: 0.5000 - ETA: 0s - loss: 0.6968 - acc: 0.5497 - ETA: 0s - loss: 0.7095 - acc: 0.5386 - ETA: 0s - loss: 0.7216 - acc: 0.5304 - ETA: 0s - loss: 0.7176 - acc: 0.5319 - ETA: 0s - loss: 0.7070 - acc: 0.5449 - ETA: 0s - loss: 0.7015 - acc: 0.5497 - ETA: 0s - loss: 0.6968 - acc: 0.5565 - 0s - loss: 0.6950 - acc: 0.5575
Epoch 64/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6772 - acc: 0.5664 - ETA: 0s - loss: 0.6749 - acc: 0.5781 - ETA: 0s - loss: 0.6750 - acc: 0.5749 - ETA: 0s - loss: 0.6761 - acc: 0.5714 - ETA: 0s - loss: 0.6755 - acc: 0.5722 - ETA: 0s - loss: 0.6756 - acc: 0.5760 - ETA: 0s - loss: 0.6766 - acc: 0.5755 - ETA: 0s - loss: 0.6754 - acc: 0.5784 - 0s - loss: 0.6750 - acc: 0.5790
Epoch 65/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6775 - acc: 0.5820 - ETA: 0s - loss: 0.6703 - acc: 0.5895 - ETA: 0s - loss: 0.6741 - acc: 0.5813 - ETA: 0s - loss: 0.6766 - acc: 0.5735 - ETA: 0s - loss: 0.6762 - acc: 0.5761 - ETA: 0s - loss: 0.6805 - acc: 0.5717 - ETA: 0s - loss: 0.6825 - acc: 0.5683 - ETA: 0s - loss: 0.6823 - acc: 0.5678 - 0s - loss: 0.6826 - acc: 0.5677
Epoch 66/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7058 - acc: 0.5156 - ETA: 0s - loss: 0.6813 - acc: 0.5664 - ETA: 0s - loss: 0.6812 - acc: 0.5621 - ETA: 0s - loss: 0.6782 - acc: 0.5712 - ETA: 0s - loss: 0.6769 - acc: 0.5767 - ETA: 0s - loss: 0.6765 - acc: 0.5755 - ETA: 0s - loss: 0.6768 - acc: 0.5748 - ETA: 0s - loss: 0.6796 - acc: 0.5706 - 0s - loss: 0.6800 - acc: 0.5695
Epoch 67/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6740 - acc: 0.5625 - ETA: 0s - loss: 0.6900 - acc: 0.5480 - ETA: 0s - loss: 0.6784 - acc: 0.5734 - ETA: 0s - loss: 0.6788 - acc: 0.5719 - ETA: 0s - loss: 0.6772 - acc: 0.5755 - ETA: 0s - loss: 0.6770 - acc: 0.5771 - ETA: 0s - loss: 0.6761 - acc: 0.5781 - ETA: 0s - loss: 0.6759 - acc: 0.5767 - 0s - loss: 0.6762 - acc: 0.5765
Epoch 68/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6644 - acc: 0.5898 - ETA: 0s - loss: 0.6773 - acc: 0.5760 - ETA: 0s - loss: 0.6731 - acc: 0.5822 - ETA: 0s - loss: 0.6778 - acc: 0.5739 - ETA: 0s - loss: 0.6798 - acc: 0.5687 - ETA: 0s - loss: 0.6800 - acc: 0.5673 - ETA: 0s - loss: 0.6806 - acc: 0.5645 - ETA: 0s - loss: 0.6806 - acc: 0.5634 - ETA: 0s - loss: 0.6815 - acc: 0.5627 - 0s - loss: 0.6813 - acc: 0.5633
Epoch 69/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7317 - acc: 0.5117 - ETA: 0s - loss: 0.6843 - acc: 0.5647 - ETA: 0s - loss: 0.6794 - acc: 0.5705 - ETA: 0s - loss: 0.6770 - acc: 0.5755 - ETA: 0s - loss: 0.6746 - acc: 0.5805 - ETA: 0s - loss: 0.6735 - acc: 0.5845 - ETA: 0s - loss: 0.6761 - acc: 0.5813 - ETA: 0s - loss: 0.6757 - acc: 0.5812 - ETA: 0s - loss: 0.6775 - acc: 0.5755 - ETA: 0s - loss: 0.6775 - acc: 0.5760 - 0s - loss: 0.6778 - acc: 0.5758
Epoch 70/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6631 - acc: 0.5977 - ETA: 0s - loss: 0.6738 - acc: 0.5778 - ETA: 0s - loss: 0.6711 - acc: 0.5793 - ETA: 0s - loss: 0.6710 - acc: 0.5857 - ETA: 0s - loss: 0.6714 - acc: 0.5850 - ETA: 0s - loss: 0.6723 - acc: 0.5833 - ETA: 0s - loss: 0.6732 - acc: 0.5819 - ETA: 0s - loss: 0.6743 - acc: 0.5801 - ETA: 0s - loss: 0.6748 - acc: 0.5793 - 0s - loss: 0.6748 - acc: 0.5807
Epoch 71/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6769 - acc: 0.5938 - ETA: 0s - loss: 0.6778 - acc: 0.5734 - ETA: 0s - loss: 0.6736 - acc: 0.5837 - ETA: 0s - loss: 0.6770 - acc: 0.5781 - ETA: 0s - loss: 0.6753 - acc: 0.5787 - ETA: 0s - loss: 0.6750 - acc: 0.5782 - ETA: 0s - loss: 0.6748 - acc: 0.5784 - ETA: 0s - loss: 0.6758 - acc: 0.5764 - 0s - loss: 0.6758 - acc: 0.5765
Epoch 72/250
20000/20000 [==============================] - ETA: 2s - loss: 0.7038 - acc: 0.5234 - ETA: 0s - loss: 0.6918 - acc: 0.5605 - ETA: 0s - loss: 0.6971 - acc: 0.5531 - ETA: 0s - loss: 0.6951 - acc: 0.5482 - ETA: 0s - loss: 0.6889 - acc: 0.5585 - ETA: 0s - loss: 0.6895 - acc: 0.5572 - ETA: 0s - loss: 0.6890 - acc: 0.5572 - ETA: 0s - loss: 0.6865 - acc: 0.5604 - 0s - loss: 0.6853 - acc: 0.5618
Epoch 73/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6813 - acc: 0.5391 - ETA: 0s - loss: 0.6796 - acc: 0.5608 - ETA: 0s - loss: 0.6771 - acc: 0.5666 - ETA: 0s - loss: 0.6796 - acc: 0.5625 - ETA: 0s - loss: 0.6804 - acc: 0.5607 - ETA: 0s - loss: 0.6797 - acc: 0.5647 - ETA: 0s - loss: 0.6799 - acc: 0.5659 - ETA: 0s - loss: 0.6794 - acc: 0.5672 - ETA: 0s - loss: 0.6799 - acc: 0.5666 - 0s - loss: 0.6799 - acc: 0.5666
Epoch 74/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7544 - acc: 0.4727 - ETA: 0s - loss: 0.6945 - acc: 0.5430 - ETA: 0s - loss: 0.6925 - acc: 0.5448 - ETA: 0s - loss: 0.6857 - acc: 0.5558 - ETA: 0s - loss: 0.6847 - acc: 0.5548 - ETA: 0s - loss: 0.6832 - acc: 0.5563 - ETA: 0s - loss: 0.6822 - acc: 0.5595 - ETA: 0s - loss: 0.6813 - acc: 0.5623 - 0s - loss: 0.6810 - acc: 0.5636
Epoch 75/250
20000/20000 [==============================] - ETA: 0s - loss: 0.8267 - acc: 0.4727 - ETA: 0s - loss: 0.7263 - acc: 0.5256 - ETA: 0s - loss: 0.6992 - acc: 0.5482 - ETA: 0s - loss: 0.6918 - acc: 0.5562 - ETA: 0s - loss: 0.6868 - acc: 0.5619 - ETA: 0s - loss: 0.6850 - acc: 0.5634 - ETA: 0s - loss: 0.6843 - acc: 0.5654 - ETA: 0s - loss: 0.6831 - acc: 0.5667 - 0s - loss: 0.6831 - acc: 0.5659
Epoch 76/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6927 - acc: 0.5430 - ETA: 0s - loss: 0.6797 - acc: 0.5543 - ETA: 0s - loss: 0.6820 - acc: 0.5540 - ETA: 0s - loss: 0.6806 - acc: 0.5643 - ETA: 0s - loss: 0.6786 - acc: 0.5681 - ETA: 0s - loss: 0.6921 - acc: 0.5590 - ETA: 0s - loss: 0.6936 - acc: 0.5572 - 0s - loss: 0.6920 - acc: 0.5586
Epoch 77/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6983 - acc: 0.5352 - ETA: 0s - loss: 0.6877 - acc: 0.5463 - ETA: 0s - loss: 0.6848 - acc: 0.5549 - ETA: 0s - loss: 0.6812 - acc: 0.5619 - ETA: 0s - loss: 0.6802 - acc: 0.5657 - ETA: 0s - loss: 0.6800 - acc: 0.5646 - ETA: 0s - loss: 0.6792 - acc: 0.5667 - ETA: 0s - loss: 0.6771 - acc: 0.5714 - ETA: 0s - loss: 0.6767 - acc: 0.5714 - 0s - loss: 0.6767 - acc: 0.5711
Epoch 78/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6866 - acc: 0.5625 - ETA: 0s - loss: 0.6740 - acc: 0.5758 - ETA: 0s - loss: 0.6699 - acc: 0.5840 - ETA: 0s - loss: 0.6722 - acc: 0.5825 - ETA: 0s - loss: 0.6719 - acc: 0.5831 - ETA: 0s - loss: 0.6725 - acc: 0.5834 - ETA: 0s - loss: 0.6733 - acc: 0.5815 - ETA: 0s - loss: 0.6743 - acc: 0.5790 - ETA: 0s - loss: 0.6738 - acc: 0.5799 - 0s - loss: 0.6737 - acc: 0.5804
Epoch 79/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6449 - acc: 0.6445 - ETA: 0s - loss: 0.6737 - acc: 0.5711 - ETA: 0s - loss: 0.6772 - acc: 0.5701 - ETA: 0s - loss: 0.6746 - acc: 0.5780 - ETA: 0s - loss: 0.6720 - acc: 0.5826 - ETA: 0s - loss: 0.6737 - acc: 0.5793 - ETA: 0s - loss: 0.6742 - acc: 0.5810 - ETA: 0s - loss: 0.6733 - acc: 0.5816 - ETA: 0s - loss: 0.6754 - acc: 0.5781 - 0s - loss: 0.6775 - acc: 0.5752
Epoch 80/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7652 - acc: 0.4648 - ETA: 0s - loss: 0.6923 - acc: 0.5686 - ETA: 0s - loss: 0.6905 - acc: 0.5607 - ETA: 0s - loss: 0.6864 - acc: 0.5662 - ETA: 0s - loss: 0.6830 - acc: 0.5689 - ETA: 0s - loss: 0.6811 - acc: 0.5716 - ETA: 0s - loss: 0.6813 - acc: 0.5703 - ETA: 0s - loss: 0.6805 - acc: 0.5707 - ETA: 0s - loss: 0.6800 - acc: 0.5715 - 0s - loss: 0.6800 - acc: 0.5716
Epoch 81/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6650 - acc: 0.5664 - ETA: 0s - loss: 0.6754 - acc: 0.5661 - ETA: 0s - loss: 0.6749 - acc: 0.5733 - ETA: 0s - loss: 0.6753 - acc: 0.5722 - ETA: 0s - loss: 0.6763 - acc: 0.5727 - ETA: 0s - loss: 0.6761 - acc: 0.5729 - ETA: 0s - loss: 0.6759 - acc: 0.5740 - ETA: 0s - loss: 0.6760 - acc: 0.5738 - 0s - loss: 0.6754 - acc: 0.5749
Epoch 82/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6664 - acc: 0.5625 - ETA: 0s - loss: 0.6770 - acc: 0.5728 - ETA: 0s - loss: 0.6735 - acc: 0.5841 - ETA: 0s - loss: 0.6799 - acc: 0.5714 - ETA: 0s - loss: 0.6856 - acc: 0.5616 - ETA: 0s - loss: 0.6832 - acc: 0.5656 - ETA: 0s - loss: 0.6812 - acc: 0.5688 - ETA: 0s - loss: 0.6799 - acc: 0.5712 - ETA: 0s - loss: 0.6798 - acc: 0.5703 - 0s - loss: 0.6790 - acc: 0.5712
Epoch 83/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6672 - acc: 0.6094 - ETA: 0s - loss: 0.6751 - acc: 0.5790 - ETA: 0s - loss: 0.6804 - acc: 0.5674 - ETA: 0s - loss: 0.6792 - acc: 0.5709 - ETA: 0s - loss: 0.6789 - acc: 0.5730 - ETA: 0s - loss: 0.6825 - acc: 0.5669 - ETA: 0s - loss: 0.6874 - acc: 0.5614 - ETA: 0s - loss: 0.6892 - acc: 0.5580 - ETA: 0s - loss: 0.6899 - acc: 0.5566 - 0s - loss: 0.6901 - acc: 0.5561
Epoch 84/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6684 - acc: 0.5625 - ETA: 0s - loss: 0.7051 - acc: 0.5269 - ETA: 0s - loss: 0.7045 - acc: 0.5276 - ETA: 0s - loss: 0.7012 - acc: 0.5338 - ETA: 0s - loss: 0.6996 - acc: 0.5369 - ETA: 0s - loss: 0.7012 - acc: 0.5375 - ETA: 0s - loss: 0.6984 - acc: 0.5398 - ETA: 0s - loss: 0.6934 - acc: 0.5475 - 0s - loss: 0.6925 - acc: 0.5489
Epoch 85/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6896 - acc: 0.5977 - ETA: 0s - loss: 0.6710 - acc: 0.5901 - ETA: 0s - loss: 0.6716 - acc: 0.5843 - ETA: 0s - loss: 0.6726 - acc: 0.5813 - ETA: 0s - loss: 0.6730 - acc: 0.5805 - ETA: 0s - loss: 0.6724 - acc: 0.5834 - ETA: 0s - loss: 0.6727 - acc: 0.5830 - ETA: 0s - loss: 0.6725 - acc: 0.5834 - ETA: 0s - loss: 0.6727 - acc: 0.5817 - 0s - loss: 0.6748 - acc: 0.5780
Epoch 86/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7524 - acc: 0.5078 - ETA: 0s - loss: 0.7216 - acc: 0.5262 - ETA: 0s - loss: 0.7041 - acc: 0.5425 - ETA: 0s - loss: 0.6918 - acc: 0.5586 - ETA: 0s - loss: 0.6863 - acc: 0.5654 - ETA: 0s - loss: 0.6832 - acc: 0.5685 - ETA: 0s - loss: 0.6807 - acc: 0.5713 - ETA: 0s - loss: 0.6794 - acc: 0.5729 - 0s - loss: 0.6792 - acc: 0.5728
Epoch 87/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6911 - acc: 0.5547 - ETA: 0s - loss: 0.7173 - acc: 0.5304 - ETA: 0s - loss: 0.7088 - acc: 0.5407 - ETA: 0s - loss: 0.7002 - acc: 0.5477 - ETA: 0s - loss: 0.6920 - acc: 0.5578 - ETA: 0s - loss: 0.6875 - acc: 0.5640 - ETA: 0s - loss: 0.6841 - acc: 0.5697 - ETA: 0s - loss: 0.6826 - acc: 0.5699 - 0s - loss: 0.6832 - acc: 0.5681
Epoch 88/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6653 - acc: 0.5859 - ETA: 0s - loss: 0.7161 - acc: 0.5258 - ETA: 0s - loss: 0.7020 - acc: 0.5440 - ETA: 0s - loss: 0.6913 - acc: 0.5578 - ETA: 0s - loss: 0.6851 - acc: 0.5653 - ETA: 0s - loss: 0.6834 - acc: 0.5680 - ETA: 0s - loss: 0.6814 - acc: 0.5710 - ETA: 0s - loss: 0.6810 - acc: 0.5690 - 0s - loss: 0.6796 - acc: 0.5711
Epoch 89/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6621 - acc: 0.6094 - ETA: 0s - loss: 0.6708 - acc: 0.5773 - ETA: 0s - loss: 0.6706 - acc: 0.5805 - ETA: 0s - loss: 0.6703 - acc: 0.5828 - ETA: 0s - loss: 0.6712 - acc: 0.5826 - ETA: 0s - loss: 0.6713 - acc: 0.5832 - ETA: 0s - loss: 0.6736 - acc: 0.5785 - ETA: 0s - loss: 0.6749 - acc: 0.5745 - 0s - loss: 0.6749 - acc: 0.5745
Epoch 90/250
20000/20000 [==============================] - ETA: 3s - loss: 0.7269 - acc: 0.4648 - ETA: 0s - loss: 0.6868 - acc: 0.5512 - ETA: 0s - loss: 0.6800 - acc: 0.5668 - ETA: 0s - loss: 0.6736 - acc: 0.5803 - ETA: 0s - loss: 0.6735 - acc: 0.5813 - ETA: 0s - loss: 0.6729 - acc: 0.5816 - ETA: 0s - loss: 0.6736 - acc: 0.5805 - ETA: 0s - loss: 0.6732 - acc: 0.5805 - 0s - loss: 0.6729 - acc: 0.5802
Epoch 91/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6820 - acc: 0.5625 - ETA: 0s - loss: 0.6757 - acc: 0.5815 - ETA: 0s - loss: 0.6793 - acc: 0.5677 - ETA: 0s - loss: 0.6801 - acc: 0.5686 - ETA: 0s - loss: 0.6792 - acc: 0.5699 - ETA: 0s - loss: 0.6793 - acc: 0.5706 - ETA: 0s - loss: 0.6795 - acc: 0.5686 - ETA: 0s - loss: 0.6781 - acc: 0.5719 - ETA: 0s - loss: 0.6773 - acc: 0.5725 - ETA: 0s - loss: 0.6777 - acc: 0.5721 - 0s - loss: 0.6782 - acc: 0.5709
Epoch 92/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6534 - acc: 0.6016 - ETA: 0s - loss: 0.6740 - acc: 0.5727 - ETA: 0s - loss: 0.6763 - acc: 0.5762 - ETA: 0s - loss: 0.6739 - acc: 0.5807 - ETA: 0s - loss: 0.6739 - acc: 0.5835 - ETA: 0s - loss: 0.6729 - acc: 0.5822 - ETA: 0s - loss: 0.6725 - acc: 0.5804 - ETA: 0s - loss: 0.6721 - acc: 0.5824 - ETA: 0s - loss: 0.6745 - acc: 0.5776 - 0s - loss: 0.6765 - acc: 0.5726
Epoch 93/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7043 - acc: 0.5195 - ETA: 0s - loss: 0.6748 - acc: 0.5703 - ETA: 0s - loss: 0.6769 - acc: 0.5696 - ETA: 0s - loss: 0.6762 - acc: 0.5702 - ETA: 0s - loss: 0.6771 - acc: 0.5687 - ETA: 0s - loss: 0.6759 - acc: 0.5723 - ETA: 0s - loss: 0.6763 - acc: 0.5726 - ETA: 0s - loss: 0.6753 - acc: 0.5750 - ETA: 0s - loss: 0.6740 - acc: 0.5780 - 0s - loss: 0.6734 - acc: 0.5793
Epoch 94/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7141 - acc: 0.5195 - ETA: 0s - loss: 0.6894 - acc: 0.5566 - ETA: 0s - loss: 0.6826 - acc: 0.5666 - ETA: 0s - loss: 0.6796 - acc: 0.5713 - ETA: 0s - loss: 0.6770 - acc: 0.5756 - ETA: 0s - loss: 0.6767 - acc: 0.5777 - ETA: 0s - loss: 0.6772 - acc: 0.5762 - ETA: 0s - loss: 0.6770 - acc: 0.5752 - 0s - loss: 0.6767 - acc: 0.5750
Epoch 95/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6660 - acc: 0.6055 - ETA: 0s - loss: 0.6790 - acc: 0.5700 - ETA: 0s - loss: 0.6752 - acc: 0.5797 - ETA: 0s - loss: 0.6738 - acc: 0.5793 - ETA: 0s - loss: 0.6731 - acc: 0.5805 - ETA: 0s - loss: 0.6741 - acc: 0.5803 - ETA: 0s - loss: 0.6776 - acc: 0.5750 - ETA: 0s - loss: 0.6781 - acc: 0.5724 - 0s - loss: 0.6783 - acc: 0.5720
Epoch 96/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6693 - acc: 0.5820 - ETA: 0s - loss: 0.6753 - acc: 0.5750 - ETA: 0s - loss: 0.6731 - acc: 0.5833 - ETA: 0s - loss: 0.6786 - acc: 0.5733 - ETA: 0s - loss: 0.6834 - acc: 0.5687 - ETA: 0s - loss: 0.6851 - acc: 0.5642 - ETA: 0s - loss: 0.6851 - acc: 0.5642 - ETA: 0s - loss: 0.6831 - acc: 0.5670 - 0s - loss: 0.6820 - acc: 0.5686
Epoch 97/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6759 - acc: 0.5938 - ETA: 0s - loss: 0.6914 - acc: 0.5286 - ETA: 0s - loss: 0.6825 - acc: 0.5549 - ETA: 0s - loss: 0.6766 - acc: 0.5690 - ETA: 0s - loss: 0.6735 - acc: 0.5783 - ETA: 0s - loss: 0.6730 - acc: 0.5802 - ETA: 0s - loss: 0.6736 - acc: 0.5806 - ETA: 0s - loss: 0.6744 - acc: 0.5779 - 0s - loss: 0.6743 - acc: 0.5777
Epoch 98/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6682 - acc: 0.5508 - ETA: 0s - loss: 0.6799 - acc: 0.5625 - ETA: 0s - loss: 0.6778 - acc: 0.5659 - ETA: 0s - loss: 0.6785 - acc: 0.5666 - ETA: 0s - loss: 0.6752 - acc: 0.5735 - ETA: 0s - loss: 0.6748 - acc: 0.5749 - ETA: 0s - loss: 0.6741 - acc: 0.5777 - ETA: 0s - loss: 0.6740 - acc: 0.5785 - ETA: 0s - loss: 0.6728 - acc: 0.5796 - 0s - loss: 0.6729 - acc: 0.5793
Epoch 99/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6649 - acc: 0.6250 - ETA: 0s - loss: 0.6780 - acc: 0.5694 - ETA: 0s - loss: 0.6768 - acc: 0.5728 - ETA: 0s - loss: 0.6791 - acc: 0.5721 - ETA: 0s - loss: 0.6780 - acc: 0.5730 - ETA: 0s - loss: 0.6788 - acc: 0.5727 - ETA: 0s - loss: 0.6822 - acc: 0.5680 - ETA: 0s - loss: 0.6810 - acc: 0.5686 - 0s - loss: 0.6808 - acc: 0.5688
Epoch 100/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6810 - acc: 0.5938 - ETA: 0s - loss: 0.6666 - acc: 0.6010 - ETA: 0s - loss: 0.6662 - acc: 0.6009 - ETA: 0s - loss: 0.6717 - acc: 0.5891 - ETA: 0s - loss: 0.6735 - acc: 0.5871 - ETA: 0s - loss: 0.6740 - acc: 0.5841 - ETA: 0s - loss: 0.6749 - acc: 0.5812 - ETA: 0s - loss: 0.6748 - acc: 0.5811 - ETA: 0s - loss: 0.6758 - acc: 0.5792 - 0s - loss: 0.6768 - acc: 0.5773
Epoch 101/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6672 - acc: 0.6289 - ETA: 0s - loss: 0.6876 - acc: 0.5586 - ETA: 0s - loss: 0.6814 - acc: 0.5686 - ETA: 0s - loss: 0.6795 - acc: 0.5720 - ETA: 0s - loss: 0.6793 - acc: 0.5715 - ETA: 0s - loss: 0.6812 - acc: 0.5699 - ETA: 0s - loss: 0.6831 - acc: 0.5676 - ETA: 0s - loss: 0.6822 - acc: 0.5686 - ETA: 0s - loss: 0.6792 - acc: 0.5747 - 0s - loss: 0.6788 - acc: 0.5754
Epoch 102/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6783 - acc: 0.5781 - ETA: 0s - loss: 0.6976 - acc: 0.5488 - ETA: 0s - loss: 0.6917 - acc: 0.5471 - ETA: 0s - loss: 0.6919 - acc: 0.5472 - ETA: 0s - loss: 0.6913 - acc: 0.5471 - ETA: 0s - loss: 0.6886 - acc: 0.5511 - ETA: 0s - loss: 0.6867 - acc: 0.5544 - ETA: 0s - loss: 0.6839 - acc: 0.5583 - ETA: 0s - loss: 0.6824 - acc: 0.5616 - ETA: 0s - loss: 0.6806 - acc: 0.5661 - 0s - loss: 0.6803 - acc: 0.5667
Epoch 103/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6586 - acc: 0.6406 - ETA: 0s - loss: 0.6685 - acc: 0.5844 - ETA: 0s - loss: 0.6766 - acc: 0.5705 - ETA: 0s - loss: 0.6772 - acc: 0.5726 - ETA: 0s - loss: 0.6774 - acc: 0.5731 - ETA: 0s - loss: 0.6784 - acc: 0.5702 - ETA: 0s - loss: 0.6782 - acc: 0.5706 - ETA: 0s - loss: 0.6777 - acc: 0.5711 - ETA: 0s - loss: 0.6793 - acc: 0.5705 - 0s - loss: 0.6793 - acc: 0.5706
Epoch 104/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7516 - acc: 0.5273 - ETA: 0s - loss: 0.7228 - acc: 0.5270 - ETA: 0s - loss: 0.7078 - acc: 0.5419 - ETA: 0s - loss: 0.7027 - acc: 0.5467 - ETA: 0s - loss: 0.6904 - acc: 0.5592 - ETA: 0s - loss: 0.6863 - acc: 0.5626 - ETA: 0s - loss: 0.6837 - acc: 0.5646 - ETA: 0s - loss: 0.6844 - acc: 0.5632 - ETA: 0s - loss: 0.6852 - acc: 0.5616 - 0s - loss: 0.6852 - acc: 0.5616
Epoch 105/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6786 - acc: 0.5430 - ETA: 0s - loss: 0.6869 - acc: 0.5437 - ETA: 0s - loss: 0.6827 - acc: 0.5599 - ETA: 0s - loss: 0.6808 - acc: 0.5631 - ETA: 0s - loss: 0.6806 - acc: 0.5642 - ETA: 0s - loss: 0.6816 - acc: 0.5623 - ETA: 0s - loss: 0.6823 - acc: 0.5603 - ETA: 0s - loss: 0.6849 - acc: 0.5585 - ETA: 0s - loss: 0.6870 - acc: 0.5560 - 0s - loss: 0.6868 - acc: 0.5564
Epoch 106/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6589 - acc: 0.6328 - ETA: 0s - loss: 0.6758 - acc: 0.5719 - ETA: 0s - loss: 0.6733 - acc: 0.5812 - ETA: 0s - loss: 0.6731 - acc: 0.5831 - ETA: 0s - loss: 0.6762 - acc: 0.5763 - ETA: 0s - loss: 0.6773 - acc: 0.5715 - ETA: 0s - loss: 0.6820 - acc: 0.5643 - ETA: 0s - loss: 0.6812 - acc: 0.5658 - ETA: 0s - loss: 0.6815 - acc: 0.5657 - 0s - loss: 0.6811 - acc: 0.5656
Epoch 107/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6867 - acc: 0.5859 - ETA: 0s - loss: 0.6767 - acc: 0.5752 - ETA: 0s - loss: 0.6753 - acc: 0.5779 - ETA: 0s - loss: 0.6732 - acc: 0.5814 - ETA: 0s - loss: 0.6724 - acc: 0.5831 - ETA: 0s - loss: 0.6723 - acc: 0.5832 - ETA: 0s - loss: 0.6727 - acc: 0.5834 - ETA: 0s - loss: 0.6744 - acc: 0.5799 - ETA: 0s - loss: 0.6751 - acc: 0.5783 - 0s - loss: 0.6753 - acc: 0.5777
Epoch 108/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6871 - acc: 0.5547 - ETA: 0s - loss: 0.6761 - acc: 0.5723 - ETA: 0s - loss: 0.6779 - acc: 0.5717 - ETA: 0s - loss: 0.6783 - acc: 0.5722 - ETA: 0s - loss: 0.6790 - acc: 0.5675 - ETA: 0s - loss: 0.6789 - acc: 0.5691 - ETA: 0s - loss: 0.6819 - acc: 0.5645 - ETA: 0s - loss: 0.6802 - acc: 0.5687 - ETA: 0s - loss: 0.6781 - acc: 0.5734 - 0s - loss: 0.6781 - acc: 0.5734
Epoch 109/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6774 - acc: 0.5508 - ETA: 0s - loss: 0.6822 - acc: 0.5569 - ETA: 0s - loss: 0.6766 - acc: 0.5703 - ETA: 0s - loss: 0.6757 - acc: 0.5739 - ETA: 0s - loss: 0.6766 - acc: 0.5728 - ETA: 0s - loss: 0.6756 - acc: 0.5757 - ETA: 0s - loss: 0.6739 - acc: 0.5813 - ETA: 0s - loss: 0.6738 - acc: 0.5799 - ETA: 0s - loss: 0.6738 - acc: 0.5800 - 0s - loss: 0.6738 - acc: 0.5806
Epoch 110/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6756 - acc: 0.5664 - ETA: 0s - loss: 0.6739 - acc: 0.5788 - ETA: 0s - loss: 0.6730 - acc: 0.5783 - ETA: 0s - loss: 0.6722 - acc: 0.5800 - ETA: 0s - loss: 0.6737 - acc: 0.5756 - ETA: 0s - loss: 0.6791 - acc: 0.5686 - ETA: 0s - loss: 0.6833 - acc: 0.5656 - ETA: 0s - loss: 0.6843 - acc: 0.5643 - ETA: 0s - loss: 0.6845 - acc: 0.5630 - 0s - loss: 0.6844 - acc: 0.5629
Epoch 111/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6759 - acc: 0.5742 - ETA: 0s - loss: 0.6679 - acc: 0.5920 - ETA: 0s - loss: 0.6693 - acc: 0.5894 - ETA: 0s - loss: 0.6717 - acc: 0.5845 - ETA: 0s - loss: 0.6698 - acc: 0.5873 - ETA: 0s - loss: 0.6693 - acc: 0.5877 - ETA: 0s - loss: 0.6708 - acc: 0.5841 - ETA: 0s - loss: 0.6707 - acc: 0.5840 - ETA: 0s - loss: 0.6714 - acc: 0.5846 - 0s - loss: 0.6720 - acc: 0.5838
Epoch 112/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6434 - acc: 0.6445 - ETA: 0s - loss: 0.6732 - acc: 0.5851 - ETA: 0s - loss: 0.6733 - acc: 0.5804 - ETA: 0s - loss: 0.6762 - acc: 0.5762 - ETA: 0s - loss: 0.6749 - acc: 0.5801 - ETA: 0s - loss: 0.6744 - acc: 0.5822 - ETA: 0s - loss: 0.6748 - acc: 0.5818 - ETA: 0s - loss: 0.6739 - acc: 0.5822 - 0s - loss: 0.6749 - acc: 0.5798
Epoch 113/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6752 - acc: 0.5859 - ETA: 0s - loss: 0.6740 - acc: 0.5684 - ETA: 0s - loss: 0.6755 - acc: 0.5656 - ETA: 0s - loss: 0.6791 - acc: 0.5648 - ETA: 0s - loss: 0.6800 - acc: 0.5658 - ETA: 0s - loss: 0.6807 - acc: 0.5621 - ETA: 0s - loss: 0.6806 - acc: 0.5641 - ETA: 0s - loss: 0.6813 - acc: 0.5637 - ETA: 0s - loss: 0.6801 - acc: 0.5661 - 0s - loss: 0.6796 - acc: 0.5669
Epoch 114/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7006 - acc: 0.5156 - ETA: 0s - loss: 0.6835 - acc: 0.5555 - ETA: 0s - loss: 0.6836 - acc: 0.5564 - ETA: 0s - loss: 0.6780 - acc: 0.5664 - ETA: 0s - loss: 0.6775 - acc: 0.5681 - ETA: 0s - loss: 0.6789 - acc: 0.5674 - ETA: 0s - loss: 0.6787 - acc: 0.5689 - ETA: 0s - loss: 0.6785 - acc: 0.5704 - ETA: 0s - loss: 0.6779 - acc: 0.5709 - ETA: 0s - loss: 0.6774 - acc: 0.5727 - 0s - loss: 0.6774 - acc: 0.5726
Epoch 115/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6783 - acc: 0.5781 - ETA: 0s - loss: 0.6904 - acc: 0.5553 - ETA: 0s - loss: 0.6831 - acc: 0.5701 - ETA: 0s - loss: 0.6794 - acc: 0.5729 - ETA: 0s - loss: 0.6757 - acc: 0.5783 - ETA: 0s - loss: 0.6743 - acc: 0.5794 - ETA: 0s - loss: 0.6753 - acc: 0.5774 - ETA: 0s - loss: 0.6746 - acc: 0.5802 - 0s - loss: 0.6744 - acc: 0.5805
Epoch 116/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6574 - acc: 0.6055 - ETA: 0s - loss: 0.6844 - acc: 0.5577 - ETA: 0s - loss: 0.6769 - acc: 0.5675 - ETA: 0s - loss: 0.6753 - acc: 0.5721 - ETA: 0s - loss: 0.6742 - acc: 0.5765 - ETA: 0s - loss: 0.6799 - acc: 0.5700 - ETA: 0s - loss: 0.6827 - acc: 0.5679 - ETA: 0s - loss: 0.6851 - acc: 0.5639 - ETA: 0s - loss: 0.6847 - acc: 0.5637 - 0s - loss: 0.6837 - acc: 0.5644
Epoch 117/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6664 - acc: 0.5859 - ETA: 0s - loss: 0.6716 - acc: 0.5778 - ETA: 0s - loss: 0.6745 - acc: 0.5755 - ETA: 0s - loss: 0.6788 - acc: 0.5674 - ETA: 0s - loss: 0.6899 - acc: 0.5587 - ETA: 0s - loss: 0.6988 - acc: 0.5537 - ETA: 0s - loss: 0.7002 - acc: 0.5516 - ETA: 0s - loss: 0.6985 - acc: 0.5500 - ETA: 0s - loss: 0.6944 - acc: 0.5544 - 0s - loss: 0.6939 - acc: 0.5549
Epoch 118/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6833 - acc: 0.5586 - ETA: 0s - loss: 0.6708 - acc: 0.5882 - ETA: 0s - loss: 0.6726 - acc: 0.5815 - ETA: 0s - loss: 0.6728 - acc: 0.5828 - ETA: 0s - loss: 0.6727 - acc: 0.5823 - ETA: 0s - loss: 0.6728 - acc: 0.5818 - ETA: 0s - loss: 0.6724 - acc: 0.5822 - ETA: 0s - loss: 0.6738 - acc: 0.5794 - 0s - loss: 0.6736 - acc: 0.5807
Epoch 119/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6858 - acc: 0.5352 - ETA: 0s - loss: 0.6669 - acc: 0.5990 - ETA: 0s - loss: 0.6768 - acc: 0.5789 - ETA: 0s - loss: 0.6766 - acc: 0.5769 - ETA: 0s - loss: 0.6788 - acc: 0.5704 - ETA: 0s - loss: 0.6780 - acc: 0.5716 - ETA: 0s - loss: 0.6774 - acc: 0.5713 - ETA: 0s - loss: 0.6751 - acc: 0.5751 - ETA: 0s - loss: 0.6742 - acc: 0.5781 - 0s - loss: 0.6734 - acc: 0.5790
Epoch 120/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6614 - acc: 0.6172 - ETA: 0s - loss: 0.6662 - acc: 0.5924 - ETA: 0s - loss: 0.6741 - acc: 0.5714 - ETA: 0s - loss: 0.6731 - acc: 0.5744 - ETA: 0s - loss: 0.6747 - acc: 0.5748 - ETA: 0s - loss: 0.6731 - acc: 0.5802 - ETA: 0s - loss: 0.6740 - acc: 0.5798 - ETA: 0s - loss: 0.6734 - acc: 0.5808 - ETA: 0s - loss: 0.6737 - acc: 0.5817 - 0s - loss: 0.6735 - acc: 0.5808
Epoch 121/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6580 - acc: 0.6328 - ETA: 0s - loss: 0.6685 - acc: 0.6022 - ETA: 0s - loss: 0.6693 - acc: 0.5912 - ETA: 0s - loss: 0.6735 - acc: 0.5825 - ETA: 0s - loss: 0.6727 - acc: 0.5825 - ETA: 0s - loss: 0.6733 - acc: 0.5814 - ETA: 0s - loss: 0.6765 - acc: 0.5755 - ETA: 0s - loss: 0.6773 - acc: 0.5747 - ETA: 0s - loss: 0.6773 - acc: 0.5754 - 0s - loss: 0.6771 - acc: 0.5763
Epoch 122/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7020 - acc: 0.5000 - ETA: 0s - loss: 0.6782 - acc: 0.5681 - ETA: 0s - loss: 0.6761 - acc: 0.5729 - ETA: 0s - loss: 0.6748 - acc: 0.5736 - ETA: 0s - loss: 0.6731 - acc: 0.5781 - ETA: 0s - loss: 0.6744 - acc: 0.5760 - ETA: 0s - loss: 0.6765 - acc: 0.5742 - ETA: 0s - loss: 0.6776 - acc: 0.5728 - ETA: 0s - loss: 0.6766 - acc: 0.5751 - 0s - loss: 0.6767 - acc: 0.5752
Epoch 123/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6689 - acc: 0.5781 - ETA: 0s - loss: 0.6761 - acc: 0.5713 - ETA: 0s - loss: 0.6749 - acc: 0.5759 - ETA: 0s - loss: 0.6749 - acc: 0.5758 - ETA: 0s - loss: 0.6757 - acc: 0.5739 - ETA: 0s - loss: 0.6751 - acc: 0.5757 - ETA: 0s - loss: 0.6745 - acc: 0.5776 - ETA: 0s - loss: 0.6754 - acc: 0.5763 - 0s - loss: 0.6748 - acc: 0.5782
Epoch 124/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6726 - acc: 0.6250 - ETA: 0s - loss: 0.6751 - acc: 0.5864 - ETA: 0s - loss: 0.6730 - acc: 0.5895 - ETA: 0s - loss: 0.6709 - acc: 0.5917 - ETA: 0s - loss: 0.6712 - acc: 0.5874 - ETA: 0s - loss: 0.6715 - acc: 0.5845 - ETA: 0s - loss: 0.6708 - acc: 0.5847 - ETA: 0s - loss: 0.6704 - acc: 0.5825 - ETA: 0s - loss: 0.6716 - acc: 0.5797 - ETA: 0s - loss: 0.6720 - acc: 0.5793 - 0s - loss: 0.6723 - acc: 0.5796
Epoch 125/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6490 - acc: 0.6250 - ETA: 0s - loss: 0.6653 - acc: 0.5910 - ETA: 0s - loss: 0.6679 - acc: 0.5859 - ETA: 0s - loss: 0.6723 - acc: 0.5809 - ETA: 0s - loss: 0.6785 - acc: 0.5739 - ETA: 0s - loss: 0.6829 - acc: 0.5670 - ETA: 0s - loss: 0.6835 - acc: 0.5654 - ETA: 0s - loss: 0.6844 - acc: 0.5622 - 0s - loss: 0.6840 - acc: 0.5626
Epoch 126/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6844 - acc: 0.5391 - ETA: 0s - loss: 0.6751 - acc: 0.5752 - ETA: 0s - loss: 0.6774 - acc: 0.5718 - ETA: 0s - loss: 0.6790 - acc: 0.5698 - ETA: 0s - loss: 0.6792 - acc: 0.5713 - ETA: 0s - loss: 0.6786 - acc: 0.5711 - ETA: 0s - loss: 0.6768 - acc: 0.5733 - ETA: 0s - loss: 0.6775 - acc: 0.5718 - ETA: 0s - loss: 0.6774 - acc: 0.5718 - 0s - loss: 0.6771 - acc: 0.5725
Epoch 127/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6836 - acc: 0.5859 - ETA: 0s - loss: 0.6800 - acc: 0.5755 - ETA: 0s - loss: 0.6758 - acc: 0.5862 - ETA: 0s - loss: 0.6793 - acc: 0.5761 - ETA: 0s - loss: 0.6820 - acc: 0.5718 - ETA: 0s - loss: 0.6818 - acc: 0.5721 - ETA: 0s - loss: 0.6801 - acc: 0.5739 - ETA: 0s - loss: 0.6784 - acc: 0.5762 - ETA: 0s - loss: 0.6774 - acc: 0.5779 - 0s - loss: 0.6768 - acc: 0.5786
Epoch 128/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6574 - acc: 0.5977 - ETA: 0s - loss: 0.6818 - acc: 0.5620 - ETA: 0s - loss: 0.6788 - acc: 0.5666 - ETA: 0s - loss: 0.6754 - acc: 0.5742 - ETA: 0s - loss: 0.6737 - acc: 0.5773 - ETA: 0s - loss: 0.6746 - acc: 0.5755 - ETA: 0s - loss: 0.6753 - acc: 0.5762 - ETA: 0s - loss: 0.6744 - acc: 0.5767 - 0s - loss: 0.6741 - acc: 0.5773
Epoch 129/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6498 - acc: 0.6172 - ETA: 0s - loss: 0.6896 - acc: 0.5477 - ETA: 0s - loss: 0.6884 - acc: 0.5466 - ETA: 0s - loss: 0.6860 - acc: 0.5547 - ETA: 0s - loss: 0.6877 - acc: 0.5522 - ETA: 0s - loss: 0.6876 - acc: 0.5515 - ETA: 0s - loss: 0.6861 - acc: 0.5550 - ETA: 0s - loss: 0.6842 - acc: 0.5588 - ETA: 0s - loss: 0.6823 - acc: 0.5628 - 0s - loss: 0.6827 - acc: 0.5625
Epoch 130/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6810 - acc: 0.5586 - ETA: 0s - loss: 0.6911 - acc: 0.5454 - ETA: 0s - loss: 0.6914 - acc: 0.5476 - ETA: 0s - loss: 0.6949 - acc: 0.5466 - ETA: 0s - loss: 0.6988 - acc: 0.5441 - ETA: 0s - loss: 0.6939 - acc: 0.5500 - ETA: 0s - loss: 0.6922 - acc: 0.5522 - ETA: 0s - loss: 0.6898 - acc: 0.5551 - 0s - loss: 0.6878 - acc: 0.5577
Epoch 131/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6814 - acc: 0.5781 - ETA: 0s - loss: 0.6760 - acc: 0.5863 - ETA: 0s - loss: 0.6735 - acc: 0.5873 - ETA: 0s - loss: 0.6709 - acc: 0.5903 - ETA: 0s - loss: 0.6725 - acc: 0.5823 - ETA: 0s - loss: 0.6782 - acc: 0.5739 - ETA: 0s - loss: 0.6807 - acc: 0.5704 - ETA: 0s - loss: 0.6814 - acc: 0.5694 - ETA: 0s - loss: 0.6822 - acc: 0.5674 - 0s - loss: 0.6820 - acc: 0.5679
Epoch 132/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6932 - acc: 0.5156 - ETA: 0s - loss: 0.6795 - acc: 0.5590 - ETA: 0s - loss: 0.6855 - acc: 0.5531 - ETA: 0s - loss: 0.6853 - acc: 0.5533 - ETA: 0s - loss: 0.6839 - acc: 0.5573 - ETA: 0s - loss: 0.6820 - acc: 0.5618 - ETA: 0s - loss: 0.6817 - acc: 0.5605 - ETA: 0s - loss: 0.6800 - acc: 0.5652 - 0s - loss: 0.6782 - acc: 0.5685
Epoch 133/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6912 - acc: 0.5234 - ETA: 0s - loss: 0.6715 - acc: 0.5684 - ETA: 0s - loss: 0.6716 - acc: 0.5816 - ETA: 0s - loss: 0.6706 - acc: 0.5806 - ETA: 0s - loss: 0.6722 - acc: 0.5780 - ETA: 0s - loss: 0.6713 - acc: 0.5830 - ETA: 0s - loss: 0.6715 - acc: 0.5827 - ETA: 0s - loss: 0.6721 - acc: 0.5822 - 0s - loss: 0.6719 - acc: 0.5829
Epoch 134/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6734 - acc: 0.5820 - ETA: 0s - loss: 0.6840 - acc: 0.5580 - ETA: 0s - loss: 0.6809 - acc: 0.5683 - ETA: 0s - loss: 0.6796 - acc: 0.5695 - ETA: 0s - loss: 0.6778 - acc: 0.5740 - ETA: 0s - loss: 0.6767 - acc: 0.5750 - ETA: 0s - loss: 0.6755 - acc: 0.5760 - 0s - loss: 0.6751 - acc: 0.5772
Epoch 135/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6912 - acc: 0.5078 - ETA: 0s - loss: 0.6683 - acc: 0.5785 - ETA: 0s - loss: 0.6744 - acc: 0.5737 - ETA: 0s - loss: 0.6766 - acc: 0.5687 - ETA: 0s - loss: 0.6775 - acc: 0.5665 - ETA: 0s - loss: 0.6794 - acc: 0.5649 - ETA: 0s - loss: 0.6812 - acc: 0.5642 - ETA: 0s - loss: 0.6807 - acc: 0.5651 - ETA: 0s - loss: 0.6820 - acc: 0.5627 - 0s - loss: 0.6824 - acc: 0.5631
Epoch 136/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6423 - acc: 0.6797 - ETA: 0s - loss: 0.6659 - acc: 0.5910 - ETA: 0s - loss: 0.6662 - acc: 0.5908 - ETA: 0s - loss: 0.6672 - acc: 0.5889 - ETA: 0s - loss: 0.6681 - acc: 0.5891 - ETA: 0s - loss: 0.6705 - acc: 0.5847 - ETA: 0s - loss: 0.6714 - acc: 0.5822 - ETA: 0s - loss: 0.6722 - acc: 0.5826 - ETA: 0s - loss: 0.6724 - acc: 0.5818 - 0s - loss: 0.6727 - acc: 0.5815
Epoch 137/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6866 - acc: 0.5430 - ETA: 0s - loss: 0.6730 - acc: 0.5867 - ETA: 0s - loss: 0.6749 - acc: 0.5751 - ETA: 0s - loss: 0.6743 - acc: 0.5758 - ETA: 0s - loss: 0.6763 - acc: 0.5740 - ETA: 0s - loss: 0.6762 - acc: 0.5743 - ETA: 0s - loss: 0.6749 - acc: 0.5787 - 0s - loss: 0.6785 - acc: 0.5740
Epoch 138/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6785 - acc: 0.5820 - ETA: 0s - loss: 0.6893 - acc: 0.5531 - ETA: 0s - loss: 0.6835 - acc: 0.5616 - ETA: 0s - loss: 0.6797 - acc: 0.5669 - ETA: 0s - loss: 0.6773 - acc: 0.5710 - ETA: 0s - loss: 0.6771 - acc: 0.5712 - ETA: 0s - loss: 0.6765 - acc: 0.5732 - 0s - loss: 0.6762 - acc: 0.5740
Epoch 139/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6801 - acc: 0.5430 - ETA: 0s - loss: 0.6692 - acc: 0.5923 - ETA: 0s - loss: 0.6733 - acc: 0.5863 - ETA: 0s - loss: 0.6733 - acc: 0.5836 - ETA: 0s - loss: 0.6735 - acc: 0.5816 - ETA: 0s - loss: 0.6730 - acc: 0.5796 - ETA: 0s - loss: 0.6725 - acc: 0.5815 - ETA: 0s - loss: 0.6728 - acc: 0.5816 - ETA: 0s - loss: 0.6733 - acc: 0.5810 - 0s - loss: 0.6732 - acc: 0.5818
Epoch 140/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6695 - acc: 0.6094 - ETA: 0s - loss: 0.6765 - acc: 0.5866 - ETA: 0s - loss: 0.6722 - acc: 0.5868 - ETA: 0s - loss: 0.6743 - acc: 0.5819 - ETA: 0s - loss: 0.6738 - acc: 0.5814 - ETA: 0s - loss: 0.6747 - acc: 0.5812 - ETA: 0s - loss: 0.6746 - acc: 0.5817 - ETA: 0s - loss: 0.6749 - acc: 0.5811 - ETA: 0s - loss: 0.6734 - acc: 0.5840 - 0s - loss: 0.6731 - acc: 0.5851
Epoch 141/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6855 - acc: 0.5898 - ETA: 0s - loss: 0.6678 - acc: 0.5961 - ETA: 0s - loss: 0.6706 - acc: 0.5961 - ETA: 0s - loss: 0.6701 - acc: 0.5911 - ETA: 0s - loss: 0.6721 - acc: 0.5857 - ETA: 0s - loss: 0.6736 - acc: 0.5823 - ETA: 0s - loss: 0.6725 - acc: 0.5829 - 0s - loss: 0.6727 - acc: 0.5818
Epoch 142/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6846 - acc: 0.5781 - ETA: 0s - loss: 0.6846 - acc: 0.5671 - ETA: 0s - loss: 0.6890 - acc: 0.5595 - ETA: 0s - loss: 0.6874 - acc: 0.5600 - ETA: 0s - loss: 0.6856 - acc: 0.5601 - ETA: 0s - loss: 0.6849 - acc: 0.5599 - ETA: 0s - loss: 0.6821 - acc: 0.5647 - ETA: 0s - loss: 0.6795 - acc: 0.5720 - ETA: 0s - loss: 0.6783 - acc: 0.5737 - 0s - loss: 0.6780 - acc: 0.5746
Epoch 143/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6975 - acc: 0.5195 - ETA: 0s - loss: 0.7082 - acc: 0.5165 - ETA: 0s - loss: 0.7007 - acc: 0.5379 - ETA: 0s - loss: 0.6928 - acc: 0.5525 - ETA: 0s - loss: 0.6896 - acc: 0.5574 - ETA: 0s - loss: 0.6852 - acc: 0.5649 - ETA: 0s - loss: 0.6832 - acc: 0.5663 - 0s - loss: 0.6818 - acc: 0.5691
Epoch 144/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6513 - acc: 0.6172 - ETA: 0s - loss: 0.6678 - acc: 0.5888 - ETA: 0s - loss: 0.6677 - acc: 0.5903 - ETA: 0s - loss: 0.6680 - acc: 0.5865 - ETA: 0s - loss: 0.6710 - acc: 0.5805 - ETA: 0s - loss: 0.6725 - acc: 0.5803 - ETA: 0s - loss: 0.6736 - acc: 0.5774 - 0s - loss: 0.6740 - acc: 0.5766
Epoch 145/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6703 - acc: 0.5430 - ETA: 0s - loss: 0.6776 - acc: 0.5608 - ETA: 0s - loss: 0.6750 - acc: 0.5662 - ETA: 0s - loss: 0.6716 - acc: 0.5761 - ETA: 0s - loss: 0.6711 - acc: 0.5799 - ETA: 0s - loss: 0.6720 - acc: 0.5776 - ETA: 0s - loss: 0.6742 - acc: 0.5749 - ETA: 0s - loss: 0.6758 - acc: 0.5724 - 0s - loss: 0.6755 - acc: 0.5743
Epoch 146/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6529 - acc: 0.6250 - ETA: 0s - loss: 0.6698 - acc: 0.5849 - ETA: 0s - loss: 0.6711 - acc: 0.5870 - ETA: 0s - loss: 0.6723 - acc: 0.5888 - ETA: 0s - loss: 0.6724 - acc: 0.5861 - ETA: 0s - loss: 0.6764 - acc: 0.5778 - ETA: 0s - loss: 0.6761 - acc: 0.5776 - ETA: 0s - loss: 0.6761 - acc: 0.5778 - ETA: 0s - loss: 0.6748 - acc: 0.5803 - 0s - loss: 0.6745 - acc: 0.5811
Epoch 147/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6590 - acc: 0.6133 - ETA: 0s - loss: 0.6815 - acc: 0.5605 - ETA: 0s - loss: 0.6813 - acc: 0.5681 - ETA: 0s - loss: 0.6887 - acc: 0.5575 - ETA: 0s - loss: 0.6887 - acc: 0.5581 - ETA: 0s - loss: 0.6866 - acc: 0.5613 - ETA: 0s - loss: 0.6848 - acc: 0.5612 - ETA: 0s - loss: 0.6840 - acc: 0.5620 - ETA: 0s - loss: 0.6817 - acc: 0.5670 - ETA: 0s - loss: 0.6805 - acc: 0.5699 - ETA: 0s - loss: 0.6801 - acc: 0.5714 - 0s - loss: 0.6793 - acc: 0.5735
Epoch 148/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6617 - acc: 0.6289 - ETA: 0s - loss: 0.6683 - acc: 0.5895 - ETA: 0s - loss: 0.6680 - acc: 0.5907 - ETA: 0s - loss: 0.6683 - acc: 0.5898 - ETA: 0s - loss: 0.6723 - acc: 0.5826 - ETA: 0s - loss: 0.6758 - acc: 0.5760 - ETA: 0s - loss: 0.6758 - acc: 0.5759 - ETA: 0s - loss: 0.6751 - acc: 0.5774 - ETA: 0s - loss: 0.6752 - acc: 0.5772 - 0s - loss: 0.6747 - acc: 0.5784
Epoch 149/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6649 - acc: 0.6094 - ETA: 0s - loss: 0.6755 - acc: 0.5754 - ETA: 0s - loss: 0.6774 - acc: 0.5781 - ETA: 0s - loss: 0.6762 - acc: 0.5765 - ETA: 0s - loss: 0.6757 - acc: 0.5772 - ETA: 0s - loss: 0.6734 - acc: 0.5815 - ETA: 0s - loss: 0.6746 - acc: 0.5786 - ETA: 0s - loss: 0.6741 - acc: 0.5795 - 0s - loss: 0.6744 - acc: 0.5788
Epoch 150/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6757 - acc: 0.5508 - ETA: 0s - loss: 0.6648 - acc: 0.6045 - ETA: 0s - loss: 0.6688 - acc: 0.5915 - ETA: 0s - loss: 0.6682 - acc: 0.5956 - ETA: 0s - loss: 0.6715 - acc: 0.5889 - ETA: 0s - loss: 0.6704 - acc: 0.5900 - ETA: 0s - loss: 0.6723 - acc: 0.5857 - ETA: 0s - loss: 0.6732 - acc: 0.5847 - ETA: 0s - loss: 0.6731 - acc: 0.5839 - ETA: 0s - loss: 0.6728 - acc: 0.5845 - 0s - loss: 0.6727 - acc: 0.5847
Epoch 151/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6684 - acc: 0.5742 - ETA: 0s - loss: 0.6713 - acc: 0.5746 - ETA: 0s - loss: 0.6745 - acc: 0.5709 - ETA: 0s - loss: 0.6753 - acc: 0.5692 - ETA: 0s - loss: 0.6752 - acc: 0.5696 - ETA: 0s - loss: 0.6764 - acc: 0.5693 - ETA: 0s - loss: 0.6749 - acc: 0.5748 - ETA: 0s - loss: 0.6749 - acc: 0.5761 - ETA: 0s - loss: 0.6738 - acc: 0.5758 - 0s - loss: 0.6736 - acc: 0.5760
Epoch 152/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6755 - acc: 0.5547 - ETA: 0s - loss: 0.6902 - acc: 0.5426 - ETA: 0s - loss: 0.6808 - acc: 0.5564 - ETA: 0s - loss: 0.6813 - acc: 0.5590 - ETA: 0s - loss: 0.6821 - acc: 0.5602 - ETA: 0s - loss: 0.6816 - acc: 0.5635 - ETA: 0s - loss: 0.6821 - acc: 0.5618 - ETA: 0s - loss: 0.6806 - acc: 0.5633 - 0s - loss: 0.6804 - acc: 0.5639
Epoch 153/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6861 - acc: 0.5508 - ETA: 0s - loss: 0.6748 - acc: 0.5763 - ETA: 0s - loss: 0.6738 - acc: 0.5734 - ETA: 0s - loss: 0.6740 - acc: 0.5755 - ETA: 0s - loss: 0.6751 - acc: 0.5753 - ETA: 0s - loss: 0.6755 - acc: 0.5750 - ETA: 0s - loss: 0.6757 - acc: 0.5739 - ETA: 0s - loss: 0.6752 - acc: 0.5758 - ETA: 0s - loss: 0.6747 - acc: 0.5766 - 0s - loss: 0.6748 - acc: 0.5765
Epoch 154/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6610 - acc: 0.5703 - ETA: 0s - loss: 0.6814 - acc: 0.5625 - ETA: 0s - loss: 0.6760 - acc: 0.5705 - ETA: 0s - loss: 0.6792 - acc: 0.5645 - ETA: 0s - loss: 0.6819 - acc: 0.5623 - ETA: 0s - loss: 0.6845 - acc: 0.5590 - ETA: 0s - loss: 0.6837 - acc: 0.5615 - ETA: 0s - loss: 0.6820 - acc: 0.5632 - 0s - loss: 0.6817 - acc: 0.5645
Epoch 155/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6743 - acc: 0.5508 - ETA: 0s - loss: 0.6714 - acc: 0.5827 - ETA: 0s - loss: 0.6742 - acc: 0.5797 - ETA: 0s - loss: 0.6707 - acc: 0.5857 - ETA: 0s - loss: 0.6703 - acc: 0.5857 - ETA: 0s - loss: 0.6709 - acc: 0.5833 - ETA: 0s - loss: 0.6716 - acc: 0.5825 - ETA: 0s - loss: 0.6720 - acc: 0.5817 - 0s - loss: 0.6731 - acc: 0.5802
Epoch 156/250
20000/20000 [==============================] - ETA: 1s - loss: 0.8776 - acc: 0.4727 - ETA: 0s - loss: 0.7349 - acc: 0.5297 - ETA: 0s - loss: 0.7177 - acc: 0.5391 - ETA: 0s - loss: 0.7106 - acc: 0.5417 - ETA: 0s - loss: 0.7000 - acc: 0.5561 - ETA: 0s - loss: 0.6929 - acc: 0.5594 - ETA: 0s - loss: 0.6891 - acc: 0.5648 - ETA: 0s - loss: 0.6884 - acc: 0.5640 - ETA: 0s - loss: 0.6858 - acc: 0.5654 - 0s - loss: 0.6841 - acc: 0.5676
Epoch 157/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6790 - acc: 0.5898 - ETA: 0s - loss: 0.6796 - acc: 0.5685 - ETA: 0s - loss: 0.6851 - acc: 0.5628 - ETA: 0s - loss: 0.6832 - acc: 0.5625 - ETA: 0s - loss: 0.6810 - acc: 0.5658 - ETA: 0s - loss: 0.6810 - acc: 0.5650 - ETA: 0s - loss: 0.6791 - acc: 0.5683 - ETA: 0s - loss: 0.6790 - acc: 0.5672 - ETA: 0s - loss: 0.6775 - acc: 0.5698 - 0s - loss: 0.6772 - acc: 0.5707
Epoch 158/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6752 - acc: 0.5586 - ETA: 0s - loss: 0.6670 - acc: 0.6033 - ETA: 0s - loss: 0.6698 - acc: 0.5930 - ETA: 0s - loss: 0.6703 - acc: 0.5887 - ETA: 0s - loss: 0.6721 - acc: 0.5843 - ETA: 0s - loss: 0.6727 - acc: 0.5823 - ETA: 0s - loss: 0.6736 - acc: 0.5792 - ETA: 0s - loss: 0.6740 - acc: 0.5789 - 0s - loss: 0.6760 - acc: 0.5761
Epoch 159/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6801 - acc: 0.5117 - ETA: 0s - loss: 0.6831 - acc: 0.5599 - ETA: 0s - loss: 0.6879 - acc: 0.5502 - ETA: 0s - loss: 0.6877 - acc: 0.5495 - ETA: 0s - loss: 0.6855 - acc: 0.5560 - ETA: 0s - loss: 0.6817 - acc: 0.5648 - ETA: 0s - loss: 0.6802 - acc: 0.5661 - ETA: 0s - loss: 0.6800 - acc: 0.5661 - ETA: 0s - loss: 0.6787 - acc: 0.5689 - 0s - loss: 0.6780 - acc: 0.5704
Epoch 160/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6519 - acc: 0.6211 - ETA: 0s - loss: 0.6645 - acc: 0.5973 - ETA: 0s - loss: 0.6700 - acc: 0.5879 - ETA: 0s - loss: 0.6740 - acc: 0.5811 - ETA: 0s - loss: 0.6752 - acc: 0.5762 - ETA: 0s - loss: 0.6758 - acc: 0.5760 - ETA: 0s - loss: 0.6767 - acc: 0.5732 - ETA: 0s - loss: 0.6753 - acc: 0.5751 - ETA: 0s - loss: 0.6745 - acc: 0.5777 - 0s - loss: 0.6747 - acc: 0.5776
Epoch 161/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6697 - acc: 0.5938 - ETA: 0s - loss: 0.6717 - acc: 0.5799 - ETA: 0s - loss: 0.6769 - acc: 0.5647 - ETA: 0s - loss: 0.6838 - acc: 0.5587 - ETA: 0s - loss: 0.6813 - acc: 0.5629 - ETA: 0s - loss: 0.6799 - acc: 0.5657 - ETA: 0s - loss: 0.6788 - acc: 0.5684 - ETA: 0s - loss: 0.6774 - acc: 0.5706 - 0s - loss: 0.6772 - acc: 0.5714
Epoch 162/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7072 - acc: 0.4922 - ETA: 0s - loss: 0.6960 - acc: 0.5320 - ETA: 1s - loss: 0.6899 - acc: 0.5425 - ETA: 0s - loss: 0.6800 - acc: 0.5686 - ETA: 0s - loss: 0.6766 - acc: 0.5784 - ETA: 0s - loss: 0.6746 - acc: 0.5814 - ETA: 0s - loss: 0.6734 - acc: 0.5818 - ETA: 0s - loss: 0.6730 - acc: 0.5832 - ETA: 0s - loss: 0.6728 - acc: 0.5835 - 0s - loss: 0.6723 - acc: 0.5856
Epoch 163/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6700 - acc: 0.5898 - ETA: 0s - loss: 0.6712 - acc: 0.5833 - ETA: 0s - loss: 0.6801 - acc: 0.5714 - ETA: 0s - loss: 0.6845 - acc: 0.5597 - ETA: 0s - loss: 0.6818 - acc: 0.5685 - ETA: 0s - loss: 0.6801 - acc: 0.5712 - ETA: 0s - loss: 0.6805 - acc: 0.5696 - ETA: 0s - loss: 0.6796 - acc: 0.5710 - ETA: 0s - loss: 0.6787 - acc: 0.5731 - ETA: 0s - loss: 0.6771 - acc: 0.5754 - 0s - loss: 0.6772 - acc: 0.5751
Epoch 164/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6840 - acc: 0.5469 - ETA: 0s - loss: 0.6689 - acc: 0.5841 - ETA: 0s - loss: 0.6743 - acc: 0.5770 - ETA: 0s - loss: 0.6778 - acc: 0.5717 - ETA: 0s - loss: 0.6778 - acc: 0.5705 - ETA: 0s - loss: 0.6769 - acc: 0.5748 - ETA: 0s - loss: 0.6777 - acc: 0.5722 - ETA: 0s - loss: 0.6777 - acc: 0.5724 - 0s - loss: 0.6778 - acc: 0.5723
Epoch 165/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7003 - acc: 0.5117 - ETA: 0s - loss: 0.7140 - acc: 0.5240 - ETA: 0s - loss: 0.6995 - acc: 0.5418 - ETA: 0s - loss: 0.6893 - acc: 0.5566 - ETA: 0s - loss: 0.6853 - acc: 0.5642 - ETA: 0s - loss: 0.6833 - acc: 0.5695 - ETA: 0s - loss: 0.6809 - acc: 0.5732 - ETA: 0s - loss: 0.6805 - acc: 0.5734 - 0s - loss: 0.6800 - acc: 0.5735
Epoch 166/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6760 - acc: 0.5234 - ETA: 0s - loss: 0.6782 - acc: 0.5591 - ETA: 0s - loss: 0.6698 - acc: 0.5786 - ETA: 0s - loss: 0.6711 - acc: 0.5810 - ETA: 0s - loss: 0.6748 - acc: 0.5766 - ETA: 0s - loss: 0.6760 - acc: 0.5769 - ETA: 0s - loss: 0.6757 - acc: 0.5790 - ETA: 0s - loss: 0.6752 - acc: 0.5805 - ETA: 0s - loss: 0.6747 - acc: 0.5804 - 0s - loss: 0.6746 - acc: 0.5810
Epoch 167/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7013 - acc: 0.5195 - ETA: 0s - loss: 0.6849 - acc: 0.5537 - ETA: 0s - loss: 0.6873 - acc: 0.5513 - ETA: 0s - loss: 0.6825 - acc: 0.5607 - ETA: 0s - loss: 0.6800 - acc: 0.5638 - ETA: 0s - loss: 0.6786 - acc: 0.5684 - ETA: 0s - loss: 0.6780 - acc: 0.5700 - ETA: 0s - loss: 0.6786 - acc: 0.5714 - ETA: 0s - loss: 0.6797 - acc: 0.5694 - 0s - loss: 0.6802 - acc: 0.5685
Epoch 168/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6691 - acc: 0.5820 - ETA: 0s - loss: 0.6780 - acc: 0.5728 - ETA: 0s - loss: 0.6774 - acc: 0.5783 - ETA: 0s - loss: 0.6741 - acc: 0.5807 - ETA: 0s - loss: 0.6753 - acc: 0.5789 - ETA: 0s - loss: 0.6743 - acc: 0.5823 - ETA: 0s - loss: 0.6743 - acc: 0.5793 - ETA: 0s - loss: 0.6748 - acc: 0.5784 - 0s - loss: 0.6744 - acc: 0.5783
Epoch 169/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6805 - acc: 0.5859 - ETA: 0s - loss: 0.6828 - acc: 0.5652 - ETA: 0s - loss: 0.6811 - acc: 0.5680 - ETA: 0s - loss: 0.6788 - acc: 0.5713 - ETA: 0s - loss: 0.6775 - acc: 0.5720 - ETA: 0s - loss: 0.6760 - acc: 0.5746 - ETA: 0s - loss: 0.6774 - acc: 0.5722 - ETA: 0s - loss: 0.6773 - acc: 0.5728 - ETA: 0s - loss: 0.6755 - acc: 0.5767 - 0s - loss: 0.6754 - acc: 0.5767
Epoch 170/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6641 - acc: 0.5781 - ETA: 0s - loss: 0.6747 - acc: 0.5788 - ETA: 0s - loss: 0.6717 - acc: 0.5807 - ETA: 0s - loss: 0.6721 - acc: 0.5834 - ETA: 0s - loss: 0.6703 - acc: 0.5878 - ETA: 0s - loss: 0.6706 - acc: 0.5888 - ETA: 0s - loss: 0.6709 - acc: 0.5881 - ETA: 0s - loss: 0.6710 - acc: 0.5879 - 0s - loss: 0.6709 - acc: 0.5878
Epoch 171/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6644 - acc: 0.5938 - ETA: 0s - loss: 0.6657 - acc: 0.6016 - ETA: 0s - loss: 0.6653 - acc: 0.6008 - ETA: 0s - loss: 0.6670 - acc: 0.5951 - ETA: 0s - loss: 0.6696 - acc: 0.5908 - ETA: 0s - loss: 0.6692 - acc: 0.5917 - ETA: 0s - loss: 0.6690 - acc: 0.5919 - ETA: 0s - loss: 0.6698 - acc: 0.5899 - 0s - loss: 0.6714 - acc: 0.5872
Epoch 172/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6503 - acc: 0.6250 - ETA: 0s - loss: 0.6787 - acc: 0.5742 - ETA: 0s - loss: 0.6787 - acc: 0.5738 - ETA: 0s - loss: 0.6781 - acc: 0.5740 - ETA: 0s - loss: 0.6760 - acc: 0.5769 - ETA: 0s - loss: 0.6744 - acc: 0.5797 - ETA: 0s - loss: 0.6735 - acc: 0.5812 - ETA: 0s - loss: 0.6732 - acc: 0.5823 - ETA: 0s - loss: 0.6727 - acc: 0.5835 - 0s - loss: 0.6727 - acc: 0.5837
Epoch 173/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6911 - acc: 0.5469 - ETA: 0s - loss: 0.6852 - acc: 0.5586 - ETA: 0s - loss: 0.6802 - acc: 0.5659 - ETA: 0s - loss: 0.6804 - acc: 0.5672 - ETA: 0s - loss: 0.6814 - acc: 0.5647 - ETA: 0s - loss: 0.6815 - acc: 0.5645 - ETA: 0s - loss: 0.6800 - acc: 0.5671 - ETA: 0s - loss: 0.6790 - acc: 0.5692 - ETA: 0s - loss: 0.6782 - acc: 0.5702 - 0s - loss: 0.6778 - acc: 0.5711
Epoch 174/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6846 - acc: 0.5703 - ETA: 0s - loss: 0.6729 - acc: 0.5851 - ETA: 0s - loss: 0.6726 - acc: 0.5837 - ETA: 0s - loss: 0.6738 - acc: 0.5762 - ETA: 0s - loss: 0.6748 - acc: 0.5726 - ETA: 0s - loss: 0.6774 - acc: 0.5689 - ETA: 0s - loss: 0.6784 - acc: 0.5667 - ETA: 0s - loss: 0.6774 - acc: 0.5704 - 0s - loss: 0.6761 - acc: 0.5732
Epoch 175/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6624 - acc: 0.5938 - ETA: 1s - loss: 0.6666 - acc: 0.5879 - ETA: 0s - loss: 0.6710 - acc: 0.5864 - ETA: 0s - loss: 0.6728 - acc: 0.5828 - ETA: 0s - loss: 0.6739 - acc: 0.5784 - ETA: 0s - loss: 0.6738 - acc: 0.5792 - ETA: 0s - loss: 0.6746 - acc: 0.5771 - ETA: 0s - loss: 0.6742 - acc: 0.5787 - 0s - loss: 0.6746 - acc: 0.5776
Epoch 176/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6864 - acc: 0.5664 - ETA: 0s - loss: 0.6723 - acc: 0.5872 - ETA: 0s - loss: 0.6707 - acc: 0.5882 - ETA: 0s - loss: 0.6717 - acc: 0.5864 - ETA: 0s - loss: 0.6710 - acc: 0.5862 - ETA: 0s - loss: 0.6709 - acc: 0.5854 - ETA: 0s - loss: 0.6718 - acc: 0.5853 - ETA: 0s - loss: 0.6709 - acc: 0.5862 - ETA: 0s - loss: 0.6706 - acc: 0.5871 - ETA: 0s - loss: 0.6703 - acc: 0.5866 - 0s - loss: 0.6703 - acc: 0.5865
Epoch 177/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6718 - acc: 0.5508 - ETA: 0s - loss: 0.6780 - acc: 0.5658 - ETA: 0s - loss: 0.6737 - acc: 0.5779 - ETA: 0s - loss: 0.6729 - acc: 0.5798 - ETA: 0s - loss: 0.6725 - acc: 0.5793 - ETA: 0s - loss: 0.6731 - acc: 0.5775 - ETA: 0s - loss: 0.6733 - acc: 0.5793 - ETA: 0s - loss: 0.6745 - acc: 0.5769 - ETA: 0s - loss: 0.6746 - acc: 0.5770 - 0s - loss: 0.6749 - acc: 0.5763
Epoch 178/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6871 - acc: 0.5508 - ETA: 0s - loss: 0.7022 - acc: 0.5391 - ETA: 0s - loss: 0.6882 - acc: 0.5520 - ETA: 0s - loss: 0.6828 - acc: 0.5627 - ETA: 0s - loss: 0.6821 - acc: 0.5656 - ETA: 0s - loss: 0.6805 - acc: 0.5700 - ETA: 0s - loss: 0.6800 - acc: 0.5702 - 0s - loss: 0.6801 - acc: 0.5694
Epoch 179/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6835 - acc: 0.5586 - ETA: 0s - loss: 0.6711 - acc: 0.5786 - ETA: 0s - loss: 0.6796 - acc: 0.5686 - ETA: 0s - loss: 0.6788 - acc: 0.5663 - ETA: 0s - loss: 0.6768 - acc: 0.5720 - ETA: 0s - loss: 0.6761 - acc: 0.5741 - ETA: 0s - loss: 0.6760 - acc: 0.5737 - ETA: 0s - loss: 0.6769 - acc: 0.5716 - ETA: 0s - loss: 0.6770 - acc: 0.5711 - 0s - loss: 0.6770 - acc: 0.5722
Epoch 180/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6827 - acc: 0.5781 - ETA: 0s - loss: 0.6687 - acc: 0.5934 - ETA: 0s - loss: 0.6705 - acc: 0.5852 - ETA: 0s - loss: 0.6727 - acc: 0.5810 - ETA: 0s - loss: 0.6715 - acc: 0.5826 - ETA: 0s - loss: 0.6731 - acc: 0.5788 - ETA: 0s - loss: 0.6726 - acc: 0.5805 - ETA: 0s - loss: 0.6732 - acc: 0.5765 - 0s - loss: 0.6730 - acc: 0.5779
Epoch 181/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6526 - acc: 0.6406 - ETA: 0s - loss: 0.6735 - acc: 0.5855 - ETA: 0s - loss: 0.6763 - acc: 0.5770 - ETA: 0s - loss: 0.6742 - acc: 0.5827 - ETA: 0s - loss: 0.6734 - acc: 0.5808 - ETA: 0s - loss: 0.6754 - acc: 0.5740 - ETA: 0s - loss: 0.6738 - acc: 0.5768 - ETA: 0s - loss: 0.6728 - acc: 0.5789 - ETA: 0s - loss: 0.6723 - acc: 0.5798 - ETA: 0s - loss: 0.6720 - acc: 0.5804 - 0s - loss: 0.6721 - acc: 0.5802
Epoch 182/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6857 - acc: 0.5391 - ETA: 0s - loss: 0.6750 - acc: 0.5801 - ETA: 0s - loss: 0.6759 - acc: 0.5824 - ETA: 0s - loss: 0.6743 - acc: 0.5832 - ETA: 0s - loss: 0.6750 - acc: 0.5812 - ETA: 0s - loss: 0.6741 - acc: 0.5826 - ETA: 0s - loss: 0.6732 - acc: 0.5836 - ETA: 0s - loss: 0.6726 - acc: 0.5838 - ETA: 0s - loss: 0.6723 - acc: 0.5837 - 0s - loss: 0.6721 - acc: 0.5842
Epoch 183/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6866 - acc: 0.5664 - ETA: 0s - loss: 0.6748 - acc: 0.5778 - ETA: 0s - loss: 0.6770 - acc: 0.5735 - ETA: 0s - loss: 0.6721 - acc: 0.5824 - ETA: 0s - loss: 0.6754 - acc: 0.5756 - ETA: 0s - loss: 0.6754 - acc: 0.5750 - ETA: 0s - loss: 0.6749 - acc: 0.5748 - ETA: 0s - loss: 0.6757 - acc: 0.5724 - 0s - loss: 0.6767 - acc: 0.5708
Epoch 184/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6745 - acc: 0.5742 - ETA: 0s - loss: 0.6795 - acc: 0.5712 - ETA: 0s - loss: 0.6824 - acc: 0.5677 - ETA: 0s - loss: 0.6832 - acc: 0.5654 - ETA: 0s - loss: 0.6806 - acc: 0.5709 - ETA: 0s - loss: 0.6795 - acc: 0.5712 - ETA: 0s - loss: 0.6796 - acc: 0.5712 - ETA: 0s - loss: 0.6779 - acc: 0.5737 - 0s - loss: 0.6768 - acc: 0.5762
Epoch 185/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6584 - acc: 0.6172 - ETA: 0s - loss: 0.6687 - acc: 0.5942 - ETA: 0s - loss: 0.6691 - acc: 0.5994 - ETA: 0s - loss: 0.6691 - acc: 0.5978 - ETA: 0s - loss: 0.6715 - acc: 0.5948 - ETA: 0s - loss: 0.6712 - acc: 0.5924 - ETA: 0s - loss: 0.6711 - acc: 0.5928 - ETA: 0s - loss: 0.6710 - acc: 0.5917 - ETA: 0s - loss: 0.6708 - acc: 0.5911 - 0s - loss: 0.6708 - acc: 0.5910
Epoch 186/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6493 - acc: 0.6445 - ETA: 0s - loss: 0.6694 - acc: 0.5889 - ETA: 0s - loss: 0.6733 - acc: 0.5827 - ETA: 0s - loss: 0.6740 - acc: 0.5790 - ETA: 0s - loss: 0.6734 - acc: 0.5804 - ETA: 0s - loss: 0.6734 - acc: 0.5811 - ETA: 0s - loss: 0.6725 - acc: 0.5840 - ETA: 0s - loss: 0.6725 - acc: 0.5833 - 0s - loss: 0.6722 - acc: 0.5840
Epoch 187/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6986 - acc: 0.5156 - ETA: 0s - loss: 0.6836 - acc: 0.5688 - ETA: 0s - loss: 0.6753 - acc: 0.5828 - ETA: 0s - loss: 0.6746 - acc: 0.5825 - ETA: 0s - loss: 0.6737 - acc: 0.5828 - ETA: 0s - loss: 0.6750 - acc: 0.5811 - ETA: 0s - loss: 0.6742 - acc: 0.5837 - ETA: 0s - loss: 0.6733 - acc: 0.5835 - ETA: 0s - loss: 0.6726 - acc: 0.5849 - 0s - loss: 0.6725 - acc: 0.5858
Epoch 188/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6683 - acc: 0.6055 - ETA: 0s - loss: 0.6705 - acc: 0.6047 - ETA: 0s - loss: 0.6738 - acc: 0.5874 - ETA: 0s - loss: 0.6742 - acc: 0.5826 - ETA: 0s - loss: 0.6706 - acc: 0.5895 - ETA: 0s - loss: 0.6716 - acc: 0.5881 - ETA: 0s - loss: 0.6724 - acc: 0.5859 - ETA: 0s - loss: 0.6725 - acc: 0.5858 - ETA: 0s - loss: 0.6727 - acc: 0.5871 - 0s - loss: 0.6733 - acc: 0.5843
Epoch 189/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6693 - acc: 0.5820 - ETA: 0s - loss: 0.6737 - acc: 0.5879 - ETA: 0s - loss: 0.6676 - acc: 0.6027 - ETA: 0s - loss: 0.6664 - acc: 0.5986 - ETA: 0s - loss: 0.6736 - acc: 0.5842 - ETA: 0s - loss: 0.6741 - acc: 0.5817 - ETA: 0s - loss: 0.6737 - acc: 0.5836 - ETA: 0s - loss: 0.6742 - acc: 0.5828 - ETA: 0s - loss: 0.6731 - acc: 0.5842 - 0s - loss: 0.6729 - acc: 0.5830
Epoch 190/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6599 - acc: 0.6133 - ETA: 0s - loss: 0.6710 - acc: 0.5736 - ETA: 0s - loss: 0.6719 - acc: 0.5770 - ETA: 0s - loss: 0.6742 - acc: 0.5712 - ETA: 0s - loss: 0.6734 - acc: 0.5745 - ETA: 0s - loss: 0.6735 - acc: 0.5759 - ETA: 0s - loss: 0.6722 - acc: 0.5809 - ETA: 0s - loss: 0.6720 - acc: 0.5823 - ETA: 0s - loss: 0.6722 - acc: 0.5828 - 0s - loss: 0.6721 - acc: 0.5817
Epoch 191/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6706 - acc: 0.5547 - ETA: 0s - loss: 0.6733 - acc: 0.5870 - ETA: 0s - loss: 0.6718 - acc: 0.5865 - ETA: 0s - loss: 0.6709 - acc: 0.5868 - ETA: 0s - loss: 0.6702 - acc: 0.5878 - ETA: 0s - loss: 0.6718 - acc: 0.5841 - ETA: 0s - loss: 0.6727 - acc: 0.5824 - ETA: 0s - loss: 0.6739 - acc: 0.5812 - ETA: 0s - loss: 0.6732 - acc: 0.5824 - 0s - loss: 0.6733 - acc: 0.5827
Epoch 192/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6663 - acc: 0.6250 - ETA: 0s - loss: 0.6746 - acc: 0.5955 - ETA: 0s - loss: 0.6737 - acc: 0.5896 - ETA: 0s - loss: 0.6767 - acc: 0.5811 - ETA: 0s - loss: 0.6754 - acc: 0.5803 - ETA: 0s - loss: 0.6748 - acc: 0.5795 - ETA: 0s - loss: 0.6733 - acc: 0.5843 - ETA: 0s - loss: 0.6743 - acc: 0.5820 - 0s - loss: 0.6739 - acc: 0.5838
Epoch 193/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6730 - acc: 0.5977 - ETA: 0s - loss: 0.6706 - acc: 0.5938 - ETA: 0s - loss: 0.6706 - acc: 0.5885 - ETA: 0s - loss: 0.6716 - acc: 0.5829 - ETA: 0s - loss: 0.6712 - acc: 0.5816 - ETA: 0s - loss: 0.6719 - acc: 0.5809 - ETA: 0s - loss: 0.6733 - acc: 0.5798 - 0s - loss: 0.6738 - acc: 0.5786
Epoch 194/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7201 - acc: 0.5547 - ETA: 0s - loss: 0.6920 - acc: 0.5530 - ETA: 0s - loss: 0.6913 - acc: 0.5536 - ETA: 0s - loss: 0.6853 - acc: 0.5610 - ETA: 0s - loss: 0.6812 - acc: 0.5666 - ETA: 0s - loss: 0.6812 - acc: 0.5660 - ETA: 0s - loss: 0.6795 - acc: 0.5693 - ETA: 0s - loss: 0.6776 - acc: 0.5727 - 0s - loss: 0.6777 - acc: 0.5725
Epoch 195/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6684 - acc: 0.5977 - ETA: 0s - loss: 0.6731 - acc: 0.5764 - ETA: 0s - loss: 0.6723 - acc: 0.5808 - ETA: 0s - loss: 0.6721 - acc: 0.5803 - ETA: 0s - loss: 0.6734 - acc: 0.5762 - ETA: 0s - loss: 0.6733 - acc: 0.5789 - ETA: 0s - loss: 0.6721 - acc: 0.5809 - ETA: 0s - loss: 0.6727 - acc: 0.5800 - 0s - loss: 0.6724 - acc: 0.5786
Epoch 196/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6807 - acc: 0.5469 - ETA: 0s - loss: 0.6682 - acc: 0.5830 - ETA: 0s - loss: 0.6691 - acc: 0.5836 - ETA: 0s - loss: 0.6695 - acc: 0.5851 - ETA: 0s - loss: 0.6738 - acc: 0.5768 - ETA: 0s - loss: 0.6749 - acc: 0.5746 - ETA: 0s - loss: 0.6744 - acc: 0.5752 - ETA: 0s - loss: 0.6740 - acc: 0.5769 - 0s - loss: 0.6746 - acc: 0.5758
Epoch 197/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6873 - acc: 0.5586 - ETA: 0s - loss: 0.6890 - acc: 0.5541 - ETA: 0s - loss: 0.6835 - acc: 0.5569 - ETA: 0s - loss: 0.6854 - acc: 0.5625 - ETA: 0s - loss: 0.6862 - acc: 0.5585 - ETA: 0s - loss: 0.6863 - acc: 0.5583 - ETA: 0s - loss: 0.6838 - acc: 0.5610 - ETA: 0s - loss: 0.6828 - acc: 0.5614 - ETA: 0s - loss: 0.6801 - acc: 0.5673 - 0s - loss: 0.6803 - acc: 0.5665
Epoch 198/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6759 - acc: 0.5938 - ETA: 0s - loss: 0.6715 - acc: 0.5827 - ETA: 0s - loss: 0.6713 - acc: 0.5839 - ETA: 0s - loss: 0.6729 - acc: 0.5790 - ETA: 0s - loss: 0.6770 - acc: 0.5745 - ETA: 0s - loss: 0.6760 - acc: 0.5749 - ETA: 0s - loss: 0.6754 - acc: 0.5765 - ETA: 0s - loss: 0.6744 - acc: 0.5783 - 0s - loss: 0.6757 - acc: 0.5757
Epoch 199/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6594 - acc: 0.6289 - ETA: 0s - loss: 0.6672 - acc: 0.5954 - ETA: 0s - loss: 0.6795 - acc: 0.5750 - ETA: 0s - loss: 0.6748 - acc: 0.5832 - ETA: 0s - loss: 0.6745 - acc: 0.5817 - ETA: 0s - loss: 0.6764 - acc: 0.5771 - ETA: 0s - loss: 0.6779 - acc: 0.5724 - ETA: 0s - loss: 0.6771 - acc: 0.5728 - ETA: 0s - loss: 0.6767 - acc: 0.5748 - 0s - loss: 0.6767 - acc: 0.5752
Epoch 200/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6789 - acc: 0.5859 - ETA: 0s - loss: 0.6766 - acc: 0.5735 - ETA: 0s - loss: 0.6762 - acc: 0.5708 - ETA: 0s - loss: 0.6740 - acc: 0.5756 - ETA: 0s - loss: 0.6728 - acc: 0.5804 - ETA: 0s - loss: 0.6729 - acc: 0.5798 - ETA: 0s - loss: 0.6725 - acc: 0.5803 - ETA: 0s - loss: 0.6726 - acc: 0.5806 - 0s - loss: 0.6728 - acc: 0.5796
Epoch 201/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6735 - acc: 0.5820 - ETA: 0s - loss: 0.6732 - acc: 0.5829 - ETA: 0s - loss: 0.6695 - acc: 0.5877 - ETA: 0s - loss: 0.6693 - acc: 0.5884 - ETA: 0s - loss: 0.6702 - acc: 0.5867 - ETA: 0s - loss: 0.6719 - acc: 0.5842 - ETA: 0s - loss: 0.6715 - acc: 0.5841 - 0s - loss: 0.6711 - acc: 0.5842
Epoch 202/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6531 - acc: 0.6016 - ETA: 0s - loss: 0.6699 - acc: 0.5771 - ETA: 0s - loss: 0.6701 - acc: 0.5819 - ETA: 0s - loss: 0.6704 - acc: 0.5842 - ETA: 0s - loss: 0.6739 - acc: 0.5795 - ETA: 0s - loss: 0.6747 - acc: 0.5779 - ETA: 0s - loss: 0.6743 - acc: 0.5788 - ETA: 0s - loss: 0.6739 - acc: 0.5800 - 0s - loss: 0.6745 - acc: 0.5784
Epoch 203/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7247 - acc: 0.5078 - ETA: 0s - loss: 0.7007 - acc: 0.5413 - ETA: 0s - loss: 0.6895 - acc: 0.5497 - ETA: 0s - loss: 0.6811 - acc: 0.5671 - ETA: 0s - loss: 0.6782 - acc: 0.5711 - ETA: 0s - loss: 0.6772 - acc: 0.5702 - ETA: 0s - loss: 0.6762 - acc: 0.5737 - ETA: 0s - loss: 0.6771 - acc: 0.5715 - 0s - loss: 0.6767 - acc: 0.5727
Epoch 204/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6707 - acc: 0.6133 - ETA: 0s - loss: 0.6712 - acc: 0.5811 - ETA: 0s - loss: 0.6683 - acc: 0.5894 - ETA: 0s - loss: 0.6689 - acc: 0.5865 - ETA: 0s - loss: 0.6708 - acc: 0.5845 - ETA: 0s - loss: 0.6706 - acc: 0.5861 - ETA: 0s - loss: 0.6707 - acc: 0.5854 - ETA: 0s - loss: 0.6715 - acc: 0.5853 - ETA: 0s - loss: 0.6707 - acc: 0.5873 - 0s - loss: 0.6704 - acc: 0.5861
Epoch 205/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6359 - acc: 0.6914 - ETA: 0s - loss: 0.6689 - acc: 0.6003 - ETA: 0s - loss: 0.6709 - acc: 0.5898 - ETA: 0s - loss: 0.6720 - acc: 0.5857 - ETA: 0s - loss: 0.6730 - acc: 0.5814 - ETA: 0s - loss: 0.6729 - acc: 0.5815 - ETA: 0s - loss: 0.6740 - acc: 0.5808 - ETA: 0s - loss: 0.6735 - acc: 0.5803 - 0s - loss: 0.6735 - acc: 0.5811
Epoch 206/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6668 - acc: 0.5742 - ETA: 0s - loss: 0.6719 - acc: 0.5876 - ETA: 0s - loss: 0.6719 - acc: 0.5831 - ETA: 0s - loss: 0.6692 - acc: 0.5895 - ETA: 0s - loss: 0.6711 - acc: 0.5848 - ETA: 0s - loss: 0.6702 - acc: 0.5852 - ETA: 0s - loss: 0.6711 - acc: 0.5845 - ETA: 0s - loss: 0.6712 - acc: 0.5850 - 0s - loss: 0.6715 - acc: 0.5834
Epoch 207/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6508 - acc: 0.6328 - ETA: 0s - loss: 0.6684 - acc: 0.5885 - ETA: 0s - loss: 0.6689 - acc: 0.5876 - ETA: 0s - loss: 0.6692 - acc: 0.5876 - ETA: 0s - loss: 0.6708 - acc: 0.5861 - ETA: 0s - loss: 0.6700 - acc: 0.5886 - ETA: 0s - loss: 0.6696 - acc: 0.5887 - ETA: 0s - loss: 0.6700 - acc: 0.5880 - ETA: 0s - loss: 0.6699 - acc: 0.5876 - 0s - loss: 0.6700 - acc: 0.5875
Epoch 208/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6995 - acc: 0.5195 - ETA: 0s - loss: 0.6748 - acc: 0.5732 - ETA: 0s - loss: 0.6737 - acc: 0.5774 - ETA: 0s - loss: 0.6731 - acc: 0.5826 - ETA: 0s - loss: 0.6723 - acc: 0.5850 - ETA: 0s - loss: 0.6713 - acc: 0.5896 - ETA: 0s - loss: 0.6709 - acc: 0.5889 - ETA: 0s - loss: 0.6708 - acc: 0.5889 - 0s - loss: 0.6709 - acc: 0.5878
Epoch 209/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6741 - acc: 0.5859 - ETA: 0s - loss: 0.6782 - acc: 0.5751 - ETA: 0s - loss: 0.6730 - acc: 0.5896 - ETA: 0s - loss: 0.6705 - acc: 0.5915 - ETA: 0s - loss: 0.6709 - acc: 0.5900 - ETA: 0s - loss: 0.6713 - acc: 0.5870 - ETA: 0s - loss: 0.6729 - acc: 0.5837 - ETA: 0s - loss: 0.6746 - acc: 0.5795 - ETA: 0s - loss: 0.6758 - acc: 0.5785 - 0s - loss: 0.6759 - acc: 0.5784
Epoch 210/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6672 - acc: 0.5938 - ETA: 0s - loss: 0.6708 - acc: 0.5862 - ETA: 0s - loss: 0.6716 - acc: 0.5861 - ETA: 0s - loss: 0.6709 - acc: 0.5911 - ETA: 0s - loss: 0.6734 - acc: 0.5833 - ETA: 0s - loss: 0.6730 - acc: 0.5821 - ETA: 0s - loss: 0.6740 - acc: 0.5789 - ETA: 0s - loss: 0.6765 - acc: 0.5743 - 0s - loss: 0.6769 - acc: 0.5717
Epoch 211/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6972 - acc: 0.5430 - ETA: 0s - loss: 0.6919 - acc: 0.5384 - ETA: 0s - loss: 0.6837 - acc: 0.5563 - ETA: 0s - loss: 0.6801 - acc: 0.5672 - ETA: 0s - loss: 0.6776 - acc: 0.5749 - ETA: 0s - loss: 0.6758 - acc: 0.5761 - ETA: 0s - loss: 0.6751 - acc: 0.5765 - ETA: 0s - loss: 0.6750 - acc: 0.5763 - 0s - loss: 0.6742 - acc: 0.5772
Epoch 212/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6798 - acc: 0.5859 - ETA: 0s - loss: 0.6749 - acc: 0.5732 - ETA: 0s - loss: 0.6757 - acc: 0.5764 - ETA: 0s - loss: 0.6717 - acc: 0.5868 - ETA: 0s - loss: 0.6708 - acc: 0.5876 - ETA: 0s - loss: 0.6703 - acc: 0.5890 - ETA: 0s - loss: 0.6709 - acc: 0.5887 - ETA: 0s - loss: 0.6719 - acc: 0.5895 - 0s - loss: 0.6715 - acc: 0.5884
Epoch 213/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6759 - acc: 0.5820 - ETA: 0s - loss: 0.6687 - acc: 0.5942 - ETA: 0s - loss: 0.6714 - acc: 0.5802 - ETA: 0s - loss: 0.6742 - acc: 0.5774 - ETA: 0s - loss: 0.6737 - acc: 0.5807 - ETA: 0s - loss: 0.6734 - acc: 0.5819 - ETA: 0s - loss: 0.6727 - acc: 0.5838 - ETA: 0s - loss: 0.6722 - acc: 0.5849 - 0s - loss: 0.6726 - acc: 0.5843
Epoch 214/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6652 - acc: 0.6211 - ETA: 0s - loss: 0.6705 - acc: 0.5859 - ETA: 0s - loss: 0.6737 - acc: 0.5732 - ETA: 0s - loss: 0.6731 - acc: 0.5780 - ETA: 0s - loss: 0.6731 - acc: 0.5777 - ETA: 0s - loss: 0.6725 - acc: 0.5814 - ETA: 0s - loss: 0.6740 - acc: 0.5795 - ETA: 0s - loss: 0.6741 - acc: 0.5807 - 0s - loss: 0.6729 - acc: 0.5835
Epoch 215/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6892 - acc: 0.5625 - ETA: 0s - loss: 0.6821 - acc: 0.5612 - ETA: 0s - loss: 0.6792 - acc: 0.5694 - ETA: 0s - loss: 0.6780 - acc: 0.5731 - ETA: 0s - loss: 0.6768 - acc: 0.5789 - ETA: 0s - loss: 0.6748 - acc: 0.5829 - ETA: 0s - loss: 0.6736 - acc: 0.5842 - ETA: 0s - loss: 0.6740 - acc: 0.5818 - 0s - loss: 0.6739 - acc: 0.5822
Epoch 216/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6880 - acc: 0.5391 - ETA: 0s - loss: 0.6894 - acc: 0.5508 - ETA: 0s - loss: 0.6818 - acc: 0.5627 - ETA: 0s - loss: 0.6813 - acc: 0.5621 - ETA: 0s - loss: 0.6816 - acc: 0.5617 - ETA: 0s - loss: 0.6846 - acc: 0.5584 - ETA: 0s - loss: 0.6836 - acc: 0.5597 - ETA: 0s - loss: 0.6819 - acc: 0.5633 - 0s - loss: 0.6815 - acc: 0.5641
Epoch 217/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6709 - acc: 0.6016 - ETA: 0s - loss: 0.6801 - acc: 0.5770 - ETA: 0s - loss: 0.6719 - acc: 0.5836 - ETA: 0s - loss: 0.6719 - acc: 0.5835 - ETA: 0s - loss: 0.6711 - acc: 0.5815 - ETA: 0s - loss: 0.6714 - acc: 0.5815 - ETA: 0s - loss: 0.6726 - acc: 0.5791 - ETA: 0s - loss: 0.6726 - acc: 0.5783 - 0s - loss: 0.6723 - acc: 0.5810
Epoch 218/250
20000/20000 [==============================] - ETA: 3s - loss: 0.6556 - acc: 0.6211 - ETA: 0s - loss: 0.6691 - acc: 0.5824 - ETA: 0s - loss: 0.6682 - acc: 0.5911 - ETA: 0s - loss: 0.6679 - acc: 0.5930 - ETA: 0s - loss: 0.6681 - acc: 0.5919 - ETA: 0s - loss: 0.6673 - acc: 0.5916 - ETA: 0s - loss: 0.6691 - acc: 0.5864 - ETA: 0s - loss: 0.6716 - acc: 0.5825 - 0s - loss: 0.6717 - acc: 0.5817
Epoch 219/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6586 - acc: 0.6133 - ETA: 0s - loss: 0.6678 - acc: 0.5842 - ETA: 0s - loss: 0.6708 - acc: 0.5819 - ETA: 0s - loss: 0.6753 - acc: 0.5742 - ETA: 0s - loss: 0.6748 - acc: 0.5782 - ETA: 0s - loss: 0.6734 - acc: 0.5820 - ETA: 0s - loss: 0.6730 - acc: 0.5834 - ETA: 0s - loss: 0.6726 - acc: 0.5840 - 0s - loss: 0.6725 - acc: 0.5840
Epoch 220/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6838 - acc: 0.5820 - ETA: 0s - loss: 0.6726 - acc: 0.5846 - ETA: 0s - loss: 0.6682 - acc: 0.5914 - ETA: 0s - loss: 0.6647 - acc: 0.6013 - ETA: 0s - loss: 0.6675 - acc: 0.5961 - ETA: 0s - loss: 0.6698 - acc: 0.5899 - ETA: 0s - loss: 0.6703 - acc: 0.5884 - ETA: 0s - loss: 0.6703 - acc: 0.5889 - ETA: 0s - loss: 0.6715 - acc: 0.5865 - 0s - loss: 0.6710 - acc: 0.5866
Epoch 221/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6412 - acc: 0.6523 - ETA: 0s - loss: 0.6673 - acc: 0.5984 - ETA: 0s - loss: 0.6690 - acc: 0.5949 - ETA: 0s - loss: 0.6694 - acc: 0.5909 - ETA: 0s - loss: 0.6695 - acc: 0.5893 - ETA: 0s - loss: 0.6703 - acc: 0.5866 - ETA: 0s - loss: 0.6713 - acc: 0.5853 - ETA: 0s - loss: 0.6726 - acc: 0.5820 - ETA: 0s - loss: 0.6722 - acc: 0.5817 - 0s - loss: 0.6722 - acc: 0.5822
Epoch 222/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6545 - acc: 0.6367 - ETA: 0s - loss: 0.6709 - acc: 0.5913 - ETA: 0s - loss: 0.6674 - acc: 0.5981 - ETA: 0s - loss: 0.6720 - acc: 0.5909 - ETA: 0s - loss: 0.6703 - acc: 0.5956 - ETA: 0s - loss: 0.6717 - acc: 0.5903 - ETA: 0s - loss: 0.6714 - acc: 0.5889 - ETA: 0s - loss: 0.6712 - acc: 0.5864 - 0s - loss: 0.6716 - acc: 0.5847
Epoch 223/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7785 - acc: 0.4648 - ETA: 0s - loss: 0.6936 - acc: 0.5522 - ETA: 0s - loss: 0.6843 - acc: 0.5644 - ETA: 0s - loss: 0.6802 - acc: 0.5725 - ETA: 0s - loss: 0.6793 - acc: 0.5749 - ETA: 0s - loss: 0.6792 - acc: 0.5721 - ETA: 0s - loss: 0.6781 - acc: 0.5738 - ETA: 0s - loss: 0.6766 - acc: 0.5762 - 0s - loss: 0.6759 - acc: 0.5781
Epoch 224/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6686 - acc: 0.5703 - ETA: 0s - loss: 0.6805 - acc: 0.5638 - ETA: 0s - loss: 0.6815 - acc: 0.5584 - ETA: 0s - loss: 0.6795 - acc: 0.5624 - ETA: 0s - loss: 0.6747 - acc: 0.5757 - ETA: 0s - loss: 0.6770 - acc: 0.5710 - ETA: 0s - loss: 0.6770 - acc: 0.5706 - ETA: 0s - loss: 0.6776 - acc: 0.5701 - 0s - loss: 0.6766 - acc: 0.5730
Epoch 225/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6694 - acc: 0.5742 - ETA: 0s - loss: 0.6713 - acc: 0.5863 - ETA: 0s - loss: 0.6700 - acc: 0.5915 - ETA: 0s - loss: 0.6674 - acc: 0.5933 - ETA: 0s - loss: 0.6704 - acc: 0.5891 - ETA: 0s - loss: 0.6716 - acc: 0.5856 - ETA: 0s - loss: 0.6719 - acc: 0.5846 - ETA: 0s - loss: 0.6730 - acc: 0.5815 - 0s - loss: 0.6728 - acc: 0.5814
Epoch 226/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6751 - acc: 0.5820 - ETA: 0s - loss: 0.6652 - acc: 0.5920 - ETA: 0s - loss: 0.6707 - acc: 0.5874 - ETA: 0s - loss: 0.6702 - acc: 0.5901 - ETA: 0s - loss: 0.6696 - acc: 0.5923 - ETA: 0s - loss: 0.6698 - acc: 0.5909 - ETA: 0s - loss: 0.6726 - acc: 0.5843 - ETA: 0s - loss: 0.6741 - acc: 0.5813 - ETA: 0s - loss: 0.6749 - acc: 0.5802 - 0s - loss: 0.6760 - acc: 0.5779
Epoch 227/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6575 - acc: 0.6094 - ETA: 0s - loss: 0.6734 - acc: 0.5767 - ETA: 0s - loss: 0.6767 - acc: 0.5696 - ETA: 0s - loss: 0.6751 - acc: 0.5731 - ETA: 0s - loss: 0.6726 - acc: 0.5798 - ETA: 0s - loss: 0.6714 - acc: 0.5816 - ETA: 0s - loss: 0.6721 - acc: 0.5793 - ETA: 0s - loss: 0.6720 - acc: 0.5809 - ETA: 0s - loss: 0.6726 - acc: 0.5797 - 0s - loss: 0.6731 - acc: 0.5784
Epoch 228/250
20000/20000 [==============================] - ETA: 0s - loss: 0.7068 - acc: 0.5234 - ETA: 0s - loss: 0.6830 - acc: 0.5621 - ETA: 0s - loss: 0.6811 - acc: 0.5633 - ETA: 0s - loss: 0.6784 - acc: 0.5703 - ETA: 0s - loss: 0.6767 - acc: 0.5725 - ETA: 0s - loss: 0.6756 - acc: 0.5750 - ETA: 0s - loss: 0.6742 - acc: 0.5775 - ETA: 0s - loss: 0.6740 - acc: 0.5784 - 0s - loss: 0.6735 - acc: 0.5793
Epoch 229/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6499 - acc: 0.6367 - ETA: 0s - loss: 0.6750 - acc: 0.5767 - ETA: 0s - loss: 0.6701 - acc: 0.5868 - ETA: 0s - loss: 0.6713 - acc: 0.5857 - ETA: 0s - loss: 0.6710 - acc: 0.5852 - ETA: 0s - loss: 0.6698 - acc: 0.5890 - ETA: 0s - loss: 0.6704 - acc: 0.5882 - ETA: 0s - loss: 0.6708 - acc: 0.5867 - 0s - loss: 0.6718 - acc: 0.5842
Epoch 230/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6719 - acc: 0.5547 - ETA: 0s - loss: 0.6773 - acc: 0.5747 - ETA: 0s - loss: 0.6776 - acc: 0.5784 - ETA: 0s - loss: 0.6725 - acc: 0.5880 - ETA: 0s - loss: 0.6746 - acc: 0.5792 - ETA: 0s - loss: 0.6738 - acc: 0.5797 - ETA: 0s - loss: 0.6729 - acc: 0.5833 - ETA: 0s - loss: 0.6739 - acc: 0.5802 - ETA: 0s - loss: 0.6739 - acc: 0.5793 - ETA: 0s - loss: 0.6751 - acc: 0.5787 - 0s - loss: 0.6750 - acc: 0.5794
Epoch 231/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6685 - acc: 0.5703 - ETA: 0s - loss: 0.6797 - acc: 0.5605 - ETA: 0s - loss: 0.6772 - acc: 0.5673 - ETA: 0s - loss: 0.6736 - acc: 0.5750 - ETA: 0s - loss: 0.6731 - acc: 0.5762 - ETA: 0s - loss: 0.6731 - acc: 0.5775 - ETA: 0s - loss: 0.6722 - acc: 0.5798 - ETA: 0s - loss: 0.6720 - acc: 0.5820 - ETA: 0s - loss: 0.6720 - acc: 0.5820 - 0s - loss: 0.6717 - acc: 0.5826
Epoch 232/250
20000/20000 [==============================] - ETA: 1s - loss: 0.7531 - acc: 0.4922 - ETA: 0s - loss: 0.6960 - acc: 0.5521 - ETA: 0s - loss: 0.6889 - acc: 0.5603 - ETA: 0s - loss: 0.6863 - acc: 0.5619 - ETA: 0s - loss: 0.6805 - acc: 0.5717 - ETA: 0s - loss: 0.6783 - acc: 0.5756 - ETA: 0s - loss: 0.6774 - acc: 0.5782 - ETA: 0s - loss: 0.6766 - acc: 0.5792 - 0s - loss: 0.6766 - acc: 0.5783
Epoch 233/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6822 - acc: 0.5586 - ETA: 0s - loss: 0.6731 - acc: 0.5732 - ETA: 0s - loss: 0.6713 - acc: 0.5820 - ETA: 0s - loss: 0.6709 - acc: 0.5824 - ETA: 0s - loss: 0.6711 - acc: 0.5838 - ETA: 0s - loss: 0.6713 - acc: 0.5838 - ETA: 0s - loss: 0.6715 - acc: 0.5856 - ETA: 0s - loss: 0.6707 - acc: 0.5862 - ETA: 0s - loss: 0.6713 - acc: 0.5848 - 0s - loss: 0.6724 - acc: 0.5818
Epoch 234/250
20000/20000 [==============================] - ETA: 3s - loss: 0.6451 - acc: 0.6484 - ETA: 0s - loss: 0.6650 - acc: 0.5981 - ETA: 0s - loss: 0.6654 - acc: 0.5964 - ETA: 0s - loss: 0.6674 - acc: 0.5925 - ETA: 0s - loss: 0.6684 - acc: 0.5901 - ETA: 0s - loss: 0.6677 - acc: 0.5919 - ETA: 0s - loss: 0.6676 - acc: 0.5925 - ETA: 0s - loss: 0.6698 - acc: 0.5874 - 0s - loss: 0.6703 - acc: 0.5862
Epoch 235/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6851 - acc: 0.5742 - ETA: 0s - loss: 0.6818 - acc: 0.5679 - ETA: 0s - loss: 0.6765 - acc: 0.5755 - ETA: 0s - loss: 0.6724 - acc: 0.5811 - ETA: 0s - loss: 0.6736 - acc: 0.5784 - ETA: 0s - loss: 0.6742 - acc: 0.5778 - ETA: 0s - loss: 0.6741 - acc: 0.5778 - ETA: 0s - loss: 0.6737 - acc: 0.5784 - 0s - loss: 0.6730 - acc: 0.5800
Epoch 236/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6628 - acc: 0.6172 - ETA: 0s - loss: 0.6674 - acc: 0.5999 - ETA: 0s - loss: 0.6653 - acc: 0.6003 - ETA: 0s - loss: 0.6671 - acc: 0.5989 - ETA: 0s - loss: 0.6659 - acc: 0.6033 - ETA: 0s - loss: 0.6685 - acc: 0.5956 - ETA: 0s - loss: 0.6703 - acc: 0.5905 - ETA: 0s - loss: 0.6710 - acc: 0.5879 - 0s - loss: 0.6716 - acc: 0.5858
Epoch 237/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6769 - acc: 0.5703 - ETA: 0s - loss: 0.6721 - acc: 0.5828 - ETA: 0s - loss: 0.6734 - acc: 0.5788 - ETA: 0s - loss: 0.6699 - acc: 0.5858 - ETA: 0s - loss: 0.6716 - acc: 0.5823 - ETA: 0s - loss: 0.6725 - acc: 0.5815 - ETA: 0s - loss: 0.6718 - acc: 0.5833 - 0s - loss: 0.6728 - acc: 0.5822
Epoch 238/250
20000/20000 [==============================] - ETA: 2s - loss: 0.6743 - acc: 0.5586 - ETA: 0s - loss: 0.6751 - acc: 0.5746 - ETA: 0s - loss: 0.6756 - acc: 0.5758 - ETA: 0s - loss: 0.6754 - acc: 0.5774 - ETA: 0s - loss: 0.6739 - acc: 0.5810 - ETA: 0s - loss: 0.6746 - acc: 0.5822 - ETA: 0s - loss: 0.6758 - acc: 0.5788 - ETA: 0s - loss: 0.6771 - acc: 0.5754 - ETA: 0s - loss: 0.6771 - acc: 0.5730 - 0s - loss: 0.6770 - acc: 0.5732
Epoch 239/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6738 - acc: 0.5664 - ETA: 0s - loss: 0.6914 - acc: 0.5611 - ETA: 0s - loss: 0.6937 - acc: 0.5511 - ETA: 0s - loss: 0.6912 - acc: 0.5537 - ETA: 0s - loss: 0.6891 - acc: 0.5554 - ETA: 0s - loss: 0.6865 - acc: 0.5586 - ETA: 0s - loss: 0.6829 - acc: 0.5640 - ETA: 0s - loss: 0.6824 - acc: 0.5647 - ETA: 0s - loss: 0.6823 - acc: 0.5661 - 0s - loss: 0.6814 - acc: 0.5688
Epoch 240/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6711 - acc: 0.5586 - ETA: 0s - loss: 0.6703 - acc: 0.5879 - ETA: 0s - loss: 0.6705 - acc: 0.5844 - ETA: 0s - loss: 0.6674 - acc: 0.5933 - ETA: 0s - loss: 0.6674 - acc: 0.5914 - ETA: 0s - loss: 0.6680 - acc: 0.5900 - ETA: 0s - loss: 0.6686 - acc: 0.5893 - ETA: 0s - loss: 0.6707 - acc: 0.5866 - ETA: 0s - loss: 0.6723 - acc: 0.5830 - 0s - loss: 0.6726 - acc: 0.5821
Epoch 241/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6772 - acc: 0.5898 - ETA: 0s - loss: 0.6802 - acc: 0.5659 - ETA: 0s - loss: 0.6776 - acc: 0.5727 - ETA: 0s - loss: 0.6751 - acc: 0.5762 - ETA: 0s - loss: 0.6727 - acc: 0.5851 - ETA: 0s - loss: 0.6724 - acc: 0.5858 - ETA: 0s - loss: 0.6729 - acc: 0.5832 - ETA: 0s - loss: 0.6736 - acc: 0.5822 - ETA: 0s - loss: 0.6746 - acc: 0.5787 - 0s - loss: 0.6756 - acc: 0.5775
Epoch 242/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6557 - acc: 0.6133 - ETA: 0s - loss: 0.6753 - acc: 0.5785 - ETA: 0s - loss: 0.6747 - acc: 0.5794 - ETA: 0s - loss: 0.6738 - acc: 0.5806 - ETA: 0s - loss: 0.6709 - acc: 0.5889 - ETA: 0s - loss: 0.6718 - acc: 0.5874 - ETA: 0s - loss: 0.6742 - acc: 0.5806 - ETA: 0s - loss: 0.6746 - acc: 0.5781 - ETA: 0s - loss: 0.6738 - acc: 0.5786 - 0s - loss: 0.6740 - acc: 0.5778
Epoch 243/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6556 - acc: 0.6367 - ETA: 0s - loss: 0.6746 - acc: 0.5754 - ETA: 0s - loss: 0.6736 - acc: 0.5781 - ETA: 0s - loss: 0.6738 - acc: 0.5812 - ETA: 0s - loss: 0.6724 - acc: 0.5825 - ETA: 0s - loss: 0.6723 - acc: 0.5828 - ETA: 0s - loss: 0.6730 - acc: 0.5809 - ETA: 0s - loss: 0.6734 - acc: 0.5801 - 0s - loss: 0.6733 - acc: 0.5805
Epoch 244/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6698 - acc: 0.5742 - ETA: 0s - loss: 0.6702 - acc: 0.5932 - ETA: 0s - loss: 0.6745 - acc: 0.5731 - ETA: 0s - loss: 0.6718 - acc: 0.5808 - ETA: 0s - loss: 0.6709 - acc: 0.5841 - ETA: 0s - loss: 0.6720 - acc: 0.5811 - ETA: 0s - loss: 0.6723 - acc: 0.5797 - ETA: 0s - loss: 0.6719 - acc: 0.5806 - 0s - loss: 0.6713 - acc: 0.5833
Epoch 245/250
20000/20000 [==============================] - ETA: 1s - loss: 0.6713 - acc: 0.5586 - ETA: 0s - loss: 0.6745 - acc: 0.5734 - ETA: 0s - loss: 0.6715 - acc: 0.5761 - ETA: 0s - loss: 0.6731 - acc: 0.5739 - ETA: 0s - loss: 0.6730 - acc: 0.5777 - ETA: 0s - loss: 0.6722 - acc: 0.5842 - ETA: 0s - loss: 0.6727 - acc: 0.5832 - ETA: 0s - loss: 0.6719 - acc: 0.5833 - ETA: 0s - loss: 0.6719 - acc: 0.5835 - 0s - loss: 0.6719 - acc: 0.5835
Epoch 246/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6761 - acc: 0.5703 - ETA: 0s - loss: 0.6605 - acc: 0.6016 - ETA: 0s - loss: 0.6715 - acc: 0.5843 - ETA: 0s - loss: 0.6704 - acc: 0.5869 - ETA: 0s - loss: 0.6717 - acc: 0.5865 - ETA: 0s - loss: 0.6700 - acc: 0.5894 - ETA: 0s - loss: 0.6704 - acc: 0.5880 - ETA: 0s - loss: 0.6744 - acc: 0.5817 - 0s - loss: 0.6743 - acc: 0.5817
Epoch 247/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6722 - acc: 0.5547 - ETA: 0s - loss: 0.6754 - acc: 0.5632 - ETA: 0s - loss: 0.6724 - acc: 0.5710 - ETA: 0s - loss: 0.6733 - acc: 0.5747 - ETA: 0s - loss: 0.6742 - acc: 0.5730 - ETA: 0s - loss: 0.6737 - acc: 0.5729 - ETA: 0s - loss: 0.6748 - acc: 0.5720 - ETA: 0s - loss: 0.6763 - acc: 0.5689 - 0s - loss: 0.6757 - acc: 0.5700
Epoch 248/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6620 - acc: 0.6055 - ETA: 0s - loss: 0.6789 - acc: 0.5629 - ETA: 0s - loss: 0.6761 - acc: 0.5725 - ETA: 0s - loss: 0.6730 - acc: 0.5784 - ETA: 0s - loss: 0.6734 - acc: 0.5794 - ETA: 0s - loss: 0.6724 - acc: 0.5789 - ETA: 0s - loss: 0.6717 - acc: 0.5807 - ETA: 0s - loss: 0.6724 - acc: 0.5792 - 0s - loss: 0.6724 - acc: 0.5796
Epoch 249/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6585 - acc: 0.5820 - ETA: 0s - loss: 0.6769 - acc: 0.5673 - ETA: 0s - loss: 0.6772 - acc: 0.5730 - ETA: 0s - loss: 0.6756 - acc: 0.5733 - ETA: 0s - loss: 0.6743 - acc: 0.5739 - ETA: 0s - loss: 0.6742 - acc: 0.5740 - ETA: 0s - loss: 0.6738 - acc: 0.5763 - ETA: 0s - loss: 0.6751 - acc: 0.5740 - 0s - loss: 0.6754 - acc: 0.5731
Epoch 250/250
20000/20000 [==============================] - ETA: 0s - loss: 0.6705 - acc: 0.5742 - ETA: 0s - loss: 0.6721 - acc: 0.5758 - ETA: 0s - loss: 0.6723 - acc: 0.5768 - ETA: 0s - loss: 0.6693 - acc: 0.5865 - ETA: 0s - loss: 0.6711 - acc: 0.5833 - ETA: 0s - loss: 0.6691 - acc: 0.5873 - ETA: 0s - loss: 0.6692 - acc: 0.5867 - ETA: 0s - loss: 0.6696 - acc: 0.5866 - ETA: 0s - loss: 0.6698 - acc: 0.5871 - 0s - loss: 0.6697 - acc: 0.5873
Out[63]:
<keras.callbacks.History at 0x259913cb940>
In [64]:
score = fc.evaluate(np.reshape(X_test,[X_test.shape[0], -1]), y_test, verbose=0)
print("%s: %.2f%%" % (fc.metrics_names[1], score[1]*100))
acc: 58.04%
In [79]:
conv_net = Sequential()
# convolution layer 1
conv_net.add(Conv2D(32, (3, 3), activation='relu', input_shape=(50,50,3)))
conv_net.add(MaxPooling2D(pool_size=(3,3)))
conv_net.add(Dropout(0.5))
print(conv_net.output.shape)
# convolution layer 2
conv_net.add(Conv2D(64, (3, 3), activation='relu'))
conv_net.add(MaxPooling2D(pool_size=(3,3)))
conv_net.add(Dropout(0.5))
print(conv_net.output.shape)
# fully connected
conv_net.add(Flatten())
conv_net.add(Dense(128, activation='relu'))
conv_net.add(Dropout(0.5))
conv_net.add(Dense(1, activation='sigmoid'))
conv_net.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])
(?, 16, 16, 32)
(?, 4, 4, 64)
In [80]:
conv_net.fit(X_train, y_train, batch_size=32, epochs=100, verbose=1)
Epoch 1/100
20000/20000 [==============================] - ETA: 734s - loss: 0.7375 - acc: 0.5312 - ETA: 192s - loss: 0.7196 - acc: 0.5156 - ETA: 115s - loss: 0.7069 - acc: 0.5357 - ETA: 76s - loss: 0.7144 - acc: 0.5312 - ETA: 58s - loss: 0.7186 - acc: 0.5250 - ETA: 47s - loss: 0.7123 - acc: 0.5345 - ETA: 38s - loss: 0.7129 - acc: 0.5195 - ETA: 34s - loss: 0.7106 - acc: 0.5156 - ETA: 29s - loss: 0.7065 - acc: 0.5193 - ETA: 26s - loss: 0.7049 - acc: 0.5208 - ETA: 24s - loss: 0.7037 - acc: 0.5178 - ETA: 22s - loss: 0.7025 - acc: 0.5176 - ETA: 20s - loss: 0.7020 - acc: 0.5212 - ETA: 19s - loss: 0.7009 - acc: 0.5192 - ETA: 19s - loss: 0.7006 - acc: 0.5182 - ETA: 18s - loss: 0.7000 - acc: 0.5168 - ETA: 17s - loss: 0.7001 - acc: 0.5189 - ETA: 16s - loss: 0.7003 - acc: 0.5171 - ETA: 15s - loss: 0.6999 - acc: 0.5184 - ETA: 15s - loss: 0.6995 - acc: 0.5193 - ETA: 15s - loss: 0.6994 - acc: 0.5180 - ETA: 14s - loss: 0.6990 - acc: 0.5158 - ETA: 13s - loss: 0.6987 - acc: 0.5139 - ETA: 13s - loss: 0.6984 - acc: 0.5146 - ETA: 12s - loss: 0.6981 - acc: 0.5153 - ETA: 12s - loss: 0.6980 - acc: 0.5111 - ETA: 12s - loss: 0.6978 - acc: 0.5111 - ETA: 11s - loss: 0.6975 - acc: 0.5123 - ETA: 11s - loss: 0.6973 - acc: 0.5117 - ETA: 11s - loss: 0.6973 - acc: 0.5091 - ETA: 11s - loss: 0.6969 - acc: 0.5113 - ETA: 10s - loss: 0.6966 - acc: 0.5128 - ETA: 10s - loss: 0.6965 - acc: 0.5125 - ETA: 10s - loss: 0.6962 - acc: 0.5141 - ETA: 10s - loss: 0.6960 - acc: 0.5155 - ETA: 10s - loss: 0.6958 - acc: 0.5179 - ETA: 10s - loss: 0.6956 - acc: 0.5200 - ETA: 9s - loss: 0.6951 - acc: 0.5230 - ETA: 9s - loss: 0.6947 - acc: 0.5240 - ETA: 9s - loss: 0.6942 - acc: 0.5256 - ETA: 9s - loss: 0.6940 - acc: 0.5256 - ETA: 9s - loss: 0.6939 - acc: 0.5264 - ETA: 8s - loss: 0.6935 - acc: 0.5278 - ETA: 8s - loss: 0.6934 - acc: 0.5283 - ETA: 8s - loss: 0.6931 - acc: 0.5297 - ETA: 8s - loss: 0.6928 - acc: 0.5305 - ETA: 8s - loss: 0.6925 - acc: 0.5320 - ETA: 8s - loss: 0.6925 - acc: 0.5317 - ETA: 7s - loss: 0.6920 - acc: 0.5330 - ETA: 7s - loss: 0.6913 - acc: 0.5352 - ETA: 7s - loss: 0.6910 - acc: 0.5368 - ETA: 7s - loss: 0.6904 - acc: 0.5388 - ETA: 7s - loss: 0.6899 - acc: 0.5406 - ETA: 7s - loss: 0.6894 - acc: 0.5417 - ETA: 7s - loss: 0.6894 - acc: 0.5421 - ETA: 6s - loss: 0.6891 - acc: 0.5423 - ETA: 6s - loss: 0.6887 - acc: 0.5431 - ETA: 6s - loss: 0.6897 - acc: 0.5413 - ETA: 6s - loss: 0.6890 - acc: 0.5433 - ETA: 6s - loss: 0.6889 - acc: 0.5432 - ETA: 6s - loss: 0.6889 - acc: 0.5435 - ETA: 6s - loss: 0.6886 - acc: 0.5434 - ETA: 6s - loss: 0.6883 - acc: 0.5441 - ETA: 6s - loss: 0.6880 - acc: 0.5444 - ETA: 6s - loss: 0.6881 - acc: 0.5444 - ETA: 6s - loss: 0.6880 - acc: 0.5440 - ETA: 5s - loss: 0.6879 - acc: 0.5441 - ETA: 5s - loss: 0.6878 - acc: 0.5450 - ETA: 5s - loss: 0.6875 - acc: 0.5456 - ETA: 5s - loss: 0.6873 - acc: 0.5469 - ETA: 5s - loss: 0.6866 - acc: 0.5484 - ETA: 5s - loss: 0.6863 - acc: 0.5491 - ETA: 5s - loss: 0.6859 - acc: 0.5502 - ETA: 5s - loss: 0.6858 - acc: 0.5512 - ETA: 5s - loss: 0.6855 - acc: 0.5519 - ETA: 5s - loss: 0.6851 - acc: 0.5527 - ETA: 5s - loss: 0.6849 - acc: 0.5537 - ETA: 4s - loss: 0.6846 - acc: 0.5548 - ETA: 4s - loss: 0.6842 - acc: 0.5559 - ETA: 4s - loss: 0.6840 - acc: 0.5564 - ETA: 4s - loss: 0.6846 - acc: 0.5559 - ETA: 4s - loss: 0.6843 - acc: 0.5560 - ETA: 4s - loss: 0.6843 - acc: 0.5566 - ETA: 4s - loss: 0.6838 - acc: 0.5579 - ETA: 4s - loss: 0.6830 - acc: 0.5592 - ETA: 4s - loss: 0.6835 - acc: 0.5588 - ETA: 4s - loss: 0.6828 - acc: 0.5597 - ETA: 3s - loss: 0.6825 - acc: 0.5601 - ETA: 3s - loss: 0.6822 - acc: 0.5608 - ETA: 3s - loss: 0.6820 - acc: 0.5612 - ETA: 3s - loss: 0.6817 - acc: 0.5619 - ETA: 3s - loss: 0.6817 - acc: 0.5623 - ETA: 3s - loss: 0.6814 - acc: 0.5631 - ETA: 3s - loss: 0.6811 - acc: 0.5631 - ETA: 3s - loss: 0.6809 - acc: 0.5637 - ETA: 3s - loss: 0.6807 - acc: 0.5643 - ETA: 3s - loss: 0.6805 - acc: 0.5644 - ETA: 3s - loss: 0.6802 - acc: 0.5650 - ETA: 3s - loss: 0.6802 - acc: 0.5653 - ETA: 3s - loss: 0.6807 - acc: 0.5646 - ETA: 3s - loss: 0.6807 - acc: 0.5644 - ETA: 2s - loss: 0.6803 - acc: 0.5652 - ETA: 2s - loss: 0.6800 - acc: 0.5655 - ETA: 2s - loss: 0.6798 - acc: 0.5657 - ETA: 2s - loss: 0.6793 - acc: 0.5664 - ETA: 2s - loss: 0.6794 - acc: 0.5665 - ETA: 2s - loss: 0.6794 - acc: 0.5665 - ETA: 2s - loss: 0.6789 - acc: 0.5674 - ETA: 2s - loss: 0.6790 - acc: 0.5672 - ETA: 2s - loss: 0.6788 - acc: 0.5673 - ETA: 2s - loss: 0.6787 - acc: 0.5676 - ETA: 2s - loss: 0.6786 - acc: 0.5679 - ETA: 2s - loss: 0.6782 - acc: 0.5685 - ETA: 2s - loss: 0.6780 - acc: 0.5692 - ETA: 1s - loss: 0.6775 - acc: 0.5697 - ETA: 1s - loss: 0.6765 - acc: 0.5713 - ETA: 1s - loss: 0.6759 - acc: 0.5723 - ETA: 1s - loss: 0.6756 - acc: 0.5728 - ETA: 1s - loss: 0.6751 - acc: 0.5739 - ETA: 1s - loss: 0.6746 - acc: 0.5748 - ETA: 1s - loss: 0.6744 - acc: 0.5752 - ETA: 1s - loss: 0.6739 - acc: 0.5759 - ETA: 1s - loss: 0.6736 - acc: 0.5764 - ETA: 1s - loss: 0.6733 - acc: 0.5770 - ETA: 1s - loss: 0.6727 - acc: 0.5778 - ETA: 1s - loss: 0.6724 - acc: 0.5783 - ETA: 1s - loss: 0.6722 - acc: 0.5788 - ETA: 0s - loss: 0.6715 - acc: 0.5799 - ETA: 0s - loss: 0.6716 - acc: 0.5799 - ETA: 0s - loss: 0.6721 - acc: 0.5801 - ETA: 0s - loss: 0.6715 - acc: 0.5806 - ETA: 0s - loss: 0.6713 - acc: 0.5811 - ETA: 0s - loss: 0.6711 - acc: 0.5816 - ETA: 0s - loss: 0.6706 - acc: 0.5825 - ETA: 0s - loss: 0.6704 - acc: 0.5831 - ETA: 0s - loss: 0.6706 - acc: 0.5833 - ETA: 0s - loss: 0.6701 - acc: 0.5839 - ETA: 0s - loss: 0.6696 - acc: 0.5848 - ETA: 0s - loss: 0.6696 - acc: 0.5854 - ETA: 0s - loss: 0.6695 - acc: 0.5858 - 10s - loss: 0.6694 - acc: 0.5859
Epoch 2/100
20000/20000 [==============================] - ETA: 19s - loss: 0.5660 - acc: 0.7812 - ETA: 13s - loss: 0.6083 - acc: 0.7063 - ETA: 9s - loss: 0.6321 - acc: 0.6648 - ETA: 9s - loss: 0.6224 - acc: 0.6521 - ETA: 8s - loss: 0.6149 - acc: 0.6771 - ETA: 9s - loss: 0.6130 - acc: 0.6745 - ETA: 9s - loss: 0.6139 - acc: 0.6708 - ETA: 8s - loss: 0.6159 - acc: 0.6728 - ETA: 8s - loss: 0.6175 - acc: 0.6635 - ETA: 8s - loss: 0.6189 - acc: 0.6612 - ETA: 7s - loss: 0.6232 - acc: 0.6569 - ETA: 8s - loss: 0.6222 - acc: 0.6575 - ETA: 7s - loss: 0.6241 - acc: 0.6595 - ETA: 7s - loss: 0.6255 - acc: 0.6568 - ETA: 7s - loss: 0.6282 - acc: 0.6553 - ETA: 7s - loss: 0.6245 - acc: 0.6576 - ETA: 7s - loss: 0.6274 - acc: 0.6538 - ETA: 7s - loss: 0.6262 - acc: 0.6570 - ETA: 7s - loss: 0.6284 - acc: 0.6526 - ETA: 7s - loss: 0.6293 - acc: 0.6512 - ETA: 7s - loss: 0.6294 - acc: 0.6505 - ETA: 7s - loss: 0.6309 - acc: 0.6480 - ETA: 7s - loss: 0.6310 - acc: 0.6493 - ETA: 7s - loss: 0.6298 - acc: 0.6493 - ETA: 7s - loss: 0.6299 - acc: 0.6479 - ETA: 7s - loss: 0.6321 - acc: 0.6461 - ETA: 6s - loss: 0.6322 - acc: 0.6466 - ETA: 6s - loss: 0.6302 - acc: 0.6494 - ETA: 6s - loss: 0.6283 - acc: 0.6522 - ETA: 6s - loss: 0.6274 - acc: 0.6540 - ETA: 6s - loss: 0.6302 - acc: 0.6517 - ETA: 6s - loss: 0.6311 - acc: 0.6504 - ETA: 6s - loss: 0.6302 - acc: 0.6511 - ETA: 6s - loss: 0.6313 - acc: 0.6489 - ETA: 6s - loss: 0.6316 - acc: 0.6489 - ETA: 6s - loss: 0.6317 - acc: 0.6491 - ETA: 6s - loss: 0.6309 - acc: 0.6499 - ETA: 6s - loss: 0.6302 - acc: 0.6507 - ETA: 6s - loss: 0.6302 - acc: 0.6510 - ETA: 6s - loss: 0.6308 - acc: 0.6494 - ETA: 6s - loss: 0.6299 - acc: 0.6502 - ETA: 5s - loss: 0.6290 - acc: 0.6512 - ETA: 5s - loss: 0.6281 - acc: 0.6518 - ETA: 5s - loss: 0.6277 - acc: 0.6523 - ETA: 5s - loss: 0.6269 - acc: 0.6524 - ETA: 5s - loss: 0.6261 - acc: 0.6531 - ETA: 5s - loss: 0.6265 - acc: 0.6530 - ETA: 5s - loss: 0.6265 - acc: 0.6530 - ETA: 5s - loss: 0.6270 - acc: 0.6538 - ETA: 5s - loss: 0.6266 - acc: 0.6539 - ETA: 5s - loss: 0.6267 - acc: 0.6531 - ETA: 5s - loss: 0.6255 - acc: 0.6541 - ETA: 5s - loss: 0.6250 - acc: 0.6541 - ETA: 5s - loss: 0.6258 - acc: 0.6539 - ETA: 5s - loss: 0.6260 - acc: 0.6538 - ETA: 5s - loss: 0.6266 - acc: 0.6527 - ETA: 5s - loss: 0.6256 - acc: 0.6543 - ETA: 5s - loss: 0.6254 - acc: 0.6544 - ETA: 5s - loss: 0.6258 - acc: 0.6542 - ETA: 5s - loss: 0.6265 - acc: 0.6532 - ETA: 5s - loss: 0.6258 - acc: 0.6537 - ETA: 4s - loss: 0.6257 - acc: 0.6540 - ETA: 4s - loss: 0.6253 - acc: 0.6546 - ETA: 4s - loss: 0.6250 - acc: 0.6549 - ETA: 4s - loss: 0.6245 - acc: 0.6554 - ETA: 4s - loss: 0.6243 - acc: 0.6556 - ETA: 4s - loss: 0.6242 - acc: 0.6557 - ETA: 4s - loss: 0.6243 - acc: 0.6557 - ETA: 4s - loss: 0.6243 - acc: 0.6558 - ETA: 4s - loss: 0.6239 - acc: 0.6560 - ETA: 4s - loss: 0.6232 - acc: 0.6575 - ETA: 4s - loss: 0.6234 - acc: 0.6569 - ETA: 4s - loss: 0.6228 - acc: 0.6574 - ETA: 4s - loss: 0.6225 - acc: 0.6585 - ETA: 4s - loss: 0.6223 - acc: 0.6594 - ETA: 4s - loss: 0.6225 - acc: 0.6593 - ETA: 4s - loss: 0.6228 - acc: 0.6590 - ETA: 3s - loss: 0.6230 - acc: 0.6586 - ETA: 3s - loss: 0.6233 - acc: 0.6579 - ETA: 3s - loss: 0.6236 - acc: 0.6570 - ETA: 3s - loss: 0.6234 - acc: 0.6571 - ETA: 3s - loss: 0.6236 - acc: 0.6570 - ETA: 3s - loss: 0.6243 - acc: 0.6563 - ETA: 3s - loss: 0.6239 - acc: 0.6570 - ETA: 3s - loss: 0.6240 - acc: 0.6568 - ETA: 3s - loss: 0.6235 - acc: 0.6571 - ETA: 3s - loss: 0.6233 - acc: 0.6574 - ETA: 3s - loss: 0.6228 - acc: 0.6574 - ETA: 3s - loss: 0.6224 - acc: 0.6578 - ETA: 3s - loss: 0.6222 - acc: 0.6584 - ETA: 2s - loss: 0.6221 - acc: 0.6591 - ETA: 2s - loss: 0.6217 - acc: 0.6597 - ETA: 2s - loss: 0.6223 - acc: 0.6589 - ETA: 2s - loss: 0.6222 - acc: 0.6593 - ETA: 2s - loss: 0.6221 - acc: 0.6593 - ETA: 2s - loss: 0.6220 - acc: 0.6593 - ETA: 2s - loss: 0.6215 - acc: 0.6606 - ETA: 2s - loss: 0.6208 - acc: 0.6611 - ETA: 2s - loss: 0.6204 - acc: 0.6618 - ETA: 2s - loss: 0.6199 - acc: 0.6622 - ETA: 2s - loss: 0.6197 - acc: 0.6622 - ETA: 2s - loss: 0.6198 - acc: 0.6626 - ETA: 2s - loss: 0.6199 - acc: 0.6624 - ETA: 2s - loss: 0.6198 - acc: 0.6627 - ETA: 2s - loss: 0.6199 - acc: 0.6623 - ETA: 1s - loss: 0.6198 - acc: 0.6621 - ETA: 1s - loss: 0.6192 - acc: 0.6626 - ETA: 1s - loss: 0.6189 - acc: 0.6628 - ETA: 1s - loss: 0.6184 - acc: 0.6637 - ETA: 1s - loss: 0.6182 - acc: 0.6637 - ETA: 1s - loss: 0.6185 - acc: 0.6632 - ETA: 1s - loss: 0.6181 - acc: 0.6635 - ETA: 1s - loss: 0.6182 - acc: 0.6633 - ETA: 1s - loss: 0.6174 - acc: 0.6639 - ETA: 1s - loss: 0.6175 - acc: 0.6640 - ETA: 1s - loss: 0.6176 - acc: 0.6639 - ETA: 1s - loss: 0.6177 - acc: 0.6640 - ETA: 1s - loss: 0.6180 - acc: 0.6638 - ETA: 1s - loss: 0.6178 - acc: 0.6642 - ETA: 1s - loss: 0.6174 - acc: 0.6642 - ETA: 1s - loss: 0.6175 - acc: 0.6642 - ETA: 1s - loss: 0.6175 - acc: 0.6640 - ETA: 0s - loss: 0.6173 - acc: 0.6640 - ETA: 0s - loss: 0.6169 - acc: 0.6644 - ETA: 0s - loss: 0.6174 - acc: 0.6638 - ETA: 0s - loss: 0.6172 - acc: 0.6639 - ETA: 0s - loss: 0.6173 - acc: 0.6637 - ETA: 0s - loss: 0.6173 - acc: 0.6643 - ETA: 0s - loss: 0.6172 - acc: 0.6643 - ETA: 0s - loss: 0.6173 - acc: 0.6643 - ETA: 0s - loss: 0.6173 - acc: 0.6640 - ETA: 0s - loss: 0.6172 - acc: 0.6643 - ETA: 0s - loss: 0.6172 - acc: 0.6645 - ETA: 0s - loss: 0.6170 - acc: 0.6648 - ETA: 0s - loss: 0.6168 - acc: 0.6649 - ETA: 0s - loss: 0.6167 - acc: 0.6648 - ETA: 0s - loss: 0.6168 - acc: 0.6648 - ETA: 0s - loss: 0.6170 - acc: 0.6644 - 8s - loss: 0.6170 - acc: 0.6645
Epoch 3/100
20000/20000 [==============================] - ETA: 9s - loss: 0.6726 - acc: 0.6250 - ETA: 9s - loss: 0.5714 - acc: 0.7455 - ETA: 8s - loss: 0.5752 - acc: 0.6953 - ETA: 8s - loss: 0.5927 - acc: 0.6930 - ETA: 8s - loss: 0.5914 - acc: 0.6905 - ETA: 7s - loss: 0.5967 - acc: 0.6887 - ETA: 8s - loss: 0.5978 - acc: 0.6946 - ETA: 8s - loss: 0.5962 - acc: 0.6902 - ETA: 7s - loss: 0.6026 - acc: 0.6836 - ETA: 7s - loss: 0.5996 - acc: 0.6868 - ETA: 7s - loss: 0.5960 - acc: 0.6913 - ETA: 7s - loss: 0.5944 - acc: 0.6909 - ETA: 7s - loss: 0.5951 - acc: 0.6896 - ETA: 7s - loss: 0.5958 - acc: 0.6870 - ETA: 7s - loss: 0.5963 - acc: 0.6866 - ETA: 7s - loss: 0.5965 - acc: 0.6858 - ETA: 7s - loss: 0.5987 - acc: 0.6822 - ETA: 7s - loss: 0.6020 - acc: 0.6818 - ETA: 7s - loss: 0.5998 - acc: 0.6860 - ETA: 7s - loss: 0.5998 - acc: 0.6858 - ETA: 7s - loss: 0.5978 - acc: 0.6872 - ETA: 7s - loss: 0.5971 - acc: 0.6863 - ETA: 7s - loss: 0.5993 - acc: 0.6851 - ETA: 7s - loss: 0.6005 - acc: 0.6835 - ETA: 7s - loss: 0.5994 - acc: 0.6847 - ETA: 7s - loss: 0.5983 - acc: 0.6856 - ETA: 7s - loss: 0.5968 - acc: 0.6875 - ETA: 7s - loss: 0.5955 - acc: 0.6893 - ETA: 7s - loss: 0.5953 - acc: 0.6877 - ETA: 7s - loss: 0.5951 - acc: 0.6873 - ETA: 7s - loss: 0.5951 - acc: 0.6868 - ETA: 6s - loss: 0.5935 - acc: 0.6893 - ETA: 6s - loss: 0.5935 - acc: 0.6888 - ETA: 6s - loss: 0.5937 - acc: 0.6896 - ETA: 6s - loss: 0.5936 - acc: 0.6891 - ETA: 6s - loss: 0.5923 - acc: 0.6903 - ETA: 6s - loss: 0.5911 - acc: 0.6913 - ETA: 6s - loss: 0.5900 - acc: 0.6912 - ETA: 6s - loss: 0.5907 - acc: 0.6902 - ETA: 6s - loss: 0.5914 - acc: 0.6896 - ETA: 6s - loss: 0.5897 - acc: 0.6904 - ETA: 6s - loss: 0.5898 - acc: 0.6898 - ETA: 6s - loss: 0.5913 - acc: 0.6898 - ETA: 6s - loss: 0.5919 - acc: 0.6889 - ETA: 6s - loss: 0.5920 - acc: 0.6891 - ETA: 6s - loss: 0.5925 - acc: 0.6892 - ETA: 5s - loss: 0.5920 - acc: 0.6897 - ETA: 5s - loss: 0.5912 - acc: 0.6906 - ETA: 5s - loss: 0.5914 - acc: 0.6905 - ETA: 5s - loss: 0.5913 - acc: 0.6906 - ETA: 5s - loss: 0.5916 - acc: 0.6904 - ETA: 5s - loss: 0.5907 - acc: 0.6906 - ETA: 5s - loss: 0.5911 - acc: 0.6900 - ETA: 5s - loss: 0.5911 - acc: 0.6899 - ETA: 5s - loss: 0.5913 - acc: 0.6894 - ETA: 5s - loss: 0.5916 - acc: 0.6885 - ETA: 5s - loss: 0.5920 - acc: 0.6882 - ETA: 5s - loss: 0.5921 - acc: 0.6880 - ETA: 5s - loss: 0.5929 - acc: 0.6868 - ETA: 5s - loss: 0.5931 - acc: 0.6863 - ETA: 5s - loss: 0.5935 - acc: 0.6858 - ETA: 5s - loss: 0.5927 - acc: 0.6873 - ETA: 5s - loss: 0.5929 - acc: 0.6864 - ETA: 4s - loss: 0.5925 - acc: 0.6867 - ETA: 4s - loss: 0.5925 - acc: 0.6863 - ETA: 4s - loss: 0.5916 - acc: 0.6872 - ETA: 4s - loss: 0.5925 - acc: 0.6869 - ETA: 4s - loss: 0.5919 - acc: 0.6875 - ETA: 4s - loss: 0.5909 - acc: 0.6888 - ETA: 4s - loss: 0.5910 - acc: 0.6891 - ETA: 4s - loss: 0.5908 - acc: 0.6887 - ETA: 4s - loss: 0.5907 - acc: 0.6889 - ETA: 4s - loss: 0.5903 - acc: 0.6894 - ETA: 4s - loss: 0.5904 - acc: 0.6895 - ETA: 4s - loss: 0.5894 - acc: 0.6904 - ETA: 4s - loss: 0.5905 - acc: 0.6897 - ETA: 4s - loss: 0.5906 - acc: 0.6900 - ETA: 4s - loss: 0.5902 - acc: 0.6904 - ETA: 4s - loss: 0.5897 - acc: 0.6912 - ETA: 3s - loss: 0.5895 - acc: 0.6914 - ETA: 3s - loss: 0.5891 - acc: 0.6920 - ETA: 3s - loss: 0.5883 - acc: 0.6929 - ETA: 3s - loss: 0.5882 - acc: 0.6933 - ETA: 3s - loss: 0.5878 - acc: 0.6939 - ETA: 3s - loss: 0.5886 - acc: 0.6927 - ETA: 3s - loss: 0.5890 - acc: 0.6923 - ETA: 3s - loss: 0.5887 - acc: 0.6921 - ETA: 3s - loss: 0.5890 - acc: 0.6921 - ETA: 3s - loss: 0.5896 - acc: 0.6915 - ETA: 3s - loss: 0.5895 - acc: 0.6913 - ETA: 3s - loss: 0.5899 - acc: 0.6909 - ETA: 3s - loss: 0.5896 - acc: 0.6915 - ETA: 3s - loss: 0.5893 - acc: 0.6915 - ETA: 3s - loss: 0.5890 - acc: 0.6919 - ETA: 2s - loss: 0.5895 - acc: 0.6911 - ETA: 2s - loss: 0.5896 - acc: 0.6909 - ETA: 2s - loss: 0.5891 - acc: 0.6912 - ETA: 2s - loss: 0.5884 - acc: 0.6916 - ETA: 2s - loss: 0.5879 - acc: 0.6923 - ETA: 2s - loss: 0.5876 - acc: 0.6924 - ETA: 2s - loss: 0.5874 - acc: 0.6932 - ETA: 2s - loss: 0.5873 - acc: 0.6933 - ETA: 2s - loss: 0.5868 - acc: 0.6938 - ETA: 2s - loss: 0.5865 - acc: 0.6936 - ETA: 2s - loss: 0.5868 - acc: 0.6936 - ETA: 2s - loss: 0.5861 - acc: 0.6941 - ETA: 2s - loss: 0.5860 - acc: 0.6939 - ETA: 2s - loss: 0.5861 - acc: 0.6937 - ETA: 1s - loss: 0.5860 - acc: 0.6940 - ETA: 1s - loss: 0.5859 - acc: 0.6946 - ETA: 1s - loss: 0.5863 - acc: 0.6943 - ETA: 1s - loss: 0.5861 - acc: 0.6945 - ETA: 1s - loss: 0.5859 - acc: 0.6946 - ETA: 1s - loss: 0.5855 - acc: 0.6952 - ETA: 1s - loss: 0.5857 - acc: 0.6956 - ETA: 1s - loss: 0.5855 - acc: 0.6958 - ETA: 1s - loss: 0.5852 - acc: 0.6960 - ETA: 1s - loss: 0.5847 - acc: 0.6966 - ETA: 1s - loss: 0.5845 - acc: 0.6966 - ETA: 1s - loss: 0.5846 - acc: 0.6966 - ETA: 1s - loss: 0.5847 - acc: 0.6966 - ETA: 1s - loss: 0.5843 - acc: 0.6968 - ETA: 1s - loss: 0.5843 - acc: 0.6965 - ETA: 1s - loss: 0.5837 - acc: 0.6967 - ETA: 0s - loss: 0.5833 - acc: 0.6969 - ETA: 0s - loss: 0.5833 - acc: 0.6968 - ETA: 0s - loss: 0.5831 - acc: 0.6969 - ETA: 0s - loss: 0.5831 - acc: 0.6968 - ETA: 0s - loss: 0.5829 - acc: 0.6968 - ETA: 0s - loss: 0.5829 - acc: 0.6965 - ETA: 0s - loss: 0.5827 - acc: 0.6967 - ETA: 0s - loss: 0.5829 - acc: 0.6965 - ETA: 0s - loss: 0.5826 - acc: 0.6969 - ETA: 0s - loss: 0.5819 - acc: 0.6974 - ETA: 0s - loss: 0.5820 - acc: 0.6973 - ETA: 0s - loss: 0.5818 - acc: 0.6975 - ETA: 0s - loss: 0.5819 - acc: 0.6975 - ETA: 0s - loss: 0.5821 - acc: 0.6974 - 8s - loss: 0.5818 - acc: 0.6977
Epoch 4/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4856 - acc: 0.8125 - ETA: 12s - loss: 0.5341 - acc: 0.7109 - ETA: 10s - loss: 0.5480 - acc: 0.7109 - ETA: 8s - loss: 0.5695 - acc: 0.7143 - ETA: 8s - loss: 0.5737 - acc: 0.7105 - ETA: 8s - loss: 0.5737 - acc: 0.7079 - ETA: 8s - loss: 0.5768 - acc: 0.7037 - ETA: 7s - loss: 0.5771 - acc: 0.7000 - ETA: 7s - loss: 0.5734 - acc: 0.7039 - ETA: 7s - loss: 0.5728 - acc: 0.7000 - ETA: 7s - loss: 0.5677 - acc: 0.7063 - ETA: 7s - loss: 0.5684 - acc: 0.7057 - ETA: 7s - loss: 0.5638 - acc: 0.7085 - ETA: 7s - loss: 0.5681 - acc: 0.7041 - ETA: 7s - loss: 0.5678 - acc: 0.7015 - ETA: 7s - loss: 0.5657 - acc: 0.7036 - ETA: 7s - loss: 0.5645 - acc: 0.7035 - ETA: 7s - loss: 0.5661 - acc: 0.7025 - ETA: 7s - loss: 0.5672 - acc: 0.7040 - ETA: 7s - loss: 0.5632 - acc: 0.7082 - ETA: 7s - loss: 0.5662 - acc: 0.7067 - ETA: 7s - loss: 0.5660 - acc: 0.7067 - ETA: 7s - loss: 0.5664 - acc: 0.7052 - ETA: 7s - loss: 0.5676 - acc: 0.7047 - ETA: 7s - loss: 0.5683 - acc: 0.7041 - ETA: 6s - loss: 0.5710 - acc: 0.7047 - ETA: 6s - loss: 0.5707 - acc: 0.7048 - ETA: 6s - loss: 0.5705 - acc: 0.7053 - ETA: 6s - loss: 0.5723 - acc: 0.7030 - ETA: 6s - loss: 0.5702 - acc: 0.7043 - ETA: 6s - loss: 0.5688 - acc: 0.7067 - ETA: 6s - loss: 0.5680 - acc: 0.7065 - ETA: 6s - loss: 0.5682 - acc: 0.7059 - ETA: 6s - loss: 0.5679 - acc: 0.7056 - ETA: 6s - loss: 0.5687 - acc: 0.7042 - ETA: 6s - loss: 0.5682 - acc: 0.7044 - ETA: 6s - loss: 0.5669 - acc: 0.7062 - ETA: 6s - loss: 0.5653 - acc: 0.7071 - ETA: 6s - loss: 0.5651 - acc: 0.7073 - ETA: 6s - loss: 0.5652 - acc: 0.7076 - ETA: 6s - loss: 0.5658 - acc: 0.7065 - ETA: 6s - loss: 0.5648 - acc: 0.7063 - ETA: 5s - loss: 0.5650 - acc: 0.7055 - ETA: 5s - loss: 0.5663 - acc: 0.7048 - ETA: 5s - loss: 0.5665 - acc: 0.7044 - ETA: 5s - loss: 0.5673 - acc: 0.7036 - ETA: 5s - loss: 0.5680 - acc: 0.7038 - ETA: 5s - loss: 0.5686 - acc: 0.7038 - ETA: 5s - loss: 0.5683 - acc: 0.7038 - ETA: 5s - loss: 0.5672 - acc: 0.7050 - ETA: 5s - loss: 0.5665 - acc: 0.7055 - ETA: 5s - loss: 0.5662 - acc: 0.7061 - ETA: 5s - loss: 0.5667 - acc: 0.7060 - ETA: 5s - loss: 0.5663 - acc: 0.7072 - ETA: 5s - loss: 0.5663 - acc: 0.7069 - ETA: 5s - loss: 0.5668 - acc: 0.7069 - ETA: 4s - loss: 0.5663 - acc: 0.7077 - ETA: 4s - loss: 0.5664 - acc: 0.7072 - ETA: 4s - loss: 0.5654 - acc: 0.7077 - ETA: 4s - loss: 0.5641 - acc: 0.7088 - ETA: 4s - loss: 0.5647 - acc: 0.7083 - ETA: 4s - loss: 0.5651 - acc: 0.7079 - ETA: 4s - loss: 0.5651 - acc: 0.7080 - ETA: 4s - loss: 0.5648 - acc: 0.7087 - ETA: 4s - loss: 0.5639 - acc: 0.7094 - ETA: 4s - loss: 0.5637 - acc: 0.7096 - ETA: 4s - loss: 0.5643 - acc: 0.7091 - ETA: 4s - loss: 0.5637 - acc: 0.7099 - ETA: 4s - loss: 0.5632 - acc: 0.7103 - ETA: 4s - loss: 0.5630 - acc: 0.7101 - ETA: 4s - loss: 0.5634 - acc: 0.7100 - ETA: 4s - loss: 0.5633 - acc: 0.7104 - ETA: 3s - loss: 0.5631 - acc: 0.7110 - ETA: 3s - loss: 0.5626 - acc: 0.7106 - ETA: 3s - loss: 0.5628 - acc: 0.7104 - ETA: 3s - loss: 0.5630 - acc: 0.7102 - ETA: 3s - loss: 0.5634 - acc: 0.7106 - ETA: 3s - loss: 0.5643 - acc: 0.7100 - ETA: 3s - loss: 0.5646 - acc: 0.7100 - ETA: 3s - loss: 0.5649 - acc: 0.7097 - ETA: 3s - loss: 0.5645 - acc: 0.7100 - ETA: 3s - loss: 0.5641 - acc: 0.7103 - ETA: 3s - loss: 0.5639 - acc: 0.7103 - ETA: 3s - loss: 0.5639 - acc: 0.7102 - ETA: 3s - loss: 0.5635 - acc: 0.7105 - ETA: 3s - loss: 0.5631 - acc: 0.7110 - ETA: 3s - loss: 0.5624 - acc: 0.7111 - ETA: 3s - loss: 0.5618 - acc: 0.7115 - ETA: 3s - loss: 0.5618 - acc: 0.7117 - ETA: 3s - loss: 0.5622 - acc: 0.7112 - ETA: 2s - loss: 0.5618 - acc: 0.7112 - ETA: 2s - loss: 0.5621 - acc: 0.7109 - ETA: 2s - loss: 0.5620 - acc: 0.7109 - ETA: 2s - loss: 0.5620 - acc: 0.7108 - ETA: 2s - loss: 0.5620 - acc: 0.7107 - ETA: 2s - loss: 0.5623 - acc: 0.7104 - ETA: 2s - loss: 0.5623 - acc: 0.7107 - ETA: 2s - loss: 0.5619 - acc: 0.7110 - ETA: 2s - loss: 0.5622 - acc: 0.7106 - ETA: 2s - loss: 0.5621 - acc: 0.7107 - ETA: 2s - loss: 0.5618 - acc: 0.7113 - ETA: 2s - loss: 0.5615 - acc: 0.7113 - ETA: 2s - loss: 0.5614 - acc: 0.7111 - ETA: 2s - loss: 0.5612 - acc: 0.7112 - ETA: 2s - loss: 0.5616 - acc: 0.7110 - ETA: 2s - loss: 0.5616 - acc: 0.7112 - ETA: 1s - loss: 0.5618 - acc: 0.7111 - ETA: 1s - loss: 0.5619 - acc: 0.7112 - ETA: 1s - loss: 0.5617 - acc: 0.7113 - ETA: 1s - loss: 0.5618 - acc: 0.7111 - ETA: 1s - loss: 0.5616 - acc: 0.7114 - ETA: 1s - loss: 0.5618 - acc: 0.7111 - ETA: 1s - loss: 0.5614 - acc: 0.7116 - ETA: 1s - loss: 0.5610 - acc: 0.7119 - ETA: 1s - loss: 0.5612 - acc: 0.7115 - ETA: 1s - loss: 0.5612 - acc: 0.7121 - ETA: 1s - loss: 0.5616 - acc: 0.7118 - ETA: 1s - loss: 0.5611 - acc: 0.7122 - ETA: 1s - loss: 0.5606 - acc: 0.7124 - ETA: 1s - loss: 0.5603 - acc: 0.7126 - ETA: 1s - loss: 0.5600 - acc: 0.7125 - ETA: 0s - loss: 0.5601 - acc: 0.7125 - ETA: 0s - loss: 0.5600 - acc: 0.7123 - ETA: 0s - loss: 0.5598 - acc: 0.7126 - ETA: 0s - loss: 0.5595 - acc: 0.7132 - ETA: 0s - loss: 0.5592 - acc: 0.7132 - ETA: 0s - loss: 0.5590 - acc: 0.7136 - ETA: 0s - loss: 0.5592 - acc: 0.7135 - ETA: 0s - loss: 0.5597 - acc: 0.7131 - ETA: 0s - loss: 0.5598 - acc: 0.7129 - ETA: 0s - loss: 0.5600 - acc: 0.7128 - ETA: 0s - loss: 0.5599 - acc: 0.7128 - ETA: 0s - loss: 0.5601 - acc: 0.7124 - ETA: 0s - loss: 0.5601 - acc: 0.7124 - ETA: 0s - loss: 0.5598 - acc: 0.7128 - ETA: 0s - loss: 0.5596 - acc: 0.7130 - ETA: 0s - loss: 0.5588 - acc: 0.7137 - ETA: 0s - loss: 0.5585 - acc: 0.7137 - 8s - loss: 0.5585 - acc: 0.7136
Epoch 5/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4140 - acc: 0.8438 - ETA: 9s - loss: 0.5041 - acc: 0.7312 - ETA: 9s - loss: 0.5536 - acc: 0.6806 - ETA: 8s - loss: 0.5708 - acc: 0.6875 - ETA: 8s - loss: 0.5590 - acc: 0.7007 - ETA: 8s - loss: 0.5493 - acc: 0.7188 - ETA: 8s - loss: 0.5542 - acc: 0.7132 - ETA: 9s - loss: 0.5567 - acc: 0.7094 - ETA: 9s - loss: 0.5523 - acc: 0.7170 - ETA: 9s - loss: 0.5572 - acc: 0.7163 - ETA: 8s - loss: 0.5504 - acc: 0.7237 - ETA: 8s - loss: 0.5485 - acc: 0.7264 - ETA: 8s - loss: 0.5480 - acc: 0.7234 - ETA: 8s - loss: 0.5474 - acc: 0.7220 - ETA: 8s - loss: 0.5488 - acc: 0.7208 - ETA: 8s - loss: 0.5473 - acc: 0.7164 - ETA: 8s - loss: 0.5454 - acc: 0.7174 - ETA: 8s - loss: 0.5445 - acc: 0.7163 - ETA: 7s - loss: 0.5472 - acc: 0.7145 - ETA: 7s - loss: 0.5492 - acc: 0.7111 - ETA: 7s - loss: 0.5504 - acc: 0.7097 - ETA: 7s - loss: 0.5495 - acc: 0.7099 - ETA: 7s - loss: 0.5486 - acc: 0.7113 - ETA: 7s - loss: 0.5488 - acc: 0.7122 - ETA: 7s - loss: 0.5496 - acc: 0.7102 - ETA: 7s - loss: 0.5492 - acc: 0.7109 - ETA: 7s - loss: 0.5503 - acc: 0.7090 - ETA: 7s - loss: 0.5489 - acc: 0.7123 - ETA: 7s - loss: 0.5515 - acc: 0.7105 - ETA: 7s - loss: 0.5534 - acc: 0.7095 - ETA: 7s - loss: 0.5541 - acc: 0.7086 - ETA: 7s - loss: 0.5521 - acc: 0.7092 - ETA: 7s - loss: 0.5516 - acc: 0.7096 - ETA: 6s - loss: 0.5533 - acc: 0.7083 - ETA: 6s - loss: 0.5529 - acc: 0.7097 - ETA: 6s - loss: 0.5541 - acc: 0.7091 - ETA: 6s - loss: 0.5548 - acc: 0.7087 - ETA: 6s - loss: 0.5551 - acc: 0.7082 - ETA: 6s - loss: 0.5558 - acc: 0.7075 - ETA: 6s - loss: 0.5559 - acc: 0.7069 - ETA: 6s - loss: 0.5566 - acc: 0.7068 - ETA: 6s - loss: 0.5560 - acc: 0.7076 - ETA: 6s - loss: 0.5551 - acc: 0.7081 - ETA: 6s - loss: 0.5548 - acc: 0.7077 - ETA: 6s - loss: 0.5540 - acc: 0.7090 - ETA: 5s - loss: 0.5530 - acc: 0.7103 - ETA: 5s - loss: 0.5528 - acc: 0.7097 - ETA: 5s - loss: 0.5530 - acc: 0.7096 - ETA: 5s - loss: 0.5524 - acc: 0.7098 - ETA: 5s - loss: 0.5524 - acc: 0.7104 - ETA: 5s - loss: 0.5524 - acc: 0.7111 - ETA: 5s - loss: 0.5524 - acc: 0.7111 - ETA: 5s - loss: 0.5545 - acc: 0.7098 - ETA: 5s - loss: 0.5554 - acc: 0.7099 - ETA: 5s - loss: 0.5557 - acc: 0.7105 - ETA: 5s - loss: 0.5556 - acc: 0.7107 - ETA: 5s - loss: 0.5553 - acc: 0.7108 - ETA: 5s - loss: 0.5550 - acc: 0.7116 - ETA: 5s - loss: 0.5541 - acc: 0.7123 - ETA: 5s - loss: 0.5543 - acc: 0.7128 - ETA: 4s - loss: 0.5542 - acc: 0.7131 - ETA: 4s - loss: 0.5536 - acc: 0.7132 - ETA: 4s - loss: 0.5532 - acc: 0.7135 - ETA: 4s - loss: 0.5538 - acc: 0.7127 - ETA: 4s - loss: 0.5534 - acc: 0.7133 - ETA: 4s - loss: 0.5538 - acc: 0.7131 - ETA: 4s - loss: 0.5543 - acc: 0.7122 - ETA: 4s - loss: 0.5543 - acc: 0.7119 - ETA: 4s - loss: 0.5543 - acc: 0.7121 - ETA: 4s - loss: 0.5537 - acc: 0.7120 - ETA: 4s - loss: 0.5531 - acc: 0.7124 - ETA: 4s - loss: 0.5526 - acc: 0.7132 - ETA: 4s - loss: 0.5519 - acc: 0.7143 - ETA: 4s - loss: 0.5513 - acc: 0.7151 - ETA: 4s - loss: 0.5511 - acc: 0.7154 - ETA: 4s - loss: 0.5509 - acc: 0.7160 - ETA: 4s - loss: 0.5510 - acc: 0.7155 - ETA: 4s - loss: 0.5509 - acc: 0.7155 - ETA: 3s - loss: 0.5504 - acc: 0.7162 - ETA: 3s - loss: 0.5510 - acc: 0.7157 - ETA: 3s - loss: 0.5513 - acc: 0.7158 - ETA: 3s - loss: 0.5504 - acc: 0.7167 - ETA: 3s - loss: 0.5507 - acc: 0.7166 - ETA: 3s - loss: 0.5498 - acc: 0.7168 - ETA: 3s - loss: 0.5499 - acc: 0.7165 - ETA: 3s - loss: 0.5491 - acc: 0.7175 - ETA: 3s - loss: 0.5490 - acc: 0.7182 - ETA: 3s - loss: 0.5488 - acc: 0.7183 - ETA: 3s - loss: 0.5479 - acc: 0.7191 - ETA: 3s - loss: 0.5483 - acc: 0.7187 - ETA: 3s - loss: 0.5482 - acc: 0.7188 - ETA: 3s - loss: 0.5487 - acc: 0.7193 - ETA: 3s - loss: 0.5487 - acc: 0.7193 - ETA: 3s - loss: 0.5488 - acc: 0.7191 - ETA: 3s - loss: 0.5478 - acc: 0.7200 - ETA: 3s - loss: 0.5472 - acc: 0.7204 - ETA: 2s - loss: 0.5468 - acc: 0.7207 - ETA: 2s - loss: 0.5470 - acc: 0.7204 - ETA: 2s - loss: 0.5470 - acc: 0.7206 - ETA: 2s - loss: 0.5465 - acc: 0.7210 - ETA: 2s - loss: 0.5470 - acc: 0.7210 - ETA: 2s - loss: 0.5462 - acc: 0.7212 - ETA: 2s - loss: 0.5470 - acc: 0.7209 - ETA: 2s - loss: 0.5462 - acc: 0.7218 - ETA: 2s - loss: 0.5458 - acc: 0.7218 - ETA: 2s - loss: 0.5463 - acc: 0.7217 - ETA: 2s - loss: 0.5469 - acc: 0.7213 - ETA: 2s - loss: 0.5466 - acc: 0.7219 - ETA: 2s - loss: 0.5465 - acc: 0.7222 - ETA: 2s - loss: 0.5462 - acc: 0.7225 - ETA: 2s - loss: 0.5463 - acc: 0.7224 - ETA: 2s - loss: 0.5464 - acc: 0.7224 - ETA: 2s - loss: 0.5469 - acc: 0.7219 - ETA: 1s - loss: 0.5467 - acc: 0.7220 - ETA: 1s - loss: 0.5465 - acc: 0.7222 - ETA: 1s - loss: 0.5460 - acc: 0.7225 - ETA: 1s - loss: 0.5459 - acc: 0.7225 - ETA: 1s - loss: 0.5452 - acc: 0.7230 - ETA: 1s - loss: 0.5445 - acc: 0.7233 - ETA: 1s - loss: 0.5440 - acc: 0.7234 - ETA: 1s - loss: 0.5453 - acc: 0.7227 - ETA: 1s - loss: 0.5451 - acc: 0.7229 - ETA: 1s - loss: 0.5451 - acc: 0.7230 - ETA: 1s - loss: 0.5449 - acc: 0.7233 - ETA: 1s - loss: 0.5449 - acc: 0.7230 - ETA: 1s - loss: 0.5453 - acc: 0.7225 - ETA: 1s - loss: 0.5452 - acc: 0.7225 - ETA: 1s - loss: 0.5448 - acc: 0.7227 - ETA: 0s - loss: 0.5443 - acc: 0.7229 - ETA: 0s - loss: 0.5441 - acc: 0.7229 - ETA: 0s - loss: 0.5441 - acc: 0.7232 - ETA: 0s - loss: 0.5443 - acc: 0.7233 - ETA: 0s - loss: 0.5445 - acc: 0.7232 - ETA: 0s - loss: 0.5440 - acc: 0.7235 - ETA: 0s - loss: 0.5442 - acc: 0.7237 - ETA: 0s - loss: 0.5437 - acc: 0.7242 - ETA: 0s - loss: 0.5441 - acc: 0.7241 - ETA: 0s - loss: 0.5438 - acc: 0.7242 - ETA: 0s - loss: 0.5437 - acc: 0.7243 - ETA: 0s - loss: 0.5437 - acc: 0.7246 - ETA: 0s - loss: 0.5447 - acc: 0.7239 - ETA: 0s - loss: 0.5449 - acc: 0.7237 - ETA: 0s - loss: 0.5448 - acc: 0.7237 - ETA: 0s - loss: 0.5447 - acc: 0.7235 - 9s - loss: 0.5447 - acc: 0.7235
Epoch 6/100
20000/20000 [==============================] - ETA: 9s - loss: 0.6428 - acc: 0.6875 - ETA: 9s - loss: 0.5437 - acc: 0.7312 - ETA: 9s - loss: 0.5450 - acc: 0.7222 - ETA: 9s - loss: 0.5534 - acc: 0.7260 - ETA: 9s - loss: 0.5695 - acc: 0.7261 - ETA: 9s - loss: 0.5730 - acc: 0.7173 - ETA: 8s - loss: 0.5687 - acc: 0.7245 - ETA: 8s - loss: 0.5684 - acc: 0.7188 - ETA: 8s - loss: 0.5605 - acc: 0.7214 - ETA: 8s - loss: 0.5632 - acc: 0.7188 - ETA: 8s - loss: 0.5537 - acc: 0.7282 - ETA: 8s - loss: 0.5479 - acc: 0.7298 - ETA: 8s - loss: 0.5478 - acc: 0.7273 - ETA: 8s - loss: 0.5379 - acc: 0.7333 - ETA: 8s - loss: 0.5444 - acc: 0.7299 - ETA: 8s - loss: 0.5414 - acc: 0.7324 - ETA: 8s - loss: 0.5386 - acc: 0.7335 - ETA: 8s - loss: 0.5480 - acc: 0.7268 - ETA: 8s - loss: 0.5466 - acc: 0.7264 - ETA: 8s - loss: 0.5437 - acc: 0.7275 - ETA: 8s - loss: 0.5446 - acc: 0.7267 - ETA: 7s - loss: 0.5433 - acc: 0.7260 - ETA: 7s - loss: 0.5412 - acc: 0.7285 - ETA: 7s - loss: 0.5399 - acc: 0.7278 - ETA: 7s - loss: 0.5380 - acc: 0.7284 - ETA: 7s - loss: 0.5385 - acc: 0.7282 - ETA: 7s - loss: 0.5384 - acc: 0.7279 - ETA: 7s - loss: 0.5409 - acc: 0.7263 - ETA: 7s - loss: 0.5375 - acc: 0.7295 - ETA: 7s - loss: 0.5356 - acc: 0.7317 - ETA: 7s - loss: 0.5355 - acc: 0.7334 - ETA: 7s - loss: 0.5331 - acc: 0.7357 - ETA: 6s - loss: 0.5324 - acc: 0.7351 - ETA: 6s - loss: 0.5306 - acc: 0.7364 - ETA: 6s - loss: 0.5304 - acc: 0.7355 - ETA: 6s - loss: 0.5307 - acc: 0.7352 - ETA: 6s - loss: 0.5298 - acc: 0.7354 - ETA: 6s - loss: 0.5318 - acc: 0.7333 - ETA: 6s - loss: 0.5320 - acc: 0.7335 - ETA: 6s - loss: 0.5326 - acc: 0.7328 - ETA: 6s - loss: 0.5330 - acc: 0.7323 - ETA: 6s - loss: 0.5327 - acc: 0.7319 - ETA: 6s - loss: 0.5340 - acc: 0.7305 - ETA: 6s - loss: 0.5360 - acc: 0.7292 - ETA: 6s - loss: 0.5355 - acc: 0.7289 - ETA: 6s - loss: 0.5382 - acc: 0.7266 - ETA: 6s - loss: 0.5381 - acc: 0.7269 - ETA: 6s - loss: 0.5364 - acc: 0.7275 - ETA: 6s - loss: 0.5364 - acc: 0.7275 - ETA: 6s - loss: 0.5378 - acc: 0.7261 - ETA: 5s - loss: 0.5376 - acc: 0.7268 - ETA: 5s - loss: 0.5384 - acc: 0.7264 - ETA: 5s - loss: 0.5385 - acc: 0.7259 - ETA: 5s - loss: 0.5380 - acc: 0.7265 - ETA: 5s - loss: 0.5385 - acc: 0.7259 - ETA: 5s - loss: 0.5377 - acc: 0.7265 - ETA: 5s - loss: 0.5368 - acc: 0.7284 - ETA: 5s - loss: 0.5366 - acc: 0.7284 - ETA: 5s - loss: 0.5385 - acc: 0.7276 - ETA: 5s - loss: 0.5401 - acc: 0.7266 - ETA: 5s - loss: 0.5399 - acc: 0.7271 - ETA: 5s - loss: 0.5404 - acc: 0.7264 - ETA: 5s - loss: 0.5400 - acc: 0.7281 - ETA: 5s - loss: 0.5393 - acc: 0.7283 - ETA: 5s - loss: 0.5385 - acc: 0.7290 - ETA: 5s - loss: 0.5384 - acc: 0.7294 - ETA: 5s - loss: 0.5382 - acc: 0.7299 - ETA: 4s - loss: 0.5382 - acc: 0.7295 - ETA: 4s - loss: 0.5385 - acc: 0.7292 - ETA: 4s - loss: 0.5375 - acc: 0.7302 - ETA: 4s - loss: 0.5373 - acc: 0.7304 - ETA: 4s - loss: 0.5374 - acc: 0.7305 - ETA: 4s - loss: 0.5370 - acc: 0.7307 - ETA: 4s - loss: 0.5365 - acc: 0.7311 - ETA: 4s - loss: 0.5360 - acc: 0.7316 - ETA: 4s - loss: 0.5362 - acc: 0.7315 - ETA: 4s - loss: 0.5355 - acc: 0.7320 - ETA: 4s - loss: 0.5355 - acc: 0.7319 - ETA: 4s - loss: 0.5358 - acc: 0.7319 - ETA: 4s - loss: 0.5346 - acc: 0.7325 - ETA: 4s - loss: 0.5351 - acc: 0.7321 - ETA: 4s - loss: 0.5354 - acc: 0.7319 - ETA: 4s - loss: 0.5354 - acc: 0.7320 - ETA: 4s - loss: 0.5351 - acc: 0.7321 - ETA: 3s - loss: 0.5347 - acc: 0.7324 - ETA: 3s - loss: 0.5348 - acc: 0.7322 - ETA: 3s - loss: 0.5346 - acc: 0.7318 - ETA: 3s - loss: 0.5348 - acc: 0.7319 - ETA: 3s - loss: 0.5345 - acc: 0.7315 - ETA: 3s - loss: 0.5343 - acc: 0.7317 - ETA: 3s - loss: 0.5345 - acc: 0.7316 - ETA: 3s - loss: 0.5350 - acc: 0.7309 - ETA: 3s - loss: 0.5349 - acc: 0.7309 - ETA: 3s - loss: 0.5356 - acc: 0.7303 - ETA: 3s - loss: 0.5349 - acc: 0.7311 - ETA: 3s - loss: 0.5352 - acc: 0.7309 - ETA: 3s - loss: 0.5359 - acc: 0.7307 - ETA: 3s - loss: 0.5361 - acc: 0.7309 - ETA: 2s - loss: 0.5352 - acc: 0.7317 - ETA: 2s - loss: 0.5356 - acc: 0.7313 - ETA: 2s - loss: 0.5347 - acc: 0.7320 - ETA: 2s - loss: 0.5344 - acc: 0.7325 - ETA: 2s - loss: 0.5345 - acc: 0.7325 - ETA: 2s - loss: 0.5343 - acc: 0.7329 - ETA: 2s - loss: 0.5349 - acc: 0.7324 - ETA: 2s - loss: 0.5355 - acc: 0.7320 - ETA: 2s - loss: 0.5358 - acc: 0.7317 - ETA: 2s - loss: 0.5362 - acc: 0.7315 - ETA: 2s - loss: 0.5363 - acc: 0.7314 - ETA: 2s - loss: 0.5364 - acc: 0.7316 - ETA: 2s - loss: 0.5364 - acc: 0.7318 - ETA: 2s - loss: 0.5363 - acc: 0.7323 - ETA: 2s - loss: 0.5366 - acc: 0.7321 - ETA: 1s - loss: 0.5364 - acc: 0.7323 - ETA: 1s - loss: 0.5361 - acc: 0.7323 - ETA: 1s - loss: 0.5362 - acc: 0.7322 - ETA: 1s - loss: 0.5366 - acc: 0.7324 - ETA: 1s - loss: 0.5360 - acc: 0.7328 - ETA: 1s - loss: 0.5359 - acc: 0.7331 - ETA: 1s - loss: 0.5354 - acc: 0.7331 - ETA: 1s - loss: 0.5356 - acc: 0.7327 - ETA: 1s - loss: 0.5347 - acc: 0.7334 - ETA: 1s - loss: 0.5345 - acc: 0.7335 - ETA: 1s - loss: 0.5347 - acc: 0.7332 - ETA: 1s - loss: 0.5347 - acc: 0.7330 - ETA: 1s - loss: 0.5345 - acc: 0.7331 - ETA: 1s - loss: 0.5341 - acc: 0.7335 - ETA: 1s - loss: 0.5341 - acc: 0.7334 - ETA: 1s - loss: 0.5334 - acc: 0.7338 - ETA: 0s - loss: 0.5334 - acc: 0.7342 - ETA: 0s - loss: 0.5334 - acc: 0.7344 - ETA: 0s - loss: 0.5332 - acc: 0.7346 - ETA: 0s - loss: 0.5333 - acc: 0.7343 - ETA: 0s - loss: 0.5337 - acc: 0.7342 - ETA: 0s - loss: 0.5340 - acc: 0.7338 - ETA: 0s - loss: 0.5342 - acc: 0.7340 - ETA: 0s - loss: 0.5337 - acc: 0.7340 - ETA: 0s - loss: 0.5339 - acc: 0.7337 - ETA: 0s - loss: 0.5339 - acc: 0.7338 - ETA: 0s - loss: 0.5339 - acc: 0.7338 - ETA: 0s - loss: 0.5340 - acc: 0.7337 - ETA: 0s - loss: 0.5345 - acc: 0.7335 - ETA: 0s - loss: 0.5341 - acc: 0.7340 - ETA: 0s - loss: 0.5341 - acc: 0.7341 - 9s - loss: 0.5342 - acc: 0.7338
Epoch 7/100
20000/20000 [==============================] - ETA: 9s - loss: 0.5436 - acc: 0.6875 - ETA: 8s - loss: 0.5318 - acc: 0.7135 - ETA: 7s - loss: 0.5099 - acc: 0.7358 - ETA: 8s - loss: 0.5113 - acc: 0.7210 - ETA: 8s - loss: 0.5099 - acc: 0.7266 - ETA: 7s - loss: 0.5132 - acc: 0.7288 - ETA: 8s - loss: 0.5144 - acc: 0.7252 - ETA: 8s - loss: 0.5149 - acc: 0.7288 - ETA: 8s - loss: 0.5157 - acc: 0.7295 - ETA: 8s - loss: 0.5168 - acc: 0.7276 - ETA: 9s - loss: 0.5175 - acc: 0.7284 - ETA: 9s - loss: 0.5152 - acc: 0.7296 - ETA: 8s - loss: 0.5186 - acc: 0.7279 - ETA: 8s - loss: 0.5162 - acc: 0.7318 - ETA: 8s - loss: 0.5198 - acc: 0.7325 - ETA: 8s - loss: 0.5194 - acc: 0.7287 - ETA: 8s - loss: 0.5225 - acc: 0.7253 - ETA: 8s - loss: 0.5231 - acc: 0.7253 - ETA: 8s - loss: 0.5277 - acc: 0.7225 - ETA: 8s - loss: 0.5294 - acc: 0.7211 - ETA: 8s - loss: 0.5294 - acc: 0.7235 - ETA: 8s - loss: 0.5287 - acc: 0.7257 - ETA: 8s - loss: 0.5278 - acc: 0.7248 - ETA: 8s - loss: 0.5275 - acc: 0.7236 - ETA: 8s - loss: 0.5288 - acc: 0.7240 - ETA: 8s - loss: 0.5268 - acc: 0.7255 - ETA: 7s - loss: 0.5224 - acc: 0.7283 - ETA: 7s - loss: 0.5221 - acc: 0.7292 - ETA: 7s - loss: 0.5223 - acc: 0.7282 - ETA: 7s - loss: 0.5205 - acc: 0.7289 - ETA: 7s - loss: 0.5208 - acc: 0.7297 - ETA: 7s - loss: 0.5196 - acc: 0.7328 - ETA: 7s - loss: 0.5186 - acc: 0.7352 - ETA: 7s - loss: 0.5194 - acc: 0.7361 - ETA: 7s - loss: 0.5179 - acc: 0.7375 - ETA: 7s - loss: 0.5180 - acc: 0.7383 - ETA: 7s - loss: 0.5173 - acc: 0.7397 - ETA: 7s - loss: 0.5170 - acc: 0.7401 - ETA: 7s - loss: 0.5168 - acc: 0.7404 - ETA: 7s - loss: 0.5174 - acc: 0.7404 - ETA: 6s - loss: 0.5167 - acc: 0.7421 - ETA: 6s - loss: 0.5170 - acc: 0.7407 - ETA: 6s - loss: 0.5177 - acc: 0.7403 - ETA: 6s - loss: 0.5206 - acc: 0.7380 - ETA: 6s - loss: 0.5208 - acc: 0.7377 - ETA: 6s - loss: 0.5208 - acc: 0.7375 - ETA: 6s - loss: 0.5211 - acc: 0.7380 - ETA: 6s - loss: 0.5204 - acc: 0.7380 - ETA: 6s - loss: 0.5203 - acc: 0.7370 - ETA: 6s - loss: 0.5201 - acc: 0.7367 - ETA: 6s - loss: 0.5210 - acc: 0.7367 - ETA: 6s - loss: 0.5207 - acc: 0.7371 - ETA: 6s - loss: 0.5202 - acc: 0.7378 - ETA: 6s - loss: 0.5197 - acc: 0.7382 - ETA: 6s - loss: 0.5208 - acc: 0.7382 - ETA: 6s - loss: 0.5205 - acc: 0.7380 - ETA: 6s - loss: 0.5221 - acc: 0.7371 - ETA: 6s - loss: 0.5219 - acc: 0.7369 - ETA: 5s - loss: 0.5219 - acc: 0.7369 - ETA: 5s - loss: 0.5212 - acc: 0.7379 - ETA: 5s - loss: 0.5209 - acc: 0.7379 - ETA: 5s - loss: 0.5207 - acc: 0.7386 - ETA: 5s - loss: 0.5206 - acc: 0.7389 - ETA: 5s - loss: 0.5206 - acc: 0.7392 - ETA: 5s - loss: 0.5216 - acc: 0.7387 - ETA: 5s - loss: 0.5212 - acc: 0.7394 - ETA: 5s - loss: 0.5214 - acc: 0.7391 - ETA: 5s - loss: 0.5203 - acc: 0.7391 - ETA: 5s - loss: 0.5204 - acc: 0.7383 - ETA: 5s - loss: 0.5208 - acc: 0.7381 - ETA: 5s - loss: 0.5200 - acc: 0.7394 - ETA: 4s - loss: 0.5204 - acc: 0.7391 - ETA: 4s - loss: 0.5211 - acc: 0.7389 - ETA: 4s - loss: 0.5208 - acc: 0.7396 - ETA: 4s - loss: 0.5208 - acc: 0.7392 - ETA: 4s - loss: 0.5195 - acc: 0.7402 - ETA: 4s - loss: 0.5202 - acc: 0.7394 - ETA: 4s - loss: 0.5214 - acc: 0.7381 - ETA: 4s - loss: 0.5210 - acc: 0.7381 - ETA: 4s - loss: 0.5206 - acc: 0.7387 - ETA: 4s - loss: 0.5209 - acc: 0.7387 - ETA: 4s - loss: 0.5216 - acc: 0.7385 - ETA: 4s - loss: 0.5222 - acc: 0.7378 - ETA: 4s - loss: 0.5221 - acc: 0.7380 - ETA: 4s - loss: 0.5219 - acc: 0.7378 - ETA: 3s - loss: 0.5225 - acc: 0.7378 - ETA: 3s - loss: 0.5227 - acc: 0.7382 - ETA: 3s - loss: 0.5221 - acc: 0.7385 - ETA: 3s - loss: 0.5226 - acc: 0.7381 - ETA: 3s - loss: 0.5231 - acc: 0.7375 - ETA: 3s - loss: 0.5234 - acc: 0.7373 - ETA: 3s - loss: 0.5234 - acc: 0.7374 - ETA: 3s - loss: 0.5229 - acc: 0.7379 - ETA: 3s - loss: 0.5237 - acc: 0.7372 - ETA: 3s - loss: 0.5234 - acc: 0.7373 - ETA: 3s - loss: 0.5235 - acc: 0.7368 - ETA: 3s - loss: 0.5245 - acc: 0.7360 - ETA: 3s - loss: 0.5245 - acc: 0.7359 - ETA: 3s - loss: 0.5246 - acc: 0.7359 - ETA: 3s - loss: 0.5244 - acc: 0.7360 - ETA: 2s - loss: 0.5237 - acc: 0.7365 - ETA: 2s - loss: 0.5227 - acc: 0.7374 - ETA: 2s - loss: 0.5227 - acc: 0.7374 - ETA: 2s - loss: 0.5227 - acc: 0.7369 - ETA: 2s - loss: 0.5232 - acc: 0.7367 - ETA: 2s - loss: 0.5234 - acc: 0.7366 - ETA: 2s - loss: 0.5238 - acc: 0.7363 - ETA: 2s - loss: 0.5235 - acc: 0.7365 - ETA: 2s - loss: 0.5236 - acc: 0.7365 - ETA: 2s - loss: 0.5239 - acc: 0.7360 - ETA: 2s - loss: 0.5237 - acc: 0.7365 - ETA: 2s - loss: 0.5243 - acc: 0.7363 - ETA: 2s - loss: 0.5240 - acc: 0.7367 - ETA: 2s - loss: 0.5239 - acc: 0.7367 - ETA: 2s - loss: 0.5243 - acc: 0.7364 - ETA: 2s - loss: 0.5242 - acc: 0.7366 - ETA: 2s - loss: 0.5242 - acc: 0.7364 - ETA: 2s - loss: 0.5243 - acc: 0.7362 - ETA: 1s - loss: 0.5243 - acc: 0.7362 - ETA: 1s - loss: 0.5244 - acc: 0.7362 - ETA: 1s - loss: 0.5247 - acc: 0.7361 - ETA: 1s - loss: 0.5241 - acc: 0.7364 - ETA: 1s - loss: 0.5240 - acc: 0.7363 - ETA: 1s - loss: 0.5242 - acc: 0.7363 - ETA: 1s - loss: 0.5247 - acc: 0.7358 - ETA: 1s - loss: 0.5244 - acc: 0.7361 - ETA: 1s - loss: 0.5238 - acc: 0.7363 - ETA: 1s - loss: 0.5238 - acc: 0.7364 - ETA: 1s - loss: 0.5238 - acc: 0.7367 - ETA: 1s - loss: 0.5240 - acc: 0.7369 - ETA: 1s - loss: 0.5243 - acc: 0.7370 - ETA: 1s - loss: 0.5241 - acc: 0.7370 - ETA: 1s - loss: 0.5239 - acc: 0.7374 - ETA: 0s - loss: 0.5247 - acc: 0.7376 - ETA: 0s - loss: 0.5249 - acc: 0.7376 - ETA: 0s - loss: 0.5244 - acc: 0.7381 - ETA: 0s - loss: 0.5244 - acc: 0.7381 - ETA: 0s - loss: 0.5247 - acc: 0.7381 - ETA: 0s - loss: 0.5243 - acc: 0.7384 - ETA: 0s - loss: 0.5241 - acc: 0.7387 - ETA: 0s - loss: 0.5241 - acc: 0.7387 - ETA: 0s - loss: 0.5246 - acc: 0.7381 - ETA: 0s - loss: 0.5245 - acc: 0.7382 - ETA: 0s - loss: 0.5243 - acc: 0.7385 - ETA: 0s - loss: 0.5248 - acc: 0.7383 - ETA: 0s - loss: 0.5253 - acc: 0.7381 - ETA: 0s - loss: 0.5251 - acc: 0.7383 - 9s - loss: 0.5251 - acc: 0.7385
Epoch 8/100
20000/20000 [==============================] - ETA: 19s - loss: 0.4929 - acc: 0.8125 - ETA: 11s - loss: 0.4806 - acc: 0.7750 - ETA: 13s - loss: 0.4731 - acc: 0.7679 - ETA: 11s - loss: 0.5431 - acc: 0.7396 - ETA: 11s - loss: 0.5363 - acc: 0.7333 - ETA: 10s - loss: 0.5281 - acc: 0.7385 - ETA: 10s - loss: 0.5264 - acc: 0.7461 - ETA: 10s - loss: 0.5294 - acc: 0.7454 - ETA: 9s - loss: 0.5357 - acc: 0.7354 - ETA: 9s - loss: 0.5311 - acc: 0.7396 - ETA: 9s - loss: 0.5367 - acc: 0.7355 - ETA: 9s - loss: 0.5341 - acc: 0.7393 - ETA: 8s - loss: 0.5274 - acc: 0.7423 - ETA: 8s - loss: 0.5266 - acc: 0.7471 - ETA: 8s - loss: 0.5273 - acc: 0.7484 - ETA: 8s - loss: 0.5247 - acc: 0.7480 - ETA: 8s - loss: 0.5224 - acc: 0.7449 - ETA: 8s - loss: 0.5249 - acc: 0.7430 - ETA: 8s - loss: 0.5227 - acc: 0.7458 - ETA: 8s - loss: 0.5197 - acc: 0.7492 - ETA: 8s - loss: 0.5244 - acc: 0.7470 - ETA: 8s - loss: 0.5242 - acc: 0.7460 - ETA: 7s - loss: 0.5223 - acc: 0.7466 - ETA: 7s - loss: 0.5182 - acc: 0.7503 - ETA: 7s - loss: 0.5166 - acc: 0.7491 - ETA: 7s - loss: 0.5150 - acc: 0.7506 - ETA: 7s - loss: 0.5186 - acc: 0.7489 - ETA: 7s - loss: 0.5192 - acc: 0.7495 - ETA: 7s - loss: 0.5202 - acc: 0.7505 - ETA: 7s - loss: 0.5184 - acc: 0.7523 - ETA: 7s - loss: 0.5189 - acc: 0.7522 - ETA: 7s - loss: 0.5188 - acc: 0.7519 - ETA: 7s - loss: 0.5178 - acc: 0.7521 - ETA: 7s - loss: 0.5173 - acc: 0.7529 - ETA: 7s - loss: 0.5171 - acc: 0.7526 - ETA: 6s - loss: 0.5160 - acc: 0.7521 - ETA: 6s - loss: 0.5165 - acc: 0.7520 - ETA: 6s - loss: 0.5156 - acc: 0.7534 - ETA: 6s - loss: 0.5153 - acc: 0.7521 - ETA: 6s - loss: 0.5164 - acc: 0.7507 - ETA: 6s - loss: 0.5169 - acc: 0.7509 - ETA: 6s - loss: 0.5166 - acc: 0.7507 - ETA: 6s - loss: 0.5167 - acc: 0.7505 - ETA: 6s - loss: 0.5169 - acc: 0.7503 - ETA: 6s - loss: 0.5165 - acc: 0.7495 - ETA: 6s - loss: 0.5180 - acc: 0.7489 - ETA: 6s - loss: 0.5180 - acc: 0.7492 - ETA: 6s - loss: 0.5173 - acc: 0.7497 - ETA: 6s - loss: 0.5173 - acc: 0.7491 - ETA: 6s - loss: 0.5166 - acc: 0.7500 - ETA: 6s - loss: 0.5163 - acc: 0.7499 - ETA: 6s - loss: 0.5162 - acc: 0.7500 - ETA: 6s - loss: 0.5156 - acc: 0.7500 - ETA: 6s - loss: 0.5157 - acc: 0.7501 - ETA: 6s - loss: 0.5165 - acc: 0.7497 - ETA: 6s - loss: 0.5160 - acc: 0.7496 - ETA: 6s - loss: 0.5168 - acc: 0.7497 - ETA: 6s - loss: 0.5168 - acc: 0.7500 - ETA: 6s - loss: 0.5172 - acc: 0.7499 - ETA: 6s - loss: 0.5175 - acc: 0.7495 - ETA: 6s - loss: 0.5175 - acc: 0.7492 - ETA: 5s - loss: 0.5178 - acc: 0.7489 - ETA: 5s - loss: 0.5180 - acc: 0.7483 - ETA: 5s - loss: 0.5177 - acc: 0.7481 - ETA: 5s - loss: 0.5180 - acc: 0.7480 - ETA: 5s - loss: 0.5182 - acc: 0.7481 - ETA: 5s - loss: 0.5174 - acc: 0.7491 - ETA: 5s - loss: 0.5174 - acc: 0.7487 - ETA: 5s - loss: 0.5176 - acc: 0.7484 - ETA: 5s - loss: 0.5174 - acc: 0.7482 - ETA: 5s - loss: 0.5172 - acc: 0.7487 - ETA: 5s - loss: 0.5166 - acc: 0.7488 - ETA: 5s - loss: 0.5166 - acc: 0.7492 - ETA: 5s - loss: 0.5170 - acc: 0.7494 - ETA: 4s - loss: 0.5170 - acc: 0.7491 - ETA: 4s - loss: 0.5183 - acc: 0.7477 - ETA: 4s - loss: 0.5197 - acc: 0.7464 - ETA: 4s - loss: 0.5199 - acc: 0.7463 - ETA: 4s - loss: 0.5194 - acc: 0.7469 - ETA: 4s - loss: 0.5195 - acc: 0.7468 - ETA: 4s - loss: 0.5202 - acc: 0.7460 - ETA: 4s - loss: 0.5206 - acc: 0.7452 - ETA: 4s - loss: 0.5206 - acc: 0.7452 - ETA: 4s - loss: 0.5210 - acc: 0.7450 - ETA: 4s - loss: 0.5215 - acc: 0.7443 - ETA: 4s - loss: 0.5221 - acc: 0.7435 - ETA: 4s - loss: 0.5218 - acc: 0.7434 - ETA: 4s - loss: 0.5215 - acc: 0.7433 - ETA: 4s - loss: 0.5216 - acc: 0.7432 - ETA: 4s - loss: 0.5213 - acc: 0.7437 - ETA: 3s - loss: 0.5214 - acc: 0.7436 - ETA: 3s - loss: 0.5214 - acc: 0.7434 - ETA: 3s - loss: 0.5217 - acc: 0.7433 - ETA: 3s - loss: 0.5213 - acc: 0.7437 - ETA: 3s - loss: 0.5211 - acc: 0.7438 - ETA: 3s - loss: 0.5212 - acc: 0.7436 - ETA: 3s - loss: 0.5213 - acc: 0.7432 - ETA: 3s - loss: 0.5203 - acc: 0.7438 - ETA: 3s - loss: 0.5204 - acc: 0.7436 - ETA: 3s - loss: 0.5195 - acc: 0.7444 - ETA: 3s - loss: 0.5204 - acc: 0.7440 - ETA: 3s - loss: 0.5202 - acc: 0.7441 - ETA: 3s - loss: 0.5204 - acc: 0.7441 - ETA: 3s - loss: 0.5200 - acc: 0.7445 - ETA: 3s - loss: 0.5202 - acc: 0.7449 - ETA: 3s - loss: 0.5206 - acc: 0.7449 - ETA: 3s - loss: 0.5215 - acc: 0.7441 - ETA: 3s - loss: 0.5216 - acc: 0.7438 - ETA: 2s - loss: 0.5213 - acc: 0.7441 - ETA: 2s - loss: 0.5203 - acc: 0.7445 - ETA: 2s - loss: 0.5205 - acc: 0.7442 - ETA: 2s - loss: 0.5201 - acc: 0.7447 - ETA: 2s - loss: 0.5204 - acc: 0.7446 - ETA: 2s - loss: 0.5200 - acc: 0.7452 - ETA: 2s - loss: 0.5204 - acc: 0.7449 - ETA: 2s - loss: 0.5203 - acc: 0.7451 - ETA: 2s - loss: 0.5200 - acc: 0.7449 - ETA: 2s - loss: 0.5197 - acc: 0.7455 - ETA: 2s - loss: 0.5193 - acc: 0.7458 - ETA: 2s - loss: 0.5184 - acc: 0.7462 - ETA: 2s - loss: 0.5180 - acc: 0.7463 - ETA: 2s - loss: 0.5184 - acc: 0.7460 - ETA: 1s - loss: 0.5184 - acc: 0.7461 - ETA: 1s - loss: 0.5187 - acc: 0.7457 - ETA: 1s - loss: 0.5182 - acc: 0.7461 - ETA: 1s - loss: 0.5180 - acc: 0.7463 - ETA: 1s - loss: 0.5180 - acc: 0.7468 - ETA: 1s - loss: 0.5182 - acc: 0.7463 - ETA: 1s - loss: 0.5178 - acc: 0.7464 - ETA: 1s - loss: 0.5173 - acc: 0.7468 - ETA: 1s - loss: 0.5170 - acc: 0.7472 - ETA: 1s - loss: 0.5171 - acc: 0.7470 - ETA: 1s - loss: 0.5173 - acc: 0.7467 - ETA: 1s - loss: 0.5173 - acc: 0.7467 - ETA: 1s - loss: 0.5169 - acc: 0.7471 - ETA: 1s - loss: 0.5167 - acc: 0.7472 - ETA: 1s - loss: 0.5166 - acc: 0.7473 - ETA: 0s - loss: 0.5165 - acc: 0.7477 - ETA: 0s - loss: 0.5162 - acc: 0.7477 - ETA: 0s - loss: 0.5158 - acc: 0.7477 - ETA: 0s - loss: 0.5154 - acc: 0.7482 - ETA: 0s - loss: 0.5151 - acc: 0.7481 - ETA: 0s - loss: 0.5156 - acc: 0.7477 - ETA: 0s - loss: 0.5157 - acc: 0.7476 - ETA: 0s - loss: 0.5158 - acc: 0.7477 - ETA: 0s - loss: 0.5163 - acc: 0.7477 - ETA: 0s - loss: 0.5162 - acc: 0.7477 - ETA: 0s - loss: 0.5161 - acc: 0.7476 - ETA: 0s - loss: 0.5161 - acc: 0.7476 - ETA: 0s - loss: 0.5162 - acc: 0.7476 - ETA: 0s - loss: 0.5163 - acc: 0.7475 - 9s - loss: 0.5164 - acc: 0.7475
Epoch 9/100
20000/20000 [==============================] - ETA: 19s - loss: 0.3622 - acc: 0.9062 - ETA: 9s - loss: 0.4876 - acc: 0.7917 - ETA: 9s - loss: 0.5295 - acc: 0.7594 - ETA: 9s - loss: 0.4981 - acc: 0.7790 - ETA: 8s - loss: 0.4898 - acc: 0.7747 - ETA: 8s - loss: 0.4960 - acc: 0.7704 - ETA: 8s - loss: 0.4972 - acc: 0.7645 - ETA: 8s - loss: 0.5011 - acc: 0.7617 - ETA: 8s - loss: 0.4969 - acc: 0.7660 - ETA: 8s - loss: 0.5006 - acc: 0.7637 - ETA: 8s - loss: 0.4993 - acc: 0.7628 - ETA: 8s - loss: 0.5028 - acc: 0.7575 - ETA: 8s - loss: 0.5053 - acc: 0.7559 - ETA: 8s - loss: 0.5007 - acc: 0.7586 - ETA: 8s - loss: 0.5016 - acc: 0.7572 - ETA: 8s - loss: 0.5031 - acc: 0.7572 - ETA: 8s - loss: 0.5026 - acc: 0.7574 - ETA: 8s - loss: 0.5020 - acc: 0.7598 - ETA: 8s - loss: 0.5032 - acc: 0.7588 - ETA: 8s - loss: 0.5050 - acc: 0.7575 - ETA: 7s - loss: 0.5045 - acc: 0.7564 - ETA: 7s - loss: 0.5023 - acc: 0.7588 - ETA: 7s - loss: 0.5020 - acc: 0.7577 - ETA: 7s - loss: 0.5013 - acc: 0.7591 - ETA: 7s - loss: 0.4998 - acc: 0.7596 - ETA: 7s - loss: 0.5033 - acc: 0.7570 - ETA: 7s - loss: 0.5062 - acc: 0.7553 - ETA: 7s - loss: 0.5054 - acc: 0.7557 - ETA: 7s - loss: 0.5054 - acc: 0.7557 - ETA: 7s - loss: 0.5054 - acc: 0.7558 - ETA: 7s - loss: 0.5073 - acc: 0.7542 - ETA: 7s - loss: 0.5063 - acc: 0.7541 - ETA: 7s - loss: 0.5076 - acc: 0.7539 - ETA: 7s - loss: 0.5082 - acc: 0.7529 - ETA: 7s - loss: 0.5064 - acc: 0.7544 - ETA: 7s - loss: 0.5079 - acc: 0.7536 - ETA: 7s - loss: 0.5082 - acc: 0.7537 - ETA: 7s - loss: 0.5085 - acc: 0.7542 - ETA: 7s - loss: 0.5085 - acc: 0.7545 - ETA: 7s - loss: 0.5091 - acc: 0.7546 - ETA: 6s - loss: 0.5099 - acc: 0.7537 - ETA: 6s - loss: 0.5100 - acc: 0.7543 - ETA: 6s - loss: 0.5103 - acc: 0.7537 - ETA: 6s - loss: 0.5086 - acc: 0.7556 - ETA: 6s - loss: 0.5097 - acc: 0.7553 - ETA: 6s - loss: 0.5102 - acc: 0.7543 - ETA: 6s - loss: 0.5090 - acc: 0.7557 - ETA: 6s - loss: 0.5082 - acc: 0.7559 - ETA: 6s - loss: 0.5074 - acc: 0.7561 - ETA: 6s - loss: 0.5080 - acc: 0.7555 - ETA: 6s - loss: 0.5086 - acc: 0.7553 - ETA: 6s - loss: 0.5091 - acc: 0.7549 - ETA: 6s - loss: 0.5088 - acc: 0.7545 - ETA: 6s - loss: 0.5081 - acc: 0.7552 - ETA: 6s - loss: 0.5082 - acc: 0.7546 - ETA: 6s - loss: 0.5077 - acc: 0.7548 - ETA: 6s - loss: 0.5072 - acc: 0.7550 - ETA: 6s - loss: 0.5087 - acc: 0.7542 - ETA: 5s - loss: 0.5087 - acc: 0.7538 - ETA: 5s - loss: 0.5080 - acc: 0.7547 - ETA: 5s - loss: 0.5089 - acc: 0.7538 - ETA: 5s - loss: 0.5081 - acc: 0.7542 - ETA: 5s - loss: 0.5086 - acc: 0.7540 - ETA: 5s - loss: 0.5093 - acc: 0.7536 - ETA: 5s - loss: 0.5090 - acc: 0.7539 - ETA: 5s - loss: 0.5092 - acc: 0.7536 - ETA: 5s - loss: 0.5083 - acc: 0.7547 - ETA: 5s - loss: 0.5078 - acc: 0.7550 - ETA: 5s - loss: 0.5071 - acc: 0.7555 - ETA: 5s - loss: 0.5068 - acc: 0.7554 - ETA: 5s - loss: 0.5067 - acc: 0.7556 - ETA: 5s - loss: 0.5064 - acc: 0.7559 - ETA: 5s - loss: 0.5066 - acc: 0.7562 - ETA: 5s - loss: 0.5059 - acc: 0.7566 - ETA: 4s - loss: 0.5052 - acc: 0.7565 - ETA: 4s - loss: 0.5054 - acc: 0.7566 - ETA: 4s - loss: 0.5053 - acc: 0.7566 - ETA: 4s - loss: 0.5053 - acc: 0.7562 - ETA: 4s - loss: 0.5057 - acc: 0.7559 - ETA: 4s - loss: 0.5053 - acc: 0.7558 - ETA: 4s - loss: 0.5055 - acc: 0.7557 - ETA: 4s - loss: 0.5050 - acc: 0.7559 - ETA: 4s - loss: 0.5047 - acc: 0.7563 - ETA: 4s - loss: 0.5045 - acc: 0.7562 - ETA: 4s - loss: 0.5049 - acc: 0.7561 - ETA: 4s - loss: 0.5042 - acc: 0.7567 - ETA: 4s - loss: 0.5039 - acc: 0.7567 - ETA: 4s - loss: 0.5040 - acc: 0.7568 - ETA: 4s - loss: 0.5031 - acc: 0.7576 - ETA: 4s - loss: 0.5035 - acc: 0.7568 - ETA: 3s - loss: 0.5042 - acc: 0.7565 - ETA: 3s - loss: 0.5054 - acc: 0.7553 - ETA: 3s - loss: 0.5053 - acc: 0.7552 - ETA: 3s - loss: 0.5050 - acc: 0.7551 - ETA: 3s - loss: 0.5047 - acc: 0.7554 - ETA: 3s - loss: 0.5049 - acc: 0.7550 - ETA: 3s - loss: 0.5047 - acc: 0.7549 - ETA: 3s - loss: 0.5048 - acc: 0.7547 - ETA: 3s - loss: 0.5043 - acc: 0.7552 - ETA: 3s - loss: 0.5034 - acc: 0.7556 - ETA: 3s - loss: 0.5032 - acc: 0.7553 - ETA: 3s - loss: 0.5039 - acc: 0.7547 - ETA: 3s - loss: 0.5036 - acc: 0.7549 - ETA: 3s - loss: 0.5034 - acc: 0.7548 - ETA: 3s - loss: 0.5040 - acc: 0.7542 - ETA: 3s - loss: 0.5045 - acc: 0.7540 - ETA: 2s - loss: 0.5045 - acc: 0.7539 - ETA: 2s - loss: 0.5049 - acc: 0.7537 - ETA: 2s - loss: 0.5044 - acc: 0.7543 - ETA: 2s - loss: 0.5039 - acc: 0.7548 - ETA: 2s - loss: 0.5041 - acc: 0.7549 - ETA: 2s - loss: 0.5052 - acc: 0.7541 - ETA: 2s - loss: 0.5053 - acc: 0.7539 - ETA: 2s - loss: 0.5054 - acc: 0.7539 - ETA: 2s - loss: 0.5052 - acc: 0.7542 - ETA: 2s - loss: 0.5056 - acc: 0.7536 - ETA: 2s - loss: 0.5051 - acc: 0.7537 - ETA: 2s - loss: 0.5051 - acc: 0.7539 - ETA: 2s - loss: 0.5050 - acc: 0.7542 - ETA: 2s - loss: 0.5050 - acc: 0.7541 - ETA: 2s - loss: 0.5052 - acc: 0.7542 - ETA: 1s - loss: 0.5048 - acc: 0.7547 - ETA: 1s - loss: 0.5051 - acc: 0.7545 - ETA: 1s - loss: 0.5043 - acc: 0.7548 - ETA: 1s - loss: 0.5043 - acc: 0.7546 - ETA: 1s - loss: 0.5044 - acc: 0.7545 - ETA: 1s - loss: 0.5047 - acc: 0.7543 - ETA: 1s - loss: 0.5048 - acc: 0.7542 - ETA: 1s - loss: 0.5050 - acc: 0.7539 - ETA: 1s - loss: 0.5053 - acc: 0.7536 - ETA: 1s - loss: 0.5057 - acc: 0.7533 - ETA: 1s - loss: 0.5055 - acc: 0.7533 - ETA: 1s - loss: 0.5052 - acc: 0.7536 - ETA: 1s - loss: 0.5052 - acc: 0.7537 - ETA: 1s - loss: 0.5052 - acc: 0.7538 - ETA: 1s - loss: 0.5051 - acc: 0.7537 - ETA: 1s - loss: 0.5049 - acc: 0.7538 - ETA: 1s - loss: 0.5051 - acc: 0.7536 - ETA: 0s - loss: 0.5051 - acc: 0.7537 - ETA: 0s - loss: 0.5051 - acc: 0.7537 - ETA: 0s - loss: 0.5049 - acc: 0.7536 - ETA: 0s - loss: 0.5045 - acc: 0.7538 - ETA: 0s - loss: 0.5053 - acc: 0.7529 - ETA: 0s - loss: 0.5052 - acc: 0.7530 - ETA: 0s - loss: 0.5051 - acc: 0.7529 - ETA: 0s - loss: 0.5049 - acc: 0.7532 - ETA: 0s - loss: 0.5052 - acc: 0.7531 - ETA: 0s - loss: 0.5052 - acc: 0.7533 - ETA: 0s - loss: 0.5050 - acc: 0.7534 - ETA: 0s - loss: 0.5049 - acc: 0.7537 - ETA: 0s - loss: 0.5048 - acc: 0.7537 - ETA: 0s - loss: 0.5045 - acc: 0.7542 - ETA: 0s - loss: 0.5048 - acc: 0.7542 - 9s - loss: 0.5047 - acc: 0.7544
Epoch 10/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4900 - acc: 0.7812 - ETA: 9s - loss: 0.5229 - acc: 0.7500 - ETA: 9s - loss: 0.4966 - acc: 0.7469 - ETA: 8s - loss: 0.4761 - acc: 0.7604 - ETA: 8s - loss: 0.4841 - acc: 0.7582 - ETA: 8s - loss: 0.4987 - acc: 0.7552 - ETA: 8s - loss: 0.4984 - acc: 0.7645 - ETA: 9s - loss: 0.4951 - acc: 0.7651 - ETA: 8s - loss: 0.4934 - acc: 0.7665 - ETA: 8s - loss: 0.5001 - acc: 0.7607 - ETA: 8s - loss: 0.5064 - acc: 0.7520 - ETA: 8s - loss: 0.5065 - acc: 0.7525 - ETA: 8s - loss: 0.5134 - acc: 0.7472 - ETA: 8s - loss: 0.5155 - acc: 0.7458 - ETA: 8s - loss: 0.5183 - acc: 0.7450 - ETA: 8s - loss: 0.5211 - acc: 0.7449 - ETA: 8s - loss: 0.5186 - acc: 0.7491 - ETA: 8s - loss: 0.5189 - acc: 0.7483 - ETA: 7s - loss: 0.5160 - acc: 0.7500 - ETA: 8s - loss: 0.5139 - acc: 0.7526 - ETA: 8s - loss: 0.5093 - acc: 0.7543 - ETA: 7s - loss: 0.5095 - acc: 0.7534 - ETA: 7s - loss: 0.5128 - acc: 0.7503 - ETA: 7s - loss: 0.5076 - acc: 0.7539 - ETA: 7s - loss: 0.5068 - acc: 0.7553 - ETA: 7s - loss: 0.5020 - acc: 0.7591 - ETA: 7s - loss: 0.5022 - acc: 0.7582 - ETA: 7s - loss: 0.5030 - acc: 0.7572 - ETA: 7s - loss: 0.5032 - acc: 0.7566 - ETA: 7s - loss: 0.5040 - acc: 0.7555 - ETA: 7s - loss: 0.5052 - acc: 0.7548 - ETA: 6s - loss: 0.5064 - acc: 0.7529 - ETA: 6s - loss: 0.5074 - acc: 0.7541 - ETA: 6s - loss: 0.5092 - acc: 0.7536 - ETA: 6s - loss: 0.5080 - acc: 0.7556 - ETA: 6s - loss: 0.5053 - acc: 0.7570 - ETA: 6s - loss: 0.5058 - acc: 0.7559 - ETA: 6s - loss: 0.5056 - acc: 0.7571 - ETA: 6s - loss: 0.5047 - acc: 0.7571 - ETA: 6s - loss: 0.5056 - acc: 0.7568 - ETA: 6s - loss: 0.5082 - acc: 0.7551 - ETA: 6s - loss: 0.5080 - acc: 0.7561 - ETA: 6s - loss: 0.5071 - acc: 0.7558 - ETA: 6s - loss: 0.5067 - acc: 0.7561 - ETA: 6s - loss: 0.5076 - acc: 0.7553 - ETA: 6s - loss: 0.5076 - acc: 0.7552 - ETA: 6s - loss: 0.5065 - acc: 0.7558 - ETA: 6s - loss: 0.5068 - acc: 0.7560 - ETA: 6s - loss: 0.5079 - acc: 0.7555 - ETA: 6s - loss: 0.5088 - acc: 0.7548 - ETA: 5s - loss: 0.5099 - acc: 0.7548 - ETA: 5s - loss: 0.5094 - acc: 0.7552 - ETA: 5s - loss: 0.5080 - acc: 0.7556 - ETA: 5s - loss: 0.5077 - acc: 0.7552 - ETA: 5s - loss: 0.5076 - acc: 0.7554 - ETA: 5s - loss: 0.5080 - acc: 0.7554 - ETA: 5s - loss: 0.5079 - acc: 0.7554 - ETA: 5s - loss: 0.5084 - acc: 0.7548 - ETA: 5s - loss: 0.5084 - acc: 0.7550 - ETA: 5s - loss: 0.5101 - acc: 0.7542 - ETA: 5s - loss: 0.5094 - acc: 0.7552 - ETA: 5s - loss: 0.5090 - acc: 0.7551 - ETA: 5s - loss: 0.5102 - acc: 0.7546 - ETA: 5s - loss: 0.5089 - acc: 0.7552 - ETA: 5s - loss: 0.5083 - acc: 0.7556 - ETA: 5s - loss: 0.5079 - acc: 0.7557 - ETA: 5s - loss: 0.5080 - acc: 0.7556 - ETA: 5s - loss: 0.5087 - acc: 0.7552 - ETA: 4s - loss: 0.5085 - acc: 0.7548 - ETA: 4s - loss: 0.5076 - acc: 0.7552 - ETA: 4s - loss: 0.5077 - acc: 0.7554 - ETA: 4s - loss: 0.5073 - acc: 0.7558 - ETA: 4s - loss: 0.5067 - acc: 0.7559 - ETA: 4s - loss: 0.5078 - acc: 0.7553 - ETA: 4s - loss: 0.5076 - acc: 0.7557 - ETA: 4s - loss: 0.5075 - acc: 0.7558 - ETA: 4s - loss: 0.5069 - acc: 0.7558 - ETA: 4s - loss: 0.5065 - acc: 0.7560 - ETA: 4s - loss: 0.5066 - acc: 0.7560 - ETA: 4s - loss: 0.5064 - acc: 0.7558 - ETA: 4s - loss: 0.5062 - acc: 0.7560 - ETA: 4s - loss: 0.5068 - acc: 0.7558 - ETA: 4s - loss: 0.5074 - acc: 0.7558 - ETA: 4s - loss: 0.5070 - acc: 0.7560 - ETA: 4s - loss: 0.5073 - acc: 0.7557 - ETA: 3s - loss: 0.5065 - acc: 0.7561 - ETA: 3s - loss: 0.5061 - acc: 0.7563 - ETA: 3s - loss: 0.5058 - acc: 0.7566 - ETA: 3s - loss: 0.5061 - acc: 0.7565 - ETA: 3s - loss: 0.5058 - acc: 0.7567 - ETA: 3s - loss: 0.5054 - acc: 0.7568 - ETA: 3s - loss: 0.5064 - acc: 0.7558 - ETA: 3s - loss: 0.5067 - acc: 0.7558 - ETA: 3s - loss: 0.5071 - acc: 0.7557 - ETA: 3s - loss: 0.5075 - acc: 0.7555 - ETA: 3s - loss: 0.5080 - acc: 0.7549 - ETA: 3s - loss: 0.5084 - acc: 0.7548 - ETA: 3s - loss: 0.5083 - acc: 0.7545 - ETA: 3s - loss: 0.5080 - acc: 0.7546 - ETA: 3s - loss: 0.5076 - acc: 0.7548 - ETA: 2s - loss: 0.5076 - acc: 0.7549 - ETA: 2s - loss: 0.5077 - acc: 0.7549 - ETA: 2s - loss: 0.5071 - acc: 0.7551 - ETA: 2s - loss: 0.5066 - acc: 0.7555 - ETA: 2s - loss: 0.5066 - acc: 0.7554 - ETA: 2s - loss: 0.5062 - acc: 0.7554 - ETA: 2s - loss: 0.5062 - acc: 0.7554 - ETA: 2s - loss: 0.5059 - acc: 0.7560 - ETA: 2s - loss: 0.5055 - acc: 0.7561 - ETA: 2s - loss: 0.5056 - acc: 0.7561 - ETA: 2s - loss: 0.5050 - acc: 0.7565 - ETA: 2s - loss: 0.5047 - acc: 0.7567 - ETA: 2s - loss: 0.5050 - acc: 0.7565 - ETA: 2s - loss: 0.5052 - acc: 0.7564 - ETA: 2s - loss: 0.5050 - acc: 0.7568 - ETA: 1s - loss: 0.5043 - acc: 0.7575 - ETA: 1s - loss: 0.5040 - acc: 0.7578 - ETA: 1s - loss: 0.5038 - acc: 0.7578 - ETA: 1s - loss: 0.5031 - acc: 0.7584 - ETA: 1s - loss: 0.5027 - acc: 0.7589 - ETA: 1s - loss: 0.5027 - acc: 0.7588 - ETA: 1s - loss: 0.5024 - acc: 0.7591 - ETA: 1s - loss: 0.5019 - acc: 0.7596 - ETA: 1s - loss: 0.5017 - acc: 0.7594 - ETA: 1s - loss: 0.5015 - acc: 0.7594 - ETA: 1s - loss: 0.5008 - acc: 0.7601 - ETA: 1s - loss: 0.5014 - acc: 0.7601 - ETA: 1s - loss: 0.5012 - acc: 0.7603 - ETA: 1s - loss: 0.5010 - acc: 0.7604 - ETA: 0s - loss: 0.5013 - acc: 0.7602 - ETA: 0s - loss: 0.5018 - acc: 0.7599 - ETA: 0s - loss: 0.5022 - acc: 0.7597 - ETA: 0s - loss: 0.5024 - acc: 0.7598 - ETA: 0s - loss: 0.5029 - acc: 0.7596 - ETA: 0s - loss: 0.5031 - acc: 0.7595 - ETA: 0s - loss: 0.5036 - acc: 0.7591 - ETA: 0s - loss: 0.5038 - acc: 0.7588 - ETA: 0s - loss: 0.5034 - acc: 0.7589 - ETA: 0s - loss: 0.5032 - acc: 0.7591 - ETA: 0s - loss: 0.5031 - acc: 0.7590 - ETA: 0s - loss: 0.5027 - acc: 0.7591 - ETA: 0s - loss: 0.5024 - acc: 0.7592 - ETA: 0s - loss: 0.5028 - acc: 0.7585 - ETA: 0s - loss: 0.5030 - acc: 0.7581 - 9s - loss: 0.5032 - acc: 0.7579
Epoch 11/100
20000/20000 [==============================] - ETA: 9s - loss: 0.6226 - acc: 0.6875 - ETA: 9s - loss: 0.4607 - acc: 0.7812 - ETA: 8s - loss: 0.5102 - acc: 0.7358 - ETA: 8s - loss: 0.5116 - acc: 0.7363 - ETA: 8s - loss: 0.4985 - acc: 0.7545 - ETA: 8s - loss: 0.4904 - acc: 0.7630 - ETA: 8s - loss: 0.4889 - acc: 0.7690 - ETA: 8s - loss: 0.4976 - acc: 0.7619 - ETA: 7s - loss: 0.4862 - acc: 0.7676 - ETA: 7s - loss: 0.4942 - acc: 0.7614 - ETA: 7s - loss: 0.5080 - acc: 0.7562 - ETA: 7s - loss: 0.5063 - acc: 0.7588 - ETA: 7s - loss: 0.5085 - acc: 0.7582 - ETA: 7s - loss: 0.5072 - acc: 0.7569 - ETA: 7s - loss: 0.5087 - acc: 0.7551 - ETA: 7s - loss: 0.5128 - acc: 0.7518 - ETA: 7s - loss: 0.5074 - acc: 0.7541 - ETA: 7s - loss: 0.5020 - acc: 0.7557 - ETA: 7s - loss: 0.5058 - acc: 0.7550 - ETA: 7s - loss: 0.5035 - acc: 0.7544 - ETA: 7s - loss: 0.5041 - acc: 0.7549 - ETA: 7s - loss: 0.5031 - acc: 0.7574 - ETA: 7s - loss: 0.5039 - acc: 0.7566 - ETA: 7s - loss: 0.5048 - acc: 0.7555 - ETA: 7s - loss: 0.5028 - acc: 0.7556 - ETA: 7s - loss: 0.5010 - acc: 0.7570 - ETA: 7s - loss: 0.5021 - acc: 0.7547 - ETA: 7s - loss: 0.5020 - acc: 0.7533 - ETA: 7s - loss: 0.4999 - acc: 0.7556 - ETA: 6s - loss: 0.4998 - acc: 0.7562 - ETA: 6s - loss: 0.4990 - acc: 0.7563 - ETA: 7s - loss: 0.5006 - acc: 0.7555 - ETA: 6s - loss: 0.4989 - acc: 0.7573 - ETA: 6s - loss: 0.4991 - acc: 0.7577 - ETA: 6s - loss: 0.4995 - acc: 0.7587 - ETA: 6s - loss: 0.4997 - acc: 0.7582 - ETA: 6s - loss: 0.4993 - acc: 0.7581 - ETA: 6s - loss: 0.4989 - acc: 0.7584 - ETA: 6s - loss: 0.5010 - acc: 0.7569 - ETA: 6s - loss: 0.4974 - acc: 0.7604 - ETA: 6s - loss: 0.4966 - acc: 0.7613 - ETA: 6s - loss: 0.4971 - acc: 0.7610 - ETA: 6s - loss: 0.4973 - acc: 0.7605 - ETA: 6s - loss: 0.4968 - acc: 0.7603 - ETA: 6s - loss: 0.4979 - acc: 0.7601 - ETA: 6s - loss: 0.4977 - acc: 0.7608 - ETA: 6s - loss: 0.4990 - acc: 0.7601 - ETA: 6s - loss: 0.5001 - acc: 0.7588 - ETA: 6s - loss: 0.4994 - acc: 0.7590 - ETA: 5s - loss: 0.4981 - acc: 0.7600 - ETA: 5s - loss: 0.4969 - acc: 0.7606 - ETA: 5s - loss: 0.4951 - acc: 0.7621 - ETA: 5s - loss: 0.4953 - acc: 0.7613 - ETA: 5s - loss: 0.4949 - acc: 0.7613 - ETA: 5s - loss: 0.4954 - acc: 0.7622 - ETA: 5s - loss: 0.4939 - acc: 0.7632 - ETA: 5s - loss: 0.4930 - acc: 0.7641 - ETA: 5s - loss: 0.4932 - acc: 0.7644 - ETA: 5s - loss: 0.4952 - acc: 0.7637 - ETA: 5s - loss: 0.4954 - acc: 0.7636 - ETA: 5s - loss: 0.4958 - acc: 0.7637 - ETA: 5s - loss: 0.4964 - acc: 0.7628 - ETA: 5s - loss: 0.4967 - acc: 0.7627 - ETA: 5s - loss: 0.4962 - acc: 0.7633 - ETA: 5s - loss: 0.4977 - acc: 0.7625 - ETA: 4s - loss: 0.4975 - acc: 0.7625 - ETA: 4s - loss: 0.4970 - acc: 0.7631 - ETA: 4s - loss: 0.4969 - acc: 0.7635 - ETA: 4s - loss: 0.4968 - acc: 0.7626 - ETA: 4s - loss: 0.4975 - acc: 0.7620 - ETA: 4s - loss: 0.4975 - acc: 0.7620 - ETA: 4s - loss: 0.4970 - acc: 0.7620 - ETA: 4s - loss: 0.4967 - acc: 0.7623 - ETA: 4s - loss: 0.4969 - acc: 0.7619 - ETA: 4s - loss: 0.4973 - acc: 0.7612 - ETA: 4s - loss: 0.4974 - acc: 0.7611 - ETA: 4s - loss: 0.4971 - acc: 0.7613 - ETA: 4s - loss: 0.4971 - acc: 0.7617 - ETA: 4s - loss: 0.4971 - acc: 0.7616 - ETA: 4s - loss: 0.4965 - acc: 0.7622 - ETA: 3s - loss: 0.4968 - acc: 0.7613 - ETA: 3s - loss: 0.4966 - acc: 0.7614 - ETA: 3s - loss: 0.4967 - acc: 0.7618 - ETA: 3s - loss: 0.4971 - acc: 0.7612 - ETA: 3s - loss: 0.4973 - acc: 0.7611 - ETA: 3s - loss: 0.4978 - acc: 0.7611 - ETA: 3s - loss: 0.4972 - acc: 0.7613 - ETA: 3s - loss: 0.4971 - acc: 0.7611 - ETA: 3s - loss: 0.4975 - acc: 0.7612 - ETA: 3s - loss: 0.4988 - acc: 0.7602 - ETA: 3s - loss: 0.4982 - acc: 0.7602 - ETA: 3s - loss: 0.4984 - acc: 0.7598 - ETA: 3s - loss: 0.4982 - acc: 0.7602 - ETA: 3s - loss: 0.4979 - acc: 0.7602 - ETA: 2s - loss: 0.4984 - acc: 0.7598 - ETA: 2s - loss: 0.4985 - acc: 0.7594 - ETA: 2s - loss: 0.4981 - acc: 0.7600 - ETA: 2s - loss: 0.4981 - acc: 0.7603 - ETA: 2s - loss: 0.4990 - acc: 0.7603 - ETA: 2s - loss: 0.4991 - acc: 0.7604 - ETA: 2s - loss: 0.4989 - acc: 0.7608 - ETA: 2s - loss: 0.4995 - acc: 0.7607 - ETA: 2s - loss: 0.4992 - acc: 0.7608 - ETA: 2s - loss: 0.4990 - acc: 0.7609 - ETA: 2s - loss: 0.4986 - acc: 0.7611 - ETA: 2s - loss: 0.4988 - acc: 0.7613 - ETA: 2s - loss: 0.4990 - acc: 0.7613 - ETA: 2s - loss: 0.4984 - acc: 0.7620 - ETA: 2s - loss: 0.4986 - acc: 0.7618 - ETA: 1s - loss: 0.4985 - acc: 0.7620 - ETA: 1s - loss: 0.4986 - acc: 0.7618 - ETA: 1s - loss: 0.4982 - acc: 0.7621 - ETA: 1s - loss: 0.4986 - acc: 0.7619 - ETA: 1s - loss: 0.4987 - acc: 0.7620 - ETA: 1s - loss: 0.4980 - acc: 0.7625 - ETA: 1s - loss: 0.4974 - acc: 0.7630 - ETA: 1s - loss: 0.4970 - acc: 0.7630 - ETA: 1s - loss: 0.4977 - acc: 0.7624 - ETA: 1s - loss: 0.4975 - acc: 0.7626 - ETA: 1s - loss: 0.4977 - acc: 0.7620 - ETA: 1s - loss: 0.4981 - acc: 0.7618 - ETA: 1s - loss: 0.4982 - acc: 0.7618 - ETA: 1s - loss: 0.4982 - acc: 0.7620 - ETA: 1s - loss: 0.4976 - acc: 0.7625 - ETA: 1s - loss: 0.4976 - acc: 0.7623 - ETA: 0s - loss: 0.4976 - acc: 0.7621 - ETA: 0s - loss: 0.4976 - acc: 0.7622 - ETA: 0s - loss: 0.4972 - acc: 0.7624 - ETA: 0s - loss: 0.4971 - acc: 0.7624 - ETA: 0s - loss: 0.4975 - acc: 0.7621 - ETA: 0s - loss: 0.4971 - acc: 0.7622 - ETA: 0s - loss: 0.4972 - acc: 0.7619 - ETA: 0s - loss: 0.4970 - acc: 0.7619 - ETA: 0s - loss: 0.4977 - acc: 0.7613 - ETA: 0s - loss: 0.4975 - acc: 0.7614 - ETA: 0s - loss: 0.4980 - acc: 0.7610 - ETA: 0s - loss: 0.4982 - acc: 0.7609 - ETA: 0s - loss: 0.4981 - acc: 0.7610 - ETA: 0s - loss: 0.4980 - acc: 0.7611 - ETA: 0s - loss: 0.4978 - acc: 0.7613 - 9s - loss: 0.4977 - acc: 0.7613
Epoch 12/100
20000/20000 [==============================] - ETA: 9s - loss: 0.6189 - acc: 0.7500 - ETA: 12s - loss: 0.5188 - acc: 0.7656 - ETA: 12s - loss: 0.4658 - acc: 0.7812 - ETA: 11s - loss: 0.4921 - acc: 0.7528 - ETA: 12s - loss: 0.4833 - acc: 0.7572 - ETA: 12s - loss: 0.4760 - acc: 0.7734 - ETA: 11s - loss: 0.4718 - acc: 0.7708 - ETA: 11s - loss: 0.4877 - acc: 0.7604 - ETA: 11s - loss: 0.4839 - acc: 0.7662 - ETA: 11s - loss: 0.4870 - acc: 0.7656 - ETA: 11s - loss: 0.4884 - acc: 0.7625 - ETA: 10s - loss: 0.4874 - acc: 0.7668 - ETA: 10s - loss: 0.4901 - acc: 0.7667 - ETA: 9s - loss: 0.4927 - acc: 0.7647 - ETA: 9s - loss: 0.4905 - acc: 0.7645 - ETA: 9s - loss: 0.4913 - acc: 0.7638 - ETA: 9s - loss: 0.4930 - acc: 0.7614 - ETA: 9s - loss: 0.4932 - acc: 0.7606 - ETA: 9s - loss: 0.4917 - acc: 0.7622 - ETA: 8s - loss: 0.4917 - acc: 0.7642 - ETA: 9s - loss: 0.4912 - acc: 0.7642 - ETA: 9s - loss: 0.4878 - acc: 0.7658 - ETA: 8s - loss: 0.4876 - acc: 0.7664 - ETA: 8s - loss: 0.4876 - acc: 0.7667 - ETA: 8s - loss: 0.4879 - acc: 0.7670 - ETA: 8s - loss: 0.4899 - acc: 0.7659 - ETA: 8s - loss: 0.4865 - acc: 0.7696 - ETA: 8s - loss: 0.4878 - acc: 0.7680 - ETA: 8s - loss: 0.4882 - acc: 0.7663 - ETA: 8s - loss: 0.4901 - acc: 0.7659 - ETA: 8s - loss: 0.4903 - acc: 0.7654 - ETA: 8s - loss: 0.4903 - acc: 0.7656 - ETA: 8s - loss: 0.4891 - acc: 0.7664 - ETA: 8s - loss: 0.4892 - acc: 0.7662 - ETA: 8s - loss: 0.4892 - acc: 0.7667 - ETA: 8s - loss: 0.4903 - acc: 0.7663 - ETA: 8s - loss: 0.4904 - acc: 0.7667 - ETA: 8s - loss: 0.4906 - acc: 0.7664 - ETA: 7s - loss: 0.4908 - acc: 0.7654 - ETA: 7s - loss: 0.4911 - acc: 0.7651 - ETA: 7s - loss: 0.4913 - acc: 0.7645 - ETA: 7s - loss: 0.4896 - acc: 0.7659 - ETA: 7s - loss: 0.4883 - acc: 0.7669 - ETA: 7s - loss: 0.4867 - acc: 0.7684 - ETA: 7s - loss: 0.4874 - acc: 0.7684 - ETA: 7s - loss: 0.4893 - acc: 0.7675 - ETA: 7s - loss: 0.4877 - acc: 0.7676 - ETA: 7s - loss: 0.4862 - acc: 0.7688 - ETA: 6s - loss: 0.4849 - acc: 0.7691 - ETA: 6s - loss: 0.4843 - acc: 0.7688 - ETA: 6s - loss: 0.4848 - acc: 0.7691 - ETA: 6s - loss: 0.4848 - acc: 0.7693 - ETA: 6s - loss: 0.4848 - acc: 0.7690 - ETA: 6s - loss: 0.4838 - acc: 0.7695 - ETA: 6s - loss: 0.4831 - acc: 0.7701 - ETA: 6s - loss: 0.4838 - acc: 0.7700 - ETA: 6s - loss: 0.4828 - acc: 0.7701 - ETA: 6s - loss: 0.4836 - acc: 0.7699 - ETA: 6s - loss: 0.4848 - acc: 0.7693 - ETA: 5s - loss: 0.4844 - acc: 0.7689 - ETA: 5s - loss: 0.4850 - acc: 0.7679 - ETA: 5s - loss: 0.4859 - acc: 0.7670 - ETA: 5s - loss: 0.4855 - acc: 0.7674 - ETA: 5s - loss: 0.4867 - acc: 0.7665 - ETA: 5s - loss: 0.4880 - acc: 0.7658 - ETA: 5s - loss: 0.4882 - acc: 0.7661 - ETA: 5s - loss: 0.4885 - acc: 0.7655 - ETA: 5s - loss: 0.4888 - acc: 0.7650 - ETA: 5s - loss: 0.4900 - acc: 0.7641 - ETA: 5s - loss: 0.4901 - acc: 0.7638 - ETA: 5s - loss: 0.4908 - acc: 0.7638 - ETA: 5s - loss: 0.4904 - acc: 0.7642 - ETA: 5s - loss: 0.4893 - acc: 0.7643 - ETA: 4s - loss: 0.4899 - acc: 0.7644 - ETA: 4s - loss: 0.4895 - acc: 0.7641 - ETA: 4s - loss: 0.4907 - acc: 0.7635 - ETA: 4s - loss: 0.4908 - acc: 0.7636 - ETA: 4s - loss: 0.4909 - acc: 0.7639 - ETA: 4s - loss: 0.4910 - acc: 0.7641 - ETA: 4s - loss: 0.4908 - acc: 0.7643 - ETA: 4s - loss: 0.4908 - acc: 0.7641 - ETA: 4s - loss: 0.4900 - acc: 0.7650 - ETA: 4s - loss: 0.4901 - acc: 0.7649 - ETA: 4s - loss: 0.4902 - acc: 0.7646 - ETA: 4s - loss: 0.4917 - acc: 0.7636 - ETA: 4s - loss: 0.4917 - acc: 0.7637 - ETA: 3s - loss: 0.4905 - acc: 0.7647 - ETA: 3s - loss: 0.4909 - acc: 0.7642 - ETA: 3s - loss: 0.4904 - acc: 0.7641 - ETA: 3s - loss: 0.4901 - acc: 0.7641 - ETA: 3s - loss: 0.4895 - acc: 0.7644 - ETA: 3s - loss: 0.4891 - acc: 0.7646 - ETA: 3s - loss: 0.4887 - acc: 0.7650 - ETA: 3s - loss: 0.4895 - acc: 0.7645 - ETA: 3s - loss: 0.4911 - acc: 0.7635 - ETA: 3s - loss: 0.4907 - acc: 0.7634 - ETA: 3s - loss: 0.4912 - acc: 0.7625 - ETA: 3s - loss: 0.4910 - acc: 0.7626 - ETA: 3s - loss: 0.4915 - acc: 0.7624 - ETA: 3s - loss: 0.4912 - acc: 0.7626 - ETA: 3s - loss: 0.4913 - acc: 0.7627 - ETA: 3s - loss: 0.4917 - acc: 0.7623 - ETA: 3s - loss: 0.4914 - acc: 0.7626 - ETA: 3s - loss: 0.4909 - acc: 0.7630 - ETA: 2s - loss: 0.4913 - acc: 0.7629 - ETA: 2s - loss: 0.4906 - acc: 0.7633 - ETA: 2s - loss: 0.4907 - acc: 0.7633 - ETA: 2s - loss: 0.4913 - acc: 0.7629 - ETA: 2s - loss: 0.4909 - acc: 0.7631 - ETA: 2s - loss: 0.4907 - acc: 0.7633 - ETA: 2s - loss: 0.4909 - acc: 0.7633 - ETA: 2s - loss: 0.4901 - acc: 0.7635 - ETA: 2s - loss: 0.4892 - acc: 0.7640 - ETA: 2s - loss: 0.4886 - acc: 0.7645 - ETA: 2s - loss: 0.4888 - acc: 0.7645 - ETA: 2s - loss: 0.4884 - acc: 0.7651 - ETA: 2s - loss: 0.4883 - acc: 0.7651 - ETA: 2s - loss: 0.4885 - acc: 0.7647 - ETA: 1s - loss: 0.4878 - acc: 0.7648 - ETA: 1s - loss: 0.4878 - acc: 0.7647 - ETA: 1s - loss: 0.4884 - acc: 0.7642 - ETA: 1s - loss: 0.4883 - acc: 0.7643 - ETA: 1s - loss: 0.4886 - acc: 0.7642 - ETA: 1s - loss: 0.4889 - acc: 0.7643 - ETA: 1s - loss: 0.4893 - acc: 0.7639 - ETA: 1s - loss: 0.4889 - acc: 0.7643 - ETA: 1s - loss: 0.4894 - acc: 0.7640 - ETA: 1s - loss: 0.4888 - acc: 0.7644 - ETA: 1s - loss: 0.4890 - acc: 0.7640 - ETA: 1s - loss: 0.4891 - acc: 0.7640 - ETA: 1s - loss: 0.4886 - acc: 0.7642 - ETA: 0s - loss: 0.4886 - acc: 0.7640 - ETA: 0s - loss: 0.4886 - acc: 0.7641 - ETA: 0s - loss: 0.4882 - acc: 0.7642 - ETA: 0s - loss: 0.4888 - acc: 0.7639 - ETA: 0s - loss: 0.4888 - acc: 0.7637 - ETA: 0s - loss: 0.4886 - acc: 0.7634 - ETA: 0s - loss: 0.4882 - acc: 0.7637 - ETA: 0s - loss: 0.4880 - acc: 0.7638 - ETA: 0s - loss: 0.4878 - acc: 0.7640 - ETA: 0s - loss: 0.4876 - acc: 0.7639 - ETA: 0s - loss: 0.4873 - acc: 0.7643 - ETA: 0s - loss: 0.4880 - acc: 0.7637 - ETA: 0s - loss: 0.4883 - acc: 0.7633 - ETA: 0s - loss: 0.4881 - acc: 0.7635 - 9s - loss: 0.4877 - acc: 0.7638
Epoch 13/100
20000/20000 [==============================] - ETA: 19s - loss: 0.4077 - acc: 0.8125 - ETA: 14s - loss: 0.4602 - acc: 0.7812 - ETA: 10s - loss: 0.4816 - acc: 0.7708 - ETA: 10s - loss: 0.4824 - acc: 0.7596 - ETA: 11s - loss: 0.4840 - acc: 0.7604 - ETA: 10s - loss: 0.4836 - acc: 0.7648 - ETA: 9s - loss: 0.4745 - acc: 0.7675 - ETA: 10s - loss: 0.4778 - acc: 0.7679 - ETA: 9s - loss: 0.4812 - acc: 0.7656 - ETA: 9s - loss: 0.4813 - acc: 0.7682 - ETA: 9s - loss: 0.4856 - acc: 0.7637 - ETA: 9s - loss: 0.4780 - acc: 0.7660 - ETA: 8s - loss: 0.4769 - acc: 0.7659 - ETA: 8s - loss: 0.4773 - acc: 0.7688 - ETA: 8s - loss: 0.4761 - acc: 0.7675 - ETA: 8s - loss: 0.4753 - acc: 0.7659 - ETA: 8s - loss: 0.4766 - acc: 0.7627 - ETA: 8s - loss: 0.4768 - acc: 0.7637 - ETA: 8s - loss: 0.4777 - acc: 0.7634 - ETA: 8s - loss: 0.4789 - acc: 0.7632 - ETA: 8s - loss: 0.4799 - acc: 0.7624 - ETA: 8s - loss: 0.4817 - acc: 0.7623 - ETA: 8s - loss: 0.4811 - acc: 0.7638 - ETA: 8s - loss: 0.4836 - acc: 0.7639 - ETA: 7s - loss: 0.4841 - acc: 0.7635 - ETA: 7s - loss: 0.4812 - acc: 0.7653 - ETA: 7s - loss: 0.4766 - acc: 0.7677 - ETA: 7s - loss: 0.4765 - acc: 0.7678 - ETA: 7s - loss: 0.4790 - acc: 0.7658 - ETA: 7s - loss: 0.4829 - acc: 0.7648 - ETA: 7s - loss: 0.4813 - acc: 0.7659 - ETA: 7s - loss: 0.4801 - acc: 0.7673 - ETA: 7s - loss: 0.4796 - acc: 0.7661 - ETA: 7s - loss: 0.4815 - acc: 0.7655 - ETA: 7s - loss: 0.4828 - acc: 0.7640 - ETA: 7s - loss: 0.4823 - acc: 0.7654 - ETA: 6s - loss: 0.4834 - acc: 0.7646 - ETA: 6s - loss: 0.4833 - acc: 0.7655 - ETA: 6s - loss: 0.4834 - acc: 0.7659 - ETA: 6s - loss: 0.4848 - acc: 0.7660 - ETA: 6s - loss: 0.4863 - acc: 0.7645 - ETA: 6s - loss: 0.4856 - acc: 0.7644 - ETA: 6s - loss: 0.4870 - acc: 0.7636 - ETA: 6s - loss: 0.4874 - acc: 0.7631 - ETA: 6s - loss: 0.4870 - acc: 0.7648 - ETA: 6s - loss: 0.4867 - acc: 0.7648 - ETA: 6s - loss: 0.4872 - acc: 0.7646 - ETA: 6s - loss: 0.4870 - acc: 0.7647 - ETA: 6s - loss: 0.4879 - acc: 0.7644 - ETA: 5s - loss: 0.4866 - acc: 0.7656 - ETA: 5s - loss: 0.4867 - acc: 0.7657 - ETA: 5s - loss: 0.4863 - acc: 0.7661 - ETA: 5s - loss: 0.4856 - acc: 0.7669 - ETA: 5s - loss: 0.4860 - acc: 0.7669 - ETA: 5s - loss: 0.4858 - acc: 0.7679 - ETA: 5s - loss: 0.4867 - acc: 0.7672 - ETA: 5s - loss: 0.4854 - acc: 0.7669 - ETA: 5s - loss: 0.4860 - acc: 0.7669 - ETA: 5s - loss: 0.4867 - acc: 0.7668 - ETA: 5s - loss: 0.4863 - acc: 0.7666 - ETA: 5s - loss: 0.4851 - acc: 0.7673 - ETA: 5s - loss: 0.4846 - acc: 0.7685 - ETA: 5s - loss: 0.4844 - acc: 0.7686 - ETA: 4s - loss: 0.4841 - acc: 0.7689 - ETA: 4s - loss: 0.4836 - acc: 0.7698 - ETA: 4s - loss: 0.4837 - acc: 0.7698 - ETA: 4s - loss: 0.4835 - acc: 0.7703 - ETA: 4s - loss: 0.4837 - acc: 0.7696 - ETA: 4s - loss: 0.4855 - acc: 0.7688 - ETA: 4s - loss: 0.4840 - acc: 0.7699 - ETA: 4s - loss: 0.4845 - acc: 0.7697 - ETA: 4s - loss: 0.4841 - acc: 0.7696 - ETA: 4s - loss: 0.4837 - acc: 0.7699 - ETA: 4s - loss: 0.4839 - acc: 0.7695 - ETA: 4s - loss: 0.4833 - acc: 0.7700 - ETA: 4s - loss: 0.4850 - acc: 0.7691 - ETA: 4s - loss: 0.4861 - acc: 0.7688 - ETA: 3s - loss: 0.4865 - acc: 0.7683 - ETA: 3s - loss: 0.4861 - acc: 0.7683 - ETA: 3s - loss: 0.4865 - acc: 0.7677 - ETA: 3s - loss: 0.4861 - acc: 0.7677 - ETA: 3s - loss: 0.4859 - acc: 0.7677 - ETA: 3s - loss: 0.4855 - acc: 0.7677 - ETA: 3s - loss: 0.4861 - acc: 0.7675 - ETA: 3s - loss: 0.4863 - acc: 0.7668 - ETA: 3s - loss: 0.4858 - acc: 0.7671 - ETA: 3s - loss: 0.4858 - acc: 0.7672 - ETA: 3s - loss: 0.4865 - acc: 0.7663 - ETA: 3s - loss: 0.4861 - acc: 0.7667 - ETA: 3s - loss: 0.4856 - acc: 0.7668 - ETA: 3s - loss: 0.4854 - acc: 0.7668 - ETA: 3s - loss: 0.4850 - acc: 0.7670 - ETA: 3s - loss: 0.4854 - acc: 0.7668 - ETA: 2s - loss: 0.4848 - acc: 0.7671 - ETA: 2s - loss: 0.4851 - acc: 0.7670 - ETA: 2s - loss: 0.4852 - acc: 0.7671 - ETA: 2s - loss: 0.4850 - acc: 0.7670 - ETA: 2s - loss: 0.4844 - acc: 0.7672 - ETA: 2s - loss: 0.4845 - acc: 0.7671 - ETA: 2s - loss: 0.4843 - acc: 0.7673 - ETA: 2s - loss: 0.4843 - acc: 0.7672 - ETA: 2s - loss: 0.4848 - acc: 0.7670 - ETA: 2s - loss: 0.4845 - acc: 0.7673 - ETA: 2s - loss: 0.4849 - acc: 0.7670 - ETA: 2s - loss: 0.4843 - acc: 0.7675 - ETA: 2s - loss: 0.4848 - acc: 0.7670 - ETA: 2s - loss: 0.4845 - acc: 0.7672 - ETA: 2s - loss: 0.4843 - acc: 0.7673 - ETA: 2s - loss: 0.4844 - acc: 0.7671 - ETA: 2s - loss: 0.4849 - acc: 0.7667 - ETA: 2s - loss: 0.4851 - acc: 0.7668 - ETA: 1s - loss: 0.4856 - acc: 0.7669 - ETA: 1s - loss: 0.4858 - acc: 0.7668 - ETA: 1s - loss: 0.4861 - acc: 0.7665 - ETA: 1s - loss: 0.4862 - acc: 0.7663 - ETA: 1s - loss: 0.4861 - acc: 0.7665 - ETA: 1s - loss: 0.4870 - acc: 0.7657 - ETA: 1s - loss: 0.4871 - acc: 0.7655 - ETA: 1s - loss: 0.4869 - acc: 0.7657 - ETA: 1s - loss: 0.4867 - acc: 0.7659 - ETA: 1s - loss: 0.4869 - acc: 0.7656 - ETA: 1s - loss: 0.4869 - acc: 0.7655 - ETA: 1s - loss: 0.4864 - acc: 0.7659 - ETA: 1s - loss: 0.4864 - acc: 0.7658 - ETA: 1s - loss: 0.4864 - acc: 0.7661 - ETA: 1s - loss: 0.4861 - acc: 0.7663 - ETA: 1s - loss: 0.4855 - acc: 0.7665 - ETA: 0s - loss: 0.4851 - acc: 0.7666 - ETA: 0s - loss: 0.4856 - acc: 0.7665 - ETA: 0s - loss: 0.4853 - acc: 0.7664 - ETA: 0s - loss: 0.4853 - acc: 0.7664 - ETA: 0s - loss: 0.4854 - acc: 0.7664 - ETA: 0s - loss: 0.4858 - acc: 0.7663 - ETA: 0s - loss: 0.4863 - acc: 0.7660 - ETA: 0s - loss: 0.4865 - acc: 0.7657 - ETA: 0s - loss: 0.4862 - acc: 0.7659 - ETA: 0s - loss: 0.4869 - acc: 0.7657 - ETA: 0s - loss: 0.4865 - acc: 0.7658 - ETA: 0s - loss: 0.4855 - acc: 0.7665 - ETA: 0s - loss: 0.4853 - acc: 0.7667 - ETA: 0s - loss: 0.4854 - acc: 0.7667 - ETA: 0s - loss: 0.4852 - acc: 0.7668 - ETA: 0s - loss: 0.4853 - acc: 0.7669 - ETA: 0s - loss: 0.4849 - acc: 0.7672 - 9s - loss: 0.4854 - acc: 0.7670
Epoch 14/100
20000/20000 [==============================] - ETA: 19s - loss: 0.3964 - acc: 0.8125 - ETA: 8s - loss: 0.4518 - acc: 0.7857 - ETA: 9s - loss: 0.4539 - acc: 0.7781 - ETA: 10s - loss: 0.4406 - acc: 0.7933 - ETA: 9s - loss: 0.4500 - acc: 0.7845 - ETA: 9s - loss: 0.4570 - acc: 0.7812 - ETA: 10s - loss: 0.4602 - acc: 0.7837 - ETA: 9s - loss: 0.4722 - acc: 0.7742 - ETA: 9s - loss: 0.4650 - acc: 0.7776 - ETA: 9s - loss: 0.4775 - acc: 0.7716 - ETA: 9s - loss: 0.4786 - acc: 0.7671 - ETA: 9s - loss: 0.4754 - acc: 0.7693 - ETA: 8s - loss: 0.4821 - acc: 0.7668 - ETA: 8s - loss: 0.4855 - acc: 0.7651 - ETA: 8s - loss: 0.4857 - acc: 0.7661 - ETA: 8s - loss: 0.4889 - acc: 0.7642 - ETA: 8s - loss: 0.4882 - acc: 0.7631 - ETA: 8s - loss: 0.4888 - acc: 0.7638 - ETA: 7s - loss: 0.4865 - acc: 0.7645 - ETA: 7s - loss: 0.4849 - acc: 0.7665 - ETA: 7s - loss: 0.4859 - acc: 0.7666 - ETA: 7s - loss: 0.4873 - acc: 0.7650 - ETA: 7s - loss: 0.4897 - acc: 0.7647 - ETA: 7s - loss: 0.4878 - acc: 0.7668 - ETA: 7s - loss: 0.4870 - acc: 0.7679 - ETA: 7s - loss: 0.4865 - acc: 0.7685 - ETA: 7s - loss: 0.4871 - acc: 0.7666 - ETA: 7s - loss: 0.4908 - acc: 0.7628 - ETA: 7s - loss: 0.4926 - acc: 0.7607 - ETA: 7s - loss: 0.4948 - acc: 0.7576 - ETA: 7s - loss: 0.4931 - acc: 0.7593 - ETA: 7s - loss: 0.4918 - acc: 0.7598 - ETA: 7s - loss: 0.4913 - acc: 0.7604 - ETA: 7s - loss: 0.4902 - acc: 0.7618 - ETA: 6s - loss: 0.4898 - acc: 0.7620 - ETA: 6s - loss: 0.4889 - acc: 0.7628 - ETA: 6s - loss: 0.4894 - acc: 0.7616 - ETA: 6s - loss: 0.4894 - acc: 0.7613 - ETA: 6s - loss: 0.4905 - acc: 0.7618 - ETA: 6s - loss: 0.4884 - acc: 0.7624 - ETA: 6s - loss: 0.4884 - acc: 0.7621 - ETA: 6s - loss: 0.4865 - acc: 0.7628 - ETA: 6s - loss: 0.4870 - acc: 0.7630 - ETA: 6s - loss: 0.4871 - acc: 0.7633 - ETA: 6s - loss: 0.4880 - acc: 0.7620 - ETA: 6s - loss: 0.4879 - acc: 0.7620 - ETA: 6s - loss: 0.4877 - acc: 0.7627 - ETA: 5s - loss: 0.4872 - acc: 0.7618 - ETA: 5s - loss: 0.4893 - acc: 0.7614 - ETA: 5s - loss: 0.4895 - acc: 0.7614 - ETA: 5s - loss: 0.4885 - acc: 0.7618 - ETA: 5s - loss: 0.4883 - acc: 0.7619 - ETA: 5s - loss: 0.4871 - acc: 0.7625 - ETA: 5s - loss: 0.4866 - acc: 0.7633 - ETA: 5s - loss: 0.4875 - acc: 0.7632 - ETA: 5s - loss: 0.4876 - acc: 0.7623 - ETA: 5s - loss: 0.4870 - acc: 0.7630 - ETA: 5s - loss: 0.4868 - acc: 0.7627 - ETA: 5s - loss: 0.4869 - acc: 0.7630 - ETA: 5s - loss: 0.4879 - acc: 0.7614 - ETA: 5s - loss: 0.4879 - acc: 0.7615 - ETA: 5s - loss: 0.4884 - acc: 0.7615 - ETA: 5s - loss: 0.4884 - acc: 0.7621 - ETA: 4s - loss: 0.4893 - acc: 0.7611 - ETA: 4s - loss: 0.4882 - acc: 0.7617 - ETA: 4s - loss: 0.4882 - acc: 0.7621 - ETA: 4s - loss: 0.4889 - acc: 0.7620 - ETA: 4s - loss: 0.4888 - acc: 0.7623 - ETA: 4s - loss: 0.4885 - acc: 0.7618 - ETA: 4s - loss: 0.4879 - acc: 0.7621 - ETA: 4s - loss: 0.4884 - acc: 0.7626 - ETA: 4s - loss: 0.4872 - acc: 0.7639 - ETA: 4s - loss: 0.4874 - acc: 0.7641 - ETA: 4s - loss: 0.4870 - acc: 0.7642 - ETA: 4s - loss: 0.4856 - acc: 0.7651 - ETA: 4s - loss: 0.4856 - acc: 0.7650 - ETA: 4s - loss: 0.4849 - acc: 0.7655 - ETA: 3s - loss: 0.4857 - acc: 0.7653 - ETA: 3s - loss: 0.4854 - acc: 0.7657 - ETA: 3s - loss: 0.4855 - acc: 0.7658 - ETA: 3s - loss: 0.4844 - acc: 0.7664 - ETA: 3s - loss: 0.4854 - acc: 0.7665 - ETA: 3s - loss: 0.4851 - acc: 0.7666 - ETA: 3s - loss: 0.4854 - acc: 0.7671 - ETA: 3s - loss: 0.4860 - acc: 0.7664 - ETA: 3s - loss: 0.4857 - acc: 0.7667 - ETA: 3s - loss: 0.4857 - acc: 0.7669 - ETA: 3s - loss: 0.4854 - acc: 0.7668 - ETA: 3s - loss: 0.4861 - acc: 0.7664 - ETA: 3s - loss: 0.4859 - acc: 0.7665 - ETA: 3s - loss: 0.4867 - acc: 0.7658 - ETA: 2s - loss: 0.4863 - acc: 0.7662 - ETA: 2s - loss: 0.4867 - acc: 0.7660 - ETA: 2s - loss: 0.4869 - acc: 0.7658 - ETA: 2s - loss: 0.4867 - acc: 0.7656 - ETA: 2s - loss: 0.4868 - acc: 0.7656 - ETA: 2s - loss: 0.4865 - acc: 0.7657 - ETA: 2s - loss: 0.4865 - acc: 0.7654 - ETA: 2s - loss: 0.4872 - acc: 0.7650 - ETA: 2s - loss: 0.4874 - acc: 0.7649 - ETA: 2s - loss: 0.4878 - acc: 0.7647 - ETA: 2s - loss: 0.4880 - acc: 0.7643 - ETA: 2s - loss: 0.4873 - acc: 0.7650 - ETA: 2s - loss: 0.4879 - acc: 0.7643 - ETA: 2s - loss: 0.4881 - acc: 0.7644 - ETA: 2s - loss: 0.4885 - acc: 0.7640 - ETA: 2s - loss: 0.4877 - acc: 0.7646 - ETA: 2s - loss: 0.4876 - acc: 0.7647 - ETA: 1s - loss: 0.4872 - acc: 0.7647 - ETA: 1s - loss: 0.4865 - acc: 0.7651 - ETA: 1s - loss: 0.4862 - acc: 0.7651 - ETA: 1s - loss: 0.4864 - acc: 0.7650 - ETA: 1s - loss: 0.4860 - acc: 0.7655 - ETA: 1s - loss: 0.4863 - acc: 0.7651 - ETA: 1s - loss: 0.4862 - acc: 0.7650 - ETA: 1s - loss: 0.4863 - acc: 0.7649 - ETA: 1s - loss: 0.4866 - acc: 0.7649 - ETA: 1s - loss: 0.4862 - acc: 0.7653 - ETA: 1s - loss: 0.4859 - acc: 0.7652 - ETA: 1s - loss: 0.4851 - acc: 0.7656 - ETA: 1s - loss: 0.4846 - acc: 0.7660 - ETA: 1s - loss: 0.4845 - acc: 0.7660 - ETA: 1s - loss: 0.4835 - acc: 0.7666 - ETA: 0s - loss: 0.4836 - acc: 0.7663 - ETA: 0s - loss: 0.4837 - acc: 0.7661 - ETA: 0s - loss: 0.4838 - acc: 0.7663 - ETA: 0s - loss: 0.4834 - acc: 0.7663 - ETA: 0s - loss: 0.4830 - acc: 0.7669 - ETA: 0s - loss: 0.4829 - acc: 0.7671 - ETA: 0s - loss: 0.4831 - acc: 0.7673 - ETA: 0s - loss: 0.4833 - acc: 0.7671 - ETA: 0s - loss: 0.4833 - acc: 0.7670 - ETA: 0s - loss: 0.4829 - acc: 0.7672 - ETA: 0s - loss: 0.4828 - acc: 0.7672 - ETA: 0s - loss: 0.4832 - acc: 0.7668 - ETA: 0s - loss: 0.4836 - acc: 0.7667 - ETA: 0s - loss: 0.4840 - acc: 0.7663 - 9s - loss: 0.4841 - acc: 0.7662
Epoch 15/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4417 - acc: 0.8438 - ETA: 6s - loss: 0.4527 - acc: 0.7723 - ETA: 7s - loss: 0.4402 - acc: 0.7812 - ETA: 8s - loss: 0.4421 - acc: 0.7746 - ETA: 8s - loss: 0.4458 - acc: 0.7708 - ETA: 8s - loss: 0.4394 - acc: 0.7785 - ETA: 8s - loss: 0.4367 - acc: 0.7800 - ETA: 9s - loss: 0.4405 - acc: 0.7801 - ETA: 8s - loss: 0.4503 - acc: 0.7784 - ETA: 9s - loss: 0.4568 - acc: 0.7804 - ETA: 8s - loss: 0.4593 - acc: 0.7769 - ETA: 8s - loss: 0.4663 - acc: 0.7719 - ETA: 8s - loss: 0.4608 - acc: 0.7752 - ETA: 8s - loss: 0.4558 - acc: 0.7786 - ETA: 8s - loss: 0.4554 - acc: 0.7788 - ETA: 8s - loss: 0.4590 - acc: 0.7785 - ETA: 7s - loss: 0.4661 - acc: 0.7724 - ETA: 7s - loss: 0.4613 - acc: 0.7745 - ETA: 7s - loss: 0.4606 - acc: 0.7744 - ETA: 7s - loss: 0.4619 - acc: 0.7759 - ETA: 7s - loss: 0.4623 - acc: 0.7751 - ETA: 7s - loss: 0.4619 - acc: 0.7757 - ETA: 7s - loss: 0.4646 - acc: 0.7753 - ETA: 7s - loss: 0.4671 - acc: 0.7761 - ETA: 7s - loss: 0.4653 - acc: 0.7763 - ETA: 7s - loss: 0.4652 - acc: 0.7754 - ETA: 7s - loss: 0.4654 - acc: 0.7753 - ETA: 7s - loss: 0.4626 - acc: 0.7766 - ETA: 7s - loss: 0.4642 - acc: 0.7757 - ETA: 7s - loss: 0.4628 - acc: 0.7764 - ETA: 7s - loss: 0.4629 - acc: 0.7774 - ETA: 7s - loss: 0.4628 - acc: 0.7782 - ETA: 7s - loss: 0.4637 - acc: 0.7772 - ETA: 7s - loss: 0.4639 - acc: 0.7778 - ETA: 7s - loss: 0.4654 - acc: 0.7779 - ETA: 6s - loss: 0.4663 - acc: 0.7766 - ETA: 6s - loss: 0.4655 - acc: 0.7769 - ETA: 6s - loss: 0.4649 - acc: 0.7768 - ETA: 6s - loss: 0.4653 - acc: 0.7761 - ETA: 6s - loss: 0.4640 - acc: 0.7772 - ETA: 6s - loss: 0.4654 - acc: 0.7763 - ETA: 6s - loss: 0.4670 - acc: 0.7758 - ETA: 6s - loss: 0.4662 - acc: 0.7759 - ETA: 6s - loss: 0.4657 - acc: 0.7752 - ETA: 6s - loss: 0.4678 - acc: 0.7741 - ETA: 6s - loss: 0.4680 - acc: 0.7743 - ETA: 6s - loss: 0.4699 - acc: 0.7740 - ETA: 6s - loss: 0.4693 - acc: 0.7751 - ETA: 5s - loss: 0.4682 - acc: 0.7756 - ETA: 5s - loss: 0.4683 - acc: 0.7749 - ETA: 5s - loss: 0.4695 - acc: 0.7747 - ETA: 5s - loss: 0.4681 - acc: 0.7761 - ETA: 5s - loss: 0.4698 - acc: 0.7744 - ETA: 5s - loss: 0.4688 - acc: 0.7755 - ETA: 5s - loss: 0.4694 - acc: 0.7746 - ETA: 5s - loss: 0.4696 - acc: 0.7746 - ETA: 5s - loss: 0.4700 - acc: 0.7739 - ETA: 5s - loss: 0.4700 - acc: 0.7734 - ETA: 5s - loss: 0.4691 - acc: 0.7739 - ETA: 5s - loss: 0.4677 - acc: 0.7752 - ETA: 5s - loss: 0.4684 - acc: 0.7749 - ETA: 5s - loss: 0.4688 - acc: 0.7751 - ETA: 5s - loss: 0.4679 - acc: 0.7756 - ETA: 4s - loss: 0.4679 - acc: 0.7753 - ETA: 4s - loss: 0.4684 - acc: 0.7750 - ETA: 4s - loss: 0.4696 - acc: 0.7748 - ETA: 4s - loss: 0.4712 - acc: 0.7739 - ETA: 4s - loss: 0.4713 - acc: 0.7738 - ETA: 4s - loss: 0.4724 - acc: 0.7731 - ETA: 4s - loss: 0.4720 - acc: 0.7729 - ETA: 4s - loss: 0.4722 - acc: 0.7731 - ETA: 4s - loss: 0.4715 - acc: 0.7730 - ETA: 4s - loss: 0.4717 - acc: 0.7732 - ETA: 4s - loss: 0.4723 - acc: 0.7734 - ETA: 4s - loss: 0.4726 - acc: 0.7736 - ETA: 4s - loss: 0.4734 - acc: 0.7732 - ETA: 3s - loss: 0.4728 - acc: 0.7736 - ETA: 3s - loss: 0.4731 - acc: 0.7740 - ETA: 3s - loss: 0.4739 - acc: 0.7735 - ETA: 3s - loss: 0.4737 - acc: 0.7740 - ETA: 3s - loss: 0.4741 - acc: 0.7733 - ETA: 3s - loss: 0.4756 - acc: 0.7726 - ETA: 3s - loss: 0.4762 - acc: 0.7728 - ETA: 3s - loss: 0.4762 - acc: 0.7727 - ETA: 3s - loss: 0.4764 - acc: 0.7723 - ETA: 3s - loss: 0.4767 - acc: 0.7720 - ETA: 3s - loss: 0.4767 - acc: 0.7717 - ETA: 3s - loss: 0.4762 - acc: 0.7719 - ETA: 3s - loss: 0.4765 - acc: 0.7718 - ETA: 3s - loss: 0.4765 - acc: 0.7719 - ETA: 2s - loss: 0.4766 - acc: 0.7718 - ETA: 2s - loss: 0.4766 - acc: 0.7717 - ETA: 2s - loss: 0.4764 - acc: 0.7718 - ETA: 2s - loss: 0.4762 - acc: 0.7721 - ETA: 2s - loss: 0.4762 - acc: 0.7722 - ETA: 2s - loss: 0.4762 - acc: 0.7726 - ETA: 2s - loss: 0.4760 - acc: 0.7728 - ETA: 2s - loss: 0.4756 - acc: 0.7725 - ETA: 2s - loss: 0.4756 - acc: 0.7722 - ETA: 2s - loss: 0.4748 - acc: 0.7724 - ETA: 2s - loss: 0.4754 - acc: 0.7722 - ETA: 2s - loss: 0.4748 - acc: 0.7727 - ETA: 2s - loss: 0.4747 - acc: 0.7729 - ETA: 2s - loss: 0.4750 - acc: 0.7725 - ETA: 2s - loss: 0.4742 - acc: 0.7731 - ETA: 1s - loss: 0.4741 - acc: 0.7728 - ETA: 1s - loss: 0.4741 - acc: 0.7733 - ETA: 1s - loss: 0.4736 - acc: 0.7736 - ETA: 1s - loss: 0.4739 - acc: 0.7736 - ETA: 1s - loss: 0.4740 - acc: 0.7736 - ETA: 1s - loss: 0.4742 - acc: 0.7733 - ETA: 1s - loss: 0.4741 - acc: 0.7733 - ETA: 1s - loss: 0.4748 - acc: 0.7730 - ETA: 1s - loss: 0.4744 - acc: 0.7730 - ETA: 1s - loss: 0.4753 - acc: 0.7727 - ETA: 1s - loss: 0.4755 - acc: 0.7727 - ETA: 1s - loss: 0.4753 - acc: 0.7729 - ETA: 1s - loss: 0.4751 - acc: 0.7725 - ETA: 1s - loss: 0.4758 - acc: 0.7721 - ETA: 1s - loss: 0.4760 - acc: 0.7719 - ETA: 0s - loss: 0.4761 - acc: 0.7718 - ETA: 0s - loss: 0.4763 - acc: 0.7717 - ETA: 0s - loss: 0.4762 - acc: 0.7718 - ETA: 0s - loss: 0.4760 - acc: 0.7721 - ETA: 0s - loss: 0.4761 - acc: 0.7721 - ETA: 0s - loss: 0.4760 - acc: 0.7717 - ETA: 0s - loss: 0.4755 - acc: 0.7720 - ETA: 0s - loss: 0.4760 - acc: 0.7717 - ETA: 0s - loss: 0.4772 - acc: 0.7712 - ETA: 0s - loss: 0.4767 - acc: 0.7715 - ETA: 0s - loss: 0.4765 - acc: 0.7715 - ETA: 0s - loss: 0.4765 - acc: 0.7716 - ETA: 0s - loss: 0.4768 - acc: 0.7714 - ETA: 0s - loss: 0.4768 - acc: 0.7713 - ETA: 0s - loss: 0.4771 - acc: 0.7710 - ETA: 0s - loss: 0.4773 - acc: 0.7706 - ETA: 0s - loss: 0.4776 - acc: 0.7707 - ETA: 0s - loss: 0.4774 - acc: 0.7709 - 8s - loss: 0.4773 - acc: 0.7711
Epoch 16/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3616 - acc: 0.9062 - ETA: 8s - loss: 0.4211 - acc: 0.8214 - ETA: 8s - loss: 0.4698 - acc: 0.7933 - ETA: 8s - loss: 0.4803 - acc: 0.7812 - ETA: 8s - loss: 0.4833 - acc: 0.7731 - ETA: 8s - loss: 0.4861 - acc: 0.7639 - ETA: 8s - loss: 0.4769 - acc: 0.7702 - ETA: 8s - loss: 0.4715 - acc: 0.7711 - ETA: 8s - loss: 0.4725 - acc: 0.7713 - ETA: 7s - loss: 0.4646 - acc: 0.7766 - ETA: 7s - loss: 0.4671 - acc: 0.7770 - ETA: 7s - loss: 0.4721 - acc: 0.7716 - ETA: 7s - loss: 0.4682 - acc: 0.7717 - ETA: 7s - loss: 0.4696 - acc: 0.7686 - ETA: 8s - loss: 0.4709 - acc: 0.7682 - ETA: 8s - loss: 0.4683 - acc: 0.7698 - ETA: 8s - loss: 0.4684 - acc: 0.7729 - ETA: 7s - loss: 0.4699 - acc: 0.7730 - ETA: 7s - loss: 0.4703 - acc: 0.7716 - ETA: 7s - loss: 0.4685 - acc: 0.7737 - ETA: 7s - loss: 0.4709 - acc: 0.7715 - ETA: 7s - loss: 0.4726 - acc: 0.7700 - ETA: 7s - loss: 0.4747 - acc: 0.7662 - ETA: 7s - loss: 0.4754 - acc: 0.7652 - ETA: 7s - loss: 0.4763 - acc: 0.7650 - ETA: 7s - loss: 0.4756 - acc: 0.7654 - ETA: 7s - loss: 0.4775 - acc: 0.7627 - ETA: 7s - loss: 0.4776 - acc: 0.7637 - ETA: 7s - loss: 0.4763 - acc: 0.7654 - ETA: 7s - loss: 0.4783 - acc: 0.7626 - ETA: 7s - loss: 0.4770 - acc: 0.7645 - ETA: 7s - loss: 0.4797 - acc: 0.7646 - ETA: 7s - loss: 0.4796 - acc: 0.7651 - ETA: 6s - loss: 0.4774 - acc: 0.7674 - ETA: 6s - loss: 0.4788 - acc: 0.7666 - ETA: 6s - loss: 0.4789 - acc: 0.7660 - ETA: 6s - loss: 0.4800 - acc: 0.7651 - ETA: 6s - loss: 0.4787 - acc: 0.7666 - ETA: 6s - loss: 0.4781 - acc: 0.7674 - ETA: 6s - loss: 0.4788 - acc: 0.7672 - ETA: 6s - loss: 0.4809 - acc: 0.7655 - ETA: 6s - loss: 0.4792 - acc: 0.7668 - ETA: 6s - loss: 0.4791 - acc: 0.7656 - ETA: 6s - loss: 0.4793 - acc: 0.7648 - ETA: 6s - loss: 0.4807 - acc: 0.7642 - ETA: 5s - loss: 0.4815 - acc: 0.7643 - ETA: 5s - loss: 0.4810 - acc: 0.7643 - ETA: 5s - loss: 0.4813 - acc: 0.7651 - ETA: 5s - loss: 0.4805 - acc: 0.7661 - ETA: 5s - loss: 0.4813 - acc: 0.7658 - ETA: 5s - loss: 0.4814 - acc: 0.7666 - ETA: 5s - loss: 0.4805 - acc: 0.7672 - ETA: 5s - loss: 0.4800 - acc: 0.7677 - ETA: 5s - loss: 0.4817 - acc: 0.7674 - ETA: 5s - loss: 0.4822 - acc: 0.7663 - ETA: 5s - loss: 0.4812 - acc: 0.7673 - ETA: 5s - loss: 0.4822 - acc: 0.7669 - ETA: 5s - loss: 0.4819 - acc: 0.7672 - ETA: 5s - loss: 0.4812 - acc: 0.7668 - ETA: 5s - loss: 0.4814 - acc: 0.7667 - ETA: 5s - loss: 0.4810 - acc: 0.7671 - ETA: 4s - loss: 0.4794 - acc: 0.7684 - ETA: 4s - loss: 0.4796 - acc: 0.7685 - ETA: 4s - loss: 0.4788 - acc: 0.7692 - ETA: 4s - loss: 0.4796 - acc: 0.7683 - ETA: 4s - loss: 0.4789 - acc: 0.7690 - ETA: 4s - loss: 0.4779 - acc: 0.7698 - ETA: 4s - loss: 0.4790 - acc: 0.7694 - ETA: 4s - loss: 0.4779 - acc: 0.7702 - ETA: 4s - loss: 0.4766 - acc: 0.7711 - ETA: 4s - loss: 0.4768 - acc: 0.7704 - ETA: 4s - loss: 0.4759 - acc: 0.7712 - ETA: 4s - loss: 0.4769 - acc: 0.7707 - ETA: 4s - loss: 0.4765 - acc: 0.7713 - ETA: 4s - loss: 0.4764 - acc: 0.7715 - ETA: 4s - loss: 0.4754 - acc: 0.7722 - ETA: 4s - loss: 0.4754 - acc: 0.7724 - ETA: 3s - loss: 0.4749 - acc: 0.7733 - ETA: 3s - loss: 0.4747 - acc: 0.7738 - ETA: 3s - loss: 0.4753 - acc: 0.7739 - ETA: 3s - loss: 0.4743 - acc: 0.7746 - ETA: 3s - loss: 0.4736 - acc: 0.7750 - ETA: 3s - loss: 0.4732 - acc: 0.7752 - ETA: 3s - loss: 0.4734 - acc: 0.7748 - ETA: 3s - loss: 0.4741 - acc: 0.7743 - ETA: 3s - loss: 0.4745 - acc: 0.7742 - ETA: 3s - loss: 0.4749 - acc: 0.7736 - ETA: 3s - loss: 0.4752 - acc: 0.7734 - ETA: 3s - loss: 0.4754 - acc: 0.7735 - ETA: 3s - loss: 0.4758 - acc: 0.7734 - ETA: 3s - loss: 0.4755 - acc: 0.7737 - ETA: 3s - loss: 0.4749 - acc: 0.7740 - ETA: 2s - loss: 0.4738 - acc: 0.7750 - ETA: 2s - loss: 0.4732 - acc: 0.7753 - ETA: 2s - loss: 0.4727 - acc: 0.7749 - ETA: 2s - loss: 0.4720 - acc: 0.7754 - ETA: 2s - loss: 0.4714 - acc: 0.7758 - ETA: 2s - loss: 0.4715 - acc: 0.7758 - ETA: 2s - loss: 0.4713 - acc: 0.7762 - ETA: 2s - loss: 0.4715 - acc: 0.7760 - ETA: 2s - loss: 0.4706 - acc: 0.7764 - ETA: 2s - loss: 0.4708 - acc: 0.7758 - ETA: 2s - loss: 0.4711 - acc: 0.7756 - ETA: 2s - loss: 0.4709 - acc: 0.7758 - ETA: 2s - loss: 0.4712 - acc: 0.7751 - ETA: 2s - loss: 0.4718 - acc: 0.7750 - ETA: 2s - loss: 0.4711 - acc: 0.7752 - ETA: 2s - loss: 0.4718 - acc: 0.7751 - ETA: 1s - loss: 0.4711 - acc: 0.7758 - ETA: 1s - loss: 0.4708 - acc: 0.7759 - ETA: 1s - loss: 0.4714 - acc: 0.7760 - ETA: 1s - loss: 0.4722 - acc: 0.7755 - ETA: 1s - loss: 0.4718 - acc: 0.7754 - ETA: 1s - loss: 0.4720 - acc: 0.7753 - ETA: 1s - loss: 0.4721 - acc: 0.7750 - ETA: 1s - loss: 0.4722 - acc: 0.7750 - ETA: 1s - loss: 0.4723 - acc: 0.7750 - ETA: 1s - loss: 0.4716 - acc: 0.7755 - ETA: 1s - loss: 0.4717 - acc: 0.7754 - ETA: 1s - loss: 0.4717 - acc: 0.7753 - ETA: 1s - loss: 0.4718 - acc: 0.7751 - ETA: 1s - loss: 0.4718 - acc: 0.7752 - ETA: 1s - loss: 0.4712 - acc: 0.7756 - ETA: 1s - loss: 0.4713 - acc: 0.7753 - ETA: 0s - loss: 0.4711 - acc: 0.7754 - ETA: 0s - loss: 0.4709 - acc: 0.7759 - ETA: 0s - loss: 0.4706 - acc: 0.7759 - ETA: 0s - loss: 0.4703 - acc: 0.7761 - ETA: 0s - loss: 0.4707 - acc: 0.7758 - ETA: 0s - loss: 0.4707 - acc: 0.7759 - ETA: 0s - loss: 0.4715 - acc: 0.7754 - ETA: 0s - loss: 0.4713 - acc: 0.7757 - ETA: 0s - loss: 0.4712 - acc: 0.7757 - ETA: 0s - loss: 0.4712 - acc: 0.7756 - ETA: 0s - loss: 0.4711 - acc: 0.7758 - ETA: 0s - loss: 0.4711 - acc: 0.7755 - ETA: 0s - loss: 0.4709 - acc: 0.7755 - ETA: 0s - loss: 0.4707 - acc: 0.7756 - ETA: 0s - loss: 0.4713 - acc: 0.7753 - ETA: 0s - loss: 0.4716 - acc: 0.7749 - 9s - loss: 0.4713 - acc: 0.7751
Epoch 17/100
20000/20000 [==============================] - ETA: 19s - loss: 0.4691 - acc: 0.7812 - ETA: 11s - loss: 0.5029 - acc: 0.7448 - ETA: 8s - loss: 0.4800 - acc: 0.7682 - ETA: 9s - loss: 0.4864 - acc: 0.7542 - ETA: 9s - loss: 0.4654 - acc: 0.7664 - ETA: 9s - loss: 0.4619 - acc: 0.7721 - ETA: 8s - loss: 0.4639 - acc: 0.7716 - ETA: 8s - loss: 0.4553 - acc: 0.7803 - ETA: 8s - loss: 0.4448 - acc: 0.7852 - ETA: 8s - loss: 0.4453 - acc: 0.7826 - ETA: 8s - loss: 0.4429 - acc: 0.7880 - ETA: 8s - loss: 0.4448 - acc: 0.7847 - ETA: 8s - loss: 0.4545 - acc: 0.7807 - ETA: 8s - loss: 0.4574 - acc: 0.7783 - ETA: 8s - loss: 0.4527 - acc: 0.7812 - ETA: 8s - loss: 0.4544 - acc: 0.7799 - ETA: 8s - loss: 0.4536 - acc: 0.7792 - ETA: 7s - loss: 0.4555 - acc: 0.7777 - ETA: 7s - loss: 0.4547 - acc: 0.7790 - ETA: 7s - loss: 0.4553 - acc: 0.7785 - ETA: 7s - loss: 0.4573 - acc: 0.7766 - ETA: 7s - loss: 0.4582 - acc: 0.7766 - ETA: 7s - loss: 0.4589 - acc: 0.7758 - ETA: 7s - loss: 0.4619 - acc: 0.7749 - ETA: 7s - loss: 0.4631 - acc: 0.7720 - ETA: 7s - loss: 0.4656 - acc: 0.7697 - ETA: 7s - loss: 0.4647 - acc: 0.7705 - ETA: 7s - loss: 0.4667 - acc: 0.7721 - ETA: 7s - loss: 0.4665 - acc: 0.7722 - ETA: 7s - loss: 0.4670 - acc: 0.7704 - ETA: 6s - loss: 0.4683 - acc: 0.7694 - ETA: 7s - loss: 0.4687 - acc: 0.7703 - ETA: 6s - loss: 0.4676 - acc: 0.7724 - ETA: 6s - loss: 0.4668 - acc: 0.7741 - ETA: 6s - loss: 0.4667 - acc: 0.7751 - ETA: 6s - loss: 0.4702 - acc: 0.7735 - ETA: 6s - loss: 0.4700 - acc: 0.7747 - ETA: 6s - loss: 0.4700 - acc: 0.7754 - ETA: 6s - loss: 0.4716 - acc: 0.7749 - ETA: 6s - loss: 0.4739 - acc: 0.7731 - ETA: 6s - loss: 0.4739 - acc: 0.7730 - ETA: 6s - loss: 0.4734 - acc: 0.7727 - ETA: 6s - loss: 0.4725 - acc: 0.7730 - ETA: 6s - loss: 0.4725 - acc: 0.7730 - ETA: 6s - loss: 0.4723 - acc: 0.7728 - ETA: 6s - loss: 0.4724 - acc: 0.7716 - ETA: 5s - loss: 0.4734 - acc: 0.7711 - ETA: 5s - loss: 0.4727 - acc: 0.7713 - ETA: 5s - loss: 0.4723 - acc: 0.7714 - ETA: 5s - loss: 0.4734 - acc: 0.7716 - ETA: 5s - loss: 0.4720 - acc: 0.7729 - ETA: 5s - loss: 0.4726 - acc: 0.7725 - ETA: 5s - loss: 0.4728 - acc: 0.7728 - ETA: 5s - loss: 0.4726 - acc: 0.7727 - ETA: 5s - loss: 0.4728 - acc: 0.7722 - ETA: 5s - loss: 0.4732 - acc: 0.7718 - ETA: 5s - loss: 0.4736 - acc: 0.7714 - ETA: 5s - loss: 0.4721 - acc: 0.7724 - ETA: 5s - loss: 0.4712 - acc: 0.7733 - ETA: 5s - loss: 0.4705 - acc: 0.7742 - ETA: 5s - loss: 0.4704 - acc: 0.7744 - ETA: 5s - loss: 0.4703 - acc: 0.7741 - ETA: 5s - loss: 0.4703 - acc: 0.7736 - ETA: 4s - loss: 0.4713 - acc: 0.7736 - ETA: 4s - loss: 0.4713 - acc: 0.7741 - ETA: 4s - loss: 0.4728 - acc: 0.7730 - ETA: 4s - loss: 0.4748 - acc: 0.7722 - ETA: 4s - loss: 0.4742 - acc: 0.7726 - ETA: 4s - loss: 0.4739 - acc: 0.7730 - ETA: 4s - loss: 0.4749 - acc: 0.7725 - ETA: 4s - loss: 0.4743 - acc: 0.7729 - ETA: 4s - loss: 0.4743 - acc: 0.7727 - ETA: 4s - loss: 0.4736 - acc: 0.7732 - ETA: 4s - loss: 0.4729 - acc: 0.7736 - ETA: 4s - loss: 0.4723 - acc: 0.7741 - ETA: 4s - loss: 0.4726 - acc: 0.7738 - ETA: 3s - loss: 0.4715 - acc: 0.7742 - ETA: 3s - loss: 0.4709 - acc: 0.7749 - ETA: 3s - loss: 0.4709 - acc: 0.7753 - ETA: 3s - loss: 0.4710 - acc: 0.7752 - ETA: 3s - loss: 0.4711 - acc: 0.7743 - ETA: 3s - loss: 0.4707 - acc: 0.7746 - ETA: 3s - loss: 0.4706 - acc: 0.7752 - ETA: 3s - loss: 0.4705 - acc: 0.7748 - ETA: 3s - loss: 0.4703 - acc: 0.7748 - ETA: 3s - loss: 0.4701 - acc: 0.7754 - ETA: 3s - loss: 0.4699 - acc: 0.7755 - ETA: 3s - loss: 0.4696 - acc: 0.7756 - ETA: 3s - loss: 0.4693 - acc: 0.7758 - ETA: 3s - loss: 0.4689 - acc: 0.7760 - ETA: 3s - loss: 0.4683 - acc: 0.7766 - ETA: 3s - loss: 0.4674 - acc: 0.7770 - ETA: 2s - loss: 0.4675 - acc: 0.7770 - ETA: 2s - loss: 0.4666 - acc: 0.7776 - ETA: 2s - loss: 0.4670 - acc: 0.7775 - ETA: 2s - loss: 0.4676 - acc: 0.7772 - ETA: 2s - loss: 0.4673 - acc: 0.7777 - ETA: 2s - loss: 0.4673 - acc: 0.7781 - ETA: 2s - loss: 0.4678 - acc: 0.7779 - ETA: 2s - loss: 0.4675 - acc: 0.7783 - ETA: 2s - loss: 0.4680 - acc: 0.7777 - ETA: 2s - loss: 0.4672 - acc: 0.7781 - ETA: 2s - loss: 0.4671 - acc: 0.7779 - ETA: 2s - loss: 0.4676 - acc: 0.7777 - ETA: 2s - loss: 0.4679 - acc: 0.7777 - ETA: 2s - loss: 0.4691 - acc: 0.7770 - ETA: 2s - loss: 0.4691 - acc: 0.7774 - ETA: 2s - loss: 0.4688 - acc: 0.7777 - ETA: 2s - loss: 0.4685 - acc: 0.7778 - ETA: 2s - loss: 0.4686 - acc: 0.7780 - ETA: 1s - loss: 0.4684 - acc: 0.7785 - ETA: 1s - loss: 0.4691 - acc: 0.7779 - ETA: 1s - loss: 0.4695 - acc: 0.7776 - ETA: 1s - loss: 0.4696 - acc: 0.7773 - ETA: 1s - loss: 0.4697 - acc: 0.7769 - ETA: 1s - loss: 0.4698 - acc: 0.7769 - ETA: 1s - loss: 0.4696 - acc: 0.7768 - ETA: 1s - loss: 0.4690 - acc: 0.7771 - ETA: 1s - loss: 0.4685 - acc: 0.7777 - ETA: 1s - loss: 0.4679 - acc: 0.7781 - ETA: 1s - loss: 0.4681 - acc: 0.7780 - ETA: 1s - loss: 0.4683 - acc: 0.7781 - ETA: 1s - loss: 0.4686 - acc: 0.7781 - ETA: 1s - loss: 0.4689 - acc: 0.7778 - ETA: 1s - loss: 0.4690 - acc: 0.7780 - ETA: 1s - loss: 0.4691 - acc: 0.7778 - ETA: 0s - loss: 0.4694 - acc: 0.7777 - ETA: 0s - loss: 0.4702 - acc: 0.7772 - ETA: 0s - loss: 0.4701 - acc: 0.7773 - ETA: 0s - loss: 0.4705 - acc: 0.7771 - ETA: 0s - loss: 0.4705 - acc: 0.7771 - ETA: 0s - loss: 0.4706 - acc: 0.7767 - ETA: 0s - loss: 0.4707 - acc: 0.7767 - ETA: 0s - loss: 0.4711 - acc: 0.7763 - ETA: 0s - loss: 0.4703 - acc: 0.7768 - ETA: 0s - loss: 0.4704 - acc: 0.7769 - ETA: 0s - loss: 0.4699 - acc: 0.7772 - ETA: 0s - loss: 0.4699 - acc: 0.7771 - ETA: 0s - loss: 0.4698 - acc: 0.7772 - ETA: 0s - loss: 0.4702 - acc: 0.7770 - ETA: 0s - loss: 0.4702 - acc: 0.7769 - ETA: 0s - loss: 0.4698 - acc: 0.7772 - ETA: 0s - loss: 0.4698 - acc: 0.7772 - 9s - loss: 0.4699 - acc: 0.7772
Epoch 18/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3426 - acc: 0.8438 - ETA: 8s - loss: 0.4010 - acc: 0.8281 - ETA: 7s - loss: 0.4142 - acc: 0.8210 - ETA: 8s - loss: 0.4234 - acc: 0.8192 - ETA: 8s - loss: 0.4273 - acc: 0.8125 - ETA: 8s - loss: 0.4274 - acc: 0.8084 - ETA: 8s - loss: 0.4363 - acc: 0.7991 - ETA: 8s - loss: 0.4503 - acc: 0.7888 - ETA: 8s - loss: 0.4590 - acc: 0.7862 - ETA: 8s - loss: 0.4643 - acc: 0.7827 - ETA: 8s - loss: 0.4662 - acc: 0.7826 - ETA: 8s - loss: 0.4688 - acc: 0.7800 - ETA: 8s - loss: 0.4660 - acc: 0.7807 - ETA: 8s - loss: 0.4678 - acc: 0.7791 - ETA: 8s - loss: 0.4716 - acc: 0.7756 - ETA: 8s - loss: 0.4735 - acc: 0.7759 - ETA: 8s - loss: 0.4683 - acc: 0.7799 - ETA: 8s - loss: 0.4688 - acc: 0.7768 - ETA: 8s - loss: 0.4666 - acc: 0.7784 - ETA: 8s - loss: 0.4668 - acc: 0.7773 - ETA: 8s - loss: 0.4678 - acc: 0.7767 - ETA: 8s - loss: 0.4651 - acc: 0.7809 - ETA: 8s - loss: 0.4663 - acc: 0.7786 - ETA: 7s - loss: 0.4644 - acc: 0.7793 - ETA: 7s - loss: 0.4642 - acc: 0.7782 - ETA: 8s - loss: 0.4642 - acc: 0.7776 - ETA: 8s - loss: 0.4611 - acc: 0.7795 - ETA: 8s - loss: 0.4610 - acc: 0.7787 - ETA: 8s - loss: 0.4590 - acc: 0.7807 - ETA: 7s - loss: 0.4591 - acc: 0.7805 - ETA: 8s - loss: 0.4604 - acc: 0.7794 - ETA: 8s - loss: 0.4624 - acc: 0.7780 - ETA: 7s - loss: 0.4628 - acc: 0.7771 - ETA: 7s - loss: 0.4630 - acc: 0.7768 - ETA: 7s - loss: 0.4615 - acc: 0.7774 - ETA: 7s - loss: 0.4591 - acc: 0.7784 - ETA: 7s - loss: 0.4592 - acc: 0.7789 - ETA: 7s - loss: 0.4591 - acc: 0.7794 - ETA: 7s - loss: 0.4614 - acc: 0.7786 - ETA: 7s - loss: 0.4643 - acc: 0.7783 - ETA: 7s - loss: 0.4630 - acc: 0.7794 - ETA: 7s - loss: 0.4624 - acc: 0.7800 - ETA: 7s - loss: 0.4624 - acc: 0.7804 - ETA: 6s - loss: 0.4647 - acc: 0.7790 - ETA: 6s - loss: 0.4638 - acc: 0.7801 - ETA: 6s - loss: 0.4643 - acc: 0.7798 - ETA: 6s - loss: 0.4646 - acc: 0.7790 - ETA: 6s - loss: 0.4648 - acc: 0.7785 - ETA: 6s - loss: 0.4643 - acc: 0.7792 - ETA: 6s - loss: 0.4644 - acc: 0.7791 - ETA: 6s - loss: 0.4638 - acc: 0.7786 - ETA: 6s - loss: 0.4647 - acc: 0.7775 - ETA: 6s - loss: 0.4651 - acc: 0.7773 - ETA: 6s - loss: 0.4648 - acc: 0.7775 - ETA: 6s - loss: 0.4663 - acc: 0.7777 - ETA: 6s - loss: 0.4648 - acc: 0.7788 - ETA: 6s - loss: 0.4644 - acc: 0.7780 - ETA: 5s - loss: 0.4639 - acc: 0.7784 - ETA: 5s - loss: 0.4633 - acc: 0.7789 - ETA: 5s - loss: 0.4644 - acc: 0.7787 - ETA: 5s - loss: 0.4635 - acc: 0.7788 - ETA: 5s - loss: 0.4629 - acc: 0.7787 - ETA: 5s - loss: 0.4643 - acc: 0.7776 - ETA: 5s - loss: 0.4640 - acc: 0.7774 - ETA: 5s - loss: 0.4637 - acc: 0.7775 - ETA: 5s - loss: 0.4647 - acc: 0.7774 - ETA: 5s - loss: 0.4647 - acc: 0.7774 - ETA: 5s - loss: 0.4644 - acc: 0.7780 - ETA: 5s - loss: 0.4647 - acc: 0.7783 - ETA: 5s - loss: 0.4631 - acc: 0.7793 - ETA: 5s - loss: 0.4636 - acc: 0.7787 - ETA: 4s - loss: 0.4621 - acc: 0.7801 - ETA: 4s - loss: 0.4615 - acc: 0.7805 - ETA: 4s - loss: 0.4618 - acc: 0.7809 - ETA: 4s - loss: 0.4638 - acc: 0.7796 - ETA: 4s - loss: 0.4629 - acc: 0.7802 - ETA: 4s - loss: 0.4630 - acc: 0.7799 - ETA: 4s - loss: 0.4634 - acc: 0.7801 - ETA: 4s - loss: 0.4638 - acc: 0.7793 - ETA: 4s - loss: 0.4641 - acc: 0.7790 - ETA: 4s - loss: 0.4644 - acc: 0.7783 - ETA: 4s - loss: 0.4647 - acc: 0.7780 - ETA: 4s - loss: 0.4648 - acc: 0.7781 - ETA: 4s - loss: 0.4643 - acc: 0.7781 - ETA: 4s - loss: 0.4647 - acc: 0.7783 - ETA: 4s - loss: 0.4653 - acc: 0.7779 - ETA: 4s - loss: 0.4651 - acc: 0.7782 - ETA: 4s - loss: 0.4646 - acc: 0.7791 - ETA: 4s - loss: 0.4658 - acc: 0.7781 - ETA: 4s - loss: 0.4657 - acc: 0.7779 - ETA: 4s - loss: 0.4658 - acc: 0.7778 - ETA: 4s - loss: 0.4655 - acc: 0.7779 - ETA: 3s - loss: 0.4659 - acc: 0.7776 - ETA: 3s - loss: 0.4664 - acc: 0.7779 - ETA: 3s - loss: 0.4670 - acc: 0.7779 - ETA: 3s - loss: 0.4670 - acc: 0.7777 - ETA: 3s - loss: 0.4667 - acc: 0.7776 - ETA: 3s - loss: 0.4667 - acc: 0.7774 - ETA: 3s - loss: 0.4660 - acc: 0.7779 - ETA: 3s - loss: 0.4662 - acc: 0.7779 - ETA: 3s - loss: 0.4655 - acc: 0.7782 - ETA: 3s - loss: 0.4655 - acc: 0.7780 - ETA: 3s - loss: 0.4657 - acc: 0.7784 - ETA: 3s - loss: 0.4659 - acc: 0.7783 - ETA: 3s - loss: 0.4655 - acc: 0.7784 - ETA: 3s - loss: 0.4654 - acc: 0.7785 - ETA: 3s - loss: 0.4661 - acc: 0.7781 - ETA: 3s - loss: 0.4661 - acc: 0.7782 - ETA: 2s - loss: 0.4660 - acc: 0.7786 - ETA: 2s - loss: 0.4657 - acc: 0.7787 - ETA: 2s - loss: 0.4659 - acc: 0.7785 - ETA: 2s - loss: 0.4659 - acc: 0.7784 - ETA: 2s - loss: 0.4659 - acc: 0.7786 - ETA: 2s - loss: 0.4663 - acc: 0.7784 - ETA: 2s - loss: 0.4665 - acc: 0.7782 - ETA: 2s - loss: 0.4663 - acc: 0.7783 - ETA: 2s - loss: 0.4664 - acc: 0.7786 - ETA: 2s - loss: 0.4667 - acc: 0.7783 - ETA: 2s - loss: 0.4665 - acc: 0.7785 - ETA: 2s - loss: 0.4663 - acc: 0.7786 - ETA: 2s - loss: 0.4661 - acc: 0.7788 - ETA: 2s - loss: 0.4660 - acc: 0.7790 - ETA: 2s - loss: 0.4661 - acc: 0.7792 - ETA: 1s - loss: 0.4663 - acc: 0.7790 - ETA: 1s - loss: 0.4655 - acc: 0.7795 - ETA: 1s - loss: 0.4659 - acc: 0.7796 - ETA: 1s - loss: 0.4659 - acc: 0.7797 - ETA: 1s - loss: 0.4658 - acc: 0.7796 - ETA: 1s - loss: 0.4655 - acc: 0.7799 - ETA: 1s - loss: 0.4657 - acc: 0.7797 - ETA: 1s - loss: 0.4661 - acc: 0.7792 - ETA: 1s - loss: 0.4664 - acc: 0.7787 - ETA: 1s - loss: 0.4662 - acc: 0.7790 - ETA: 1s - loss: 0.4659 - acc: 0.7793 - ETA: 1s - loss: 0.4661 - acc: 0.7793 - ETA: 1s - loss: 0.4659 - acc: 0.7794 - ETA: 1s - loss: 0.4662 - acc: 0.7794 - ETA: 1s - loss: 0.4665 - acc: 0.7789 - ETA: 1s - loss: 0.4665 - acc: 0.7789 - ETA: 1s - loss: 0.4668 - acc: 0.7786 - ETA: 0s - loss: 0.4672 - acc: 0.7786 - ETA: 0s - loss: 0.4672 - acc: 0.7788 - ETA: 0s - loss: 0.4670 - acc: 0.7791 - ETA: 0s - loss: 0.4671 - acc: 0.7788 - ETA: 0s - loss: 0.4671 - acc: 0.7788 - ETA: 0s - loss: 0.4678 - acc: 0.7785 - ETA: 0s - loss: 0.4674 - acc: 0.7787 - ETA: 0s - loss: 0.4671 - acc: 0.7787 - ETA: 0s - loss: 0.4668 - acc: 0.7789 - ETA: 0s - loss: 0.4671 - acc: 0.7786 - ETA: 0s - loss: 0.4670 - acc: 0.7785 - ETA: 0s - loss: 0.4670 - acc: 0.7784 - ETA: 0s - loss: 0.4674 - acc: 0.7778 - ETA: 0s - loss: 0.4669 - acc: 0.7781 - 9s - loss: 0.4666 - acc: 0.7780
Epoch 19/100
20000/20000 [==============================] - ETA: 0s - loss: 0.4539 - acc: 0.7812 - ETA: 7s - loss: 0.5585 - acc: 0.6687 - ETA: 7s - loss: 0.5137 - acc: 0.7273 - ETA: 7s - loss: 0.5002 - acc: 0.7375 - ETA: 8s - loss: 0.5094 - acc: 0.7309 - ETA: 8s - loss: 0.5138 - acc: 0.7358 - ETA: 8s - loss: 0.5066 - acc: 0.7404 - ETA: 8s - loss: 0.5029 - acc: 0.7471 - ETA: 8s - loss: 0.5000 - acc: 0.7492 - ETA: 8s - loss: 0.4993 - acc: 0.7516 - ETA: 8s - loss: 0.4982 - acc: 0.7569 - ETA: 8s - loss: 0.4937 - acc: 0.7602 - ETA: 8s - loss: 0.4888 - acc: 0.7659 - ETA: 8s - loss: 0.4854 - acc: 0.7645 - ETA: 7s - loss: 0.4823 - acc: 0.7684 - ETA: 7s - loss: 0.4788 - acc: 0.7693 - ETA: 7s - loss: 0.4763 - acc: 0.7688 - ETA: 7s - loss: 0.4771 - acc: 0.7704 - ETA: 7s - loss: 0.4709 - acc: 0.7748 - ETA: 7s - loss: 0.4715 - acc: 0.7741 - ETA: 7s - loss: 0.4710 - acc: 0.7765 - ETA: 7s - loss: 0.4695 - acc: 0.7773 - ETA: 7s - loss: 0.4692 - acc: 0.7778 - ETA: 7s - loss: 0.4662 - acc: 0.7794 - ETA: 7s - loss: 0.4619 - acc: 0.7815 - ETA: 7s - loss: 0.4605 - acc: 0.7832 - ETA: 7s - loss: 0.4631 - acc: 0.7815 - ETA: 7s - loss: 0.4648 - acc: 0.7800 - ETA: 7s - loss: 0.4651 - acc: 0.7805 - ETA: 6s - loss: 0.4695 - acc: 0.7789 - ETA: 6s - loss: 0.4695 - acc: 0.7792 - ETA: 6s - loss: 0.4720 - acc: 0.7768 - ETA: 6s - loss: 0.4718 - acc: 0.7769 - ETA: 6s - loss: 0.4708 - acc: 0.7771 - ETA: 6s - loss: 0.4740 - acc: 0.7750 - ETA: 6s - loss: 0.4751 - acc: 0.7750 - ETA: 6s - loss: 0.4761 - acc: 0.7748 - ETA: 6s - loss: 0.4758 - acc: 0.7754 - ETA: 6s - loss: 0.4748 - acc: 0.7755 - ETA: 6s - loss: 0.4757 - acc: 0.7743 - ETA: 6s - loss: 0.4747 - acc: 0.7742 - ETA: 6s - loss: 0.4744 - acc: 0.7749 - ETA: 6s - loss: 0.4733 - acc: 0.7762 - ETA: 6s - loss: 0.4739 - acc: 0.7750 - ETA: 6s - loss: 0.4750 - acc: 0.7747 - ETA: 6s - loss: 0.4755 - acc: 0.7743 - ETA: 6s - loss: 0.4763 - acc: 0.7738 - ETA: 6s - loss: 0.4763 - acc: 0.7736 - ETA: 6s - loss: 0.4770 - acc: 0.7732 - ETA: 6s - loss: 0.4774 - acc: 0.7729 - ETA: 6s - loss: 0.4770 - acc: 0.7726 - ETA: 5s - loss: 0.4768 - acc: 0.7726 - ETA: 5s - loss: 0.4778 - acc: 0.7726 - ETA: 5s - loss: 0.4776 - acc: 0.7729 - ETA: 5s - loss: 0.4782 - acc: 0.7725 - ETA: 5s - loss: 0.4773 - acc: 0.7733 - ETA: 5s - loss: 0.4760 - acc: 0.7738 - ETA: 5s - loss: 0.4760 - acc: 0.7737 - ETA: 5s - loss: 0.4751 - acc: 0.7739 - ETA: 5s - loss: 0.4743 - acc: 0.7746 - ETA: 5s - loss: 0.4739 - acc: 0.7749 - ETA: 5s - loss: 0.4746 - acc: 0.7744 - ETA: 5s - loss: 0.4751 - acc: 0.7736 - ETA: 5s - loss: 0.4747 - acc: 0.7738 - ETA: 5s - loss: 0.4734 - acc: 0.7746 - ETA: 5s - loss: 0.4733 - acc: 0.7750 - ETA: 5s - loss: 0.4734 - acc: 0.7748 - ETA: 5s - loss: 0.4728 - acc: 0.7754 - ETA: 5s - loss: 0.4715 - acc: 0.7762 - ETA: 5s - loss: 0.4719 - acc: 0.7755 - ETA: 4s - loss: 0.4732 - acc: 0.7751 - ETA: 4s - loss: 0.4724 - acc: 0.7752 - ETA: 4s - loss: 0.4722 - acc: 0.7752 - ETA: 4s - loss: 0.4733 - acc: 0.7752 - ETA: 4s - loss: 0.4740 - acc: 0.7750 - ETA: 4s - loss: 0.4737 - acc: 0.7754 - ETA: 4s - loss: 0.4733 - acc: 0.7750 - ETA: 4s - loss: 0.4731 - acc: 0.7751 - ETA: 4s - loss: 0.4726 - acc: 0.7749 - ETA: 4s - loss: 0.4733 - acc: 0.7750 - ETA: 4s - loss: 0.4723 - acc: 0.7749 - ETA: 4s - loss: 0.4728 - acc: 0.7751 - ETA: 4s - loss: 0.4723 - acc: 0.7758 - ETA: 4s - loss: 0.4728 - acc: 0.7757 - ETA: 4s - loss: 0.4724 - acc: 0.7758 - ETA: 4s - loss: 0.4727 - acc: 0.7754 - ETA: 4s - loss: 0.4728 - acc: 0.7749 - ETA: 4s - loss: 0.4725 - acc: 0.7752 - ETA: 4s - loss: 0.4719 - acc: 0.7759 - ETA: 4s - loss: 0.4720 - acc: 0.7764 - ETA: 4s - loss: 0.4722 - acc: 0.7760 - ETA: 3s - loss: 0.4724 - acc: 0.7760 - ETA: 3s - loss: 0.4720 - acc: 0.7759 - ETA: 3s - loss: 0.4715 - acc: 0.7766 - ETA: 3s - loss: 0.4708 - acc: 0.7771 - ETA: 3s - loss: 0.4713 - acc: 0.7767 - ETA: 3s - loss: 0.4707 - acc: 0.7769 - ETA: 3s - loss: 0.4708 - acc: 0.7767 - ETA: 3s - loss: 0.4705 - acc: 0.7769 - ETA: 3s - loss: 0.4705 - acc: 0.7769 - ETA: 3s - loss: 0.4704 - acc: 0.7771 - ETA: 3s - loss: 0.4704 - acc: 0.7766 - ETA: 3s - loss: 0.4702 - acc: 0.7767 - ETA: 3s - loss: 0.4706 - acc: 0.7762 - ETA: 3s - loss: 0.4701 - acc: 0.7766 - ETA: 3s - loss: 0.4704 - acc: 0.7763 - ETA: 3s - loss: 0.4711 - acc: 0.7757 - ETA: 2s - loss: 0.4707 - acc: 0.7759 - ETA: 2s - loss: 0.4703 - acc: 0.7764 - ETA: 2s - loss: 0.4702 - acc: 0.7762 - ETA: 2s - loss: 0.4702 - acc: 0.7765 - ETA: 2s - loss: 0.4703 - acc: 0.7763 - ETA: 2s - loss: 0.4706 - acc: 0.7759 - ETA: 2s - loss: 0.4706 - acc: 0.7762 - ETA: 2s - loss: 0.4699 - acc: 0.7765 - ETA: 2s - loss: 0.4696 - acc: 0.7767 - ETA: 2s - loss: 0.4685 - acc: 0.7775 - ETA: 2s - loss: 0.4685 - acc: 0.7776 - ETA: 2s - loss: 0.4684 - acc: 0.7779 - ETA: 2s - loss: 0.4680 - acc: 0.7780 - ETA: 2s - loss: 0.4687 - acc: 0.7777 - ETA: 1s - loss: 0.4698 - acc: 0.7772 - ETA: 1s - loss: 0.4695 - acc: 0.7773 - ETA: 1s - loss: 0.4696 - acc: 0.7771 - ETA: 1s - loss: 0.4697 - acc: 0.7770 - ETA: 1s - loss: 0.4696 - acc: 0.7772 - ETA: 1s - loss: 0.4697 - acc: 0.7767 - ETA: 1s - loss: 0.4692 - acc: 0.7769 - ETA: 1s - loss: 0.4693 - acc: 0.7766 - ETA: 1s - loss: 0.4692 - acc: 0.7763 - ETA: 1s - loss: 0.4700 - acc: 0.7757 - ETA: 1s - loss: 0.4700 - acc: 0.7760 - ETA: 1s - loss: 0.4696 - acc: 0.7763 - ETA: 1s - loss: 0.4697 - acc: 0.7761 - ETA: 1s - loss: 0.4696 - acc: 0.7762 - ETA: 1s - loss: 0.4693 - acc: 0.7763 - ETA: 0s - loss: 0.4690 - acc: 0.7765 - ETA: 0s - loss: 0.4690 - acc: 0.7767 - ETA: 0s - loss: 0.4689 - acc: 0.7766 - ETA: 0s - loss: 0.4689 - acc: 0.7769 - ETA: 0s - loss: 0.4685 - acc: 0.7774 - ETA: 0s - loss: 0.4682 - acc: 0.7775 - ETA: 0s - loss: 0.4678 - acc: 0.7776 - ETA: 0s - loss: 0.4677 - acc: 0.7778 - ETA: 0s - loss: 0.4672 - acc: 0.7780 - ETA: 0s - loss: 0.4670 - acc: 0.7784 - ETA: 0s - loss: 0.4673 - acc: 0.7783 - ETA: 0s - loss: 0.4680 - acc: 0.7781 - ETA: 0s - loss: 0.4680 - acc: 0.7780 - ETA: 0s - loss: 0.4682 - acc: 0.7779 - ETA: 0s - loss: 0.4692 - acc: 0.7775 - 9s - loss: 0.4690 - acc: 0.7776
Epoch 20/100
20000/20000 [==============================] - ETA: 9s - loss: 0.7814 - acc: 0.6250 - ETA: 12s - loss: 0.5457 - acc: 0.7188 - ETA: 10s - loss: 0.4842 - acc: 0.7461 - ETA: 10s - loss: 0.4894 - acc: 0.7552 - ETA: 10s - loss: 0.4682 - acc: 0.7721 - ETA: 11s - loss: 0.4625 - acc: 0.7798 - ETA: 10s - loss: 0.4587 - acc: 0.7837 - ETA: 10s - loss: 0.4572 - acc: 0.7802 - ETA: 10s - loss: 0.4630 - acc: 0.7794 - ETA: 10s - loss: 0.4612 - acc: 0.7812 - ETA: 10s - loss: 0.4622 - acc: 0.7812 - ETA: 9s - loss: 0.4582 - acc: 0.7812 - ETA: 9s - loss: 0.4577 - acc: 0.7800 - ETA: 9s - loss: 0.4518 - acc: 0.7841 - ETA: 9s - loss: 0.4521 - acc: 0.7833 - ETA: 9s - loss: 0.4512 - acc: 0.7837 - ETA: 8s - loss: 0.4507 - acc: 0.7831 - ETA: 8s - loss: 0.4508 - acc: 0.7821 - ETA: 8s - loss: 0.4498 - acc: 0.7820 - ETA: 8s - loss: 0.4487 - acc: 0.7824 - ETA: 8s - loss: 0.4490 - acc: 0.7837 - ETA: 8s - loss: 0.4485 - acc: 0.7846 - ETA: 7s - loss: 0.4517 - acc: 0.7838 - ETA: 7s - loss: 0.4529 - acc: 0.7840 - ETA: 7s - loss: 0.4512 - acc: 0.7869 - ETA: 7s - loss: 0.4537 - acc: 0.7861 - ETA: 7s - loss: 0.4561 - acc: 0.7856 - ETA: 7s - loss: 0.4553 - acc: 0.7849 - ETA: 7s - loss: 0.4568 - acc: 0.7837 - ETA: 7s - loss: 0.4549 - acc: 0.7846 - ETA: 7s - loss: 0.4565 - acc: 0.7829 - ETA: 7s - loss: 0.4578 - acc: 0.7817 - ETA: 6s - loss: 0.4588 - acc: 0.7808 - ETA: 6s - loss: 0.4597 - acc: 0.7804 - ETA: 6s - loss: 0.4594 - acc: 0.7804 - ETA: 6s - loss: 0.4574 - acc: 0.7812 - ETA: 6s - loss: 0.4584 - acc: 0.7807 - ETA: 6s - loss: 0.4589 - acc: 0.7811 - ETA: 6s - loss: 0.4597 - acc: 0.7807 - ETA: 6s - loss: 0.4614 - acc: 0.7797 - ETA: 6s - loss: 0.4613 - acc: 0.7794 - ETA: 6s - loss: 0.4617 - acc: 0.7793 - ETA: 6s - loss: 0.4623 - acc: 0.7783 - ETA: 6s - loss: 0.4624 - acc: 0.7794 - ETA: 6s - loss: 0.4613 - acc: 0.7809 - ETA: 5s - loss: 0.4617 - acc: 0.7806 - ETA: 5s - loss: 0.4603 - acc: 0.7817 - ETA: 5s - loss: 0.4587 - acc: 0.7821 - ETA: 5s - loss: 0.4585 - acc: 0.7818 - ETA: 5s - loss: 0.4576 - acc: 0.7826 - ETA: 5s - loss: 0.4587 - acc: 0.7819 - ETA: 5s - loss: 0.4594 - acc: 0.7815 - ETA: 5s - loss: 0.4586 - acc: 0.7818 - ETA: 5s - loss: 0.4595 - acc: 0.7823 - ETA: 5s - loss: 0.4608 - acc: 0.7806 - ETA: 5s - loss: 0.4592 - acc: 0.7819 - ETA: 5s - loss: 0.4594 - acc: 0.7820 - ETA: 5s - loss: 0.4587 - acc: 0.7826 - ETA: 5s - loss: 0.4595 - acc: 0.7820 - ETA: 5s - loss: 0.4588 - acc: 0.7822 - ETA: 5s - loss: 0.4585 - acc: 0.7824 - ETA: 5s - loss: 0.4581 - acc: 0.7820 - ETA: 4s - loss: 0.4576 - acc: 0.7825 - ETA: 4s - loss: 0.4578 - acc: 0.7818 - ETA: 4s - loss: 0.4579 - acc: 0.7819 - ETA: 4s - loss: 0.4575 - acc: 0.7819 - ETA: 4s - loss: 0.4573 - acc: 0.7819 - ETA: 4s - loss: 0.4571 - acc: 0.7826 - ETA: 4s - loss: 0.4577 - acc: 0.7823 - ETA: 4s - loss: 0.4587 - acc: 0.7814 - ETA: 4s - loss: 0.4577 - acc: 0.7825 - ETA: 4s - loss: 0.4578 - acc: 0.7822 - ETA: 4s - loss: 0.4585 - acc: 0.7814 - ETA: 4s - loss: 0.4590 - acc: 0.7812 - ETA: 4s - loss: 0.4598 - acc: 0.7804 - ETA: 4s - loss: 0.4585 - acc: 0.7815 - ETA: 4s - loss: 0.4590 - acc: 0.7814 - ETA: 3s - loss: 0.4593 - acc: 0.7816 - ETA: 3s - loss: 0.4594 - acc: 0.7818 - ETA: 3s - loss: 0.4587 - acc: 0.7827 - ETA: 3s - loss: 0.4590 - acc: 0.7825 - ETA: 3s - loss: 0.4591 - acc: 0.7825 - ETA: 3s - loss: 0.4593 - acc: 0.7829 - ETA: 3s - loss: 0.4595 - acc: 0.7830 - ETA: 3s - loss: 0.4602 - acc: 0.7826 - ETA: 3s - loss: 0.4602 - acc: 0.7818 - ETA: 3s - loss: 0.4595 - acc: 0.7819 - ETA: 3s - loss: 0.4598 - acc: 0.7821 - ETA: 3s - loss: 0.4602 - acc: 0.7820 - ETA: 3s - loss: 0.4593 - acc: 0.7828 - ETA: 3s - loss: 0.4587 - acc: 0.7832 - ETA: 3s - loss: 0.4597 - acc: 0.7828 - ETA: 2s - loss: 0.4593 - acc: 0.7829 - ETA: 2s - loss: 0.4591 - acc: 0.7836 - ETA: 2s - loss: 0.4603 - acc: 0.7829 - ETA: 2s - loss: 0.4598 - acc: 0.7828 - ETA: 2s - loss: 0.4595 - acc: 0.7830 - ETA: 2s - loss: 0.4598 - acc: 0.7826 - ETA: 2s - loss: 0.4599 - acc: 0.7826 - ETA: 2s - loss: 0.4592 - acc: 0.7830 - ETA: 2s - loss: 0.4591 - acc: 0.7829 - ETA: 2s - loss: 0.4582 - acc: 0.7837 - ETA: 2s - loss: 0.4579 - acc: 0.7837 - ETA: 2s - loss: 0.4578 - acc: 0.7840 - ETA: 2s - loss: 0.4577 - acc: 0.7839 - ETA: 2s - loss: 0.4573 - acc: 0.7840 - ETA: 2s - loss: 0.4578 - acc: 0.7839 - ETA: 2s - loss: 0.4579 - acc: 0.7837 - ETA: 1s - loss: 0.4576 - acc: 0.7842 - ETA: 1s - loss: 0.4592 - acc: 0.7837 - ETA: 1s - loss: 0.4600 - acc: 0.7831 - ETA: 1s - loss: 0.4599 - acc: 0.7830 - ETA: 1s - loss: 0.4597 - acc: 0.7832 - ETA: 1s - loss: 0.4596 - acc: 0.7830 - ETA: 1s - loss: 0.4598 - acc: 0.7829 - ETA: 1s - loss: 0.4603 - acc: 0.7828 - ETA: 1s - loss: 0.4602 - acc: 0.7829 - ETA: 1s - loss: 0.4596 - acc: 0.7834 - ETA: 1s - loss: 0.4589 - acc: 0.7839 - ETA: 1s - loss: 0.4590 - acc: 0.7839 - ETA: 1s - loss: 0.4588 - acc: 0.7843 - ETA: 1s - loss: 0.4588 - acc: 0.7842 - ETA: 1s - loss: 0.4591 - acc: 0.7840 - ETA: 0s - loss: 0.4594 - acc: 0.7839 - ETA: 0s - loss: 0.4588 - acc: 0.7839 - ETA: 0s - loss: 0.4590 - acc: 0.7838 - ETA: 0s - loss: 0.4583 - acc: 0.7844 - ETA: 0s - loss: 0.4579 - acc: 0.7844 - ETA: 0s - loss: 0.4579 - acc: 0.7843 - ETA: 0s - loss: 0.4580 - acc: 0.7841 - ETA: 0s - loss: 0.4582 - acc: 0.7841 - ETA: 0s - loss: 0.4583 - acc: 0.7842 - ETA: 0s - loss: 0.4580 - acc: 0.7841 - ETA: 0s - loss: 0.4577 - acc: 0.7841 - ETA: 0s - loss: 0.4581 - acc: 0.7837 - ETA: 0s - loss: 0.4582 - acc: 0.7836 - ETA: 0s - loss: 0.4582 - acc: 0.7838 - ETA: 0s - loss: 0.4581 - acc: 0.7835 - ETA: 0s - loss: 0.4580 - acc: 0.7837 - ETA: 0s - loss: 0.4584 - acc: 0.7833 - 8s - loss: 0.4584 - acc: 0.7834
Epoch 21/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4798 - acc: 0.7188 - ETA: 8s - loss: 0.4276 - acc: 0.7969 - ETA: 9s - loss: 0.4915 - acc: 0.7604 - ETA: 8s - loss: 0.4850 - acc: 0.7634 - ETA: 8s - loss: 0.4778 - acc: 0.7691 - ETA: 9s - loss: 0.4727 - acc: 0.7745 - ETA: 8s - loss: 0.4715 - acc: 0.7802 - ETA: 8s - loss: 0.4549 - acc: 0.7904 - ETA: 7s - loss: 0.4487 - acc: 0.7949 - ETA: 7s - loss: 0.4479 - acc: 0.7955 - ETA: 7s - loss: 0.4416 - acc: 0.7966 - ETA: 7s - loss: 0.4447 - acc: 0.7975 - ETA: 7s - loss: 0.4457 - acc: 0.7990 - ETA: 7s - loss: 0.4403 - acc: 0.8006 - ETA: 7s - loss: 0.4431 - acc: 0.7980 - ETA: 7s - loss: 0.4426 - acc: 0.7989 - ETA: 7s - loss: 0.4436 - acc: 0.7989 - ETA: 7s - loss: 0.4436 - acc: 0.7984 - ETA: 7s - loss: 0.4405 - acc: 0.7993 - ETA: 7s - loss: 0.4375 - acc: 0.8020 - ETA: 7s - loss: 0.4374 - acc: 0.8010 - ETA: 7s - loss: 0.4404 - acc: 0.7986 - ETA: 7s - loss: 0.4401 - acc: 0.7989 - ETA: 7s - loss: 0.4384 - acc: 0.7986 - ETA: 7s - loss: 0.4430 - acc: 0.7953 - ETA: 7s - loss: 0.4459 - acc: 0.7935 - ETA: 7s - loss: 0.4474 - acc: 0.7908 - ETA: 7s - loss: 0.4505 - acc: 0.7893 - ETA: 7s - loss: 0.4488 - acc: 0.7900 - ETA: 7s - loss: 0.4506 - acc: 0.7892 - ETA: 7s - loss: 0.4522 - acc: 0.7863 - ETA: 6s - loss: 0.4518 - acc: 0.7855 - ETA: 6s - loss: 0.4512 - acc: 0.7853 - ETA: 6s - loss: 0.4504 - acc: 0.7857 - ETA: 6s - loss: 0.4501 - acc: 0.7864 - ETA: 6s - loss: 0.4504 - acc: 0.7864 - ETA: 6s - loss: 0.4507 - acc: 0.7865 - ETA: 6s - loss: 0.4506 - acc: 0.7875 - ETA: 6s - loss: 0.4512 - acc: 0.7875 - ETA: 6s - loss: 0.4505 - acc: 0.7879 - ETA: 6s - loss: 0.4516 - acc: 0.7877 - ETA: 6s - loss: 0.4524 - acc: 0.7878 - ETA: 6s - loss: 0.4528 - acc: 0.7876 - ETA: 6s - loss: 0.4536 - acc: 0.7880 - ETA: 6s - loss: 0.4518 - acc: 0.7897 - ETA: 6s - loss: 0.4513 - acc: 0.7906 - ETA: 6s - loss: 0.4521 - acc: 0.7904 - ETA: 6s - loss: 0.4513 - acc: 0.7903 - ETA: 6s - loss: 0.4528 - acc: 0.7894 - ETA: 5s - loss: 0.4536 - acc: 0.7882 - ETA: 5s - loss: 0.4530 - acc: 0.7887 - ETA: 5s - loss: 0.4533 - acc: 0.7880 - ETA: 5s - loss: 0.4522 - acc: 0.7890 - ETA: 5s - loss: 0.4531 - acc: 0.7889 - ETA: 5s - loss: 0.4543 - acc: 0.7883 - ETA: 5s - loss: 0.4552 - acc: 0.7878 - ETA: 5s - loss: 0.4546 - acc: 0.7883 - ETA: 5s - loss: 0.4547 - acc: 0.7882 - ETA: 5s - loss: 0.4539 - acc: 0.7886 - ETA: 5s - loss: 0.4536 - acc: 0.7886 - ETA: 5s - loss: 0.4535 - acc: 0.7888 - ETA: 5s - loss: 0.4547 - acc: 0.7879 - ETA: 5s - loss: 0.4545 - acc: 0.7882 - ETA: 5s - loss: 0.4556 - acc: 0.7881 - ETA: 5s - loss: 0.4563 - acc: 0.7879 - ETA: 5s - loss: 0.4572 - acc: 0.7872 - ETA: 5s - loss: 0.4565 - acc: 0.7880 - ETA: 5s - loss: 0.4568 - acc: 0.7884 - ETA: 5s - loss: 0.4576 - acc: 0.7879 - ETA: 5s - loss: 0.4583 - acc: 0.7875 - ETA: 5s - loss: 0.4589 - acc: 0.7876 - ETA: 5s - loss: 0.4586 - acc: 0.7884 - ETA: 4s - loss: 0.4598 - acc: 0.7877 - ETA: 4s - loss: 0.4595 - acc: 0.7877 - ETA: 4s - loss: 0.4594 - acc: 0.7881 - ETA: 4s - loss: 0.4590 - acc: 0.7887 - ETA: 4s - loss: 0.4586 - acc: 0.7889 - ETA: 4s - loss: 0.4581 - acc: 0.7895 - ETA: 4s - loss: 0.4583 - acc: 0.7894 - ETA: 4s - loss: 0.4577 - acc: 0.7898 - ETA: 4s - loss: 0.4590 - acc: 0.7890 - ETA: 4s - loss: 0.4586 - acc: 0.7894 - ETA: 4s - loss: 0.4586 - acc: 0.7893 - ETA: 4s - loss: 0.4589 - acc: 0.7890 - ETA: 4s - loss: 0.4583 - acc: 0.7896 - ETA: 4s - loss: 0.4584 - acc: 0.7895 - ETA: 4s - loss: 0.4590 - acc: 0.7890 - ETA: 3s - loss: 0.4590 - acc: 0.7892 - ETA: 3s - loss: 0.4584 - acc: 0.7894 - ETA: 3s - loss: 0.4590 - acc: 0.7889 - ETA: 3s - loss: 0.4586 - acc: 0.7892 - ETA: 3s - loss: 0.4585 - acc: 0.7890 - ETA: 3s - loss: 0.4582 - acc: 0.7891 - ETA: 3s - loss: 0.4591 - acc: 0.7887 - ETA: 3s - loss: 0.4593 - acc: 0.7886 - ETA: 3s - loss: 0.4592 - acc: 0.7884 - ETA: 3s - loss: 0.4591 - acc: 0.7891 - ETA: 3s - loss: 0.4598 - acc: 0.7886 - ETA: 3s - loss: 0.4600 - acc: 0.7885 - ETA: 3s - loss: 0.4602 - acc: 0.7880 - ETA: 3s - loss: 0.4598 - acc: 0.7883 - ETA: 2s - loss: 0.4604 - acc: 0.7876 - ETA: 2s - loss: 0.4607 - acc: 0.7871 - ETA: 2s - loss: 0.4612 - acc: 0.7867 - ETA: 2s - loss: 0.4608 - acc: 0.7871 - ETA: 2s - loss: 0.4608 - acc: 0.7871 - ETA: 2s - loss: 0.4610 - acc: 0.7871 - ETA: 2s - loss: 0.4612 - acc: 0.7865 - ETA: 2s - loss: 0.4626 - acc: 0.7859 - ETA: 2s - loss: 0.4625 - acc: 0.7861 - ETA: 2s - loss: 0.4621 - acc: 0.7863 - ETA: 2s - loss: 0.4617 - acc: 0.7864 - ETA: 2s - loss: 0.4622 - acc: 0.7859 - ETA: 2s - loss: 0.4619 - acc: 0.7861 - ETA: 1s - loss: 0.4630 - acc: 0.7849 - ETA: 1s - loss: 0.4629 - acc: 0.7851 - ETA: 1s - loss: 0.4627 - acc: 0.7851 - ETA: 1s - loss: 0.4631 - acc: 0.7849 - ETA: 1s - loss: 0.4630 - acc: 0.7849 - ETA: 1s - loss: 0.4631 - acc: 0.7848 - ETA: 1s - loss: 0.4631 - acc: 0.7850 - ETA: 1s - loss: 0.4627 - acc: 0.7850 - ETA: 1s - loss: 0.4630 - acc: 0.7847 - ETA: 1s - loss: 0.4629 - acc: 0.7851 - ETA: 1s - loss: 0.4631 - acc: 0.7849 - ETA: 1s - loss: 0.4627 - acc: 0.7849 - ETA: 1s - loss: 0.4631 - acc: 0.7847 - ETA: 1s - loss: 0.4629 - acc: 0.7849 - ETA: 1s - loss: 0.4630 - acc: 0.7846 - ETA: 1s - loss: 0.4635 - acc: 0.7846 - ETA: 0s - loss: 0.4637 - acc: 0.7843 - ETA: 0s - loss: 0.4634 - acc: 0.7844 - ETA: 0s - loss: 0.4635 - acc: 0.7846 - ETA: 0s - loss: 0.4632 - acc: 0.7850 - ETA: 0s - loss: 0.4627 - acc: 0.7854 - ETA: 0s - loss: 0.4627 - acc: 0.7854 - ETA: 0s - loss: 0.4624 - acc: 0.7857 - ETA: 0s - loss: 0.4619 - acc: 0.7859 - ETA: 0s - loss: 0.4622 - acc: 0.7857 - ETA: 0s - loss: 0.4620 - acc: 0.7856 - ETA: 0s - loss: 0.4620 - acc: 0.7857 - ETA: 0s - loss: 0.4618 - acc: 0.7858 - ETA: 0s - loss: 0.4622 - acc: 0.7855 - ETA: 0s - loss: 0.4616 - acc: 0.7858 - ETA: 0s - loss: 0.4616 - acc: 0.7857 - ETA: 0s - loss: 0.4615 - acc: 0.7857 - 9s - loss: 0.4616 - acc: 0.7858
Epoch 22/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3176 - acc: 0.9375 - ETA: 9s - loss: 0.4127 - acc: 0.8187 - ETA: 12s - loss: 0.4111 - acc: 0.8125 - ETA: 11s - loss: 0.4238 - acc: 0.8125 - ETA: 10s - loss: 0.4452 - acc: 0.7979 - ETA: 10s - loss: 0.4322 - acc: 0.8043 - ETA: 10s - loss: 0.4293 - acc: 0.8026 - ETA: 10s - loss: 0.4322 - acc: 0.8005 - ETA: 10s - loss: 0.4401 - acc: 0.8000 - ETA: 10s - loss: 0.4452 - acc: 0.7930 - ETA: 10s - loss: 0.4426 - acc: 0.7917 - ETA: 10s - loss: 0.4374 - acc: 0.7937 - ETA: 9s - loss: 0.4377 - acc: 0.7958 - ETA: 9s - loss: 0.4407 - acc: 0.7915 - ETA: 9s - loss: 0.4404 - acc: 0.7917 - ETA: 9s - loss: 0.4406 - acc: 0.7913 - ETA: 9s - loss: 0.4380 - acc: 0.7927 - ETA: 9s - loss: 0.4337 - acc: 0.7954 - ETA: 9s - loss: 0.4333 - acc: 0.7969 - ETA: 9s - loss: 0.4345 - acc: 0.7949 - ETA: 9s - loss: 0.4305 - acc: 0.7971 - ETA: 9s - loss: 0.4282 - acc: 0.7987 - ETA: 9s - loss: 0.4289 - acc: 0.7995 - ETA: 8s - loss: 0.4332 - acc: 0.7974 - ETA: 8s - loss: 0.4385 - acc: 0.7960 - ETA: 8s - loss: 0.4379 - acc: 0.7961 - ETA: 8s - loss: 0.4381 - acc: 0.7938 - ETA: 8s - loss: 0.4381 - acc: 0.7947 - ETA: 8s - loss: 0.4382 - acc: 0.7946 - ETA: 8s - loss: 0.4369 - acc: 0.7947 - ETA: 8s - loss: 0.4383 - acc: 0.7949 - ETA: 8s - loss: 0.4360 - acc: 0.7962 - ETA: 8s - loss: 0.4348 - acc: 0.7974 - ETA: 7s - loss: 0.4352 - acc: 0.7984 - ETA: 7s - loss: 0.4361 - acc: 0.7979 - ETA: 7s - loss: 0.4369 - acc: 0.7970 - ETA: 7s - loss: 0.4365 - acc: 0.7971 - ETA: 7s - loss: 0.4371 - acc: 0.7961 - ETA: 7s - loss: 0.4358 - acc: 0.7974 - ETA: 7s - loss: 0.4378 - acc: 0.7960 - ETA: 7s - loss: 0.4380 - acc: 0.7965 - ETA: 7s - loss: 0.4380 - acc: 0.7965 - ETA: 7s - loss: 0.4363 - acc: 0.7975 - ETA: 7s - loss: 0.4340 - acc: 0.7990 - ETA: 7s - loss: 0.4344 - acc: 0.7987 - ETA: 7s - loss: 0.4337 - acc: 0.7993 - ETA: 6s - loss: 0.4327 - acc: 0.7993 - ETA: 6s - loss: 0.4320 - acc: 0.8005 - ETA: 6s - loss: 0.4349 - acc: 0.7985 - ETA: 6s - loss: 0.4362 - acc: 0.7968 - ETA: 6s - loss: 0.4394 - acc: 0.7950 - ETA: 6s - loss: 0.4405 - acc: 0.7930 - ETA: 6s - loss: 0.4402 - acc: 0.7929 - ETA: 6s - loss: 0.4400 - acc: 0.7930 - ETA: 6s - loss: 0.4424 - acc: 0.7923 - ETA: 6s - loss: 0.4418 - acc: 0.7925 - ETA: 6s - loss: 0.4429 - acc: 0.7916 - ETA: 6s - loss: 0.4424 - acc: 0.7922 - ETA: 6s - loss: 0.4417 - acc: 0.7930 - ETA: 6s - loss: 0.4426 - acc: 0.7925 - ETA: 6s - loss: 0.4426 - acc: 0.7922 - ETA: 5s - loss: 0.4424 - acc: 0.7925 - ETA: 5s - loss: 0.4424 - acc: 0.7928 - ETA: 5s - loss: 0.4422 - acc: 0.7925 - ETA: 5s - loss: 0.4421 - acc: 0.7921 - ETA: 5s - loss: 0.4422 - acc: 0.7925 - ETA: 5s - loss: 0.4434 - acc: 0.7916 - ETA: 5s - loss: 0.4427 - acc: 0.7916 - ETA: 5s - loss: 0.4432 - acc: 0.7918 - ETA: 5s - loss: 0.4443 - acc: 0.7910 - ETA: 5s - loss: 0.4448 - acc: 0.7909 - ETA: 5s - loss: 0.4455 - acc: 0.7910 - ETA: 5s - loss: 0.4455 - acc: 0.7914 - ETA: 5s - loss: 0.4451 - acc: 0.7917 - ETA: 5s - loss: 0.4457 - acc: 0.7917 - ETA: 5s - loss: 0.4458 - acc: 0.7916 - ETA: 5s - loss: 0.4455 - acc: 0.7919 - ETA: 4s - loss: 0.4450 - acc: 0.7922 - ETA: 4s - loss: 0.4447 - acc: 0.7926 - ETA: 4s - loss: 0.4460 - acc: 0.7919 - ETA: 4s - loss: 0.4454 - acc: 0.7923 - ETA: 4s - loss: 0.4447 - acc: 0.7925 - ETA: 4s - loss: 0.4454 - acc: 0.7923 - ETA: 4s - loss: 0.4447 - acc: 0.7927 - ETA: 4s - loss: 0.4450 - acc: 0.7924 - ETA: 4s - loss: 0.4461 - acc: 0.7919 - ETA: 4s - loss: 0.4474 - acc: 0.7913 - ETA: 4s - loss: 0.4472 - acc: 0.7907 - ETA: 4s - loss: 0.4480 - acc: 0.7904 - ETA: 4s - loss: 0.4472 - acc: 0.7908 - ETA: 4s - loss: 0.4471 - acc: 0.7912 - ETA: 4s - loss: 0.4474 - acc: 0.7909 - ETA: 4s - loss: 0.4474 - acc: 0.7910 - ETA: 3s - loss: 0.4472 - acc: 0.7910 - ETA: 3s - loss: 0.4472 - acc: 0.7909 - ETA: 3s - loss: 0.4469 - acc: 0.7913 - ETA: 3s - loss: 0.4480 - acc: 0.7901 - ETA: 3s - loss: 0.4483 - acc: 0.7900 - ETA: 3s - loss: 0.4485 - acc: 0.7903 - ETA: 3s - loss: 0.4483 - acc: 0.7902 - ETA: 3s - loss: 0.4483 - acc: 0.7902 - ETA: 3s - loss: 0.4495 - acc: 0.7896 - ETA: 3s - loss: 0.4493 - acc: 0.7896 - ETA: 3s - loss: 0.4497 - acc: 0.7896 - ETA: 3s - loss: 0.4505 - acc: 0.7892 - ETA: 3s - loss: 0.4510 - acc: 0.7886 - ETA: 2s - loss: 0.4516 - acc: 0.7883 - ETA: 2s - loss: 0.4508 - acc: 0.7890 - ETA: 2s - loss: 0.4504 - acc: 0.7891 - ETA: 2s - loss: 0.4507 - acc: 0.7890 - ETA: 2s - loss: 0.4506 - acc: 0.7892 - ETA: 2s - loss: 0.4504 - acc: 0.7897 - ETA: 2s - loss: 0.4510 - acc: 0.7890 - ETA: 2s - loss: 0.4511 - acc: 0.7890 - ETA: 2s - loss: 0.4511 - acc: 0.7888 - ETA: 2s - loss: 0.4508 - acc: 0.7892 - ETA: 2s - loss: 0.4505 - acc: 0.7893 - ETA: 2s - loss: 0.4509 - acc: 0.7889 - ETA: 2s - loss: 0.4517 - acc: 0.7883 - ETA: 2s - loss: 0.4525 - acc: 0.7883 - ETA: 2s - loss: 0.4524 - acc: 0.7883 - ETA: 1s - loss: 0.4530 - acc: 0.7880 - ETA: 1s - loss: 0.4535 - acc: 0.7879 - ETA: 1s - loss: 0.4531 - acc: 0.7884 - ETA: 1s - loss: 0.4529 - acc: 0.7885 - ETA: 1s - loss: 0.4522 - acc: 0.7892 - ETA: 1s - loss: 0.4519 - acc: 0.7894 - ETA: 1s - loss: 0.4519 - acc: 0.7893 - ETA: 1s - loss: 0.4511 - acc: 0.7897 - ETA: 1s - loss: 0.4512 - acc: 0.7898 - ETA: 1s - loss: 0.4508 - acc: 0.7898 - ETA: 1s - loss: 0.4512 - acc: 0.7896 - ETA: 1s - loss: 0.4518 - acc: 0.7892 - ETA: 1s - loss: 0.4519 - acc: 0.7888 - ETA: 1s - loss: 0.4523 - acc: 0.7884 - ETA: 1s - loss: 0.4527 - acc: 0.7882 - ETA: 1s - loss: 0.4529 - acc: 0.7881 - ETA: 0s - loss: 0.4533 - acc: 0.7877 - ETA: 0s - loss: 0.4529 - acc: 0.7876 - ETA: 0s - loss: 0.4531 - acc: 0.7875 - ETA: 0s - loss: 0.4532 - acc: 0.7872 - ETA: 0s - loss: 0.4533 - acc: 0.7874 - ETA: 0s - loss: 0.4532 - acc: 0.7874 - ETA: 0s - loss: 0.4537 - acc: 0.7873 - ETA: 0s - loss: 0.4536 - acc: 0.7874 - ETA: 0s - loss: 0.4531 - acc: 0.7876 - ETA: 0s - loss: 0.4532 - acc: 0.7875 - ETA: 0s - loss: 0.4530 - acc: 0.7877 - ETA: 0s - loss: 0.4530 - acc: 0.7877 - ETA: 0s - loss: 0.4528 - acc: 0.7877 - ETA: 0s - loss: 0.4524 - acc: 0.7879 - 9s - loss: 0.4521 - acc: 0.7881
Epoch 23/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4650 - acc: 0.7812 - ETA: 8s - loss: 0.3436 - acc: 0.8594 - ETA: 7s - loss: 0.4065 - acc: 0.8097 - ETA: 8s - loss: 0.4172 - acc: 0.7979 - ETA: 8s - loss: 0.4186 - acc: 0.8026 - ETA: 7s - loss: 0.4226 - acc: 0.8025 - ETA: 8s - loss: 0.4179 - acc: 0.8060 - ETA: 8s - loss: 0.4219 - acc: 0.8011 - ETA: 7s - loss: 0.4171 - acc: 0.8085 - ETA: 7s - loss: 0.4316 - acc: 0.8018 - ETA: 7s - loss: 0.4273 - acc: 0.8047 - ETA: 7s - loss: 0.4380 - acc: 0.7995 - ETA: 7s - loss: 0.4340 - acc: 0.8046 - ETA: 7s - loss: 0.4369 - acc: 0.8010 - ETA: 7s - loss: 0.4355 - acc: 0.8031 - ETA: 7s - loss: 0.4385 - acc: 0.8007 - ETA: 7s - loss: 0.4413 - acc: 0.7988 - ETA: 6s - loss: 0.4389 - acc: 0.7985 - ETA: 7s - loss: 0.4377 - acc: 0.7983 - ETA: 7s - loss: 0.4436 - acc: 0.7952 - ETA: 7s - loss: 0.4406 - acc: 0.7972 - ETA: 6s - loss: 0.4426 - acc: 0.7955 - ETA: 7s - loss: 0.4444 - acc: 0.7942 - ETA: 6s - loss: 0.4439 - acc: 0.7944 - ETA: 6s - loss: 0.4455 - acc: 0.7932 - ETA: 6s - loss: 0.4420 - acc: 0.7958 - ETA: 6s - loss: 0.4425 - acc: 0.7960 - ETA: 6s - loss: 0.4461 - acc: 0.7942 - ETA: 6s - loss: 0.4450 - acc: 0.7956 - ETA: 6s - loss: 0.4481 - acc: 0.7937 - ETA: 6s - loss: 0.4479 - acc: 0.7946 - ETA: 6s - loss: 0.4469 - acc: 0.7945 - ETA: 6s - loss: 0.4475 - acc: 0.7952 - ETA: 6s - loss: 0.4481 - acc: 0.7953 - ETA: 6s - loss: 0.4466 - acc: 0.7956 - ETA: 6s - loss: 0.4464 - acc: 0.7958 - ETA: 6s - loss: 0.4465 - acc: 0.7953 - ETA: 6s - loss: 0.4479 - acc: 0.7949 - ETA: 6s - loss: 0.4478 - acc: 0.7945 - ETA: 6s - loss: 0.4488 - acc: 0.7943 - ETA: 6s - loss: 0.4478 - acc: 0.7945 - ETA: 6s - loss: 0.4469 - acc: 0.7955 - ETA: 6s - loss: 0.4458 - acc: 0.7961 - ETA: 6s - loss: 0.4452 - acc: 0.7958 - ETA: 5s - loss: 0.4451 - acc: 0.7962 - ETA: 5s - loss: 0.4445 - acc: 0.7960 - ETA: 5s - loss: 0.4435 - acc: 0.7964 - ETA: 5s - loss: 0.4430 - acc: 0.7966 - ETA: 5s - loss: 0.4449 - acc: 0.7949 - ETA: 5s - loss: 0.4442 - acc: 0.7954 - ETA: 5s - loss: 0.4437 - acc: 0.7955 - ETA: 5s - loss: 0.4447 - acc: 0.7954 - ETA: 5s - loss: 0.4452 - acc: 0.7946 - ETA: 5s - loss: 0.4451 - acc: 0.7939 - ETA: 5s - loss: 0.4451 - acc: 0.7940 - ETA: 5s - loss: 0.4440 - acc: 0.7948 - ETA: 5s - loss: 0.4440 - acc: 0.7937 - ETA: 5s - loss: 0.4437 - acc: 0.7936 - ETA: 5s - loss: 0.4428 - acc: 0.7938 - ETA: 5s - loss: 0.4430 - acc: 0.7941 - ETA: 5s - loss: 0.4443 - acc: 0.7939 - ETA: 5s - loss: 0.4444 - acc: 0.7942 - ETA: 5s - loss: 0.4440 - acc: 0.7942 - ETA: 5s - loss: 0.4446 - acc: 0.7936 - ETA: 5s - loss: 0.4444 - acc: 0.7932 - ETA: 5s - loss: 0.4444 - acc: 0.7934 - ETA: 5s - loss: 0.4441 - acc: 0.7936 - ETA: 5s - loss: 0.4449 - acc: 0.7930 - ETA: 4s - loss: 0.4451 - acc: 0.7925 - ETA: 4s - loss: 0.4465 - acc: 0.7918 - ETA: 4s - loss: 0.4472 - acc: 0.7915 - ETA: 4s - loss: 0.4475 - acc: 0.7909 - ETA: 4s - loss: 0.4471 - acc: 0.7909 - ETA: 4s - loss: 0.4462 - acc: 0.7911 - ETA: 4s - loss: 0.4461 - acc: 0.7912 - ETA: 4s - loss: 0.4456 - acc: 0.7913 - ETA: 4s - loss: 0.4468 - acc: 0.7911 - ETA: 4s - loss: 0.4461 - acc: 0.7915 - ETA: 4s - loss: 0.4456 - acc: 0.7916 - ETA: 4s - loss: 0.4456 - acc: 0.7916 - ETA: 4s - loss: 0.4458 - acc: 0.7910 - ETA: 4s - loss: 0.4463 - acc: 0.7905 - ETA: 3s - loss: 0.4473 - acc: 0.7897 - ETA: 3s - loss: 0.4468 - acc: 0.7900 - ETA: 3s - loss: 0.4471 - acc: 0.7899 - ETA: 3s - loss: 0.4471 - acc: 0.7895 - ETA: 3s - loss: 0.4483 - acc: 0.7886 - ETA: 3s - loss: 0.4489 - acc: 0.7882 - ETA: 3s - loss: 0.4489 - acc: 0.7883 - ETA: 3s - loss: 0.4494 - acc: 0.7882 - ETA: 3s - loss: 0.4511 - acc: 0.7874 - ETA: 3s - loss: 0.4517 - acc: 0.7871 - ETA: 3s - loss: 0.4514 - acc: 0.7873 - ETA: 3s - loss: 0.4522 - acc: 0.7866 - ETA: 3s - loss: 0.4517 - acc: 0.7869 - ETA: 3s - loss: 0.4515 - acc: 0.7869 - ETA: 3s - loss: 0.4519 - acc: 0.7867 - ETA: 3s - loss: 0.4522 - acc: 0.7869 - ETA: 3s - loss: 0.4526 - acc: 0.7866 - ETA: 2s - loss: 0.4523 - acc: 0.7869 - ETA: 2s - loss: 0.4520 - acc: 0.7868 - ETA: 2s - loss: 0.4528 - acc: 0.7864 - ETA: 2s - loss: 0.4529 - acc: 0.7864 - ETA: 2s - loss: 0.4527 - acc: 0.7866 - ETA: 2s - loss: 0.4526 - acc: 0.7865 - ETA: 2s - loss: 0.4525 - acc: 0.7864 - ETA: 2s - loss: 0.4524 - acc: 0.7866 - ETA: 2s - loss: 0.4524 - acc: 0.7867 - ETA: 2s - loss: 0.4525 - acc: 0.7870 - ETA: 2s - loss: 0.4513 - acc: 0.7878 - ETA: 2s - loss: 0.4521 - acc: 0.7874 - ETA: 2s - loss: 0.4523 - acc: 0.7872 - ETA: 2s - loss: 0.4516 - acc: 0.7877 - ETA: 2s - loss: 0.4512 - acc: 0.7879 - ETA: 2s - loss: 0.4501 - acc: 0.7886 - ETA: 2s - loss: 0.4499 - acc: 0.7889 - ETA: 1s - loss: 0.4495 - acc: 0.7890 - ETA: 1s - loss: 0.4496 - acc: 0.7888 - ETA: 1s - loss: 0.4496 - acc: 0.7887 - ETA: 1s - loss: 0.4495 - acc: 0.7887 - ETA: 1s - loss: 0.4500 - acc: 0.7886 - ETA: 1s - loss: 0.4501 - acc: 0.7882 - ETA: 1s - loss: 0.4494 - acc: 0.7885 - ETA: 1s - loss: 0.4497 - acc: 0.7883 - ETA: 1s - loss: 0.4498 - acc: 0.7880 - ETA: 1s - loss: 0.4503 - acc: 0.7877 - ETA: 1s - loss: 0.4509 - acc: 0.7876 - ETA: 1s - loss: 0.4509 - acc: 0.7877 - ETA: 1s - loss: 0.4511 - acc: 0.7874 - ETA: 1s - loss: 0.4515 - acc: 0.7873 - ETA: 1s - loss: 0.4514 - acc: 0.7877 - ETA: 1s - loss: 0.4515 - acc: 0.7877 - ETA: 1s - loss: 0.4511 - acc: 0.7882 - ETA: 0s - loss: 0.4510 - acc: 0.7884 - ETA: 0s - loss: 0.4509 - acc: 0.7883 - ETA: 0s - loss: 0.4504 - acc: 0.7886 - ETA: 0s - loss: 0.4504 - acc: 0.7886 - ETA: 0s - loss: 0.4505 - acc: 0.7885 - ETA: 0s - loss: 0.4506 - acc: 0.7886 - ETA: 0s - loss: 0.4509 - acc: 0.7886 - ETA: 0s - loss: 0.4510 - acc: 0.7887 - ETA: 0s - loss: 0.4509 - acc: 0.7889 - ETA: 0s - loss: 0.4515 - acc: 0.7886 - ETA: 0s - loss: 0.4516 - acc: 0.7883 - ETA: 0s - loss: 0.4518 - acc: 0.7881 - ETA: 0s - loss: 0.4517 - acc: 0.7883 - ETA: 0s - loss: 0.4518 - acc: 0.7882 - ETA: 0s - loss: 0.4521 - acc: 0.7881 - ETA: 0s - loss: 0.4517 - acc: 0.7885 - ETA: 0s - loss: 0.4517 - acc: 0.7885 - 9s - loss: 0.4512 - acc: 0.7889
Epoch 24/100
20000/20000 [==============================] - ETA: 9s - loss: 0.2474 - acc: 0.9062 - ETA: 12s - loss: 0.3843 - acc: 0.8125 - ETA: 9s - loss: 0.4327 - acc: 0.7778 - ETA: 9s - loss: 0.4330 - acc: 0.7885 - ETA: 8s - loss: 0.4380 - acc: 0.7899 - ETA: 8s - loss: 0.4316 - acc: 0.7976 - ETA: 8s - loss: 0.4280 - acc: 0.8050 - ETA: 8s - loss: 0.4391 - acc: 0.8008 - ETA: 9s - loss: 0.4396 - acc: 0.8009 - ETA: 8s - loss: 0.4321 - acc: 0.8026 - ETA: 8s - loss: 0.4226 - acc: 0.8069 - ETA: 8s - loss: 0.4299 - acc: 0.8013 - ETA: 8s - loss: 0.4314 - acc: 0.8006 - ETA: 8s - loss: 0.4340 - acc: 0.7999 - ETA: 8s - loss: 0.4362 - acc: 0.7979 - ETA: 8s - loss: 0.4349 - acc: 0.7980 - ETA: 8s - loss: 0.4357 - acc: 0.7971 - ETA: 8s - loss: 0.4390 - acc: 0.7949 - ETA: 8s - loss: 0.4365 - acc: 0.7975 - ETA: 8s - loss: 0.4393 - acc: 0.7961 - ETA: 8s - loss: 0.4424 - acc: 0.7934 - ETA: 8s - loss: 0.4421 - acc: 0.7942 - ETA: 8s - loss: 0.4429 - acc: 0.7940 - ETA: 8s - loss: 0.4416 - acc: 0.7950 - ETA: 8s - loss: 0.4449 - acc: 0.7933 - ETA: 8s - loss: 0.4440 - acc: 0.7937 - ETA: 7s - loss: 0.4459 - acc: 0.7912 - ETA: 7s - loss: 0.4461 - acc: 0.7909 - ETA: 7s - loss: 0.4451 - acc: 0.7923 - ETA: 7s - loss: 0.4481 - acc: 0.7907 - ETA: 7s - loss: 0.4448 - acc: 0.7919 - ETA: 7s - loss: 0.4438 - acc: 0.7927 - ETA: 7s - loss: 0.4432 - acc: 0.7933 - ETA: 7s - loss: 0.4452 - acc: 0.7914 - ETA: 7s - loss: 0.4448 - acc: 0.7914 - ETA: 6s - loss: 0.4438 - acc: 0.7929 - ETA: 6s - loss: 0.4429 - acc: 0.7933 - ETA: 6s - loss: 0.4428 - acc: 0.7935 - ETA: 6s - loss: 0.4438 - acc: 0.7929 - ETA: 6s - loss: 0.4451 - acc: 0.7931 - ETA: 6s - loss: 0.4462 - acc: 0.7929 - ETA: 6s - loss: 0.4465 - acc: 0.7928 - ETA: 6s - loss: 0.4460 - acc: 0.7932 - ETA: 6s - loss: 0.4463 - acc: 0.7919 - ETA: 6s - loss: 0.4462 - acc: 0.7930 - ETA: 6s - loss: 0.4456 - acc: 0.7926 - ETA: 6s - loss: 0.4453 - acc: 0.7928 - ETA: 6s - loss: 0.4443 - acc: 0.7930 - ETA: 6s - loss: 0.4434 - acc: 0.7934 - ETA: 5s - loss: 0.4447 - acc: 0.7926 - ETA: 5s - loss: 0.4442 - acc: 0.7927 - ETA: 5s - loss: 0.4434 - acc: 0.7933 - ETA: 5s - loss: 0.4441 - acc: 0.7926 - ETA: 5s - loss: 0.4424 - acc: 0.7937 - ETA: 5s - loss: 0.4434 - acc: 0.7929 - ETA: 5s - loss: 0.4448 - acc: 0.7929 - ETA: 5s - loss: 0.4458 - acc: 0.7926 - ETA: 5s - loss: 0.4464 - acc: 0.7921 - ETA: 5s - loss: 0.4472 - acc: 0.7915 - ETA: 5s - loss: 0.4477 - acc: 0.7907 - ETA: 5s - loss: 0.4491 - acc: 0.7899 - ETA: 5s - loss: 0.4484 - acc: 0.7906 - ETA: 4s - loss: 0.4479 - acc: 0.7909 - ETA: 4s - loss: 0.4475 - acc: 0.7920 - ETA: 4s - loss: 0.4473 - acc: 0.7923 - ETA: 4s - loss: 0.4466 - acc: 0.7928 - ETA: 4s - loss: 0.4472 - acc: 0.7919 - ETA: 4s - loss: 0.4469 - acc: 0.7926 - ETA: 4s - loss: 0.4466 - acc: 0.7926 - ETA: 4s - loss: 0.4455 - acc: 0.7930 - ETA: 4s - loss: 0.4453 - acc: 0.7928 - ETA: 4s - loss: 0.4450 - acc: 0.7929 - ETA: 4s - loss: 0.4450 - acc: 0.7931 - ETA: 4s - loss: 0.4449 - acc: 0.7931 - ETA: 4s - loss: 0.4456 - acc: 0.7927 - ETA: 4s - loss: 0.4463 - acc: 0.7922 - ETA: 4s - loss: 0.4459 - acc: 0.7925 - ETA: 4s - loss: 0.4469 - acc: 0.7915 - ETA: 3s - loss: 0.4465 - acc: 0.7917 - ETA: 3s - loss: 0.4472 - acc: 0.7913 - ETA: 3s - loss: 0.4461 - acc: 0.7918 - ETA: 3s - loss: 0.4463 - acc: 0.7918 - ETA: 3s - loss: 0.4458 - acc: 0.7925 - ETA: 3s - loss: 0.4470 - acc: 0.7920 - ETA: 3s - loss: 0.4473 - acc: 0.7919 - ETA: 3s - loss: 0.4470 - acc: 0.7920 - ETA: 3s - loss: 0.4482 - acc: 0.7915 - ETA: 3s - loss: 0.4483 - acc: 0.7913 - ETA: 3s - loss: 0.4476 - acc: 0.7919 - ETA: 3s - loss: 0.4471 - acc: 0.7921 - ETA: 3s - loss: 0.4462 - acc: 0.7925 - ETA: 3s - loss: 0.4465 - acc: 0.7923 - ETA: 2s - loss: 0.4475 - acc: 0.7922 - ETA: 2s - loss: 0.4471 - acc: 0.7924 - ETA: 2s - loss: 0.4474 - acc: 0.7922 - ETA: 2s - loss: 0.4479 - acc: 0.7923 - ETA: 2s - loss: 0.4478 - acc: 0.7924 - ETA: 2s - loss: 0.4478 - acc: 0.7925 - ETA: 2s - loss: 0.4486 - acc: 0.7917 - ETA: 2s - loss: 0.4487 - acc: 0.7917 - ETA: 2s - loss: 0.4491 - acc: 0.7917 - ETA: 2s - loss: 0.4490 - acc: 0.7916 - ETA: 2s - loss: 0.4484 - acc: 0.7921 - ETA: 2s - loss: 0.4484 - acc: 0.7918 - ETA: 2s - loss: 0.4483 - acc: 0.7918 - ETA: 2s - loss: 0.4485 - acc: 0.7920 - ETA: 2s - loss: 0.4482 - acc: 0.7921 - ETA: 2s - loss: 0.4486 - acc: 0.7917 - ETA: 1s - loss: 0.4489 - acc: 0.7917 - ETA: 1s - loss: 0.4483 - acc: 0.7920 - ETA: 1s - loss: 0.4480 - acc: 0.7919 - ETA: 1s - loss: 0.4477 - acc: 0.7918 - ETA: 1s - loss: 0.4467 - acc: 0.7925 - ETA: 1s - loss: 0.4471 - acc: 0.7917 - ETA: 1s - loss: 0.4474 - acc: 0.7916 - ETA: 1s - loss: 0.4477 - acc: 0.7913 - ETA: 1s - loss: 0.4472 - acc: 0.7915 - ETA: 1s - loss: 0.4468 - acc: 0.7919 - ETA: 1s - loss: 0.4466 - acc: 0.7922 - ETA: 1s - loss: 0.4465 - acc: 0.7920 - ETA: 1s - loss: 0.4465 - acc: 0.7920 - ETA: 1s - loss: 0.4464 - acc: 0.7919 - ETA: 0s - loss: 0.4468 - acc: 0.7916 - ETA: 0s - loss: 0.4467 - acc: 0.7915 - ETA: 0s - loss: 0.4464 - acc: 0.7913 - ETA: 0s - loss: 0.4470 - acc: 0.7912 - ETA: 0s - loss: 0.4470 - acc: 0.7913 - ETA: 0s - loss: 0.4472 - acc: 0.7911 - ETA: 0s - loss: 0.4486 - acc: 0.7902 - ETA: 0s - loss: 0.4488 - acc: 0.7903 - ETA: 0s - loss: 0.4486 - acc: 0.7905 - ETA: 0s - loss: 0.4486 - acc: 0.7905 - ETA: 0s - loss: 0.4486 - acc: 0.7908 - ETA: 0s - loss: 0.4485 - acc: 0.7906 - ETA: 0s - loss: 0.4486 - acc: 0.7906 - ETA: 0s - loss: 0.4492 - acc: 0.7906 - ETA: 0s - loss: 0.4489 - acc: 0.7909 - 8s - loss: 0.4490 - acc: 0.7909
Epoch 25/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4570 - acc: 0.7812 - ETA: 12s - loss: 0.4247 - acc: 0.8125 - ETA: 10s - loss: 0.4478 - acc: 0.8086 - ETA: 9s - loss: 0.4432 - acc: 0.8101 - ETA: 8s - loss: 0.4471 - acc: 0.8090 - ETA: 8s - loss: 0.4480 - acc: 0.8040 - ETA: 8s - loss: 0.4410 - acc: 0.8036 - ETA: 8s - loss: 0.4432 - acc: 0.8047 - ETA: 9s - loss: 0.4424 - acc: 0.8073 - ETA: 9s - loss: 0.4401 - acc: 0.8070 - ETA: 9s - loss: 0.4387 - acc: 0.8054 - ETA: 9s - loss: 0.4347 - acc: 0.8061 - ETA: 8s - loss: 0.4394 - acc: 0.8034 - ETA: 8s - loss: 0.4369 - acc: 0.8047 - ETA: 8s - loss: 0.4335 - acc: 0.8063 - ETA: 8s - loss: 0.4326 - acc: 0.8058 - ETA: 8s - loss: 0.4285 - acc: 0.8074 - ETA: 8s - loss: 0.4297 - acc: 0.8064 - ETA: 8s - loss: 0.4284 - acc: 0.8071 - ETA: 8s - loss: 0.4305 - acc: 0.8051 - ETA: 8s - loss: 0.4287 - acc: 0.8076 - ETA: 8s - loss: 0.4267 - acc: 0.8076 - ETA: 7s - loss: 0.4298 - acc: 0.8069 - ETA: 7s - loss: 0.4319 - acc: 0.8059 - ETA: 7s - loss: 0.4323 - acc: 0.8042 - ETA: 7s - loss: 0.4318 - acc: 0.8039 - ETA: 7s - loss: 0.4348 - acc: 0.8024 - ETA: 7s - loss: 0.4362 - acc: 0.8001 - ETA: 7s - loss: 0.4358 - acc: 0.8015 - ETA: 7s - loss: 0.4356 - acc: 0.8012 - ETA: 7s - loss: 0.4371 - acc: 0.8009 - ETA: 7s - loss: 0.4366 - acc: 0.7998 - ETA: 7s - loss: 0.4366 - acc: 0.7992 - ETA: 6s - loss: 0.4392 - acc: 0.7967 - ETA: 6s - loss: 0.4395 - acc: 0.7954 - ETA: 6s - loss: 0.4401 - acc: 0.7934 - ETA: 6s - loss: 0.4427 - acc: 0.7915 - ETA: 6s - loss: 0.4425 - acc: 0.7927 - ETA: 6s - loss: 0.4419 - acc: 0.7927 - ETA: 6s - loss: 0.4424 - acc: 0.7931 - ETA: 6s - loss: 0.4424 - acc: 0.7932 - ETA: 6s - loss: 0.4415 - acc: 0.7939 - ETA: 6s - loss: 0.4411 - acc: 0.7940 - ETA: 6s - loss: 0.4415 - acc: 0.7937 - ETA: 6s - loss: 0.4411 - acc: 0.7939 - ETA: 6s - loss: 0.4423 - acc: 0.7936 - ETA: 5s - loss: 0.4415 - acc: 0.7939 - ETA: 6s - loss: 0.4414 - acc: 0.7937 - ETA: 5s - loss: 0.4415 - acc: 0.7939 - ETA: 5s - loss: 0.4414 - acc: 0.7940 - ETA: 5s - loss: 0.4401 - acc: 0.7947 - ETA: 5s - loss: 0.4408 - acc: 0.7939 - ETA: 5s - loss: 0.4412 - acc: 0.7940 - ETA: 5s - loss: 0.4416 - acc: 0.7937 - ETA: 5s - loss: 0.4412 - acc: 0.7945 - ETA: 5s - loss: 0.4398 - acc: 0.7954 - ETA: 5s - loss: 0.4397 - acc: 0.7953 - ETA: 5s - loss: 0.4394 - acc: 0.7951 - ETA: 5s - loss: 0.4385 - acc: 0.7958 - ETA: 5s - loss: 0.4390 - acc: 0.7954 - ETA: 5s - loss: 0.4391 - acc: 0.7947 - ETA: 5s - loss: 0.4406 - acc: 0.7938 - ETA: 5s - loss: 0.4413 - acc: 0.7935 - ETA: 4s - loss: 0.4411 - acc: 0.7936 - ETA: 4s - loss: 0.4413 - acc: 0.7936 - ETA: 4s - loss: 0.4422 - acc: 0.7930 - ETA: 4s - loss: 0.4433 - acc: 0.7925 - ETA: 4s - loss: 0.4432 - acc: 0.7924 - ETA: 4s - loss: 0.4434 - acc: 0.7920 - ETA: 4s - loss: 0.4431 - acc: 0.7924 - ETA: 4s - loss: 0.4429 - acc: 0.7927 - ETA: 4s - loss: 0.4429 - acc: 0.7925 - ETA: 4s - loss: 0.4424 - acc: 0.7929 - ETA: 4s - loss: 0.4423 - acc: 0.7925 - ETA: 4s - loss: 0.4427 - acc: 0.7920 - ETA: 4s - loss: 0.4428 - acc: 0.7919 - ETA: 4s - loss: 0.4430 - acc: 0.7919 - ETA: 3s - loss: 0.4434 - acc: 0.7918 - ETA: 3s - loss: 0.4434 - acc: 0.7918 - ETA: 3s - loss: 0.4439 - acc: 0.7910 - ETA: 3s - loss: 0.4443 - acc: 0.7906 - ETA: 3s - loss: 0.4433 - acc: 0.7912 - ETA: 3s - loss: 0.4433 - acc: 0.7912 - ETA: 3s - loss: 0.4436 - acc: 0.7907 - ETA: 3s - loss: 0.4428 - acc: 0.7917 - ETA: 3s - loss: 0.4436 - acc: 0.7912 - ETA: 3s - loss: 0.4437 - acc: 0.7911 - ETA: 3s - loss: 0.4442 - acc: 0.7909 - ETA: 3s - loss: 0.4438 - acc: 0.7913 - ETA: 3s - loss: 0.4430 - acc: 0.7918 - ETA: 3s - loss: 0.4424 - acc: 0.7920 - ETA: 3s - loss: 0.4419 - acc: 0.7926 - ETA: 2s - loss: 0.4419 - acc: 0.7924 - ETA: 2s - loss: 0.4419 - acc: 0.7927 - ETA: 2s - loss: 0.4413 - acc: 0.7933 - ETA: 2s - loss: 0.4407 - acc: 0.7937 - ETA: 2s - loss: 0.4404 - acc: 0.7940 - ETA: 2s - loss: 0.4408 - acc: 0.7938 - ETA: 2s - loss: 0.4404 - acc: 0.7940 - ETA: 2s - loss: 0.4408 - acc: 0.7938 - ETA: 2s - loss: 0.4413 - acc: 0.7934 - ETA: 2s - loss: 0.4414 - acc: 0.7936 - ETA: 2s - loss: 0.4425 - acc: 0.7932 - ETA: 2s - loss: 0.4424 - acc: 0.7932 - ETA: 2s - loss: 0.4424 - acc: 0.7933 - ETA: 2s - loss: 0.4426 - acc: 0.7931 - ETA: 2s - loss: 0.4433 - acc: 0.7930 - ETA: 1s - loss: 0.4442 - acc: 0.7921 - ETA: 1s - loss: 0.4440 - acc: 0.7922 - ETA: 1s - loss: 0.4444 - acc: 0.7921 - ETA: 1s - loss: 0.4443 - acc: 0.7921 - ETA: 1s - loss: 0.4446 - acc: 0.7920 - ETA: 1s - loss: 0.4443 - acc: 0.7922 - ETA: 1s - loss: 0.4447 - acc: 0.7918 - ETA: 1s - loss: 0.4445 - acc: 0.7918 - ETA: 1s - loss: 0.4444 - acc: 0.7919 - ETA: 1s - loss: 0.4437 - acc: 0.7926 - ETA: 1s - loss: 0.4438 - acc: 0.7924 - ETA: 1s - loss: 0.4440 - acc: 0.7924 - ETA: 1s - loss: 0.4439 - acc: 0.7925 - ETA: 1s - loss: 0.4438 - acc: 0.7926 - ETA: 1s - loss: 0.4437 - acc: 0.7928 - ETA: 1s - loss: 0.4437 - acc: 0.7929 - ETA: 0s - loss: 0.4437 - acc: 0.7928 - ETA: 0s - loss: 0.4438 - acc: 0.7928 - ETA: 0s - loss: 0.4439 - acc: 0.7927 - ETA: 0s - loss: 0.4440 - acc: 0.7927 - ETA: 0s - loss: 0.4442 - acc: 0.7925 - ETA: 0s - loss: 0.4440 - acc: 0.7925 - ETA: 0s - loss: 0.4443 - acc: 0.7925 - ETA: 0s - loss: 0.4438 - acc: 0.7930 - ETA: 0s - loss: 0.4433 - acc: 0.7936 - ETA: 0s - loss: 0.4434 - acc: 0.7935 - ETA: 0s - loss: 0.4439 - acc: 0.7932 - ETA: 0s - loss: 0.4438 - acc: 0.7932 - ETA: 0s - loss: 0.4439 - acc: 0.7930 - ETA: 0s - loss: 0.4443 - acc: 0.7928 - ETA: 0s - loss: 0.4446 - acc: 0.7924 - 9s - loss: 0.4444 - acc: 0.7924
Epoch 26/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3431 - acc: 0.8750 - ETA: 9s - loss: 0.4097 - acc: 0.8000 - ETA: 8s - loss: 0.3879 - acc: 0.8125 - ETA: 8s - loss: 0.3925 - acc: 0.8250 - ETA: 8s - loss: 0.4042 - acc: 0.8214 - ETA: 8s - loss: 0.4187 - acc: 0.8150 - ETA: 8s - loss: 0.4245 - acc: 0.8031 - ETA: 8s - loss: 0.4213 - acc: 0.8070 - ETA: 8s - loss: 0.4264 - acc: 0.8037 - ETA: 7s - loss: 0.4271 - acc: 0.8043 - ETA: 7s - loss: 0.4264 - acc: 0.8050 - ETA: 7s - loss: 0.4216 - acc: 0.8056 - ETA: 7s - loss: 0.4257 - acc: 0.8035 - ETA: 7s - loss: 0.4290 - acc: 0.8018 - ETA: 7s - loss: 0.4221 - acc: 0.8084 - ETA: 7s - loss: 0.4207 - acc: 0.8095 - ETA: 7s - loss: 0.4199 - acc: 0.8088 - ETA: 7s - loss: 0.4177 - acc: 0.8085 - ETA: 7s - loss: 0.4253 - acc: 0.8065 - ETA: 7s - loss: 0.4275 - acc: 0.8053 - ETA: 7s - loss: 0.4266 - acc: 0.8054 - ETA: 7s - loss: 0.4284 - acc: 0.8034 - ETA: 7s - loss: 0.4304 - acc: 0.8030 - ETA: 7s - loss: 0.4337 - acc: 0.7994 - ETA: 7s - loss: 0.4330 - acc: 0.7988 - ETA: 7s - loss: 0.4350 - acc: 0.7965 - ETA: 6s - loss: 0.4338 - acc: 0.7964 - ETA: 6s - loss: 0.4344 - acc: 0.7951 - ETA: 7s - loss: 0.4336 - acc: 0.7951 - ETA: 7s - loss: 0.4343 - acc: 0.7944 - ETA: 6s - loss: 0.4341 - acc: 0.7933 - ETA: 6s - loss: 0.4317 - acc: 0.7944 - ETA: 6s - loss: 0.4314 - acc: 0.7947 - ETA: 6s - loss: 0.4316 - acc: 0.7940 - ETA: 6s - loss: 0.4305 - acc: 0.7948 - ETA: 6s - loss: 0.4301 - acc: 0.7950 - ETA: 6s - loss: 0.4295 - acc: 0.7942 - ETA: 6s - loss: 0.4298 - acc: 0.7937 - ETA: 6s - loss: 0.4290 - acc: 0.7939 - ETA: 6s - loss: 0.4329 - acc: 0.7932 - ETA: 6s - loss: 0.4318 - acc: 0.7934 - ETA: 6s - loss: 0.4324 - acc: 0.7937 - ETA: 5s - loss: 0.4332 - acc: 0.7924 - ETA: 6s - loss: 0.4348 - acc: 0.7919 - ETA: 5s - loss: 0.4361 - acc: 0.7919 - ETA: 5s - loss: 0.4368 - acc: 0.7925 - ETA: 5s - loss: 0.4358 - acc: 0.7922 - ETA: 5s - loss: 0.4366 - acc: 0.7920 - ETA: 5s - loss: 0.4348 - acc: 0.7932 - ETA: 5s - loss: 0.4346 - acc: 0.7938 - ETA: 5s - loss: 0.4331 - acc: 0.7947 - ETA: 5s - loss: 0.4329 - acc: 0.7950 - ETA: 5s - loss: 0.4318 - acc: 0.7957 - ETA: 5s - loss: 0.4326 - acc: 0.7957 - ETA: 5s - loss: 0.4336 - acc: 0.7954 - ETA: 5s - loss: 0.4333 - acc: 0.7967 - ETA: 5s - loss: 0.4326 - acc: 0.7966 - ETA: 5s - loss: 0.4326 - acc: 0.7965 - ETA: 5s - loss: 0.4346 - acc: 0.7953 - ETA: 5s - loss: 0.4347 - acc: 0.7957 - ETA: 5s - loss: 0.4362 - acc: 0.7950 - ETA: 4s - loss: 0.4358 - acc: 0.7953 - ETA: 4s - loss: 0.4369 - acc: 0.7951 - ETA: 4s - loss: 0.4375 - acc: 0.7949 - ETA: 4s - loss: 0.4376 - acc: 0.7948 - ETA: 4s - loss: 0.4370 - acc: 0.7951 - ETA: 4s - loss: 0.4369 - acc: 0.7952 - ETA: 4s - loss: 0.4362 - acc: 0.7955 - ETA: 4s - loss: 0.4361 - acc: 0.7957 - ETA: 4s - loss: 0.4355 - acc: 0.7959 - ETA: 4s - loss: 0.4363 - acc: 0.7958 - ETA: 4s - loss: 0.4371 - acc: 0.7955 - ETA: 4s - loss: 0.4362 - acc: 0.7967 - ETA: 4s - loss: 0.4359 - acc: 0.7965 - ETA: 4s - loss: 0.4360 - acc: 0.7964 - ETA: 4s - loss: 0.4367 - acc: 0.7960 - ETA: 4s - loss: 0.4358 - acc: 0.7962 - ETA: 4s - loss: 0.4366 - acc: 0.7958 - ETA: 4s - loss: 0.4374 - acc: 0.7955 - ETA: 3s - loss: 0.4370 - acc: 0.7953 - ETA: 3s - loss: 0.4373 - acc: 0.7952 - ETA: 3s - loss: 0.4370 - acc: 0.7956 - ETA: 3s - loss: 0.4369 - acc: 0.7959 - ETA: 3s - loss: 0.4367 - acc: 0.7959 - ETA: 3s - loss: 0.4369 - acc: 0.7956 - ETA: 3s - loss: 0.4368 - acc: 0.7956 - ETA: 3s - loss: 0.4375 - acc: 0.7953 - ETA: 3s - loss: 0.4371 - acc: 0.7956 - ETA: 3s - loss: 0.4377 - acc: 0.7949 - ETA: 3s - loss: 0.4378 - acc: 0.7950 - ETA: 3s - loss: 0.4382 - acc: 0.7946 - ETA: 3s - loss: 0.4380 - acc: 0.7946 - ETA: 3s - loss: 0.4387 - acc: 0.7935 - ETA: 3s - loss: 0.4394 - acc: 0.7931 - ETA: 2s - loss: 0.4391 - acc: 0.7930 - ETA: 2s - loss: 0.4391 - acc: 0.7931 - ETA: 2s - loss: 0.4391 - acc: 0.7930 - ETA: 2s - loss: 0.4393 - acc: 0.7930 - ETA: 2s - loss: 0.4389 - acc: 0.7933 - ETA: 2s - loss: 0.4393 - acc: 0.7928 - ETA: 2s - loss: 0.4399 - acc: 0.7925 - ETA: 2s - loss: 0.4394 - acc: 0.7931 - ETA: 2s - loss: 0.4395 - acc: 0.7933 - ETA: 2s - loss: 0.4399 - acc: 0.7931 - ETA: 2s - loss: 0.4391 - acc: 0.7938 - ETA: 2s - loss: 0.4382 - acc: 0.7945 - ETA: 2s - loss: 0.4380 - acc: 0.7944 - ETA: 2s - loss: 0.4373 - acc: 0.7949 - ETA: 2s - loss: 0.4382 - acc: 0.7945 - ETA: 2s - loss: 0.4383 - acc: 0.7942 - ETA: 2s - loss: 0.4387 - acc: 0.7937 - ETA: 1s - loss: 0.4388 - acc: 0.7937 - ETA: 1s - loss: 0.4389 - acc: 0.7935 - ETA: 1s - loss: 0.4388 - acc: 0.7935 - ETA: 1s - loss: 0.4386 - acc: 0.7936 - ETA: 1s - loss: 0.4385 - acc: 0.7935 - ETA: 1s - loss: 0.4385 - acc: 0.7938 - ETA: 1s - loss: 0.4390 - acc: 0.7935 - ETA: 1s - loss: 0.4394 - acc: 0.7932 - ETA: 1s - loss: 0.4396 - acc: 0.7932 - ETA: 1s - loss: 0.4392 - acc: 0.7938 - ETA: 1s - loss: 0.4393 - acc: 0.7936 - ETA: 1s - loss: 0.4389 - acc: 0.7938 - ETA: 1s - loss: 0.4390 - acc: 0.7938 - ETA: 1s - loss: 0.4386 - acc: 0.7940 - ETA: 0s - loss: 0.4394 - acc: 0.7937 - ETA: 0s - loss: 0.4396 - acc: 0.7935 - ETA: 0s - loss: 0.4399 - acc: 0.7934 - ETA: 0s - loss: 0.4393 - acc: 0.7937 - ETA: 0s - loss: 0.4391 - acc: 0.7936 - ETA: 0s - loss: 0.4390 - acc: 0.7935 - ETA: 0s - loss: 0.4388 - acc: 0.7936 - ETA: 0s - loss: 0.4390 - acc: 0.7937 - ETA: 0s - loss: 0.4389 - acc: 0.7938 - ETA: 0s - loss: 0.4397 - acc: 0.7936 - ETA: 0s - loss: 0.4401 - acc: 0.7937 - ETA: 0s - loss: 0.4404 - acc: 0.7937 - ETA: 0s - loss: 0.4401 - acc: 0.7939 - 8s - loss: 0.4400 - acc: 0.7940
Epoch 27/100
20000/20000 [==============================] - ETA: 19s - loss: 0.4402 - acc: 0.8125 - ETA: 8s - loss: 0.4261 - acc: 0.7902 - ETA: 9s - loss: 0.4361 - acc: 0.7812 - ETA: 7s - loss: 0.4349 - acc: 0.7795 - ETA: 7s - loss: 0.4353 - acc: 0.7826 - ETA: 7s - loss: 0.4330 - acc: 0.7812 - ETA: 7s - loss: 0.4207 - acc: 0.7917 - ETA: 7s - loss: 0.4212 - acc: 0.7917 - ETA: 7s - loss: 0.4206 - acc: 0.7922 - ETA: 7s - loss: 0.4234 - acc: 0.7905 - ETA: 7s - loss: 0.4199 - acc: 0.7921 - ETA: 7s - loss: 0.4270 - acc: 0.7879 - ETA: 7s - loss: 0.4281 - acc: 0.7851 - ETA: 7s - loss: 0.4237 - acc: 0.7877 - ETA: 7s - loss: 0.4208 - acc: 0.7918 - ETA: 7s - loss: 0.4304 - acc: 0.7877 - ETA: 7s - loss: 0.4279 - acc: 0.7909 - ETA: 7s - loss: 0.4306 - acc: 0.7888 - ETA: 7s - loss: 0.4331 - acc: 0.7874 - ETA: 7s - loss: 0.4353 - acc: 0.7860 - ETA: 7s - loss: 0.4330 - acc: 0.7879 - ETA: 6s - loss: 0.4323 - acc: 0.7882 - ETA: 6s - loss: 0.4300 - acc: 0.7899 - ETA: 6s - loss: 0.4348 - acc: 0.7894 - ETA: 6s - loss: 0.4342 - acc: 0.7909 - ETA: 6s - loss: 0.4333 - acc: 0.7915 - ETA: 6s - loss: 0.4339 - acc: 0.7923 - ETA: 6s - loss: 0.4336 - acc: 0.7929 - ETA: 6s - loss: 0.4345 - acc: 0.7937 - ETA: 6s - loss: 0.4346 - acc: 0.7950 - ETA: 6s - loss: 0.4373 - acc: 0.7941 - ETA: 6s - loss: 0.4367 - acc: 0.7942 - ETA: 6s - loss: 0.4358 - acc: 0.7942 - ETA: 6s - loss: 0.4357 - acc: 0.7947 - ETA: 6s - loss: 0.4342 - acc: 0.7953 - ETA: 6s - loss: 0.4351 - acc: 0.7956 - ETA: 6s - loss: 0.4370 - acc: 0.7949 - ETA: 6s - loss: 0.4384 - acc: 0.7951 - ETA: 6s - loss: 0.4382 - acc: 0.7958 - ETA: 6s - loss: 0.4382 - acc: 0.7960 - ETA: 6s - loss: 0.4377 - acc: 0.7965 - ETA: 6s - loss: 0.4378 - acc: 0.7961 - ETA: 5s - loss: 0.4376 - acc: 0.7959 - ETA: 5s - loss: 0.4376 - acc: 0.7956 - ETA: 5s - loss: 0.4369 - acc: 0.7955 - ETA: 5s - loss: 0.4378 - acc: 0.7950 - ETA: 5s - loss: 0.4366 - acc: 0.7959 - ETA: 5s - loss: 0.4376 - acc: 0.7944 - ETA: 5s - loss: 0.4367 - acc: 0.7952 - ETA: 5s - loss: 0.4362 - acc: 0.7951 - ETA: 5s - loss: 0.4369 - acc: 0.7944 - ETA: 5s - loss: 0.4370 - acc: 0.7949 - ETA: 5s - loss: 0.4377 - acc: 0.7940 - ETA: 5s - loss: 0.4372 - acc: 0.7951 - ETA: 5s - loss: 0.4374 - acc: 0.7947 - ETA: 5s - loss: 0.4361 - acc: 0.7950 - ETA: 5s - loss: 0.4366 - acc: 0.7950 - ETA: 4s - loss: 0.4363 - acc: 0.7944 - ETA: 4s - loss: 0.4369 - acc: 0.7944 - ETA: 4s - loss: 0.4373 - acc: 0.7940 - ETA: 4s - loss: 0.4369 - acc: 0.7941 - ETA: 4s - loss: 0.4370 - acc: 0.7947 - ETA: 4s - loss: 0.4376 - acc: 0.7945 - ETA: 4s - loss: 0.4381 - acc: 0.7941 - ETA: 4s - loss: 0.4385 - acc: 0.7938 - ETA: 4s - loss: 0.4390 - acc: 0.7935 - ETA: 4s - loss: 0.4392 - acc: 0.7940 - ETA: 4s - loss: 0.4385 - acc: 0.7946 - ETA: 4s - loss: 0.4378 - acc: 0.7947 - ETA: 4s - loss: 0.4386 - acc: 0.7946 - ETA: 4s - loss: 0.4387 - acc: 0.7945 - ETA: 4s - loss: 0.4386 - acc: 0.7945 - ETA: 4s - loss: 0.4390 - acc: 0.7945 - ETA: 4s - loss: 0.4389 - acc: 0.7945 - ETA: 4s - loss: 0.4386 - acc: 0.7945 - ETA: 3s - loss: 0.4391 - acc: 0.7941 - ETA: 3s - loss: 0.4382 - acc: 0.7948 - ETA: 3s - loss: 0.4378 - acc: 0.7950 - ETA: 3s - loss: 0.4381 - acc: 0.7954 - ETA: 3s - loss: 0.4373 - acc: 0.7959 - ETA: 3s - loss: 0.4378 - acc: 0.7953 - ETA: 3s - loss: 0.4370 - acc: 0.7956 - ETA: 3s - loss: 0.4371 - acc: 0.7957 - ETA: 3s - loss: 0.4371 - acc: 0.7954 - ETA: 3s - loss: 0.4373 - acc: 0.7951 - ETA: 3s - loss: 0.4370 - acc: 0.7952 - ETA: 3s - loss: 0.4370 - acc: 0.7948 - ETA: 3s - loss: 0.4369 - acc: 0.7947 - ETA: 3s - loss: 0.4363 - acc: 0.7950 - ETA: 3s - loss: 0.4359 - acc: 0.7950 - ETA: 3s - loss: 0.4368 - acc: 0.7946 - ETA: 2s - loss: 0.4370 - acc: 0.7946 - ETA: 2s - loss: 0.4373 - acc: 0.7945 - ETA: 2s - loss: 0.4369 - acc: 0.7946 - ETA: 2s - loss: 0.4369 - acc: 0.7946 - ETA: 2s - loss: 0.4373 - acc: 0.7945 - ETA: 2s - loss: 0.4370 - acc: 0.7949 - ETA: 2s - loss: 0.4367 - acc: 0.7951 - ETA: 2s - loss: 0.4376 - acc: 0.7950 - ETA: 2s - loss: 0.4377 - acc: 0.7948 - ETA: 2s - loss: 0.4374 - acc: 0.7948 - ETA: 2s - loss: 0.4378 - acc: 0.7943 - ETA: 2s - loss: 0.4378 - acc: 0.7945 - ETA: 2s - loss: 0.4368 - acc: 0.7951 - ETA: 2s - loss: 0.4376 - acc: 0.7949 - ETA: 2s - loss: 0.4371 - acc: 0.7954 - ETA: 1s - loss: 0.4370 - acc: 0.7950 - ETA: 1s - loss: 0.4374 - acc: 0.7947 - ETA: 1s - loss: 0.4384 - acc: 0.7940 - ETA: 1s - loss: 0.4384 - acc: 0.7939 - ETA: 1s - loss: 0.4386 - acc: 0.7942 - ETA: 1s - loss: 0.4389 - acc: 0.7943 - ETA: 1s - loss: 0.4389 - acc: 0.7942 - ETA: 1s - loss: 0.4396 - acc: 0.7937 - ETA: 1s - loss: 0.4391 - acc: 0.7941 - ETA: 1s - loss: 0.4385 - acc: 0.7944 - ETA: 1s - loss: 0.4379 - acc: 0.7948 - ETA: 1s - loss: 0.4381 - acc: 0.7944 - ETA: 1s - loss: 0.4380 - acc: 0.7947 - ETA: 1s - loss: 0.4380 - acc: 0.7947 - ETA: 1s - loss: 0.4374 - acc: 0.7953 - ETA: 1s - loss: 0.4374 - acc: 0.7954 - ETA: 0s - loss: 0.4367 - acc: 0.7956 - ETA: 0s - loss: 0.4367 - acc: 0.7958 - ETA: 0s - loss: 0.4370 - acc: 0.7953 - ETA: 0s - loss: 0.4373 - acc: 0.7954 - ETA: 0s - loss: 0.4382 - acc: 0.7947 - ETA: 0s - loss: 0.4383 - acc: 0.7946 - ETA: 0s - loss: 0.4385 - acc: 0.7944 - ETA: 0s - loss: 0.4382 - acc: 0.7948 - ETA: 0s - loss: 0.4386 - acc: 0.7946 - ETA: 0s - loss: 0.4387 - acc: 0.7945 - ETA: 0s - loss: 0.4383 - acc: 0.7947 - ETA: 0s - loss: 0.4386 - acc: 0.7944 - ETA: 0s - loss: 0.4387 - acc: 0.7947 - ETA: 0s - loss: 0.4387 - acc: 0.7946 - ETA: 0s - loss: 0.4390 - acc: 0.7943 - ETA: 0s - loss: 0.4392 - acc: 0.7944 - 8s - loss: 0.4391 - acc: 0.7948
Epoch 28/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4166 - acc: 0.8438 - ETA: 24s - loss: 0.5126 - acc: 0.7500 - ETA: 17s - loss: 0.4535 - acc: 0.7625 - ETA: 13s - loss: 0.4409 - acc: 0.7743 - ETA: 12s - loss: 0.4274 - acc: 0.7909 - ETA: 11s - loss: 0.4209 - acc: 0.7978 - ETA: 10s - loss: 0.4319 - acc: 0.7935 - ETA: 10s - loss: 0.4382 - acc: 0.7859 - ETA: 9s - loss: 0.4399 - acc: 0.7891 - ETA: 9s - loss: 0.4304 - acc: 0.7961 - ETA: 9s - loss: 0.4253 - acc: 0.8021 - ETA: 9s - loss: 0.4305 - acc: 0.8000 - ETA: 9s - loss: 0.4334 - acc: 0.7969 - ETA: 9s - loss: 0.4348 - acc: 0.7975 - ETA: 8s - loss: 0.4369 - acc: 0.7950 - ETA: 8s - loss: 0.4435 - acc: 0.7925 - ETA: 8s - loss: 0.4417 - acc: 0.7952 - ETA: 9s - loss: 0.4401 - acc: 0.7958 - ETA: 8s - loss: 0.4323 - acc: 0.8003 - ETA: 8s - loss: 0.4313 - acc: 0.8017 - ETA: 8s - loss: 0.4322 - acc: 0.8011 - ETA: 8s - loss: 0.4313 - acc: 0.8007 - ETA: 8s - loss: 0.4338 - acc: 0.7980 - ETA: 8s - loss: 0.4332 - acc: 0.7967 - ETA: 8s - loss: 0.4355 - acc: 0.7956 - ETA: 8s - loss: 0.4376 - acc: 0.7945 - ETA: 8s - loss: 0.4362 - acc: 0.7950 - ETA: 8s - loss: 0.4363 - acc: 0.7954 - ETA: 7s - loss: 0.4353 - acc: 0.7958 - ETA: 7s - loss: 0.4356 - acc: 0.7969 - ETA: 7s - loss: 0.4381 - acc: 0.7957 - ETA: 7s - loss: 0.4381 - acc: 0.7952 - ETA: 7s - loss: 0.4380 - acc: 0.7958 - ETA: 7s - loss: 0.4389 - acc: 0.7964 - ETA: 7s - loss: 0.4410 - acc: 0.7960 - ETA: 7s - loss: 0.4395 - acc: 0.7976 - ETA: 7s - loss: 0.4411 - acc: 0.7957 - ETA: 7s - loss: 0.4393 - acc: 0.7969 - ETA: 7s - loss: 0.4397 - acc: 0.7970 - ETA: 6s - loss: 0.4390 - acc: 0.7972 - ETA: 6s - loss: 0.4385 - acc: 0.7985 - ETA: 6s - loss: 0.4392 - acc: 0.7973 - ETA: 6s - loss: 0.4395 - acc: 0.7974 - ETA: 6s - loss: 0.4380 - acc: 0.7977 - ETA: 6s - loss: 0.4384 - acc: 0.7972 - ETA: 6s - loss: 0.4418 - acc: 0.7970 - ETA: 6s - loss: 0.4402 - acc: 0.7974 - ETA: 6s - loss: 0.4395 - acc: 0.7977 - ETA: 6s - loss: 0.4404 - acc: 0.7977 - ETA: 6s - loss: 0.4408 - acc: 0.7962 - ETA: 6s - loss: 0.4394 - acc: 0.7975 - ETA: 6s - loss: 0.4416 - acc: 0.7948 - ETA: 6s - loss: 0.4415 - acc: 0.7950 - ETA: 6s - loss: 0.4411 - acc: 0.7962 - ETA: 6s - loss: 0.4399 - acc: 0.7966 - ETA: 5s - loss: 0.4387 - acc: 0.7973 - ETA: 5s - loss: 0.4385 - acc: 0.7971 - ETA: 5s - loss: 0.4383 - acc: 0.7975 - ETA: 5s - loss: 0.4395 - acc: 0.7969 - ETA: 5s - loss: 0.4395 - acc: 0.7970 - ETA: 5s - loss: 0.4394 - acc: 0.7972 - ETA: 5s - loss: 0.4384 - acc: 0.7974 - ETA: 5s - loss: 0.4393 - acc: 0.7963 - ETA: 5s - loss: 0.4379 - acc: 0.7973 - ETA: 5s - loss: 0.4382 - acc: 0.7972 - ETA: 5s - loss: 0.4387 - acc: 0.7965 - ETA: 5s - loss: 0.4384 - acc: 0.7967 - ETA: 5s - loss: 0.4381 - acc: 0.7969 - ETA: 5s - loss: 0.4372 - acc: 0.7975 - ETA: 4s - loss: 0.4384 - acc: 0.7970 - ETA: 4s - loss: 0.4386 - acc: 0.7970 - ETA: 4s - loss: 0.4385 - acc: 0.7975 - ETA: 4s - loss: 0.4392 - acc: 0.7972 - ETA: 4s - loss: 0.4384 - acc: 0.7979 - ETA: 4s - loss: 0.4382 - acc: 0.7980 - ETA: 4s - loss: 0.4386 - acc: 0.7975 - ETA: 4s - loss: 0.4384 - acc: 0.7974 - ETA: 4s - loss: 0.4374 - acc: 0.7977 - ETA: 4s - loss: 0.4372 - acc: 0.7982 - ETA: 4s - loss: 0.4367 - acc: 0.7984 - ETA: 4s - loss: 0.4366 - acc: 0.7982 - ETA: 4s - loss: 0.4362 - acc: 0.7984 - ETA: 4s - loss: 0.4361 - acc: 0.7984 - ETA: 4s - loss: 0.4368 - acc: 0.7983 - ETA: 3s - loss: 0.4373 - acc: 0.7989 - ETA: 3s - loss: 0.4373 - acc: 0.7992 - ETA: 3s - loss: 0.4374 - acc: 0.7986 - ETA: 3s - loss: 0.4377 - acc: 0.7981 - ETA: 3s - loss: 0.4383 - acc: 0.7973 - ETA: 3s - loss: 0.4382 - acc: 0.7973 - ETA: 3s - loss: 0.4384 - acc: 0.7976 - ETA: 3s - loss: 0.4381 - acc: 0.7978 - ETA: 3s - loss: 0.4380 - acc: 0.7978 - ETA: 3s - loss: 0.4383 - acc: 0.7977 - ETA: 3s - loss: 0.4385 - acc: 0.7972 - ETA: 3s - loss: 0.4385 - acc: 0.7974 - ETA: 3s - loss: 0.4382 - acc: 0.7975 - ETA: 3s - loss: 0.4387 - acc: 0.7968 - ETA: 3s - loss: 0.4388 - acc: 0.7971 - ETA: 2s - loss: 0.4392 - acc: 0.7967 - ETA: 2s - loss: 0.4388 - acc: 0.7968 - ETA: 2s - loss: 0.4387 - acc: 0.7971 - ETA: 2s - loss: 0.4381 - acc: 0.7973 - ETA: 2s - loss: 0.4380 - acc: 0.7973 - ETA: 2s - loss: 0.4374 - acc: 0.7976 - ETA: 2s - loss: 0.4376 - acc: 0.7973 - ETA: 2s - loss: 0.4372 - acc: 0.7974 - ETA: 2s - loss: 0.4381 - acc: 0.7965 - ETA: 2s - loss: 0.4371 - acc: 0.7971 - ETA: 2s - loss: 0.4363 - acc: 0.7976 - ETA: 2s - loss: 0.4366 - acc: 0.7972 - ETA: 2s - loss: 0.4364 - acc: 0.7976 - ETA: 1s - loss: 0.4370 - acc: 0.7975 - ETA: 1s - loss: 0.4372 - acc: 0.7975 - ETA: 1s - loss: 0.4377 - acc: 0.7973 - ETA: 1s - loss: 0.4378 - acc: 0.7971 - ETA: 1s - loss: 0.4380 - acc: 0.7969 - ETA: 1s - loss: 0.4382 - acc: 0.7967 - ETA: 1s - loss: 0.4378 - acc: 0.7971 - ETA: 1s - loss: 0.4372 - acc: 0.7974 - ETA: 1s - loss: 0.4372 - acc: 0.7974 - ETA: 1s - loss: 0.4374 - acc: 0.7974 - ETA: 1s - loss: 0.4370 - acc: 0.7976 - ETA: 1s - loss: 0.4367 - acc: 0.7977 - ETA: 1s - loss: 0.4370 - acc: 0.7974 - ETA: 1s - loss: 0.4366 - acc: 0.7976 - ETA: 1s - loss: 0.4364 - acc: 0.7976 - ETA: 1s - loss: 0.4366 - acc: 0.7974 - ETA: 0s - loss: 0.4369 - acc: 0.7975 - ETA: 0s - loss: 0.4370 - acc: 0.7973 - ETA: 0s - loss: 0.4374 - acc: 0.7967 - ETA: 0s - loss: 0.4369 - acc: 0.7970 - ETA: 0s - loss: 0.4368 - acc: 0.7970 - ETA: 0s - loss: 0.4362 - acc: 0.7974 - ETA: 0s - loss: 0.4361 - acc: 0.7980 - ETA: 0s - loss: 0.4362 - acc: 0.7977 - ETA: 0s - loss: 0.4362 - acc: 0.7978 - ETA: 0s - loss: 0.4365 - acc: 0.7978 - ETA: 0s - loss: 0.4367 - acc: 0.7974 - ETA: 0s - loss: 0.4367 - acc: 0.7974 - ETA: 0s - loss: 0.4364 - acc: 0.7976 - ETA: 0s - loss: 0.4367 - acc: 0.7973 - ETA: 0s - loss: 0.4366 - acc: 0.7973 - 9s - loss: 0.4365 - acc: 0.7973
Epoch 29/100
20000/20000 [==============================] - ETA: 19s - loss: 0.4366 - acc: 0.8125 - ETA: 11s - loss: 0.5527 - acc: 0.7375 - ETA: 10s - loss: 0.4682 - acc: 0.7743 - ETA: 9s - loss: 0.4347 - acc: 0.7924 - ETA: 9s - loss: 0.4224 - acc: 0.8021 - ETA: 8s - loss: 0.4451 - acc: 0.7745 - ETA: 8s - loss: 0.4422 - acc: 0.7766 - ETA: 8s - loss: 0.4482 - acc: 0.7793 - ETA: 8s - loss: 0.4457 - acc: 0.7857 - ETA: 8s - loss: 0.4610 - acc: 0.7812 - ETA: 8s - loss: 0.4577 - acc: 0.7856 - ETA: 9s - loss: 0.4541 - acc: 0.7874 - ETA: 8s - loss: 0.4526 - acc: 0.7880 - ETA: 8s - loss: 0.4505 - acc: 0.7886 - ETA: 8s - loss: 0.4471 - acc: 0.7892 - ETA: 8s - loss: 0.4465 - acc: 0.7883 - ETA: 9s - loss: 0.4441 - acc: 0.7885 - ETA: 9s - loss: 0.4412 - acc: 0.7909 - ETA: 9s - loss: 0.4445 - acc: 0.7879 - ETA: 9s - loss: 0.4465 - acc: 0.7879 - ETA: 8s - loss: 0.4476 - acc: 0.7883 - ETA: 8s - loss: 0.4463 - acc: 0.7883 - ETA: 8s - loss: 0.4431 - acc: 0.7893 - ETA: 8s - loss: 0.4443 - acc: 0.7910 - ETA: 8s - loss: 0.4455 - acc: 0.7893 - ETA: 8s - loss: 0.4449 - acc: 0.7907 - ETA: 8s - loss: 0.4435 - acc: 0.7901 - ETA: 8s - loss: 0.4433 - acc: 0.7899 - ETA: 8s - loss: 0.4437 - acc: 0.7895 - ETA: 8s - loss: 0.4466 - acc: 0.7893 - ETA: 7s - loss: 0.4482 - acc: 0.7879 - ETA: 7s - loss: 0.4496 - acc: 0.7862 - ETA: 7s - loss: 0.4521 - acc: 0.7861 - ETA: 7s - loss: 0.4518 - acc: 0.7868 - ETA: 7s - loss: 0.4516 - acc: 0.7873 - ETA: 7s - loss: 0.4507 - acc: 0.7882 - ETA: 7s - loss: 0.4490 - acc: 0.7894 - ETA: 7s - loss: 0.4486 - acc: 0.7883 - ETA: 7s - loss: 0.4462 - acc: 0.7897 - ETA: 7s - loss: 0.4468 - acc: 0.7891 - ETA: 7s - loss: 0.4470 - acc: 0.7885 - ETA: 7s - loss: 0.4458 - acc: 0.7898 - ETA: 6s - loss: 0.4462 - acc: 0.7901 - ETA: 6s - loss: 0.4443 - acc: 0.7917 - ETA: 6s - loss: 0.4420 - acc: 0.7930 - ETA: 6s - loss: 0.4423 - acc: 0.7928 - ETA: 6s - loss: 0.4407 - acc: 0.7941 - ETA: 6s - loss: 0.4396 - acc: 0.7947 - ETA: 6s - loss: 0.4394 - acc: 0.7948 - ETA: 6s - loss: 0.4395 - acc: 0.7940 - ETA: 6s - loss: 0.4397 - acc: 0.7938 - ETA: 6s - loss: 0.4389 - acc: 0.7942 - ETA: 6s - loss: 0.4399 - acc: 0.7938 - ETA: 6s - loss: 0.4407 - acc: 0.7929 - ETA: 6s - loss: 0.4390 - acc: 0.7939 - ETA: 6s - loss: 0.4383 - acc: 0.7942 - ETA: 6s - loss: 0.4370 - acc: 0.7953 - ETA: 6s - loss: 0.4367 - acc: 0.7959 - ETA: 5s - loss: 0.4363 - acc: 0.7962 - ETA: 5s - loss: 0.4383 - acc: 0.7952 - ETA: 5s - loss: 0.4388 - acc: 0.7951 - ETA: 5s - loss: 0.4378 - acc: 0.7958 - ETA: 5s - loss: 0.4369 - acc: 0.7964 - ETA: 5s - loss: 0.4365 - acc: 0.7972 - ETA: 5s - loss: 0.4365 - acc: 0.7976 - ETA: 5s - loss: 0.4367 - acc: 0.7980 - ETA: 5s - loss: 0.4373 - acc: 0.7974 - ETA: 5s - loss: 0.4371 - acc: 0.7980 - ETA: 5s - loss: 0.4374 - acc: 0.7976 - ETA: 5s - loss: 0.4367 - acc: 0.7979 - ETA: 5s - loss: 0.4370 - acc: 0.7974 - ETA: 5s - loss: 0.4362 - acc: 0.7980 - ETA: 4s - loss: 0.4367 - acc: 0.7978 - ETA: 4s - loss: 0.4361 - acc: 0.7980 - ETA: 4s - loss: 0.4353 - acc: 0.7988 - ETA: 4s - loss: 0.4363 - acc: 0.7982 - ETA: 4s - loss: 0.4367 - acc: 0.7978 - ETA: 4s - loss: 0.4373 - acc: 0.7975 - ETA: 4s - loss: 0.4370 - acc: 0.7977 - ETA: 4s - loss: 0.4373 - acc: 0.7973 - ETA: 4s - loss: 0.4371 - acc: 0.7968 - ETA: 4s - loss: 0.4380 - acc: 0.7967 - ETA: 4s - loss: 0.4377 - acc: 0.7972 - ETA: 4s - loss: 0.4384 - acc: 0.7967 - ETA: 4s - loss: 0.4382 - acc: 0.7966 - ETA: 4s - loss: 0.4392 - acc: 0.7958 - ETA: 3s - loss: 0.4405 - acc: 0.7952 - ETA: 3s - loss: 0.4403 - acc: 0.7954 - ETA: 3s - loss: 0.4398 - acc: 0.7958 - ETA: 3s - loss: 0.4403 - acc: 0.7954 - ETA: 3s - loss: 0.4406 - acc: 0.7952 - ETA: 3s - loss: 0.4406 - acc: 0.7949 - ETA: 3s - loss: 0.4404 - acc: 0.7951 - ETA: 3s - loss: 0.4413 - acc: 0.7947 - ETA: 3s - loss: 0.4414 - acc: 0.7947 - ETA: 3s - loss: 0.4420 - acc: 0.7944 - ETA: 3s - loss: 0.4418 - acc: 0.7948 - ETA: 3s - loss: 0.4410 - acc: 0.7954 - ETA: 3s - loss: 0.4400 - acc: 0.7959 - ETA: 3s - loss: 0.4389 - acc: 0.7969 - ETA: 2s - loss: 0.4391 - acc: 0.7967 - ETA: 2s - loss: 0.4382 - acc: 0.7969 - ETA: 2s - loss: 0.4371 - acc: 0.7974 - ETA: 2s - loss: 0.4363 - acc: 0.7981 - ETA: 2s - loss: 0.4357 - acc: 0.7984 - ETA: 2s - loss: 0.4355 - acc: 0.7983 - ETA: 2s - loss: 0.4353 - acc: 0.7982 - ETA: 2s - loss: 0.4352 - acc: 0.7981 - ETA: 2s - loss: 0.4360 - acc: 0.7980 - ETA: 2s - loss: 0.4362 - acc: 0.7981 - ETA: 2s - loss: 0.4361 - acc: 0.7982 - ETA: 2s - loss: 0.4360 - acc: 0.7985 - ETA: 2s - loss: 0.4361 - acc: 0.7984 - ETA: 2s - loss: 0.4363 - acc: 0.7982 - ETA: 2s - loss: 0.4361 - acc: 0.7983 - ETA: 1s - loss: 0.4361 - acc: 0.7982 - ETA: 1s - loss: 0.4363 - acc: 0.7978 - ETA: 1s - loss: 0.4365 - acc: 0.7981 - ETA: 1s - loss: 0.4370 - acc: 0.7981 - ETA: 1s - loss: 0.4372 - acc: 0.7978 - ETA: 1s - loss: 0.4373 - acc: 0.7978 - ETA: 1s - loss: 0.4375 - acc: 0.7975 - ETA: 1s - loss: 0.4379 - acc: 0.7974 - ETA: 1s - loss: 0.4381 - acc: 0.7971 - ETA: 1s - loss: 0.4384 - acc: 0.7972 - ETA: 1s - loss: 0.4384 - acc: 0.7974 - ETA: 1s - loss: 0.4389 - acc: 0.7970 - ETA: 1s - loss: 0.4387 - acc: 0.7974 - ETA: 1s - loss: 0.4388 - acc: 0.7972 - ETA: 1s - loss: 0.4389 - acc: 0.7970 - ETA: 1s - loss: 0.4388 - acc: 0.7972 - ETA: 1s - loss: 0.4387 - acc: 0.7972 - ETA: 0s - loss: 0.4389 - acc: 0.7972 - ETA: 0s - loss: 0.4394 - acc: 0.7968 - ETA: 0s - loss: 0.4391 - acc: 0.7969 - ETA: 0s - loss: 0.4384 - acc: 0.7974 - ETA: 0s - loss: 0.4384 - acc: 0.7971 - ETA: 0s - loss: 0.4388 - acc: 0.7971 - ETA: 0s - loss: 0.4388 - acc: 0.7970 - ETA: 0s - loss: 0.4384 - acc: 0.7972 - ETA: 0s - loss: 0.4384 - acc: 0.7973 - ETA: 0s - loss: 0.4386 - acc: 0.7972 - ETA: 0s - loss: 0.4383 - acc: 0.7972 - ETA: 0s - loss: 0.4385 - acc: 0.7971 - ETA: 0s - loss: 0.4391 - acc: 0.7966 - ETA: 0s - loss: 0.4389 - acc: 0.7968 - ETA: 0s - loss: 0.4387 - acc: 0.7969 - ETA: 0s - loss: 0.4386 - acc: 0.7969 - 9s - loss: 0.4385 - acc: 0.7969
Epoch 30/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4213 - acc: 0.8125 - ETA: 8s - loss: 0.4974 - acc: 0.7448 - ETA: 7s - loss: 0.4572 - acc: 0.7604 - ETA: 7s - loss: 0.4581 - acc: 0.7647 - ETA: 7s - loss: 0.4481 - acc: 0.7756 - ETA: 6s - loss: 0.4476 - acc: 0.7812 - ETA: 7s - loss: 0.4421 - acc: 0.7881 - ETA: 7s - loss: 0.4396 - acc: 0.7917 - ETA: 7s - loss: 0.4385 - acc: 0.7934 - ETA: 7s - loss: 0.4362 - acc: 0.7947 - ETA: 7s - loss: 0.4341 - acc: 0.7959 - ETA: 7s - loss: 0.4414 - acc: 0.7927 - ETA: 7s - loss: 0.4341 - acc: 0.7980 - ETA: 7s - loss: 0.4312 - acc: 0.7999 - ETA: 7s - loss: 0.4313 - acc: 0.7992 - ETA: 7s - loss: 0.4319 - acc: 0.7992 - ETA: 7s - loss: 0.4326 - acc: 0.7999 - ETA: 7s - loss: 0.4328 - acc: 0.8014 - ETA: 7s - loss: 0.4348 - acc: 0.7998 - ETA: 7s - loss: 0.4344 - acc: 0.8015 - ETA: 7s - loss: 0.4307 - acc: 0.8036 - ETA: 6s - loss: 0.4304 - acc: 0.8041 - ETA: 6s - loss: 0.4281 - acc: 0.8048 - ETA: 6s - loss: 0.4262 - acc: 0.8065 - ETA: 6s - loss: 0.4275 - acc: 0.8070 - ETA: 6s - loss: 0.4290 - acc: 0.8065 - ETA: 6s - loss: 0.4307 - acc: 0.8054 - ETA: 6s - loss: 0.4323 - acc: 0.8052 - ETA: 6s - loss: 0.4317 - acc: 0.8045 - ETA: 6s - loss: 0.4327 - acc: 0.8041 - ETA: 6s - loss: 0.4346 - acc: 0.8031 - ETA: 6s - loss: 0.4337 - acc: 0.8034 - ETA: 6s - loss: 0.4313 - acc: 0.8042 - ETA: 6s - loss: 0.4297 - acc: 0.8057 - ETA: 6s - loss: 0.4280 - acc: 0.8066 - ETA: 6s - loss: 0.4272 - acc: 0.8075 - ETA: 6s - loss: 0.4282 - acc: 0.8070 - ETA: 6s - loss: 0.4253 - acc: 0.8085 - ETA: 6s - loss: 0.4244 - acc: 0.8095 - ETA: 6s - loss: 0.4237 - acc: 0.8099 - ETA: 6s - loss: 0.4248 - acc: 0.8093 - ETA: 6s - loss: 0.4261 - acc: 0.8092 - ETA: 5s - loss: 0.4260 - acc: 0.8087 - ETA: 5s - loss: 0.4271 - acc: 0.8064 - ETA: 5s - loss: 0.4265 - acc: 0.8070 - ETA: 5s - loss: 0.4266 - acc: 0.8067 - ETA: 5s - loss: 0.4270 - acc: 0.8058 - ETA: 5s - loss: 0.4279 - acc: 0.8055 - ETA: 5s - loss: 0.4284 - acc: 0.8056 - ETA: 5s - loss: 0.4291 - acc: 0.8052 - ETA: 5s - loss: 0.4284 - acc: 0.8059 - ETA: 5s - loss: 0.4275 - acc: 0.8063 - ETA: 5s - loss: 0.4285 - acc: 0.8054 - ETA: 5s - loss: 0.4289 - acc: 0.8055 - ETA: 5s - loss: 0.4300 - acc: 0.8050 - ETA: 5s - loss: 0.4290 - acc: 0.8052 - ETA: 5s - loss: 0.4300 - acc: 0.8047 - ETA: 5s - loss: 0.4296 - acc: 0.8053 - ETA: 4s - loss: 0.4288 - acc: 0.8057 - ETA: 4s - loss: 0.4287 - acc: 0.8056 - ETA: 4s - loss: 0.4282 - acc: 0.8056 - ETA: 4s - loss: 0.4289 - acc: 0.8056 - ETA: 4s - loss: 0.4299 - acc: 0.8049 - ETA: 4s - loss: 0.4301 - acc: 0.8039 - ETA: 4s - loss: 0.4306 - acc: 0.8033 - ETA: 4s - loss: 0.4312 - acc: 0.8031 - ETA: 4s - loss: 0.4304 - acc: 0.8036 - ETA: 4s - loss: 0.4302 - acc: 0.8036 - ETA: 4s - loss: 0.4299 - acc: 0.8040 - ETA: 4s - loss: 0.4307 - acc: 0.8031 - ETA: 4s - loss: 0.4309 - acc: 0.8031 - ETA: 4s - loss: 0.4305 - acc: 0.8030 - ETA: 4s - loss: 0.4307 - acc: 0.8024 - ETA: 3s - loss: 0.4307 - acc: 0.8028 - ETA: 3s - loss: 0.4309 - acc: 0.8027 - ETA: 3s - loss: 0.4309 - acc: 0.8028 - ETA: 3s - loss: 0.4323 - acc: 0.8023 - ETA: 3s - loss: 0.4324 - acc: 0.8027 - ETA: 3s - loss: 0.4311 - acc: 0.8036 - ETA: 3s - loss: 0.4309 - acc: 0.8036 - ETA: 3s - loss: 0.4308 - acc: 0.8040 - ETA: 3s - loss: 0.4306 - acc: 0.8041 - ETA: 3s - loss: 0.4306 - acc: 0.8040 - ETA: 3s - loss: 0.4315 - acc: 0.8032 - ETA: 3s - loss: 0.4320 - acc: 0.8031 - ETA: 3s - loss: 0.4328 - acc: 0.8027 - ETA: 3s - loss: 0.4334 - acc: 0.8020 - ETA: 3s - loss: 0.4336 - acc: 0.8018 - ETA: 3s - loss: 0.4336 - acc: 0.8020 - ETA: 2s - loss: 0.4332 - acc: 0.8019 - ETA: 2s - loss: 0.4332 - acc: 0.8023 - ETA: 2s - loss: 0.4339 - acc: 0.8020 - ETA: 2s - loss: 0.4329 - acc: 0.8028 - ETA: 2s - loss: 0.4334 - acc: 0.8025 - ETA: 2s - loss: 0.4328 - acc: 0.8024 - ETA: 2s - loss: 0.4327 - acc: 0.8025 - ETA: 2s - loss: 0.4330 - acc: 0.8027 - ETA: 2s - loss: 0.4335 - acc: 0.8022 - ETA: 2s - loss: 0.4339 - acc: 0.8021 - ETA: 2s - loss: 0.4332 - acc: 0.8021 - ETA: 2s - loss: 0.4327 - acc: 0.8024 - ETA: 2s - loss: 0.4325 - acc: 0.8025 - ETA: 2s - loss: 0.4330 - acc: 0.8024 - ETA: 2s - loss: 0.4335 - acc: 0.8021 - ETA: 1s - loss: 0.4335 - acc: 0.8021 - ETA: 1s - loss: 0.4331 - acc: 0.8022 - ETA: 1s - loss: 0.4331 - acc: 0.8021 - ETA: 1s - loss: 0.4332 - acc: 0.8021 - ETA: 1s - loss: 0.4333 - acc: 0.8022 - ETA: 1s - loss: 0.4330 - acc: 0.8020 - ETA: 1s - loss: 0.4329 - acc: 0.8022 - ETA: 1s - loss: 0.4328 - acc: 0.8020 - ETA: 1s - loss: 0.4330 - acc: 0.8015 - ETA: 1s - loss: 0.4332 - acc: 0.8014 - ETA: 1s - loss: 0.4333 - acc: 0.8012 - ETA: 1s - loss: 0.4334 - acc: 0.8014 - ETA: 1s - loss: 0.4334 - acc: 0.8017 - ETA: 1s - loss: 0.4334 - acc: 0.8019 - ETA: 1s - loss: 0.4333 - acc: 0.8022 - ETA: 1s - loss: 0.4330 - acc: 0.8023 - ETA: 1s - loss: 0.4331 - acc: 0.8023 - ETA: 0s - loss: 0.4328 - acc: 0.8025 - ETA: 0s - loss: 0.4330 - acc: 0.8024 - ETA: 0s - loss: 0.4333 - acc: 0.8017 - ETA: 0s - loss: 0.4335 - acc: 0.8014 - ETA: 0s - loss: 0.4336 - acc: 0.8012 - ETA: 0s - loss: 0.4339 - acc: 0.8009 - ETA: 0s - loss: 0.4338 - acc: 0.8007 - ETA: 0s - loss: 0.4334 - acc: 0.8009 - ETA: 0s - loss: 0.4339 - acc: 0.8002 - ETA: 0s - loss: 0.4340 - acc: 0.8002 - ETA: 0s - loss: 0.4339 - acc: 0.8006 - ETA: 0s - loss: 0.4339 - acc: 0.8007 - ETA: 0s - loss: 0.4337 - acc: 0.8010 - ETA: 0s - loss: 0.4335 - acc: 0.8012 - ETA: 0s - loss: 0.4334 - acc: 0.8010 - ETA: 0s - loss: 0.4340 - acc: 0.8009 - ETA: 0s - loss: 0.4344 - acc: 0.8007 - ETA: 0s - loss: 0.4346 - acc: 0.8007 - 8s - loss: 0.4347 - acc: 0.8005
Epoch 31/100
20000/20000 [==============================] - ETA: 19s - loss: 0.4668 - acc: 0.8125 - ETA: 9s - loss: 0.4328 - acc: 0.7865 - ETA: 10s - loss: 0.4169 - acc: 0.8056 - ETA: 9s - loss: 0.4086 - acc: 0.8080 - ETA: 9s - loss: 0.4322 - acc: 0.8090 - ETA: 8s - loss: 0.4216 - acc: 0.8139 - ETA: 8s - loss: 0.4264 - acc: 0.8125 - ETA: 8s - loss: 0.4436 - acc: 0.8037 - ETA: 8s - loss: 0.4464 - acc: 0.8010 - ETA: 8s - loss: 0.4448 - acc: 0.7984 - ETA: 8s - loss: 0.4479 - acc: 0.7932 - ETA: 8s - loss: 0.4401 - acc: 0.7990 - ETA: 7s - loss: 0.4335 - acc: 0.8041 - ETA: 7s - loss: 0.4314 - acc: 0.8042 - ETA: 7s - loss: 0.4285 - acc: 0.8042 - ETA: 7s - loss: 0.4234 - acc: 0.8049 - ETA: 7s - loss: 0.4271 - acc: 0.8032 - ETA: 7s - loss: 0.4238 - acc: 0.8041 - ETA: 7s - loss: 0.4218 - acc: 0.8060 - ETA: 7s - loss: 0.4222 - acc: 0.8050 - ETA: 7s - loss: 0.4246 - acc: 0.8045 - ETA: 7s - loss: 0.4285 - acc: 0.8020 - ETA: 7s - loss: 0.4282 - acc: 0.8027 - ETA: 7s - loss: 0.4283 - acc: 0.8015 - ETA: 7s - loss: 0.4261 - acc: 0.8020 - ETA: 7s - loss: 0.4280 - acc: 0.8016 - ETA: 7s - loss: 0.4295 - acc: 0.7997 - ETA: 7s - loss: 0.4336 - acc: 0.7962 - ETA: 7s - loss: 0.4352 - acc: 0.7950 - ETA: 7s - loss: 0.4344 - acc: 0.7962 - ETA: 7s - loss: 0.4335 - acc: 0.7979 - ETA: 6s - loss: 0.4370 - acc: 0.7965 - ETA: 6s - loss: 0.4375 - acc: 0.7961 - ETA: 6s - loss: 0.4371 - acc: 0.7960 - ETA: 6s - loss: 0.4374 - acc: 0.7957 - ETA: 6s - loss: 0.4363 - acc: 0.7967 - ETA: 6s - loss: 0.4344 - acc: 0.7980 - ETA: 6s - loss: 0.4343 - acc: 0.7973 - ETA: 6s - loss: 0.4349 - acc: 0.7975 - ETA: 6s - loss: 0.4348 - acc: 0.7976 - ETA: 6s - loss: 0.4334 - acc: 0.7986 - ETA: 6s - loss: 0.4321 - acc: 0.7990 - ETA: 6s - loss: 0.4315 - acc: 0.7998 - ETA: 6s - loss: 0.4308 - acc: 0.7999 - ETA: 6s - loss: 0.4303 - acc: 0.8001 - ETA: 6s - loss: 0.4306 - acc: 0.8002 - ETA: 5s - loss: 0.4295 - acc: 0.8009 - ETA: 5s - loss: 0.4297 - acc: 0.8005 - ETA: 5s - loss: 0.4323 - acc: 0.7991 - ETA: 5s - loss: 0.4319 - acc: 0.7989 - ETA: 5s - loss: 0.4331 - acc: 0.7985 - ETA: 5s - loss: 0.4329 - acc: 0.7978 - ETA: 5s - loss: 0.4328 - acc: 0.7982 - ETA: 5s - loss: 0.4312 - acc: 0.7993 - ETA: 5s - loss: 0.4314 - acc: 0.7987 - ETA: 5s - loss: 0.4320 - acc: 0.7987 - ETA: 5s - loss: 0.4313 - acc: 0.7993 - ETA: 5s - loss: 0.4310 - acc: 0.7994 - ETA: 5s - loss: 0.4323 - acc: 0.7992 - ETA: 5s - loss: 0.4327 - acc: 0.7992 - ETA: 5s - loss: 0.4335 - acc: 0.7987 - ETA: 5s - loss: 0.4334 - acc: 0.7991 - ETA: 4s - loss: 0.4334 - acc: 0.7998 - ETA: 4s - loss: 0.4337 - acc: 0.7994 - ETA: 4s - loss: 0.4342 - acc: 0.7982 - ETA: 4s - loss: 0.4341 - acc: 0.7985 - ETA: 4s - loss: 0.4346 - acc: 0.7981 - ETA: 4s - loss: 0.4351 - acc: 0.7985 - ETA: 4s - loss: 0.4356 - acc: 0.7984 - ETA: 4s - loss: 0.4356 - acc: 0.7985 - ETA: 4s - loss: 0.4367 - acc: 0.7971 - ETA: 4s - loss: 0.4360 - acc: 0.7979 - ETA: 4s - loss: 0.4350 - acc: 0.7987 - ETA: 4s - loss: 0.4346 - acc: 0.7984 - ETA: 4s - loss: 0.4346 - acc: 0.7985 - ETA: 4s - loss: 0.4345 - acc: 0.7984 - ETA: 3s - loss: 0.4345 - acc: 0.7981 - ETA: 3s - loss: 0.4342 - acc: 0.7984 - ETA: 3s - loss: 0.4344 - acc: 0.7986 - ETA: 3s - loss: 0.4345 - acc: 0.7981 - ETA: 3s - loss: 0.4349 - acc: 0.7977 - ETA: 3s - loss: 0.4345 - acc: 0.7978 - ETA: 3s - loss: 0.4346 - acc: 0.7976 - ETA: 3s - loss: 0.4354 - acc: 0.7977 - ETA: 3s - loss: 0.4364 - acc: 0.7977 - ETA: 3s - loss: 0.4362 - acc: 0.7980 - ETA: 3s - loss: 0.4364 - acc: 0.7978 - ETA: 3s - loss: 0.4371 - acc: 0.7974 - ETA: 3s - loss: 0.4372 - acc: 0.7974 - ETA: 3s - loss: 0.4368 - acc: 0.7976 - ETA: 3s - loss: 0.4363 - acc: 0.7979 - ETA: 3s - loss: 0.4364 - acc: 0.7980 - ETA: 2s - loss: 0.4364 - acc: 0.7978 - ETA: 2s - loss: 0.4363 - acc: 0.7980 - ETA: 2s - loss: 0.4354 - acc: 0.7986 - ETA: 2s - loss: 0.4361 - acc: 0.7980 - ETA: 2s - loss: 0.4353 - acc: 0.7987 - ETA: 2s - loss: 0.4348 - acc: 0.7988 - ETA: 2s - loss: 0.4346 - acc: 0.7983 - ETA: 2s - loss: 0.4342 - acc: 0.7982 - ETA: 2s - loss: 0.4346 - acc: 0.7976 - ETA: 2s - loss: 0.4354 - acc: 0.7973 - ETA: 2s - loss: 0.4354 - acc: 0.7975 - ETA: 2s - loss: 0.4348 - acc: 0.7976 - ETA: 2s - loss: 0.4348 - acc: 0.7975 - ETA: 2s - loss: 0.4348 - acc: 0.7974 - ETA: 2s - loss: 0.4349 - acc: 0.7971 - ETA: 2s - loss: 0.4346 - acc: 0.7970 - ETA: 1s - loss: 0.4345 - acc: 0.7971 - ETA: 1s - loss: 0.4345 - acc: 0.7970 - ETA: 1s - loss: 0.4344 - acc: 0.7972 - ETA: 1s - loss: 0.4344 - acc: 0.7973 - ETA: 1s - loss: 0.4342 - acc: 0.7975 - ETA: 1s - loss: 0.4339 - acc: 0.7975 - ETA: 1s - loss: 0.4332 - acc: 0.7976 - ETA: 1s - loss: 0.4340 - acc: 0.7972 - ETA: 1s - loss: 0.4342 - acc: 0.7973 - ETA: 1s - loss: 0.4342 - acc: 0.7973 - ETA: 1s - loss: 0.4341 - acc: 0.7973 - ETA: 1s - loss: 0.4332 - acc: 0.7979 - ETA: 1s - loss: 0.4337 - acc: 0.7978 - ETA: 1s - loss: 0.4341 - acc: 0.7975 - ETA: 1s - loss: 0.4338 - acc: 0.7978 - ETA: 1s - loss: 0.4340 - acc: 0.7976 - ETA: 0s - loss: 0.4341 - acc: 0.7979 - ETA: 0s - loss: 0.4342 - acc: 0.7981 - ETA: 0s - loss: 0.4344 - acc: 0.7983 - ETA: 0s - loss: 0.4341 - acc: 0.7984 - ETA: 0s - loss: 0.4341 - acc: 0.7986 - ETA: 0s - loss: 0.4339 - acc: 0.7987 - ETA: 0s - loss: 0.4337 - acc: 0.7988 - ETA: 0s - loss: 0.4337 - acc: 0.7990 - ETA: 0s - loss: 0.4333 - acc: 0.7992 - ETA: 0s - loss: 0.4331 - acc: 0.7994 - ETA: 0s - loss: 0.4332 - acc: 0.7994 - ETA: 0s - loss: 0.4338 - acc: 0.7995 - ETA: 0s - loss: 0.4339 - acc: 0.7993 - ETA: 0s - loss: 0.4340 - acc: 0.7991 - ETA: 0s - loss: 0.4341 - acc: 0.7988 - ETA: 0s - loss: 0.4341 - acc: 0.7991 - 8s - loss: 0.4342 - acc: 0.7990
Epoch 32/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4336 - acc: 0.7812 - ETA: 9s - loss: 0.3951 - acc: 0.8281 - ETA: 7s - loss: 0.4161 - acc: 0.8203 - ETA: 8s - loss: 0.4300 - acc: 0.8184 - ETA: 8s - loss: 0.4096 - acc: 0.8244 - ETA: 8s - loss: 0.4228 - acc: 0.8100 - ETA: 8s - loss: 0.4195 - acc: 0.8125 - ETA: 8s - loss: 0.4179 - acc: 0.8106 - ETA: 8s - loss: 0.4214 - acc: 0.8053 - ETA: 8s - loss: 0.4232 - acc: 0.8036 - ETA: 8s - loss: 0.4267 - acc: 0.8023 - ETA: 8s - loss: 0.4284 - acc: 0.8023 - ETA: 8s - loss: 0.4290 - acc: 0.8030 - ETA: 8s - loss: 0.4301 - acc: 0.8038 - ETA: 7s - loss: 0.4338 - acc: 0.8030 - ETA: 7s - loss: 0.4331 - acc: 0.8022 - ETA: 7s - loss: 0.4373 - acc: 0.7998 - ETA: 7s - loss: 0.4358 - acc: 0.7999 - ETA: 7s - loss: 0.4352 - acc: 0.8009 - ETA: 7s - loss: 0.4359 - acc: 0.8003 - ETA: 7s - loss: 0.4347 - acc: 0.8009 - ETA: 7s - loss: 0.4372 - acc: 0.7994 - ETA: 7s - loss: 0.4320 - acc: 0.8006 - ETA: 7s - loss: 0.4323 - acc: 0.8003 - ETA: 6s - loss: 0.4297 - acc: 0.8004 - ETA: 7s - loss: 0.4283 - acc: 0.8004 - ETA: 7s - loss: 0.4272 - acc: 0.8006 - ETA: 6s - loss: 0.4272 - acc: 0.8005 - ETA: 6s - loss: 0.4266 - acc: 0.8022 - ETA: 6s - loss: 0.4252 - acc: 0.8027 - ETA: 6s - loss: 0.4268 - acc: 0.8016 - ETA: 6s - loss: 0.4275 - acc: 0.8008 - ETA: 6s - loss: 0.4285 - acc: 0.8012 - ETA: 6s - loss: 0.4288 - acc: 0.8009 - ETA: 6s - loss: 0.4284 - acc: 0.8015 - ETA: 6s - loss: 0.4286 - acc: 0.8016 - ETA: 6s - loss: 0.4285 - acc: 0.8022 - ETA: 6s - loss: 0.4296 - acc: 0.8013 - ETA: 6s - loss: 0.4289 - acc: 0.8018 - ETA: 6s - loss: 0.4301 - acc: 0.8009 - ETA: 6s - loss: 0.4316 - acc: 0.7995 - ETA: 6s - loss: 0.4313 - acc: 0.7996 - ETA: 6s - loss: 0.4314 - acc: 0.7988 - ETA: 6s - loss: 0.4314 - acc: 0.7984 - ETA: 6s - loss: 0.4312 - acc: 0.7983 - ETA: 6s - loss: 0.4307 - acc: 0.7983 - ETA: 5s - loss: 0.4322 - acc: 0.7980 - ETA: 5s - loss: 0.4313 - acc: 0.7983 - ETA: 5s - loss: 0.4307 - acc: 0.7992 - ETA: 5s - loss: 0.4305 - acc: 0.7997 - ETA: 5s - loss: 0.4317 - acc: 0.7990 - ETA: 5s - loss: 0.4305 - acc: 0.7998 - ETA: 5s - loss: 0.4297 - acc: 0.7997 - ETA: 5s - loss: 0.4320 - acc: 0.7992 - ETA: 5s - loss: 0.4307 - acc: 0.8005 - ETA: 5s - loss: 0.4313 - acc: 0.7998 - ETA: 5s - loss: 0.4311 - acc: 0.7999 - ETA: 5s - loss: 0.4320 - acc: 0.7992 - ETA: 5s - loss: 0.4327 - acc: 0.7987 - ETA: 5s - loss: 0.4321 - acc: 0.7991 - ETA: 5s - loss: 0.4317 - acc: 0.7996 - ETA: 5s - loss: 0.4324 - acc: 0.7994 - ETA: 4s - loss: 0.4306 - acc: 0.8015 - ETA: 4s - loss: 0.4310 - acc: 0.8011 - ETA: 4s - loss: 0.4296 - acc: 0.8020 - ETA: 4s - loss: 0.4289 - acc: 0.8023 - ETA: 4s - loss: 0.4293 - acc: 0.8022 - ETA: 4s - loss: 0.4300 - acc: 0.8018 - ETA: 4s - loss: 0.4297 - acc: 0.8016 - ETA: 4s - loss: 0.4297 - acc: 0.8013 - ETA: 4s - loss: 0.4296 - acc: 0.8016 - ETA: 4s - loss: 0.4302 - acc: 0.8010 - ETA: 4s - loss: 0.4297 - acc: 0.8010 - ETA: 4s - loss: 0.4293 - acc: 0.8011 - ETA: 4s - loss: 0.4290 - acc: 0.8013 - ETA: 4s - loss: 0.4280 - acc: 0.8021 - ETA: 4s - loss: 0.4275 - acc: 0.8029 - ETA: 4s - loss: 0.4274 - acc: 0.8034 - ETA: 4s - loss: 0.4275 - acc: 0.8035 - ETA: 3s - loss: 0.4283 - acc: 0.8032 - ETA: 3s - loss: 0.4284 - acc: 0.8032 - ETA: 3s - loss: 0.4289 - acc: 0.8027 - ETA: 3s - loss: 0.4298 - acc: 0.8024 - ETA: 3s - loss: 0.4291 - acc: 0.8028 - ETA: 3s - loss: 0.4292 - acc: 0.8026 - ETA: 3s - loss: 0.4289 - acc: 0.8031 - ETA: 3s - loss: 0.4293 - acc: 0.8031 - ETA: 3s - loss: 0.4296 - acc: 0.8031 - ETA: 3s - loss: 0.4304 - acc: 0.8018 - ETA: 3s - loss: 0.4304 - acc: 0.8019 - ETA: 3s - loss: 0.4309 - acc: 0.8021 - ETA: 3s - loss: 0.4309 - acc: 0.8017 - ETA: 3s - loss: 0.4312 - acc: 0.8014 - ETA: 3s - loss: 0.4302 - acc: 0.8018 - ETA: 3s - loss: 0.4301 - acc: 0.8023 - ETA: 2s - loss: 0.4292 - acc: 0.8031 - ETA: 2s - loss: 0.4297 - acc: 0.8025 - ETA: 2s - loss: 0.4296 - acc: 0.8023 - ETA: 2s - loss: 0.4294 - acc: 0.8023 - ETA: 2s - loss: 0.4297 - acc: 0.8020 - ETA: 2s - loss: 0.4297 - acc: 0.8021 - ETA: 2s - loss: 0.4299 - acc: 0.8021 - ETA: 2s - loss: 0.4292 - acc: 0.8021 - ETA: 2s - loss: 0.4297 - acc: 0.8019 - ETA: 2s - loss: 0.4296 - acc: 0.8017 - ETA: 2s - loss: 0.4303 - acc: 0.8013 - ETA: 2s - loss: 0.4309 - acc: 0.8010 - ETA: 2s - loss: 0.4314 - acc: 0.8007 - ETA: 2s - loss: 0.4320 - acc: 0.8003 - ETA: 1s - loss: 0.4318 - acc: 0.8006 - ETA: 1s - loss: 0.4325 - acc: 0.8002 - ETA: 1s - loss: 0.4323 - acc: 0.8002 - ETA: 1s - loss: 0.4324 - acc: 0.8000 - ETA: 1s - loss: 0.4325 - acc: 0.8001 - ETA: 1s - loss: 0.4322 - acc: 0.8003 - ETA: 1s - loss: 0.4320 - acc: 0.8005 - ETA: 1s - loss: 0.4326 - acc: 0.8005 - ETA: 1s - loss: 0.4329 - acc: 0.8004 - ETA: 1s - loss: 0.4336 - acc: 0.7997 - ETA: 1s - loss: 0.4338 - acc: 0.7995 - ETA: 1s - loss: 0.4338 - acc: 0.7995 - ETA: 1s - loss: 0.4340 - acc: 0.7988 - ETA: 1s - loss: 0.4342 - acc: 0.7990 - ETA: 1s - loss: 0.4339 - acc: 0.7991 - ETA: 0s - loss: 0.4348 - acc: 0.7985 - ETA: 0s - loss: 0.4352 - acc: 0.7984 - ETA: 0s - loss: 0.4351 - acc: 0.7986 - ETA: 0s - loss: 0.4353 - acc: 0.7984 - ETA: 0s - loss: 0.4351 - acc: 0.7984 - ETA: 0s - loss: 0.4353 - acc: 0.7983 - ETA: 0s - loss: 0.4355 - acc: 0.7983 - ETA: 0s - loss: 0.4352 - acc: 0.7980 - ETA: 0s - loss: 0.4351 - acc: 0.7978 - ETA: 0s - loss: 0.4348 - acc: 0.7981 - ETA: 0s - loss: 0.4345 - acc: 0.7984 - ETA: 0s - loss: 0.4343 - acc: 0.7985 - ETA: 0s - loss: 0.4338 - acc: 0.7988 - ETA: 0s - loss: 0.4337 - acc: 0.7989 - ETA: 0s - loss: 0.4331 - acc: 0.7991 - 8s - loss: 0.4328 - acc: 0.7994
Epoch 33/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3993 - acc: 0.8125 - ETA: 9s - loss: 0.4275 - acc: 0.7688 - ETA: 9s - loss: 0.4140 - acc: 0.7983 - ETA: 10s - loss: 0.4278 - acc: 0.7924 - ETA: 8s - loss: 0.4510 - acc: 0.7797 - ETA: 9s - loss: 0.4370 - acc: 0.7880 - ETA: 8s - loss: 0.4506 - acc: 0.7757 - ETA: 8s - loss: 0.4476 - acc: 0.7803 - ETA: 8s - loss: 0.4458 - acc: 0.7837 - ETA: 8s - loss: 0.4440 - acc: 0.7843 - ETA: 8s - loss: 0.4442 - acc: 0.7861 - ETA: 8s - loss: 0.4419 - acc: 0.7906 - ETA: 8s - loss: 0.4404 - acc: 0.7895 - ETA: 8s - loss: 0.4400 - acc: 0.7900 - ETA: 8s - loss: 0.4392 - acc: 0.7887 - ETA: 8s - loss: 0.4348 - acc: 0.7924 - ETA: 8s - loss: 0.4315 - acc: 0.7930 - ETA: 8s - loss: 0.4323 - acc: 0.7924 - ETA: 7s - loss: 0.4289 - acc: 0.7954 - ETA: 7s - loss: 0.4259 - acc: 0.7971 - ETA: 7s - loss: 0.4258 - acc: 0.7960 - ETA: 7s - loss: 0.4276 - acc: 0.7962 - ETA: 7s - loss: 0.4254 - acc: 0.7983 - ETA: 7s - loss: 0.4258 - acc: 0.7982 - ETA: 7s - loss: 0.4232 - acc: 0.8002 - ETA: 7s - loss: 0.4207 - acc: 0.8022 - ETA: 7s - loss: 0.4223 - acc: 0.8019 - ETA: 7s - loss: 0.4219 - acc: 0.8021 - ETA: 7s - loss: 0.4200 - acc: 0.8024 - ETA: 7s - loss: 0.4188 - acc: 0.8031 - ETA: 7s - loss: 0.4172 - acc: 0.8038 - ETA: 7s - loss: 0.4185 - acc: 0.8038 - ETA: 7s - loss: 0.4177 - acc: 0.8033 - ETA: 6s - loss: 0.4223 - acc: 0.8013 - ETA: 6s - loss: 0.4221 - acc: 0.8008 - ETA: 6s - loss: 0.4206 - acc: 0.8022 - ETA: 6s - loss: 0.4226 - acc: 0.8014 - ETA: 6s - loss: 0.4216 - acc: 0.8020 - ETA: 6s - loss: 0.4216 - acc: 0.8011 - ETA: 6s - loss: 0.4213 - acc: 0.8012 - ETA: 6s - loss: 0.4228 - acc: 0.8005 - ETA: 6s - loss: 0.4243 - acc: 0.7987 - ETA: 6s - loss: 0.4267 - acc: 0.7966 - ETA: 6s - loss: 0.4274 - acc: 0.7962 - ETA: 6s - loss: 0.4302 - acc: 0.7958 - ETA: 6s - loss: 0.4302 - acc: 0.7966 - ETA: 6s - loss: 0.4308 - acc: 0.7961 - ETA: 6s - loss: 0.4291 - acc: 0.7972 - ETA: 6s - loss: 0.4285 - acc: 0.7976 - ETA: 5s - loss: 0.4295 - acc: 0.7973 - ETA: 5s - loss: 0.4294 - acc: 0.7979 - ETA: 5s - loss: 0.4285 - acc: 0.7983 - ETA: 5s - loss: 0.4280 - acc: 0.7985 - ETA: 5s - loss: 0.4291 - acc: 0.7981 - ETA: 5s - loss: 0.4277 - acc: 0.7987 - ETA: 5s - loss: 0.4283 - acc: 0.7988 - ETA: 5s - loss: 0.4281 - acc: 0.7996 - ETA: 5s - loss: 0.4295 - acc: 0.7983 - ETA: 5s - loss: 0.4294 - acc: 0.7985 - ETA: 5s - loss: 0.4296 - acc: 0.7984 - ETA: 5s - loss: 0.4290 - acc: 0.7985 - ETA: 5s - loss: 0.4304 - acc: 0.7975 - ETA: 5s - loss: 0.4302 - acc: 0.7976 - ETA: 5s - loss: 0.4308 - acc: 0.7967 - ETA: 4s - loss: 0.4306 - acc: 0.7976 - ETA: 4s - loss: 0.4312 - acc: 0.7969 - ETA: 4s - loss: 0.4316 - acc: 0.7962 - ETA: 4s - loss: 0.4316 - acc: 0.7959 - ETA: 4s - loss: 0.4318 - acc: 0.7954 - ETA: 4s - loss: 0.4313 - acc: 0.7958 - ETA: 4s - loss: 0.4301 - acc: 0.7971 - ETA: 4s - loss: 0.4286 - acc: 0.7984 - ETA: 4s - loss: 0.4288 - acc: 0.7980 - ETA: 4s - loss: 0.4278 - acc: 0.7990 - ETA: 4s - loss: 0.4278 - acc: 0.7992 - ETA: 4s - loss: 0.4279 - acc: 0.7995 - ETA: 4s - loss: 0.4275 - acc: 0.7997 - ETA: 4s - loss: 0.4287 - acc: 0.7988 - ETA: 4s - loss: 0.4290 - acc: 0.7990 - ETA: 3s - loss: 0.4285 - acc: 0.7992 - ETA: 3s - loss: 0.4293 - acc: 0.7986 - ETA: 3s - loss: 0.4310 - acc: 0.7977 - ETA: 3s - loss: 0.4310 - acc: 0.7982 - ETA: 3s - loss: 0.4317 - acc: 0.7977 - ETA: 3s - loss: 0.4313 - acc: 0.7981 - ETA: 3s - loss: 0.4315 - acc: 0.7984 - ETA: 3s - loss: 0.4313 - acc: 0.7984 - ETA: 3s - loss: 0.4318 - acc: 0.7981 - ETA: 3s - loss: 0.4310 - acc: 0.7982 - ETA: 3s - loss: 0.4319 - acc: 0.7981 - ETA: 3s - loss: 0.4323 - acc: 0.7981 - ETA: 3s - loss: 0.4314 - acc: 0.7983 - ETA: 3s - loss: 0.4313 - acc: 0.7982 - ETA: 3s - loss: 0.4313 - acc: 0.7976 - ETA: 2s - loss: 0.4317 - acc: 0.7976 - ETA: 2s - loss: 0.4317 - acc: 0.7980 - ETA: 2s - loss: 0.4312 - acc: 0.7983 - ETA: 2s - loss: 0.4313 - acc: 0.7985 - ETA: 2s - loss: 0.4313 - acc: 0.7983 - ETA: 2s - loss: 0.4312 - acc: 0.7983 - ETA: 2s - loss: 0.4311 - acc: 0.7985 - ETA: 2s - loss: 0.4312 - acc: 0.7988 - ETA: 2s - loss: 0.4312 - acc: 0.7989 - ETA: 2s - loss: 0.4314 - acc: 0.7987 - ETA: 2s - loss: 0.4304 - acc: 0.7991 - ETA: 2s - loss: 0.4302 - acc: 0.7994 - ETA: 2s - loss: 0.4302 - acc: 0.7995 - ETA: 2s - loss: 0.4299 - acc: 0.7999 - ETA: 2s - loss: 0.4303 - acc: 0.7997 - ETA: 2s - loss: 0.4303 - acc: 0.7998 - ETA: 2s - loss: 0.4299 - acc: 0.7997 - ETA: 2s - loss: 0.4295 - acc: 0.7998 - ETA: 2s - loss: 0.4303 - acc: 0.7994 - ETA: 1s - loss: 0.4306 - acc: 0.7992 - ETA: 1s - loss: 0.4304 - acc: 0.7993 - ETA: 1s - loss: 0.4302 - acc: 0.7993 - ETA: 1s - loss: 0.4307 - acc: 0.7991 - ETA: 1s - loss: 0.4308 - acc: 0.7989 - ETA: 1s - loss: 0.4313 - acc: 0.7987 - ETA: 1s - loss: 0.4316 - acc: 0.7984 - ETA: 1s - loss: 0.4308 - acc: 0.7989 - ETA: 1s - loss: 0.4309 - acc: 0.7987 - ETA: 1s - loss: 0.4307 - acc: 0.7990 - ETA: 1s - loss: 0.4315 - acc: 0.7989 - ETA: 1s - loss: 0.4311 - acc: 0.7990 - ETA: 1s - loss: 0.4310 - acc: 0.7991 - ETA: 1s - loss: 0.4310 - acc: 0.7988 - ETA: 1s - loss: 0.4307 - acc: 0.7989 - ETA: 1s - loss: 0.4309 - acc: 0.7985 - ETA: 0s - loss: 0.4312 - acc: 0.7984 - ETA: 0s - loss: 0.4306 - acc: 0.7989 - ETA: 0s - loss: 0.4303 - acc: 0.7991 - ETA: 0s - loss: 0.4307 - acc: 0.7990 - ETA: 0s - loss: 0.4301 - acc: 0.7994 - ETA: 0s - loss: 0.4299 - acc: 0.7995 - ETA: 0s - loss: 0.4299 - acc: 0.7993 - ETA: 0s - loss: 0.4303 - acc: 0.7991 - ETA: 0s - loss: 0.4302 - acc: 0.7991 - ETA: 0s - loss: 0.4300 - acc: 0.7992 - ETA: 0s - loss: 0.4299 - acc: 0.7996 - ETA: 0s - loss: 0.4306 - acc: 0.7992 - ETA: 0s - loss: 0.4302 - acc: 0.7995 - ETA: 0s - loss: 0.4305 - acc: 0.7996 - 9s - loss: 0.4300 - acc: 0.8000
Epoch 34/100
20000/20000 [==============================] - ETA: 39s - loss: 0.3168 - acc: 0.8438 - ETA: 11s - loss: 0.3622 - acc: 0.8304 - ETA: 9s - loss: 0.3974 - acc: 0.8255 - ETA: 8s - loss: 0.4119 - acc: 0.8107 - ETA: 9s - loss: 0.4059 - acc: 0.8141 - ETA: 9s - loss: 0.3964 - acc: 0.8193 - ETA: 9s - loss: 0.3950 - acc: 0.8203 - ETA: 9s - loss: 0.3911 - acc: 0.8256 - ETA: 9s - loss: 0.3961 - acc: 0.8223 - ETA: 9s - loss: 0.3982 - acc: 0.8215 - ETA: 9s - loss: 0.3987 - acc: 0.8207 - ETA: 9s - loss: 0.4010 - acc: 0.8178 - ETA: 8s - loss: 0.4083 - acc: 0.8155 - ETA: 8s - loss: 0.4108 - acc: 0.8153 - ETA: 8s - loss: 0.4150 - acc: 0.8110 - ETA: 8s - loss: 0.4126 - acc: 0.8125 - ETA: 8s - loss: 0.4161 - acc: 0.8111 - ETA: 8s - loss: 0.4203 - acc: 0.8108 - ETA: 8s - loss: 0.4232 - acc: 0.8085 - ETA: 8s - loss: 0.4265 - acc: 0.8053 - ETA: 8s - loss: 0.4258 - acc: 0.8063 - ETA: 8s - loss: 0.4241 - acc: 0.8069 - ETA: 8s - loss: 0.4231 - acc: 0.8065 - ETA: 8s - loss: 0.4250 - acc: 0.8036 - ETA: 8s - loss: 0.4223 - acc: 0.8064 - ETA: 8s - loss: 0.4220 - acc: 0.8071 - ETA: 8s - loss: 0.4204 - acc: 0.8079 - ETA: 8s - loss: 0.4216 - acc: 0.8092 - ETA: 7s - loss: 0.4185 - acc: 0.8122 - ETA: 7s - loss: 0.4180 - acc: 0.8120 - ETA: 7s - loss: 0.4201 - acc: 0.8123 - ETA: 7s - loss: 0.4183 - acc: 0.8116 - ETA: 7s - loss: 0.4198 - acc: 0.8100 - ETA: 7s - loss: 0.4172 - acc: 0.8108 - ETA: 7s - loss: 0.4180 - acc: 0.8102 - ETA: 7s - loss: 0.4195 - acc: 0.8088 - ETA: 7s - loss: 0.4237 - acc: 0.8063 - ETA: 6s - loss: 0.4248 - acc: 0.8056 - ETA: 6s - loss: 0.4267 - acc: 0.8035 - ETA: 6s - loss: 0.4278 - acc: 0.8019 - ETA: 6s - loss: 0.4288 - acc: 0.8013 - ETA: 6s - loss: 0.4285 - acc: 0.8026 - ETA: 6s - loss: 0.4283 - acc: 0.8021 - ETA: 6s - loss: 0.4294 - acc: 0.8013 - ETA: 6s - loss: 0.4294 - acc: 0.8010 - ETA: 6s - loss: 0.4277 - acc: 0.8015 - ETA: 6s - loss: 0.4290 - acc: 0.8014 - ETA: 6s - loss: 0.4279 - acc: 0.8028 - ETA: 6s - loss: 0.4263 - acc: 0.8034 - ETA: 6s - loss: 0.4288 - acc: 0.8017 - ETA: 6s - loss: 0.4287 - acc: 0.8017 - ETA: 6s - loss: 0.4280 - acc: 0.8024 - ETA: 5s - loss: 0.4284 - acc: 0.8020 - ETA: 5s - loss: 0.4286 - acc: 0.8021 - ETA: 5s - loss: 0.4286 - acc: 0.8017 - ETA: 5s - loss: 0.4294 - acc: 0.8012 - ETA: 5s - loss: 0.4287 - acc: 0.8017 - ETA: 5s - loss: 0.4301 - acc: 0.8013 - ETA: 5s - loss: 0.4300 - acc: 0.8019 - ETA: 5s - loss: 0.4297 - acc: 0.8020 - ETA: 5s - loss: 0.4286 - acc: 0.8019 - ETA: 5s - loss: 0.4292 - acc: 0.8015 - ETA: 5s - loss: 0.4297 - acc: 0.8016 - ETA: 5s - loss: 0.4289 - acc: 0.8021 - ETA: 5s - loss: 0.4296 - acc: 0.8015 - ETA: 5s - loss: 0.4295 - acc: 0.8017 - ETA: 4s - loss: 0.4290 - acc: 0.8021 - ETA: 4s - loss: 0.4308 - acc: 0.8014 - ETA: 4s - loss: 0.4325 - acc: 0.8007 - ETA: 4s - loss: 0.4317 - acc: 0.8007 - ETA: 4s - loss: 0.4320 - acc: 0.8003 - ETA: 4s - loss: 0.4309 - acc: 0.8006 - ETA: 4s - loss: 0.4308 - acc: 0.8008 - ETA: 4s - loss: 0.4309 - acc: 0.8014 - ETA: 4s - loss: 0.4306 - acc: 0.8015 - ETA: 4s - loss: 0.4313 - acc: 0.8009 - ETA: 4s - loss: 0.4319 - acc: 0.8009 - ETA: 4s - loss: 0.4312 - acc: 0.8012 - ETA: 4s - loss: 0.4317 - acc: 0.8008 - ETA: 4s - loss: 0.4312 - acc: 0.8010 - ETA: 4s - loss: 0.4312 - acc: 0.8007 - ETA: 3s - loss: 0.4316 - acc: 0.8002 - ETA: 3s - loss: 0.4321 - acc: 0.8000 - ETA: 3s - loss: 0.4323 - acc: 0.7997 - ETA: 3s - loss: 0.4322 - acc: 0.7999 - ETA: 3s - loss: 0.4326 - acc: 0.7998 - ETA: 3s - loss: 0.4324 - acc: 0.8001 - ETA: 3s - loss: 0.4317 - acc: 0.8007 - ETA: 3s - loss: 0.4317 - acc: 0.8006 - ETA: 3s - loss: 0.4311 - acc: 0.8010 - ETA: 3s - loss: 0.4312 - acc: 0.8008 - ETA: 3s - loss: 0.4316 - acc: 0.8004 - ETA: 3s - loss: 0.4316 - acc: 0.8007 - ETA: 3s - loss: 0.4309 - acc: 0.8011 - ETA: 3s - loss: 0.4315 - acc: 0.8006 - ETA: 2s - loss: 0.4319 - acc: 0.8005 - ETA: 2s - loss: 0.4313 - acc: 0.8011 - ETA: 2s - loss: 0.4310 - acc: 0.8013 - ETA: 2s - loss: 0.4307 - acc: 0.8015 - ETA: 2s - loss: 0.4308 - acc: 0.8016 - ETA: 2s - loss: 0.4312 - acc: 0.8011 - ETA: 2s - loss: 0.4314 - acc: 0.8009 - ETA: 2s - loss: 0.4308 - acc: 0.8013 - ETA: 2s - loss: 0.4310 - acc: 0.8010 - ETA: 2s - loss: 0.4304 - acc: 0.8014 - ETA: 2s - loss: 0.4302 - acc: 0.8015 - ETA: 2s - loss: 0.4304 - acc: 0.8014 - ETA: 2s - loss: 0.4310 - acc: 0.8009 - ETA: 2s - loss: 0.4312 - acc: 0.8007 - ETA: 1s - loss: 0.4312 - acc: 0.8009 - ETA: 1s - loss: 0.4315 - acc: 0.8006 - ETA: 1s - loss: 0.4316 - acc: 0.8009 - ETA: 1s - loss: 0.4308 - acc: 0.8015 - ETA: 1s - loss: 0.4305 - acc: 0.8017 - ETA: 1s - loss: 0.4297 - acc: 0.8021 - ETA: 1s - loss: 0.4291 - acc: 0.8022 - ETA: 1s - loss: 0.4285 - acc: 0.8025 - ETA: 1s - loss: 0.4300 - acc: 0.8017 - ETA: 1s - loss: 0.4298 - acc: 0.8020 - ETA: 1s - loss: 0.4302 - acc: 0.8016 - ETA: 1s - loss: 0.4303 - acc: 0.8015 - ETA: 1s - loss: 0.4301 - acc: 0.8016 - ETA: 1s - loss: 0.4300 - acc: 0.8019 - ETA: 1s - loss: 0.4298 - acc: 0.8019 - ETA: 1s - loss: 0.4298 - acc: 0.8020 - ETA: 1s - loss: 0.4298 - acc: 0.8021 - ETA: 1s - loss: 0.4295 - acc: 0.8023 - ETA: 1s - loss: 0.4292 - acc: 0.8023 - ETA: 0s - loss: 0.4290 - acc: 0.8025 - ETA: 0s - loss: 0.4281 - acc: 0.8030 - ETA: 0s - loss: 0.4289 - acc: 0.8027 - ETA: 0s - loss: 0.4291 - acc: 0.8029 - ETA: 0s - loss: 0.4295 - acc: 0.8025 - ETA: 0s - loss: 0.4297 - acc: 0.8025 - ETA: 0s - loss: 0.4295 - acc: 0.8026 - ETA: 0s - loss: 0.4300 - acc: 0.8025 - ETA: 0s - loss: 0.4299 - acc: 0.8023 - ETA: 0s - loss: 0.4301 - acc: 0.8023 - ETA: 0s - loss: 0.4302 - acc: 0.8023 - ETA: 0s - loss: 0.4299 - acc: 0.8024 - ETA: 0s - loss: 0.4301 - acc: 0.8022 - ETA: 0s - loss: 0.4305 - acc: 0.8021 - ETA: 0s - loss: 0.4302 - acc: 0.8021 - ETA: 0s - loss: 0.4302 - acc: 0.8019 - ETA: 0s - loss: 0.4305 - acc: 0.8018 - ETA: 0s - loss: 0.4308 - acc: 0.8016 - ETA: 0s - loss: 0.4309 - acc: 0.8018 - ETA: 0s - loss: 0.4309 - acc: 0.8016 - ETA: 0s - loss: 0.4310 - acc: 0.8017 - 9s - loss: 0.4309 - acc: 0.8017
Epoch 35/100
20000/20000 [==============================] - ETA: 29s - loss: 0.3523 - acc: 0.8750 - ETA: 15s - loss: 0.4408 - acc: 0.8177 - ETA: 11s - loss: 0.4160 - acc: 0.8229 - ETA: 10s - loss: 0.4299 - acc: 0.8105 - ETA: 11s - loss: 0.4278 - acc: 0.8141 - ETA: 10s - loss: 0.4330 - acc: 0.8047 - ETA: 10s - loss: 0.4375 - acc: 0.8069 - ETA: 9s - loss: 0.4276 - acc: 0.8125 - ETA: 9s - loss: 0.4315 - acc: 0.8057 - ETA: 8s - loss: 0.4320 - acc: 0.8052 - ETA: 9s - loss: 0.4318 - acc: 0.8030 - ETA: 9s - loss: 0.4346 - acc: 0.8019 - ETA: 8s - loss: 0.4354 - acc: 0.7985 - ETA: 8s - loss: 0.4372 - acc: 0.7990 - ETA: 8s - loss: 0.4378 - acc: 0.7971 - ETA: 8s - loss: 0.4369 - acc: 0.7973 - ETA: 8s - loss: 0.4361 - acc: 0.7984 - ETA: 8s - loss: 0.4337 - acc: 0.7985 - ETA: 8s - loss: 0.4356 - acc: 0.7972 - ETA: 8s - loss: 0.4350 - acc: 0.7962 - ETA: 8s - loss: 0.4317 - acc: 0.7984 - ETA: 7s - loss: 0.4276 - acc: 0.8009 - ETA: 7s - loss: 0.4259 - acc: 0.8018 - ETA: 7s - loss: 0.4260 - acc: 0.8019 - ETA: 7s - loss: 0.4280 - acc: 0.8009 - ETA: 7s - loss: 0.4266 - acc: 0.8033 - ETA: 7s - loss: 0.4259 - acc: 0.8044 - ETA: 7s - loss: 0.4255 - acc: 0.8039 - ETA: 7s - loss: 0.4247 - acc: 0.8047 - ETA: 7s - loss: 0.4273 - acc: 0.8043 - ETA: 7s - loss: 0.4261 - acc: 0.8052 - ETA: 7s - loss: 0.4234 - acc: 0.8063 - ETA: 7s - loss: 0.4258 - acc: 0.8052 - ETA: 7s - loss: 0.4242 - acc: 0.8069 - ETA: 6s - loss: 0.4221 - acc: 0.8077 - ETA: 6s - loss: 0.4245 - acc: 0.8072 - ETA: 6s - loss: 0.4237 - acc: 0.8081 - ETA: 6s - loss: 0.4243 - acc: 0.8079 - ETA: 6s - loss: 0.4237 - acc: 0.8084 - ETA: 6s - loss: 0.4227 - acc: 0.8088 - ETA: 6s - loss: 0.4231 - acc: 0.8086 - ETA: 6s - loss: 0.4235 - acc: 0.8093 - ETA: 6s - loss: 0.4233 - acc: 0.8094 - ETA: 6s - loss: 0.4209 - acc: 0.8104 - ETA: 6s - loss: 0.4236 - acc: 0.8097 - ETA: 6s - loss: 0.4232 - acc: 0.8094 - ETA: 6s - loss: 0.4251 - acc: 0.8078 - ETA: 6s - loss: 0.4256 - acc: 0.8076 - ETA: 6s - loss: 0.4253 - acc: 0.8073 - ETA: 6s - loss: 0.4246 - acc: 0.8074 - ETA: 5s - loss: 0.4237 - acc: 0.8079 - ETA: 5s - loss: 0.4233 - acc: 0.8077 - ETA: 5s - loss: 0.4214 - acc: 0.8089 - ETA: 5s - loss: 0.4227 - acc: 0.8084 - ETA: 5s - loss: 0.4230 - acc: 0.8076 - ETA: 5s - loss: 0.4249 - acc: 0.8072 - ETA: 5s - loss: 0.4257 - acc: 0.8068 - ETA: 5s - loss: 0.4252 - acc: 0.8070 - ETA: 5s - loss: 0.4251 - acc: 0.8069 - ETA: 5s - loss: 0.4249 - acc: 0.8068 - ETA: 5s - loss: 0.4260 - acc: 0.8063 - ETA: 5s - loss: 0.4249 - acc: 0.8072 - ETA: 5s - loss: 0.4250 - acc: 0.8074 - ETA: 5s - loss: 0.4263 - acc: 0.8071 - ETA: 5s - loss: 0.4265 - acc: 0.8067 - ETA: 5s - loss: 0.4267 - acc: 0.8063 - ETA: 5s - loss: 0.4264 - acc: 0.8064 - ETA: 4s - loss: 0.4268 - acc: 0.8070 - ETA: 4s - loss: 0.4258 - acc: 0.8079 - ETA: 4s - loss: 0.4260 - acc: 0.8076 - ETA: 4s - loss: 0.4264 - acc: 0.8073 - ETA: 4s - loss: 0.4263 - acc: 0.8072 - ETA: 4s - loss: 0.4267 - acc: 0.8066 - ETA: 4s - loss: 0.4261 - acc: 0.8068 - ETA: 4s - loss: 0.4275 - acc: 0.8065 - ETA: 4s - loss: 0.4290 - acc: 0.8058 - ETA: 4s - loss: 0.4292 - acc: 0.8056 - ETA: 4s - loss: 0.4298 - acc: 0.8052 - ETA: 4s - loss: 0.4302 - acc: 0.8050 - ETA: 4s - loss: 0.4304 - acc: 0.8053 - ETA: 4s - loss: 0.4300 - acc: 0.8053 - ETA: 4s - loss: 0.4305 - acc: 0.8052 - ETA: 3s - loss: 0.4299 - acc: 0.8054 - ETA: 3s - loss: 0.4304 - acc: 0.8052 - ETA: 3s - loss: 0.4308 - acc: 0.8049 - ETA: 3s - loss: 0.4302 - acc: 0.8054 - ETA: 3s - loss: 0.4305 - acc: 0.8053 - ETA: 3s - loss: 0.4300 - acc: 0.8057 - ETA: 3s - loss: 0.4297 - acc: 0.8058 - ETA: 3s - loss: 0.4285 - acc: 0.8064 - ETA: 3s - loss: 0.4286 - acc: 0.8065 - ETA: 3s - loss: 0.4291 - acc: 0.8062 - ETA: 3s - loss: 0.4284 - acc: 0.8064 - ETA: 3s - loss: 0.4281 - acc: 0.8063 - ETA: 3s - loss: 0.4286 - acc: 0.8061 - ETA: 3s - loss: 0.4291 - acc: 0.8058 - ETA: 2s - loss: 0.4290 - acc: 0.8060 - ETA: 2s - loss: 0.4292 - acc: 0.8055 - ETA: 2s - loss: 0.4284 - acc: 0.8059 - ETA: 2s - loss: 0.4285 - acc: 0.8056 - ETA: 2s - loss: 0.4291 - acc: 0.8056 - ETA: 2s - loss: 0.4288 - acc: 0.8056 - ETA: 2s - loss: 0.4290 - acc: 0.8054 - ETA: 2s - loss: 0.4297 - acc: 0.8044 - ETA: 2s - loss: 0.4301 - acc: 0.8039 - ETA: 2s - loss: 0.4297 - acc: 0.8041 - ETA: 2s - loss: 0.4296 - acc: 0.8044 - ETA: 2s - loss: 0.4297 - acc: 0.8044 - ETA: 2s - loss: 0.4292 - acc: 0.8046 - ETA: 2s - loss: 0.4293 - acc: 0.8042 - ETA: 2s - loss: 0.4286 - acc: 0.8048 - ETA: 2s - loss: 0.4288 - acc: 0.8048 - ETA: 1s - loss: 0.4282 - acc: 0.8051 - ETA: 1s - loss: 0.4285 - acc: 0.8049 - ETA: 1s - loss: 0.4291 - acc: 0.8043 - ETA: 1s - loss: 0.4294 - acc: 0.8038 - ETA: 1s - loss: 0.4291 - acc: 0.8040 - ETA: 1s - loss: 0.4298 - acc: 0.8037 - ETA: 1s - loss: 0.4297 - acc: 0.8036 - ETA: 1s - loss: 0.4296 - acc: 0.8036 - ETA: 1s - loss: 0.4296 - acc: 0.8038 - ETA: 1s - loss: 0.4301 - acc: 0.8038 - ETA: 1s - loss: 0.4299 - acc: 0.8039 - ETA: 1s - loss: 0.4300 - acc: 0.8038 - ETA: 1s - loss: 0.4297 - acc: 0.8040 - ETA: 1s - loss: 0.4300 - acc: 0.8036 - ETA: 1s - loss: 0.4300 - acc: 0.8034 - ETA: 1s - loss: 0.4303 - acc: 0.8029 - ETA: 0s - loss: 0.4301 - acc: 0.8031 - ETA: 0s - loss: 0.4295 - acc: 0.8035 - ETA: 0s - loss: 0.4285 - acc: 0.8039 - ETA: 0s - loss: 0.4277 - acc: 0.8044 - ETA: 0s - loss: 0.4276 - acc: 0.8044 - ETA: 0s - loss: 0.4279 - acc: 0.8045 - ETA: 0s - loss: 0.4285 - acc: 0.8044 - ETA: 0s - loss: 0.4282 - acc: 0.8047 - ETA: 0s - loss: 0.4286 - acc: 0.8047 - ETA: 0s - loss: 0.4281 - acc: 0.8051 - ETA: 0s - loss: 0.4275 - acc: 0.8056 - ETA: 0s - loss: 0.4280 - acc: 0.8054 - ETA: 0s - loss: 0.4279 - acc: 0.8055 - ETA: 0s - loss: 0.4277 - acc: 0.8053 - ETA: 0s - loss: 0.4276 - acc: 0.8054 - ETA: 0s - loss: 0.4275 - acc: 0.8054 - 9s - loss: 0.4274 - acc: 0.8055
Epoch 36/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4237 - acc: 0.8438 - ETA: 14s - loss: 0.3896 - acc: 0.8125 - ETA: 12s - loss: 0.4021 - acc: 0.7852 - ETA: 11s - loss: 0.4026 - acc: 0.7969 - ETA: 10s - loss: 0.4154 - acc: 0.7891 - ETA: 10s - loss: 0.4218 - acc: 0.7891 - ETA: 10s - loss: 0.4235 - acc: 0.7917 - ETA: 9s - loss: 0.4179 - acc: 0.7946 - ETA: 9s - loss: 0.4183 - acc: 0.8002 - ETA: 9s - loss: 0.4121 - acc: 0.8056 - ETA: 9s - loss: 0.4109 - acc: 0.8034 - ETA: 9s - loss: 0.4127 - acc: 0.8028 - ETA: 9s - loss: 0.4093 - acc: 0.8055 - ETA: 9s - loss: 0.4108 - acc: 0.8054 - ETA: 9s - loss: 0.4106 - acc: 0.8043 - ETA: 8s - loss: 0.4125 - acc: 0.8059 - ETA: 8s - loss: 0.4152 - acc: 0.8041 - ETA: 8s - loss: 0.4150 - acc: 0.8031 - ETA: 8s - loss: 0.4144 - acc: 0.8050 - ETA: 8s - loss: 0.4144 - acc: 0.8052 - ETA: 8s - loss: 0.4099 - acc: 0.8092 - ETA: 8s - loss: 0.4077 - acc: 0.8097 - ETA: 8s - loss: 0.4044 - acc: 0.8112 - ETA: 7s - loss: 0.4078 - acc: 0.8106 - ETA: 7s - loss: 0.4062 - acc: 0.8113 - ETA: 7s - loss: 0.4099 - acc: 0.8093 - ETA: 7s - loss: 0.4108 - acc: 0.8086 - ETA: 7s - loss: 0.4109 - acc: 0.8085 - ETA: 7s - loss: 0.4121 - acc: 0.8078 - ETA: 7s - loss: 0.4125 - acc: 0.8077 - ETA: 7s - loss: 0.4126 - acc: 0.8084 - ETA: 7s - loss: 0.4116 - acc: 0.8093 - ETA: 7s - loss: 0.4154 - acc: 0.8067 - ETA: 7s - loss: 0.4160 - acc: 0.8053 - ETA: 7s - loss: 0.4159 - acc: 0.8066 - ETA: 7s - loss: 0.4152 - acc: 0.8080 - ETA: 6s - loss: 0.4156 - acc: 0.8089 - ETA: 6s - loss: 0.4162 - acc: 0.8085 - ETA: 6s - loss: 0.4203 - acc: 0.8069 - ETA: 6s - loss: 0.4229 - acc: 0.8049 - ETA: 6s - loss: 0.4260 - acc: 0.8028 - ETA: 6s - loss: 0.4252 - acc: 0.8032 - ETA: 6s - loss: 0.4232 - acc: 0.8048 - ETA: 6s - loss: 0.4261 - acc: 0.8039 - ETA: 6s - loss: 0.4270 - acc: 0.8031 - ETA: 6s - loss: 0.4259 - acc: 0.8038 - ETA: 6s - loss: 0.4271 - acc: 0.8032 - ETA: 6s - loss: 0.4250 - acc: 0.8051 - ETA: 5s - loss: 0.4245 - acc: 0.8049 - ETA: 5s - loss: 0.4260 - acc: 0.8038 - ETA: 5s - loss: 0.4242 - acc: 0.8048 - ETA: 5s - loss: 0.4242 - acc: 0.8044 - ETA: 5s - loss: 0.4230 - acc: 0.8049 - ETA: 5s - loss: 0.4231 - acc: 0.8039 - ETA: 5s - loss: 0.4214 - acc: 0.8047 - ETA: 5s - loss: 0.4214 - acc: 0.8048 - ETA: 5s - loss: 0.4225 - acc: 0.8041 - ETA: 5s - loss: 0.4223 - acc: 0.8047 - ETA: 5s - loss: 0.4225 - acc: 0.8043 - ETA: 5s - loss: 0.4233 - acc: 0.8039 - ETA: 5s - loss: 0.4229 - acc: 0.8033 - ETA: 5s - loss: 0.4228 - acc: 0.8042 - ETA: 4s - loss: 0.4237 - acc: 0.8037 - ETA: 4s - loss: 0.4230 - acc: 0.8040 - ETA: 4s - loss: 0.4230 - acc: 0.8037 - ETA: 4s - loss: 0.4222 - acc: 0.8043 - ETA: 4s - loss: 0.4223 - acc: 0.8044 - ETA: 4s - loss: 0.4230 - acc: 0.8037 - ETA: 4s - loss: 0.4247 - acc: 0.8031 - ETA: 4s - loss: 0.4258 - acc: 0.8026 - ETA: 4s - loss: 0.4267 - acc: 0.8013 - ETA: 4s - loss: 0.4267 - acc: 0.8020 - ETA: 4s - loss: 0.4271 - acc: 0.8016 - ETA: 4s - loss: 0.4274 - acc: 0.8019 - ETA: 4s - loss: 0.4279 - acc: 0.8017 - ETA: 4s - loss: 0.4276 - acc: 0.8014 - ETA: 3s - loss: 0.4271 - acc: 0.8016 - ETA: 3s - loss: 0.4265 - acc: 0.8015 - ETA: 3s - loss: 0.4264 - acc: 0.8014 - ETA: 3s - loss: 0.4261 - acc: 0.8015 - ETA: 3s - loss: 0.4261 - acc: 0.8011 - ETA: 3s - loss: 0.4266 - acc: 0.8011 - ETA: 3s - loss: 0.4261 - acc: 0.8016 - ETA: 3s - loss: 0.4262 - acc: 0.8016 - ETA: 3s - loss: 0.4266 - acc: 0.8015 - ETA: 3s - loss: 0.4263 - acc: 0.8016 - ETA: 3s - loss: 0.4267 - acc: 0.8014 - ETA: 3s - loss: 0.4265 - acc: 0.8014 - ETA: 3s - loss: 0.4271 - acc: 0.8012 - ETA: 3s - loss: 0.4271 - acc: 0.8009 - ETA: 3s - loss: 0.4273 - acc: 0.8009 - ETA: 2s - loss: 0.4275 - acc: 0.8010 - ETA: 2s - loss: 0.4272 - acc: 0.8010 - ETA: 2s - loss: 0.4269 - acc: 0.8013 - ETA: 2s - loss: 0.4273 - acc: 0.8007 - ETA: 2s - loss: 0.4278 - acc: 0.8002 - ETA: 2s - loss: 0.4271 - acc: 0.8006 - ETA: 2s - loss: 0.4270 - acc: 0.8005 - ETA: 2s - loss: 0.4255 - acc: 0.8016 - ETA: 2s - loss: 0.4253 - acc: 0.8022 - ETA: 2s - loss: 0.4257 - acc: 0.8016 - ETA: 2s - loss: 0.4258 - acc: 0.8014 - ETA: 2s - loss: 0.4262 - acc: 0.8011 - ETA: 2s - loss: 0.4256 - acc: 0.8012 - ETA: 2s - loss: 0.4250 - acc: 0.8017 - ETA: 2s - loss: 0.4250 - acc: 0.8017 - ETA: 2s - loss: 0.4242 - acc: 0.8022 - ETA: 1s - loss: 0.4255 - acc: 0.8017 - ETA: 1s - loss: 0.4254 - acc: 0.8016 - ETA: 1s - loss: 0.4243 - acc: 0.8024 - ETA: 1s - loss: 0.4246 - acc: 0.8020 - ETA: 1s - loss: 0.4246 - acc: 0.8017 - ETA: 1s - loss: 0.4245 - acc: 0.8016 - ETA: 1s - loss: 0.4249 - acc: 0.8017 - ETA: 1s - loss: 0.4251 - acc: 0.8015 - ETA: 1s - loss: 0.4254 - acc: 0.8015 - ETA: 1s - loss: 0.4256 - acc: 0.8015 - ETA: 1s - loss: 0.4252 - acc: 0.8019 - ETA: 1s - loss: 0.4255 - acc: 0.8018 - ETA: 1s - loss: 0.4256 - acc: 0.8020 - ETA: 1s - loss: 0.4256 - acc: 0.8021 - ETA: 1s - loss: 0.4247 - acc: 0.8026 - ETA: 1s - loss: 0.4245 - acc: 0.8025 - ETA: 0s - loss: 0.4239 - acc: 0.8029 - ETA: 0s - loss: 0.4242 - acc: 0.8028 - ETA: 0s - loss: 0.4245 - acc: 0.8027 - ETA: 0s - loss: 0.4247 - acc: 0.8027 - ETA: 0s - loss: 0.4243 - acc: 0.8030 - ETA: 0s - loss: 0.4244 - acc: 0.8029 - ETA: 0s - loss: 0.4239 - acc: 0.8032 - ETA: 0s - loss: 0.4236 - acc: 0.8038 - ETA: 0s - loss: 0.4238 - acc: 0.8037 - ETA: 0s - loss: 0.4245 - acc: 0.8034 - ETA: 0s - loss: 0.4248 - acc: 0.8032 - ETA: 0s - loss: 0.4248 - acc: 0.8034 - ETA: 0s - loss: 0.4258 - acc: 0.8028 - ETA: 0s - loss: 0.4256 - acc: 0.8029 - ETA: 0s - loss: 0.4259 - acc: 0.8027 - ETA: 0s - loss: 0.4255 - acc: 0.8030 - 8s - loss: 0.4252 - acc: 0.8033
Epoch 37/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3745 - acc: 0.9062 - ETA: 8s - loss: 0.3897 - acc: 0.8177 - ETA: 8s - loss: 0.4105 - acc: 0.8063 - ETA: 11s - loss: 0.4181 - acc: 0.8011 - ETA: 9s - loss: 0.4177 - acc: 0.8015 - ETA: 9s - loss: 0.4091 - acc: 0.8095 - ETA: 8s - loss: 0.4232 - acc: 0.7998 - ETA: 8s - loss: 0.4335 - acc: 0.7903 - ETA: 8s - loss: 0.4449 - acc: 0.7839 - ETA: 8s - loss: 0.4400 - acc: 0.7829 - ETA: 8s - loss: 0.4405 - acc: 0.7827 - ETA: 8s - loss: 0.4406 - acc: 0.7806 - ETA: 8s - loss: 0.4364 - acc: 0.7837 - ETA: 8s - loss: 0.4310 - acc: 0.7875 - ETA: 8s - loss: 0.4299 - acc: 0.7883 - ETA: 8s - loss: 0.4279 - acc: 0.7917 - ETA: 8s - loss: 0.4269 - acc: 0.7950 - ETA: 8s - loss: 0.4290 - acc: 0.7930 - ETA: 8s - loss: 0.4277 - acc: 0.7944 - ETA: 8s - loss: 0.4271 - acc: 0.7934 - ETA: 8s - loss: 0.4228 - acc: 0.7956 - ETA: 7s - loss: 0.4189 - acc: 0.7985 - ETA: 7s - loss: 0.4182 - acc: 0.8004 - ETA: 7s - loss: 0.4186 - acc: 0.8002 - ETA: 7s - loss: 0.4168 - acc: 0.8004 - ETA: 7s - loss: 0.4160 - acc: 0.8009 - ETA: 7s - loss: 0.4151 - acc: 0.8021 - ETA: 7s - loss: 0.4192 - acc: 0.8005 - ETA: 7s - loss: 0.4204 - acc: 0.8003 - ETA: 7s - loss: 0.4192 - acc: 0.8013 - ETA: 7s - loss: 0.4184 - acc: 0.8012 - ETA: 7s - loss: 0.4169 - acc: 0.8018 - ETA: 7s - loss: 0.4171 - acc: 0.8018 - ETA: 7s - loss: 0.4204 - acc: 0.8001 - ETA: 7s - loss: 0.4207 - acc: 0.7996 - ETA: 7s - loss: 0.4225 - acc: 0.8000 - ETA: 6s - loss: 0.4203 - acc: 0.8017 - ETA: 6s - loss: 0.4209 - acc: 0.8018 - ETA: 6s - loss: 0.4215 - acc: 0.8024 - ETA: 6s - loss: 0.4211 - acc: 0.8020 - ETA: 6s - loss: 0.4218 - acc: 0.8013 - ETA: 6s - loss: 0.4220 - acc: 0.8021 - ETA: 6s - loss: 0.4222 - acc: 0.8024 - ETA: 6s - loss: 0.4217 - acc: 0.8027 - ETA: 6s - loss: 0.4228 - acc: 0.8027 - ETA: 6s - loss: 0.4239 - acc: 0.8021 - ETA: 6s - loss: 0.4245 - acc: 0.8017 - ETA: 6s - loss: 0.4252 - acc: 0.8016 - ETA: 6s - loss: 0.4266 - acc: 0.8003 - ETA: 6s - loss: 0.4276 - acc: 0.8001 - ETA: 6s - loss: 0.4273 - acc: 0.8004 - ETA: 6s - loss: 0.4291 - acc: 0.7993 - ETA: 6s - loss: 0.4287 - acc: 0.7998 - ETA: 5s - loss: 0.4280 - acc: 0.8003 - ETA: 5s - loss: 0.4283 - acc: 0.8004 - ETA: 5s - loss: 0.4281 - acc: 0.8000 - ETA: 5s - loss: 0.4289 - acc: 0.7998 - ETA: 5s - loss: 0.4276 - acc: 0.8010 - ETA: 5s - loss: 0.4267 - acc: 0.8008 - ETA: 5s - loss: 0.4277 - acc: 0.8001 - ETA: 5s - loss: 0.4283 - acc: 0.7998 - ETA: 5s - loss: 0.4276 - acc: 0.8004 - ETA: 5s - loss: 0.4278 - acc: 0.8003 - ETA: 5s - loss: 0.4287 - acc: 0.8000 - ETA: 5s - loss: 0.4295 - acc: 0.7998 - ETA: 5s - loss: 0.4304 - acc: 0.7997 - ETA: 5s - loss: 0.4307 - acc: 0.7992 - ETA: 5s - loss: 0.4305 - acc: 0.7993 - ETA: 5s - loss: 0.4313 - acc: 0.7986 - ETA: 5s - loss: 0.4301 - acc: 0.7993 - ETA: 4s - loss: 0.4301 - acc: 0.7990 - ETA: 4s - loss: 0.4292 - acc: 0.8000 - ETA: 4s - loss: 0.4286 - acc: 0.7997 - ETA: 4s - loss: 0.4283 - acc: 0.7992 - ETA: 4s - loss: 0.4281 - acc: 0.7994 - ETA: 4s - loss: 0.4273 - acc: 0.7997 - ETA: 4s - loss: 0.4281 - acc: 0.7986 - ETA: 4s - loss: 0.4276 - acc: 0.7988 - ETA: 4s - loss: 0.4268 - acc: 0.7996 - ETA: 4s - loss: 0.4269 - acc: 0.7995 - ETA: 4s - loss: 0.4260 - acc: 0.8001 - ETA: 4s - loss: 0.4243 - acc: 0.8006 - ETA: 4s - loss: 0.4247 - acc: 0.8006 - ETA: 4s - loss: 0.4254 - acc: 0.8008 - ETA: 4s - loss: 0.4246 - acc: 0.8013 - ETA: 3s - loss: 0.4240 - acc: 0.8019 - ETA: 3s - loss: 0.4227 - acc: 0.8027 - ETA: 3s - loss: 0.4227 - acc: 0.8035 - ETA: 3s - loss: 0.4224 - acc: 0.8035 - ETA: 3s - loss: 0.4232 - acc: 0.8032 - ETA: 3s - loss: 0.4234 - acc: 0.8036 - ETA: 3s - loss: 0.4246 - acc: 0.8032 - ETA: 3s - loss: 0.4248 - acc: 0.8027 - ETA: 3s - loss: 0.4243 - acc: 0.8033 - ETA: 3s - loss: 0.4241 - acc: 0.8033 - ETA: 3s - loss: 0.4250 - acc: 0.8028 - ETA: 3s - loss: 0.4259 - acc: 0.8021 - ETA: 3s - loss: 0.4262 - acc: 0.8017 - ETA: 2s - loss: 0.4261 - acc: 0.8018 - ETA: 2s - loss: 0.4265 - acc: 0.8020 - ETA: 2s - loss: 0.4262 - acc: 0.8021 - ETA: 2s - loss: 0.4261 - acc: 0.8022 - ETA: 2s - loss: 0.4258 - acc: 0.8024 - ETA: 2s - loss: 0.4250 - acc: 0.8026 - ETA: 2s - loss: 0.4246 - acc: 0.8029 - ETA: 2s - loss: 0.4236 - acc: 0.8035 - ETA: 2s - loss: 0.4240 - acc: 0.8033 - ETA: 2s - loss: 0.4240 - acc: 0.8033 - ETA: 2s - loss: 0.4238 - acc: 0.8036 - ETA: 2s - loss: 0.4243 - acc: 0.8031 - ETA: 2s - loss: 0.4251 - acc: 0.8024 - ETA: 2s - loss: 0.4255 - acc: 0.8022 - ETA: 2s - loss: 0.4253 - acc: 0.8018 - ETA: 1s - loss: 0.4252 - acc: 0.8020 - ETA: 1s - loss: 0.4256 - acc: 0.8023 - ETA: 1s - loss: 0.4264 - acc: 0.8020 - ETA: 1s - loss: 0.4266 - acc: 0.8020 - ETA: 1s - loss: 0.4270 - acc: 0.8020 - ETA: 1s - loss: 0.4271 - acc: 0.8019 - ETA: 1s - loss: 0.4275 - acc: 0.8019 - ETA: 1s - loss: 0.4275 - acc: 0.8019 - ETA: 1s - loss: 0.4273 - acc: 0.8017 - ETA: 1s - loss: 0.4273 - acc: 0.8018 - ETA: 1s - loss: 0.4272 - acc: 0.8018 - ETA: 1s - loss: 0.4275 - acc: 0.8019 - ETA: 1s - loss: 0.4277 - acc: 0.8018 - ETA: 1s - loss: 0.4274 - acc: 0.8022 - ETA: 1s - loss: 0.4275 - acc: 0.8020 - ETA: 0s - loss: 0.4273 - acc: 0.8023 - ETA: 0s - loss: 0.4274 - acc: 0.8021 - ETA: 0s - loss: 0.4274 - acc: 0.8021 - ETA: 0s - loss: 0.4263 - acc: 0.8030 - ETA: 0s - loss: 0.4265 - acc: 0.8028 - ETA: 0s - loss: 0.4263 - acc: 0.8032 - ETA: 0s - loss: 0.4262 - acc: 0.8031 - ETA: 0s - loss: 0.4258 - acc: 0.8035 - ETA: 0s - loss: 0.4266 - acc: 0.8030 - ETA: 0s - loss: 0.4267 - acc: 0.8028 - ETA: 0s - loss: 0.4261 - acc: 0.8030 - ETA: 0s - loss: 0.4259 - acc: 0.8031 - ETA: 0s - loss: 0.4262 - acc: 0.8028 - ETA: 0s - loss: 0.4261 - acc: 0.8029 - ETA: 0s - loss: 0.4261 - acc: 0.8031 - ETA: 0s - loss: 0.4260 - acc: 0.8032 - 9s - loss: 0.4260 - acc: 0.8031
Epoch 38/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4078 - acc: 0.7500 - ETA: 12s - loss: 0.4269 - acc: 0.7812 - ETA: 10s - loss: 0.3997 - acc: 0.7639 - ETA: 10s - loss: 0.4421 - acc: 0.7572 - ETA: 9s - loss: 0.4445 - acc: 0.7587 - ETA: 8s - loss: 0.4484 - acc: 0.7663 - ETA: 8s - loss: 0.4428 - acc: 0.7755 - ETA: 8s - loss: 0.4351 - acc: 0.7863 - ETA: 8s - loss: 0.4246 - acc: 0.7925 - ETA: 8s - loss: 0.4280 - acc: 0.7889 - ETA: 8s - loss: 0.4235 - acc: 0.7937 - ETA: 8s - loss: 0.4208 - acc: 0.7984 - ETA: 8s - loss: 0.4209 - acc: 0.7966 - ETA: 8s - loss: 0.4191 - acc: 0.7984 - ETA: 8s - loss: 0.4191 - acc: 0.7979 - ETA: 8s - loss: 0.4189 - acc: 0.8006 - ETA: 7s - loss: 0.4229 - acc: 0.7981 - ETA: 7s - loss: 0.4193 - acc: 0.8022 - ETA: 7s - loss: 0.4228 - acc: 0.8012 - ETA: 7s - loss: 0.4219 - acc: 0.8022 - ETA: 7s - loss: 0.4258 - acc: 0.7994 - ETA: 7s - loss: 0.4276 - acc: 0.7977 - ETA: 7s - loss: 0.4278 - acc: 0.7970 - ETA: 7s - loss: 0.4256 - acc: 0.7991 - ETA: 7s - loss: 0.4232 - acc: 0.8007 - ETA: 7s - loss: 0.4271 - acc: 0.7992 - ETA: 7s - loss: 0.4233 - acc: 0.8027 - ETA: 7s - loss: 0.4253 - acc: 0.8006 - ETA: 6s - loss: 0.4251 - acc: 0.8007 - ETA: 6s - loss: 0.4241 - acc: 0.8017 - ETA: 6s - loss: 0.4244 - acc: 0.8017 - ETA: 6s - loss: 0.4261 - acc: 0.8005 - ETA: 6s - loss: 0.4290 - acc: 0.8002 - ETA: 6s - loss: 0.4283 - acc: 0.8008 - ETA: 6s - loss: 0.4282 - acc: 0.8007 - ETA: 6s - loss: 0.4282 - acc: 0.8009 - ETA: 6s - loss: 0.4299 - acc: 0.7980 - ETA: 6s - loss: 0.4280 - acc: 0.7986 - ETA: 6s - loss: 0.4269 - acc: 0.7995 - ETA: 6s - loss: 0.4265 - acc: 0.7992 - ETA: 5s - loss: 0.4259 - acc: 0.7999 - ETA: 5s - loss: 0.4259 - acc: 0.8003 - ETA: 5s - loss: 0.4253 - acc: 0.8002 - ETA: 5s - loss: 0.4260 - acc: 0.8003 - ETA: 5s - loss: 0.4258 - acc: 0.8005 - ETA: 5s - loss: 0.4263 - acc: 0.8004 - ETA: 5s - loss: 0.4280 - acc: 0.7995 - ETA: 5s - loss: 0.4291 - acc: 0.7992 - ETA: 5s - loss: 0.4297 - acc: 0.7987 - ETA: 5s - loss: 0.4309 - acc: 0.7987 - ETA: 5s - loss: 0.4307 - acc: 0.7983 - ETA: 5s - loss: 0.4310 - acc: 0.7990 - ETA: 5s - loss: 0.4313 - acc: 0.7991 - ETA: 5s - loss: 0.4319 - acc: 0.7988 - ETA: 5s - loss: 0.4318 - acc: 0.7991 - ETA: 5s - loss: 0.4311 - acc: 0.7988 - ETA: 5s - loss: 0.4302 - acc: 0.7994 - ETA: 4s - loss: 0.4295 - acc: 0.7995 - ETA: 4s - loss: 0.4294 - acc: 0.7998 - ETA: 4s - loss: 0.4282 - acc: 0.8009 - ETA: 4s - loss: 0.4282 - acc: 0.8014 - ETA: 4s - loss: 0.4276 - acc: 0.8016 - ETA: 4s - loss: 0.4289 - acc: 0.8011 - ETA: 4s - loss: 0.4295 - acc: 0.8008 - ETA: 4s - loss: 0.4291 - acc: 0.8010 - ETA: 4s - loss: 0.4289 - acc: 0.8012 - ETA: 4s - loss: 0.4292 - acc: 0.8007 - ETA: 4s - loss: 0.4280 - acc: 0.8013 - ETA: 4s - loss: 0.4276 - acc: 0.8014 - ETA: 4s - loss: 0.4273 - acc: 0.8013 - ETA: 4s - loss: 0.4275 - acc: 0.8015 - ETA: 4s - loss: 0.4270 - acc: 0.8019 - ETA: 4s - loss: 0.4267 - acc: 0.8022 - ETA: 4s - loss: 0.4254 - acc: 0.8028 - ETA: 3s - loss: 0.4253 - acc: 0.8026 - ETA: 3s - loss: 0.4248 - acc: 0.8026 - ETA: 3s - loss: 0.4267 - acc: 0.8027 - ETA: 3s - loss: 0.4260 - acc: 0.8029 - ETA: 3s - loss: 0.4265 - acc: 0.8023 - ETA: 3s - loss: 0.4260 - acc: 0.8025 - ETA: 3s - loss: 0.4253 - acc: 0.8033 - ETA: 3s - loss: 0.4250 - acc: 0.8031 - ETA: 3s - loss: 0.4257 - acc: 0.8028 - ETA: 3s - loss: 0.4258 - acc: 0.8025 - ETA: 3s - loss: 0.4257 - acc: 0.8025 - ETA: 3s - loss: 0.4258 - acc: 0.8022 - ETA: 3s - loss: 0.4253 - acc: 0.8027 - ETA: 3s - loss: 0.4259 - acc: 0.8025 - ETA: 3s - loss: 0.4254 - acc: 0.8024 - ETA: 2s - loss: 0.4254 - acc: 0.8025 - ETA: 2s - loss: 0.4246 - acc: 0.8027 - ETA: 2s - loss: 0.4242 - acc: 0.8031 - ETA: 2s - loss: 0.4236 - acc: 0.8034 - ETA: 2s - loss: 0.4238 - acc: 0.8033 - ETA: 2s - loss: 0.4231 - acc: 0.8034 - ETA: 2s - loss: 0.4231 - acc: 0.8039 - ETA: 2s - loss: 0.4229 - acc: 0.8044 - ETA: 2s - loss: 0.4227 - acc: 0.8046 - ETA: 2s - loss: 0.4230 - acc: 0.8044 - ETA: 2s - loss: 0.4230 - acc: 0.8045 - ETA: 2s - loss: 0.4228 - acc: 0.8044 - ETA: 2s - loss: 0.4225 - acc: 0.8044 - ETA: 2s - loss: 0.4227 - acc: 0.8044 - ETA: 2s - loss: 0.4231 - acc: 0.8044 - ETA: 2s - loss: 0.4230 - acc: 0.8043 - ETA: 2s - loss: 0.4231 - acc: 0.8042 - ETA: 2s - loss: 0.4230 - acc: 0.8040 - ETA: 1s - loss: 0.4229 - acc: 0.8043 - ETA: 1s - loss: 0.4232 - acc: 0.8039 - ETA: 1s - loss: 0.4232 - acc: 0.8040 - ETA: 1s - loss: 0.4229 - acc: 0.8040 - ETA: 1s - loss: 0.4235 - acc: 0.8039 - ETA: 1s - loss: 0.4232 - acc: 0.8040 - ETA: 1s - loss: 0.4231 - acc: 0.8040 - ETA: 1s - loss: 0.4231 - acc: 0.8039 - ETA: 1s - loss: 0.4230 - acc: 0.8040 - ETA: 1s - loss: 0.4230 - acc: 0.8039 - ETA: 1s - loss: 0.4234 - acc: 0.8034 - ETA: 1s - loss: 0.4233 - acc: 0.8036 - ETA: 1s - loss: 0.4235 - acc: 0.8032 - ETA: 1s - loss: 0.4235 - acc: 0.8034 - ETA: 1s - loss: 0.4237 - acc: 0.8032 - ETA: 1s - loss: 0.4236 - acc: 0.8033 - ETA: 1s - loss: 0.4235 - acc: 0.8032 - ETA: 0s - loss: 0.4239 - acc: 0.8034 - ETA: 0s - loss: 0.4241 - acc: 0.8031 - ETA: 0s - loss: 0.4237 - acc: 0.8033 - ETA: 0s - loss: 0.4238 - acc: 0.8034 - ETA: 0s - loss: 0.4241 - acc: 0.8036 - ETA: 0s - loss: 0.4241 - acc: 0.8039 - ETA: 0s - loss: 0.4239 - acc: 0.8040 - ETA: 0s - loss: 0.4242 - acc: 0.8036 - ETA: 0s - loss: 0.4244 - acc: 0.8032 - ETA: 0s - loss: 0.4243 - acc: 0.8032 - ETA: 0s - loss: 0.4243 - acc: 0.8031 - ETA: 0s - loss: 0.4247 - acc: 0.8029 - ETA: 0s - loss: 0.4252 - acc: 0.8024 - ETA: 0s - loss: 0.4252 - acc: 0.8025 - ETA: 0s - loss: 0.4257 - acc: 0.8026 - 8s - loss: 0.4253 - acc: 0.8028
Epoch 39/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3379 - acc: 0.8438 - ETA: 8s - loss: 0.4270 - acc: 0.7708 - ETA: 7s - loss: 0.4438 - acc: 0.7784 - ETA: 7s - loss: 0.4288 - acc: 0.7832 - ETA: 6s - loss: 0.4358 - acc: 0.7812 - ETA: 7s - loss: 0.4229 - acc: 0.7963 - ETA: 7s - loss: 0.4207 - acc: 0.7939 - ETA: 7s - loss: 0.4183 - acc: 0.7986 - ETA: 7s - loss: 0.4270 - acc: 0.7909 - ETA: 7s - loss: 0.4303 - acc: 0.7900 - ETA: 7s - loss: 0.4249 - acc: 0.7934 - ETA: 7s - loss: 0.4225 - acc: 0.7960 - ETA: 7s - loss: 0.4276 - acc: 0.7924 - ETA: 7s - loss: 0.4304 - acc: 0.7925 - ETA: 7s - loss: 0.4308 - acc: 0.7948 - ETA: 7s - loss: 0.4283 - acc: 0.7962 - ETA: 7s - loss: 0.4274 - acc: 0.7959 - ETA: 7s - loss: 0.4266 - acc: 0.7948 - ETA: 7s - loss: 0.4253 - acc: 0.7956 - ETA: 7s - loss: 0.4286 - acc: 0.7957 - ETA: 6s - loss: 0.4246 - acc: 0.7980 - ETA: 7s - loss: 0.4213 - acc: 0.8003 - ETA: 6s - loss: 0.4198 - acc: 0.8019 - ETA: 6s - loss: 0.4196 - acc: 0.8029 - ETA: 6s - loss: 0.4171 - acc: 0.8060 - ETA: 6s - loss: 0.4169 - acc: 0.8063 - ETA: 6s - loss: 0.4143 - acc: 0.8080 - ETA: 6s - loss: 0.4124 - acc: 0.8091 - ETA: 6s - loss: 0.4126 - acc: 0.8087 - ETA: 6s - loss: 0.4092 - acc: 0.8100 - ETA: 6s - loss: 0.4100 - acc: 0.8105 - ETA: 6s - loss: 0.4083 - acc: 0.8116 - ETA: 6s - loss: 0.4072 - acc: 0.8117 - ETA: 6s - loss: 0.4061 - acc: 0.8117 - ETA: 6s - loss: 0.4074 - acc: 0.8108 - ETA: 6s - loss: 0.4083 - acc: 0.8114 - ETA: 6s - loss: 0.4112 - acc: 0.8097 - ETA: 6s - loss: 0.4120 - acc: 0.8092 - ETA: 6s - loss: 0.4118 - acc: 0.8088 - ETA: 6s - loss: 0.4131 - acc: 0.8086 - ETA: 6s - loss: 0.4136 - acc: 0.8086 - ETA: 6s - loss: 0.4127 - acc: 0.8092 - ETA: 5s - loss: 0.4146 - acc: 0.8072 - ETA: 5s - loss: 0.4160 - acc: 0.8068 - ETA: 5s - loss: 0.4149 - acc: 0.8074 - ETA: 5s - loss: 0.4148 - acc: 0.8079 - ETA: 5s - loss: 0.4150 - acc: 0.8080 - ETA: 5s - loss: 0.4143 - acc: 0.8077 - ETA: 5s - loss: 0.4143 - acc: 0.8076 - ETA: 5s - loss: 0.4140 - acc: 0.8076 - ETA: 5s - loss: 0.4132 - acc: 0.8083 - ETA: 5s - loss: 0.4135 - acc: 0.8087 - ETA: 5s - loss: 0.4127 - acc: 0.8090 - ETA: 5s - loss: 0.4117 - acc: 0.8096 - ETA: 5s - loss: 0.4114 - acc: 0.8091 - ETA: 5s - loss: 0.4126 - acc: 0.8088 - ETA: 5s - loss: 0.4136 - acc: 0.8087 - ETA: 5s - loss: 0.4131 - acc: 0.8086 - ETA: 5s - loss: 0.4132 - acc: 0.8083 - ETA: 5s - loss: 0.4128 - acc: 0.8083 - ETA: 5s - loss: 0.4143 - acc: 0.8076 - ETA: 5s - loss: 0.4153 - acc: 0.8071 - ETA: 5s - loss: 0.4160 - acc: 0.8073 - ETA: 4s - loss: 0.4171 - acc: 0.8072 - ETA: 4s - loss: 0.4165 - acc: 0.8076 - ETA: 4s - loss: 0.4172 - acc: 0.8075 - ETA: 4s - loss: 0.4184 - acc: 0.8067 - ETA: 4s - loss: 0.4187 - acc: 0.8068 - ETA: 4s - loss: 0.4202 - acc: 0.8056 - ETA: 4s - loss: 0.4190 - acc: 0.8066 - ETA: 4s - loss: 0.4192 - acc: 0.8055 - ETA: 4s - loss: 0.4195 - acc: 0.8054 - ETA: 4s - loss: 0.4188 - acc: 0.8063 - ETA: 4s - loss: 0.4185 - acc: 0.8066 - ETA: 4s - loss: 0.4174 - acc: 0.8070 - ETA: 4s - loss: 0.4175 - acc: 0.8073 - ETA: 4s - loss: 0.4194 - acc: 0.8060 - ETA: 4s - loss: 0.4193 - acc: 0.8060 - ETA: 3s - loss: 0.4184 - acc: 0.8064 - ETA: 3s - loss: 0.4185 - acc: 0.8064 - ETA: 3s - loss: 0.4190 - acc: 0.8062 - ETA: 3s - loss: 0.4194 - acc: 0.8057 - ETA: 3s - loss: 0.4210 - acc: 0.8052 - ETA: 3s - loss: 0.4216 - acc: 0.8044 - ETA: 3s - loss: 0.4214 - acc: 0.8051 - ETA: 3s - loss: 0.4221 - acc: 0.8049 - ETA: 3s - loss: 0.4227 - acc: 0.8047 - ETA: 3s - loss: 0.4225 - acc: 0.8049 - ETA: 3s - loss: 0.4214 - acc: 0.8055 - ETA: 3s - loss: 0.4216 - acc: 0.8051 - ETA: 3s - loss: 0.4219 - acc: 0.8048 - ETA: 3s - loss: 0.4220 - acc: 0.8047 - ETA: 3s - loss: 0.4216 - acc: 0.8051 - ETA: 3s - loss: 0.4212 - acc: 0.8052 - ETA: 3s - loss: 0.4212 - acc: 0.8048 - ETA: 3s - loss: 0.4214 - acc: 0.8049 - ETA: 2s - loss: 0.4217 - acc: 0.8048 - ETA: 2s - loss: 0.4219 - acc: 0.8050 - ETA: 2s - loss: 0.4227 - acc: 0.8042 - ETA: 2s - loss: 0.4226 - acc: 0.8044 - ETA: 2s - loss: 0.4231 - acc: 0.8041 - ETA: 2s - loss: 0.4234 - acc: 0.8038 - ETA: 2s - loss: 0.4236 - acc: 0.8036 - ETA: 2s - loss: 0.4236 - acc: 0.8034 - ETA: 2s - loss: 0.4239 - acc: 0.8033 - ETA: 2s - loss: 0.4244 - acc: 0.8030 - ETA: 2s - loss: 0.4239 - acc: 0.8035 - ETA: 2s - loss: 0.4244 - acc: 0.8031 - ETA: 2s - loss: 0.4242 - acc: 0.8030 - ETA: 2s - loss: 0.4237 - acc: 0.8032 - ETA: 1s - loss: 0.4242 - acc: 0.8032 - ETA: 1s - loss: 0.4233 - acc: 0.8033 - ETA: 1s - loss: 0.4234 - acc: 0.8031 - ETA: 1s - loss: 0.4232 - acc: 0.8031 - ETA: 1s - loss: 0.4235 - acc: 0.8030 - ETA: 1s - loss: 0.4230 - acc: 0.8033 - ETA: 1s - loss: 0.4233 - acc: 0.8029 - ETA: 1s - loss: 0.4239 - acc: 0.8025 - ETA: 1s - loss: 0.4243 - acc: 0.8022 - ETA: 1s - loss: 0.4245 - acc: 0.8022 - ETA: 1s - loss: 0.4237 - acc: 0.8027 - ETA: 1s - loss: 0.4238 - acc: 0.8029 - ETA: 1s - loss: 0.4229 - acc: 0.8032 - ETA: 1s - loss: 0.4226 - acc: 0.8035 - ETA: 1s - loss: 0.4228 - acc: 0.8033 - ETA: 0s - loss: 0.4230 - acc: 0.8032 - ETA: 0s - loss: 0.4227 - acc: 0.8032 - ETA: 0s - loss: 0.4223 - acc: 0.8038 - ETA: 0s - loss: 0.4223 - acc: 0.8036 - ETA: 0s - loss: 0.4218 - acc: 0.8039 - ETA: 0s - loss: 0.4217 - acc: 0.8041 - ETA: 0s - loss: 0.4225 - acc: 0.8040 - ETA: 0s - loss: 0.4228 - acc: 0.8039 - ETA: 0s - loss: 0.4232 - acc: 0.8037 - ETA: 0s - loss: 0.4231 - acc: 0.8035 - ETA: 0s - loss: 0.4233 - acc: 0.8034 - ETA: 0s - loss: 0.4224 - acc: 0.8040 - ETA: 0s - loss: 0.4223 - acc: 0.8041 - 8s - loss: 0.4217 - acc: 0.8046
Epoch 40/100
20000/20000 [==============================] - ETA: 9s - loss: 0.7269 - acc: 0.7812 - ETA: 11s - loss: 0.3931 - acc: 0.8438 - ETA: 8s - loss: 0.4033 - acc: 0.8494 - ETA: 10s - loss: 0.4109 - acc: 0.8438 - ETA: 10s - loss: 0.4174 - acc: 0.8333 - ETA: 9s - loss: 0.4227 - acc: 0.8274 - ETA: 8s - loss: 0.4228 - acc: 0.8259 - ETA: 8s - loss: 0.4195 - acc: 0.8281 - ETA: 8s - loss: 0.4079 - acc: 0.8345 - ETA: 8s - loss: 0.4073 - acc: 0.8328 - ETA: 8s - loss: 0.3991 - acc: 0.8340 - ETA: 9s - loss: 0.3993 - acc: 0.8314 - ETA: 9s - loss: 0.4019 - acc: 0.8275 - ETA: 9s - loss: 0.4072 - acc: 0.8255 - ETA: 9s - loss: 0.4129 - acc: 0.8227 - ETA: 9s - loss: 0.4133 - acc: 0.8211 - ETA: 8s - loss: 0.4190 - acc: 0.8167 - ETA: 8s - loss: 0.4163 - acc: 0.8176 - ETA: 8s - loss: 0.4181 - acc: 0.8169 - ETA: 8s - loss: 0.4144 - acc: 0.8162 - ETA: 7s - loss: 0.4150 - acc: 0.8160 - ETA: 7s - loss: 0.4149 - acc: 0.8152 - ETA: 7s - loss: 0.4141 - acc: 0.8160 - ETA: 7s - loss: 0.4139 - acc: 0.8155 - ETA: 7s - loss: 0.4126 - acc: 0.8168 - ETA: 7s - loss: 0.4147 - acc: 0.8166 - ETA: 7s - loss: 0.4134 - acc: 0.8154 - ETA: 7s - loss: 0.4165 - acc: 0.8156 - ETA: 7s - loss: 0.4152 - acc: 0.8167 - ETA: 7s - loss: 0.4130 - acc: 0.8183 - ETA: 7s - loss: 0.4139 - acc: 0.8174 - ETA: 6s - loss: 0.4122 - acc: 0.8190 - ETA: 7s - loss: 0.4106 - acc: 0.8197 - ETA: 6s - loss: 0.4097 - acc: 0.8193 - ETA: 6s - loss: 0.4113 - acc: 0.8183 - ETA: 6s - loss: 0.4115 - acc: 0.8181 - ETA: 6s - loss: 0.4107 - acc: 0.8171 - ETA: 6s - loss: 0.4115 - acc: 0.8163 - ETA: 6s - loss: 0.4103 - acc: 0.8166 - ETA: 6s - loss: 0.4140 - acc: 0.8145 - ETA: 6s - loss: 0.4130 - acc: 0.8153 - ETA: 6s - loss: 0.4121 - acc: 0.8161 - ETA: 6s - loss: 0.4111 - acc: 0.8166 - ETA: 6s - loss: 0.4108 - acc: 0.8166 - ETA: 6s - loss: 0.4137 - acc: 0.8143 - ETA: 6s - loss: 0.4139 - acc: 0.8144 - ETA: 6s - loss: 0.4138 - acc: 0.8156 - ETA: 6s - loss: 0.4151 - acc: 0.8149 - ETA: 6s - loss: 0.4139 - acc: 0.8157 - ETA: 6s - loss: 0.4137 - acc: 0.8163 - ETA: 6s - loss: 0.4142 - acc: 0.8158 - ETA: 5s - loss: 0.4140 - acc: 0.8163 - ETA: 5s - loss: 0.4125 - acc: 0.8164 - ETA: 5s - loss: 0.4127 - acc: 0.8161 - ETA: 5s - loss: 0.4130 - acc: 0.8148 - ETA: 5s - loss: 0.4124 - acc: 0.8153 - ETA: 5s - loss: 0.4133 - acc: 0.8149 - ETA: 5s - loss: 0.4127 - acc: 0.8151 - ETA: 5s - loss: 0.4133 - acc: 0.8152 - ETA: 5s - loss: 0.4133 - acc: 0.8147 - ETA: 5s - loss: 0.4123 - acc: 0.8154 - ETA: 5s - loss: 0.4119 - acc: 0.8156 - ETA: 5s - loss: 0.4118 - acc: 0.8155 - ETA: 5s - loss: 0.4109 - acc: 0.8162 - ETA: 5s - loss: 0.4120 - acc: 0.8159 - ETA: 5s - loss: 0.4137 - acc: 0.8148 - ETA: 5s - loss: 0.4144 - acc: 0.8142 - ETA: 4s - loss: 0.4146 - acc: 0.8137 - ETA: 4s - loss: 0.4147 - acc: 0.8135 - ETA: 4s - loss: 0.4148 - acc: 0.8131 - ETA: 4s - loss: 0.4141 - acc: 0.8136 - ETA: 4s - loss: 0.4139 - acc: 0.8138 - ETA: 4s - loss: 0.4141 - acc: 0.8131 - ETA: 4s - loss: 0.4147 - acc: 0.8130 - ETA: 4s - loss: 0.4133 - acc: 0.8142 - ETA: 4s - loss: 0.4127 - acc: 0.8139 - ETA: 4s - loss: 0.4126 - acc: 0.8141 - ETA: 4s - loss: 0.4130 - acc: 0.8144 - ETA: 4s - loss: 0.4131 - acc: 0.8142 - ETA: 4s - loss: 0.4125 - acc: 0.8145 - ETA: 4s - loss: 0.4111 - acc: 0.8151 - ETA: 3s - loss: 0.4106 - acc: 0.8153 - ETA: 3s - loss: 0.4096 - acc: 0.8160 - ETA: 3s - loss: 0.4094 - acc: 0.8162 - ETA: 3s - loss: 0.4093 - acc: 0.8164 - ETA: 3s - loss: 0.4102 - acc: 0.8163 - ETA: 3s - loss: 0.4110 - acc: 0.8154 - ETA: 3s - loss: 0.4115 - acc: 0.8149 - ETA: 3s - loss: 0.4120 - acc: 0.8145 - ETA: 3s - loss: 0.4120 - acc: 0.8146 - ETA: 3s - loss: 0.4126 - acc: 0.8145 - ETA: 3s - loss: 0.4130 - acc: 0.8144 - ETA: 3s - loss: 0.4131 - acc: 0.8142 - ETA: 3s - loss: 0.4131 - acc: 0.8145 - ETA: 3s - loss: 0.4142 - acc: 0.8139 - ETA: 3s - loss: 0.4144 - acc: 0.8134 - ETA: 2s - loss: 0.4145 - acc: 0.8129 - ETA: 2s - loss: 0.4136 - acc: 0.8137 - ETA: 2s - loss: 0.4132 - acc: 0.8139 - ETA: 2s - loss: 0.4125 - acc: 0.8136 - ETA: 2s - loss: 0.4128 - acc: 0.8133 - ETA: 2s - loss: 0.4127 - acc: 0.8133 - ETA: 2s - loss: 0.4134 - acc: 0.8126 - ETA: 2s - loss: 0.4129 - acc: 0.8128 - ETA: 2s - loss: 0.4130 - acc: 0.8128 - ETA: 2s - loss: 0.4126 - acc: 0.8130 - ETA: 2s - loss: 0.4133 - acc: 0.8126 - ETA: 2s - loss: 0.4134 - acc: 0.8126 - ETA: 2s - loss: 0.4133 - acc: 0.8127 - ETA: 2s - loss: 0.4120 - acc: 0.8135 - ETA: 1s - loss: 0.4128 - acc: 0.8132 - ETA: 1s - loss: 0.4125 - acc: 0.8135 - ETA: 1s - loss: 0.4129 - acc: 0.8134 - ETA: 1s - loss: 0.4129 - acc: 0.8134 - ETA: 1s - loss: 0.4134 - acc: 0.8134 - ETA: 1s - loss: 0.4133 - acc: 0.8133 - ETA: 1s - loss: 0.4134 - acc: 0.8132 - ETA: 1s - loss: 0.4134 - acc: 0.8132 - ETA: 1s - loss: 0.4132 - acc: 0.8132 - ETA: 1s - loss: 0.4136 - acc: 0.8133 - ETA: 1s - loss: 0.4141 - acc: 0.8131 - ETA: 1s - loss: 0.4142 - acc: 0.8131 - ETA: 1s - loss: 0.4147 - acc: 0.8128 - ETA: 1s - loss: 0.4144 - acc: 0.8128 - ETA: 1s - loss: 0.4142 - acc: 0.8132 - ETA: 1s - loss: 0.4138 - acc: 0.8134 - ETA: 1s - loss: 0.4138 - acc: 0.8134 - ETA: 0s - loss: 0.4134 - acc: 0.8136 - ETA: 0s - loss: 0.4139 - acc: 0.8134 - ETA: 0s - loss: 0.4143 - acc: 0.8135 - ETA: 0s - loss: 0.4142 - acc: 0.8136 - ETA: 0s - loss: 0.4143 - acc: 0.8136 - ETA: 0s - loss: 0.4140 - acc: 0.8135 - ETA: 0s - loss: 0.4140 - acc: 0.8136 - ETA: 0s - loss: 0.4151 - acc: 0.8127 - ETA: 0s - loss: 0.4148 - acc: 0.8129 - ETA: 0s - loss: 0.4151 - acc: 0.8129 - ETA: 0s - loss: 0.4150 - acc: 0.8129 - ETA: 0s - loss: 0.4150 - acc: 0.8129 - ETA: 0s - loss: 0.4146 - acc: 0.8129 - ETA: 0s - loss: 0.4148 - acc: 0.8125 - ETA: 0s - loss: 0.4147 - acc: 0.8123 - 9s - loss: 0.4149 - acc: 0.8123
Epoch 41/100
20000/20000 [==============================] - ETA: 0s - loss: 0.3501 - acc: 0.8750 - ETA: 9s - loss: 0.3995 - acc: 0.8125 - ETA: 8s - loss: 0.4239 - acc: 0.7926 - ETA: 8s - loss: 0.4257 - acc: 0.7910 - ETA: 8s - loss: 0.4110 - acc: 0.8047 - ETA: 8s - loss: 0.4330 - acc: 0.7975 - ETA: 8s - loss: 0.4328 - acc: 0.7974 - ETA: 8s - loss: 0.4358 - acc: 0.7969 - ETA: 8s - loss: 0.4372 - acc: 0.7989 - ETA: 8s - loss: 0.4339 - acc: 0.8016 - ETA: 8s - loss: 0.4371 - acc: 0.7945 - ETA: 8s - loss: 0.4314 - acc: 0.7957 - ETA: 7s - loss: 0.4260 - acc: 0.7999 - ETA: 8s - loss: 0.4216 - acc: 0.8017 - ETA: 8s - loss: 0.4177 - acc: 0.8038 - ETA: 7s - loss: 0.4154 - acc: 0.8045 - ETA: 7s - loss: 0.4144 - acc: 0.8050 - ETA: 7s - loss: 0.4170 - acc: 0.8056 - ETA: 7s - loss: 0.4185 - acc: 0.8033 - ETA: 7s - loss: 0.4196 - acc: 0.8027 - ETA: 7s - loss: 0.4171 - acc: 0.8038 - ETA: 7s - loss: 0.4206 - acc: 0.8007 - ETA: 7s - loss: 0.4202 - acc: 0.8019 - ETA: 7s - loss: 0.4184 - acc: 0.8036 - ETA: 7s - loss: 0.4183 - acc: 0.8018 - ETA: 7s - loss: 0.4156 - acc: 0.8038 - ETA: 7s - loss: 0.4145 - acc: 0.8051 - ETA: 7s - loss: 0.4130 - acc: 0.8061 - ETA: 7s - loss: 0.4118 - acc: 0.8072 - ETA: 7s - loss: 0.4093 - acc: 0.8086 - ETA: 6s - loss: 0.4088 - acc: 0.8090 - ETA: 6s - loss: 0.4082 - acc: 0.8095 - ETA: 6s - loss: 0.4079 - acc: 0.8106 - ETA: 6s - loss: 0.4070 - acc: 0.8111 - ETA: 6s - loss: 0.4066 - acc: 0.8119 - ETA: 6s - loss: 0.4073 - acc: 0.8113 - ETA: 6s - loss: 0.4112 - acc: 0.8090 - ETA: 6s - loss: 0.4116 - acc: 0.8080 - ETA: 6s - loss: 0.4137 - acc: 0.8075 - ETA: 6s - loss: 0.4147 - acc: 0.8067 - ETA: 6s - loss: 0.4134 - acc: 0.8085 - ETA: 6s - loss: 0.4143 - acc: 0.8083 - ETA: 5s - loss: 0.4141 - acc: 0.8086 - ETA: 5s - loss: 0.4147 - acc: 0.8078 - ETA: 5s - loss: 0.4124 - acc: 0.8095 - ETA: 5s - loss: 0.4123 - acc: 0.8100 - ETA: 5s - loss: 0.4123 - acc: 0.8109 - ETA: 5s - loss: 0.4131 - acc: 0.8104 - ETA: 5s - loss: 0.4133 - acc: 0.8099 - ETA: 5s - loss: 0.4123 - acc: 0.8102 - ETA: 5s - loss: 0.4128 - acc: 0.8102 - ETA: 5s - loss: 0.4119 - acc: 0.8106 - ETA: 5s - loss: 0.4108 - acc: 0.8109 - ETA: 5s - loss: 0.4112 - acc: 0.8103 - ETA: 4s - loss: 0.4119 - acc: 0.8102 - ETA: 4s - loss: 0.4129 - acc: 0.8097 - ETA: 4s - loss: 0.4141 - acc: 0.8086 - ETA: 4s - loss: 0.4137 - acc: 0.8092 - ETA: 4s - loss: 0.4137 - acc: 0.8090 - ETA: 4s - loss: 0.4155 - acc: 0.8080 - ETA: 4s - loss: 0.4154 - acc: 0.8080 - ETA: 4s - loss: 0.4148 - acc: 0.8082 - ETA: 4s - loss: 0.4147 - acc: 0.8080 - ETA: 4s - loss: 0.4163 - acc: 0.8068 - ETA: 4s - loss: 0.4162 - acc: 0.8068 - ETA: 4s - loss: 0.4174 - acc: 0.8063 - ETA: 4s - loss: 0.4165 - acc: 0.8067 - ETA: 4s - loss: 0.4170 - acc: 0.8067 - ETA: 4s - loss: 0.4164 - acc: 0.8071 - ETA: 4s - loss: 0.4164 - acc: 0.8071 - ETA: 3s - loss: 0.4159 - acc: 0.8074 - ETA: 3s - loss: 0.4161 - acc: 0.8077 - ETA: 3s - loss: 0.4166 - acc: 0.8070 - ETA: 3s - loss: 0.4165 - acc: 0.8077 - ETA: 3s - loss: 0.4159 - acc: 0.8082 - ETA: 3s - loss: 0.4162 - acc: 0.8081 - ETA: 3s - loss: 0.4159 - acc: 0.8079 - ETA: 3s - loss: 0.4159 - acc: 0.8079 - ETA: 3s - loss: 0.4158 - acc: 0.8081 - ETA: 3s - loss: 0.4154 - acc: 0.8081 - ETA: 3s - loss: 0.4141 - acc: 0.8087 - ETA: 3s - loss: 0.4139 - acc: 0.8088 - ETA: 3s - loss: 0.4146 - acc: 0.8084 - ETA: 3s - loss: 0.4143 - acc: 0.8086 - ETA: 3s - loss: 0.4147 - acc: 0.8084 - ETA: 3s - loss: 0.4149 - acc: 0.8085 - ETA: 2s - loss: 0.4149 - acc: 0.8085 - ETA: 2s - loss: 0.4150 - acc: 0.8084 - ETA: 2s - loss: 0.4153 - acc: 0.8084 - ETA: 2s - loss: 0.4156 - acc: 0.8083 - ETA: 2s - loss: 0.4153 - acc: 0.8085 - ETA: 2s - loss: 0.4142 - acc: 0.8087 - ETA: 2s - loss: 0.4137 - acc: 0.8088 - ETA: 2s - loss: 0.4136 - acc: 0.8092 - ETA: 2s - loss: 0.4137 - acc: 0.8093 - ETA: 2s - loss: 0.4140 - acc: 0.8090 - ETA: 2s - loss: 0.4146 - acc: 0.8085 - ETA: 2s - loss: 0.4148 - acc: 0.8086 - ETA: 2s - loss: 0.4150 - acc: 0.8086 - ETA: 2s - loss: 0.4148 - acc: 0.8085 - ETA: 2s - loss: 0.4138 - acc: 0.8094 - ETA: 2s - loss: 0.4139 - acc: 0.8094 - ETA: 2s - loss: 0.4136 - acc: 0.8097 - ETA: 2s - loss: 0.4140 - acc: 0.8096 - ETA: 1s - loss: 0.4147 - acc: 0.8098 - ETA: 1s - loss: 0.4150 - acc: 0.8095 - ETA: 1s - loss: 0.4154 - acc: 0.8094 - ETA: 1s - loss: 0.4153 - acc: 0.8095 - ETA: 1s - loss: 0.4156 - acc: 0.8096 - ETA: 1s - loss: 0.4160 - acc: 0.8096 - ETA: 1s - loss: 0.4158 - acc: 0.8098 - ETA: 1s - loss: 0.4161 - acc: 0.8095 - ETA: 1s - loss: 0.4159 - acc: 0.8095 - ETA: 1s - loss: 0.4160 - acc: 0.8094 - ETA: 1s - loss: 0.4165 - acc: 0.8093 - ETA: 1s - loss: 0.4157 - acc: 0.8101 - ETA: 1s - loss: 0.4158 - acc: 0.8099 - ETA: 1s - loss: 0.4159 - acc: 0.8100 - ETA: 0s - loss: 0.4164 - acc: 0.8097 - ETA: 0s - loss: 0.4169 - acc: 0.8094 - ETA: 0s - loss: 0.4172 - acc: 0.8093 - ETA: 0s - loss: 0.4176 - acc: 0.8091 - ETA: 0s - loss: 0.4177 - acc: 0.8092 - ETA: 0s - loss: 0.4176 - acc: 0.8092 - ETA: 0s - loss: 0.4180 - acc: 0.8090 - ETA: 0s - loss: 0.4180 - acc: 0.8091 - ETA: 0s - loss: 0.4175 - acc: 0.8091 - ETA: 0s - loss: 0.4170 - acc: 0.8094 - ETA: 0s - loss: 0.4171 - acc: 0.8092 - ETA: 0s - loss: 0.4173 - acc: 0.8094 - ETA: 0s - loss: 0.4180 - acc: 0.8090 - ETA: 0s - loss: 0.4179 - acc: 0.8089 - ETA: 0s - loss: 0.4179 - acc: 0.8087 - 8s - loss: 0.4179 - acc: 0.8088
Epoch 42/100
20000/20000 [==============================] - ETA: 19s - loss: 0.3755 - acc: 0.8125 - ETA: 12s - loss: 0.4200 - acc: 0.7760 - ETA: 10s - loss: 0.3861 - acc: 0.8097 - ETA: 10s - loss: 0.3836 - acc: 0.8125 - ETA: 9s - loss: 0.3951 - acc: 0.8063 - ETA: 9s - loss: 0.3963 - acc: 0.8075 - ETA: 8s - loss: 0.4000 - acc: 0.8017 - ETA: 8s - loss: 0.4000 - acc: 0.8040 - ETA: 8s - loss: 0.3979 - acc: 0.8074 - ETA: 8s - loss: 0.4073 - acc: 0.8034 - ETA: 8s - loss: 0.4015 - acc: 0.8071 - ETA: 8s - loss: 0.4063 - acc: 0.8025 - ETA: 8s - loss: 0.4070 - acc: 0.8021 - ETA: 8s - loss: 0.4044 - acc: 0.8050 - ETA: 8s - loss: 0.4058 - acc: 0.8080 - ETA: 8s - loss: 0.4048 - acc: 0.8092 - ETA: 8s - loss: 0.4066 - acc: 0.8056 - ETA: 8s - loss: 0.4057 - acc: 0.8052 - ETA: 8s - loss: 0.3996 - acc: 0.8094 - ETA: 8s - loss: 0.4022 - acc: 0.8085 - ETA: 8s - loss: 0.4057 - acc: 0.8049 - ETA: 8s - loss: 0.4042 - acc: 0.8068 - ETA: 7s - loss: 0.4034 - acc: 0.8084 - ETA: 7s - loss: 0.4020 - acc: 0.8098 - ETA: 7s - loss: 0.4000 - acc: 0.8116 - ETA: 7s - loss: 0.4023 - acc: 0.8114 - ETA: 7s - loss: 0.4046 - acc: 0.8098 - ETA: 7s - loss: 0.4058 - acc: 0.8096 - ETA: 7s - loss: 0.4065 - acc: 0.8089 - ETA: 7s - loss: 0.4056 - acc: 0.8105 - ETA: 7s - loss: 0.4058 - acc: 0.8108 - ETA: 7s - loss: 0.4021 - acc: 0.8130 - ETA: 7s - loss: 0.4024 - acc: 0.8127 - ETA: 7s - loss: 0.4022 - acc: 0.8112 - ETA: 7s - loss: 0.4017 - acc: 0.8115 - ETA: 6s - loss: 0.4037 - acc: 0.8109 - ETA: 6s - loss: 0.4020 - acc: 0.8113 - ETA: 6s - loss: 0.4033 - acc: 0.8117 - ETA: 6s - loss: 0.4040 - acc: 0.8114 - ETA: 6s - loss: 0.4057 - acc: 0.8107 - ETA: 6s - loss: 0.4076 - acc: 0.8103 - ETA: 6s - loss: 0.4080 - acc: 0.8101 - ETA: 6s - loss: 0.4090 - acc: 0.8100 - ETA: 6s - loss: 0.4088 - acc: 0.8102 - ETA: 6s - loss: 0.4076 - acc: 0.8122 - ETA: 6s - loss: 0.4072 - acc: 0.8125 - ETA: 6s - loss: 0.4075 - acc: 0.8125 - ETA: 6s - loss: 0.4063 - acc: 0.8131 - ETA: 6s - loss: 0.4054 - acc: 0.8129 - ETA: 5s - loss: 0.4046 - acc: 0.8138 - ETA: 5s - loss: 0.4056 - acc: 0.8133 - ETA: 5s - loss: 0.4053 - acc: 0.8139 - ETA: 5s - loss: 0.4043 - acc: 0.8145 - ETA: 5s - loss: 0.4051 - acc: 0.8141 - ETA: 5s - loss: 0.4067 - acc: 0.8133 - ETA: 5s - loss: 0.4082 - acc: 0.8114 - ETA: 5s - loss: 0.4074 - acc: 0.8119 - ETA: 5s - loss: 0.4077 - acc: 0.8120 - ETA: 5s - loss: 0.4075 - acc: 0.8123 - ETA: 5s - loss: 0.4084 - acc: 0.8118 - ETA: 5s - loss: 0.4105 - acc: 0.8101 - ETA: 5s - loss: 0.4109 - acc: 0.8102 - ETA: 4s - loss: 0.4111 - acc: 0.8099 - ETA: 4s - loss: 0.4119 - acc: 0.8087 - ETA: 4s - loss: 0.4118 - acc: 0.8087 - ETA: 4s - loss: 0.4120 - acc: 0.8089 - ETA: 4s - loss: 0.4113 - acc: 0.8095 - ETA: 4s - loss: 0.4113 - acc: 0.8095 - ETA: 4s - loss: 0.4114 - acc: 0.8097 - ETA: 4s - loss: 0.4116 - acc: 0.8092 - ETA: 4s - loss: 0.4124 - acc: 0.8089 - ETA: 4s - loss: 0.4120 - acc: 0.8090 - ETA: 4s - loss: 0.4126 - acc: 0.8085 - ETA: 4s - loss: 0.4137 - acc: 0.8078 - ETA: 4s - loss: 0.4150 - acc: 0.8072 - ETA: 4s - loss: 0.4149 - acc: 0.8072 - ETA: 3s - loss: 0.4152 - acc: 0.8073 - ETA: 3s - loss: 0.4153 - acc: 0.8074 - ETA: 3s - loss: 0.4161 - acc: 0.8068 - ETA: 3s - loss: 0.4154 - acc: 0.8074 - ETA: 3s - loss: 0.4161 - acc: 0.8070 - ETA: 3s - loss: 0.4161 - acc: 0.8069 - ETA: 3s - loss: 0.4166 - acc: 0.8065 - ETA: 3s - loss: 0.4166 - acc: 0.8064 - ETA: 3s - loss: 0.4166 - acc: 0.8068 - ETA: 3s - loss: 0.4165 - acc: 0.8067 - ETA: 3s - loss: 0.4171 - acc: 0.8065 - ETA: 3s - loss: 0.4168 - acc: 0.8066 - ETA: 3s - loss: 0.4173 - acc: 0.8063 - ETA: 3s - loss: 0.4174 - acc: 0.8063 - ETA: 3s - loss: 0.4171 - acc: 0.8065 - ETA: 2s - loss: 0.4176 - acc: 0.8067 - ETA: 2s - loss: 0.4178 - acc: 0.8069 - ETA: 2s - loss: 0.4179 - acc: 0.8070 - ETA: 2s - loss: 0.4173 - acc: 0.8074 - ETA: 2s - loss: 0.4175 - acc: 0.8076 - ETA: 2s - loss: 0.4172 - acc: 0.8078 - ETA: 2s - loss: 0.4177 - acc: 0.8075 - ETA: 2s - loss: 0.4191 - acc: 0.8073 - ETA: 2s - loss: 0.4194 - acc: 0.8070 - ETA: 2s - loss: 0.4185 - acc: 0.8076 - ETA: 2s - loss: 0.4179 - acc: 0.8079 - ETA: 2s - loss: 0.4184 - acc: 0.8077 - ETA: 2s - loss: 0.4177 - acc: 0.8077 - ETA: 2s - loss: 0.4177 - acc: 0.8076 - ETA: 2s - loss: 0.4183 - acc: 0.8072 - ETA: 2s - loss: 0.4180 - acc: 0.8078 - ETA: 1s - loss: 0.4173 - acc: 0.8083 - ETA: 1s - loss: 0.4175 - acc: 0.8082 - ETA: 1s - loss: 0.4186 - acc: 0.8076 - ETA: 1s - loss: 0.4186 - acc: 0.8077 - ETA: 1s - loss: 0.4186 - acc: 0.8075 - ETA: 1s - loss: 0.4188 - acc: 0.8071 - ETA: 1s - loss: 0.4185 - acc: 0.8077 - ETA: 1s - loss: 0.4183 - acc: 0.8077 - ETA: 1s - loss: 0.4186 - acc: 0.8079 - ETA: 1s - loss: 0.4185 - acc: 0.8078 - ETA: 1s - loss: 0.4188 - acc: 0.8079 - ETA: 1s - loss: 0.4187 - acc: 0.8078 - ETA: 1s - loss: 0.4194 - acc: 0.8076 - ETA: 1s - loss: 0.4187 - acc: 0.8081 - ETA: 1s - loss: 0.4194 - acc: 0.8078 - ETA: 1s - loss: 0.4199 - acc: 0.8078 - ETA: 0s - loss: 0.4199 - acc: 0.8076 - ETA: 0s - loss: 0.4203 - acc: 0.8073 - ETA: 0s - loss: 0.4205 - acc: 0.8070 - ETA: 0s - loss: 0.4216 - acc: 0.8062 - ETA: 0s - loss: 0.4212 - acc: 0.8066 - ETA: 0s - loss: 0.4210 - acc: 0.8068 - ETA: 0s - loss: 0.4208 - acc: 0.8069 - ETA: 0s - loss: 0.4205 - acc: 0.8071 - ETA: 0s - loss: 0.4205 - acc: 0.8069 - ETA: 0s - loss: 0.4206 - acc: 0.8068 - ETA: 0s - loss: 0.4200 - acc: 0.8070 - ETA: 0s - loss: 0.4207 - acc: 0.8066 - ETA: 0s - loss: 0.4208 - acc: 0.8064 - ETA: 0s - loss: 0.4210 - acc: 0.8059 - ETA: 0s - loss: 0.4209 - acc: 0.8059 - 8s - loss: 0.4209 - acc: 0.8060
Epoch 43/100
20000/20000 [==============================] - ETA: 9s - loss: 0.5138 - acc: 0.8125 - ETA: 9s - loss: 0.3957 - acc: 0.8375 - ETA: 8s - loss: 0.4018 - acc: 0.8250 - ETA: 8s - loss: 0.4137 - acc: 0.8170 - ETA: 8s - loss: 0.4203 - acc: 0.8090 - ETA: 8s - loss: 0.4046 - acc: 0.8164 - ETA: 8s - loss: 0.4049 - acc: 0.8200 - ETA: 7s - loss: 0.4049 - acc: 0.8214 - ETA: 7s - loss: 0.4033 - acc: 0.8216 - ETA: 7s - loss: 0.4119 - acc: 0.8159 - ETA: 7s - loss: 0.4075 - acc: 0.8169 - ETA: 7s - loss: 0.4099 - acc: 0.8147 - ETA: 7s - loss: 0.4142 - acc: 0.8125 - ETA: 7s - loss: 0.4211 - acc: 0.8102 - ETA: 7s - loss: 0.4210 - acc: 0.8068 - ETA: 7s - loss: 0.4182 - acc: 0.8074 - ETA: 7s - loss: 0.4145 - acc: 0.8121 - ETA: 7s - loss: 0.4157 - acc: 0.8106 - ETA: 7s - loss: 0.4181 - acc: 0.8090 - ETA: 7s - loss: 0.4174 - acc: 0.8091 - ETA: 7s - loss: 0.4164 - acc: 0.8096 - ETA: 7s - loss: 0.4135 - acc: 0.8116 - ETA: 7s - loss: 0.4143 - acc: 0.8122 - ETA: 7s - loss: 0.4156 - acc: 0.8111 - ETA: 6s - loss: 0.4178 - acc: 0.8109 - ETA: 6s - loss: 0.4186 - acc: 0.8097 - ETA: 6s - loss: 0.4181 - acc: 0.8090 - ETA: 6s - loss: 0.4173 - acc: 0.8085 - ETA: 6s - loss: 0.4184 - acc: 0.8081 - ETA: 6s - loss: 0.4197 - acc: 0.8079 - ETA: 6s - loss: 0.4182 - acc: 0.8083 - ETA: 6s - loss: 0.4196 - acc: 0.8075 - ETA: 6s - loss: 0.4185 - acc: 0.8077 - ETA: 6s - loss: 0.4164 - acc: 0.8091 - ETA: 6s - loss: 0.4144 - acc: 0.8100 - ETA: 6s - loss: 0.4144 - acc: 0.8106 - ETA: 6s - loss: 0.4142 - acc: 0.8101 - ETA: 6s - loss: 0.4137 - acc: 0.8105 - ETA: 6s - loss: 0.4152 - acc: 0.8101 - ETA: 6s - loss: 0.4157 - acc: 0.8095 - ETA: 6s - loss: 0.4149 - acc: 0.8097 - ETA: 6s - loss: 0.4154 - acc: 0.8089 - ETA: 5s - loss: 0.4184 - acc: 0.8086 - ETA: 5s - loss: 0.4181 - acc: 0.8082 - ETA: 5s - loss: 0.4180 - acc: 0.8082 - ETA: 5s - loss: 0.4174 - acc: 0.8077 - ETA: 5s - loss: 0.4161 - acc: 0.8086 - ETA: 5s - loss: 0.4144 - acc: 0.8098 - ETA: 5s - loss: 0.4140 - acc: 0.8099 - ETA: 5s - loss: 0.4146 - acc: 0.8093 - ETA: 5s - loss: 0.4152 - acc: 0.8095 - ETA: 5s - loss: 0.4153 - acc: 0.8099 - ETA: 5s - loss: 0.4150 - acc: 0.8101 - ETA: 5s - loss: 0.4153 - acc: 0.8099 - ETA: 5s - loss: 0.4154 - acc: 0.8094 - ETA: 4s - loss: 0.4151 - acc: 0.8088 - ETA: 4s - loss: 0.4157 - acc: 0.8083 - ETA: 4s - loss: 0.4142 - acc: 0.8092 - ETA: 4s - loss: 0.4133 - acc: 0.8099 - ETA: 4s - loss: 0.4117 - acc: 0.8107 - ETA: 4s - loss: 0.4108 - acc: 0.8110 - ETA: 4s - loss: 0.4106 - acc: 0.8114 - ETA: 4s - loss: 0.4121 - acc: 0.8106 - ETA: 4s - loss: 0.4133 - acc: 0.8097 - ETA: 4s - loss: 0.4128 - acc: 0.8103 - ETA: 4s - loss: 0.4135 - acc: 0.8101 - ETA: 4s - loss: 0.4129 - acc: 0.8099 - ETA: 4s - loss: 0.4132 - acc: 0.8096 - ETA: 4s - loss: 0.4135 - acc: 0.8093 - ETA: 4s - loss: 0.4132 - acc: 0.8095 - ETA: 4s - loss: 0.4145 - acc: 0.8086 - ETA: 4s - loss: 0.4143 - acc: 0.8090 - ETA: 3s - loss: 0.4148 - acc: 0.8089 - ETA: 3s - loss: 0.4151 - acc: 0.8093 - ETA: 3s - loss: 0.4145 - acc: 0.8098 - ETA: 3s - loss: 0.4147 - acc: 0.8095 - ETA: 3s - loss: 0.4147 - acc: 0.8092 - ETA: 3s - loss: 0.4158 - acc: 0.8084 - ETA: 3s - loss: 0.4161 - acc: 0.8080 - ETA: 3s - loss: 0.4170 - acc: 0.8068 - ETA: 3s - loss: 0.4164 - acc: 0.8074 - ETA: 3s - loss: 0.4162 - acc: 0.8073 - ETA: 3s - loss: 0.4157 - acc: 0.8073 - ETA: 3s - loss: 0.4160 - acc: 0.8071 - ETA: 3s - loss: 0.4165 - acc: 0.8070 - ETA: 2s - loss: 0.4168 - acc: 0.8065 - ETA: 2s - loss: 0.4179 - acc: 0.8060 - ETA: 2s - loss: 0.4178 - acc: 0.8061 - ETA: 2s - loss: 0.4172 - acc: 0.8065 - ETA: 2s - loss: 0.4169 - acc: 0.8069 - ETA: 2s - loss: 0.4167 - acc: 0.8070 - ETA: 2s - loss: 0.4172 - acc: 0.8069 - ETA: 2s - loss: 0.4162 - acc: 0.8074 - ETA: 2s - loss: 0.4174 - acc: 0.8071 - ETA: 2s - loss: 0.4168 - acc: 0.8073 - ETA: 2s - loss: 0.4166 - acc: 0.8074 - ETA: 2s - loss: 0.4164 - acc: 0.8073 - ETA: 2s - loss: 0.4162 - acc: 0.8075 - ETA: 2s - loss: 0.4168 - acc: 0.8075 - ETA: 1s - loss: 0.4166 - acc: 0.8078 - ETA: 1s - loss: 0.4164 - acc: 0.8080 - ETA: 1s - loss: 0.4161 - acc: 0.8082 - ETA: 1s - loss: 0.4164 - acc: 0.8079 - ETA: 1s - loss: 0.4171 - acc: 0.8077 - ETA: 1s - loss: 0.4171 - acc: 0.8082 - ETA: 1s - loss: 0.4179 - acc: 0.8073 - ETA: 1s - loss: 0.4176 - acc: 0.8077 - ETA: 1s - loss: 0.4177 - acc: 0.8076 - ETA: 1s - loss: 0.4181 - acc: 0.8076 - ETA: 1s - loss: 0.4176 - acc: 0.8080 - ETA: 1s - loss: 0.4177 - acc: 0.8078 - ETA: 1s - loss: 0.4174 - acc: 0.8081 - ETA: 1s - loss: 0.4174 - acc: 0.8084 - ETA: 1s - loss: 0.4174 - acc: 0.8083 - ETA: 0s - loss: 0.4170 - acc: 0.8086 - ETA: 0s - loss: 0.4168 - acc: 0.8087 - ETA: 0s - loss: 0.4164 - acc: 0.8090 - ETA: 0s - loss: 0.4164 - acc: 0.8088 - ETA: 0s - loss: 0.4164 - acc: 0.8089 - ETA: 0s - loss: 0.4168 - acc: 0.8086 - ETA: 0s - loss: 0.4166 - acc: 0.8086 - ETA: 0s - loss: 0.4164 - acc: 0.8088 - ETA: 0s - loss: 0.4165 - acc: 0.8084 - ETA: 0s - loss: 0.4164 - acc: 0.8083 - ETA: 0s - loss: 0.4167 - acc: 0.8083 - ETA: 0s - loss: 0.4166 - acc: 0.8082 - ETA: 0s - loss: 0.4159 - acc: 0.8085 - ETA: 0s - loss: 0.4161 - acc: 0.8086 - ETA: 0s - loss: 0.4158 - acc: 0.8088 - 8s - loss: 0.4161 - acc: 0.8086
Epoch 44/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3658 - acc: 0.8125 - ETA: 9s - loss: 0.3687 - acc: 0.8250 - ETA: 10s - loss: 0.3821 - acc: 0.8056 - ETA: 8s - loss: 0.4095 - acc: 0.8104 - ETA: 8s - loss: 0.4097 - acc: 0.8051 - ETA: 7s - loss: 0.4112 - acc: 0.8065 - ETA: 8s - loss: 0.4142 - acc: 0.8006 - ETA: 8s - loss: 0.4080 - acc: 0.8059 - ETA: 9s - loss: 0.4099 - acc: 0.8082 - ETA: 9s - loss: 0.4190 - acc: 0.8045 - ETA: 9s - loss: 0.4149 - acc: 0.8080 - ETA: 9s - loss: 0.4134 - acc: 0.8073 - ETA: 9s - loss: 0.4138 - acc: 0.8076 - ETA: 9s - loss: 0.4109 - acc: 0.8108 - ETA: 9s - loss: 0.4043 - acc: 0.8178 - ETA: 8s - loss: 0.4069 - acc: 0.8159 - ETA: 8s - loss: 0.4020 - acc: 0.8184 - ETA: 8s - loss: 0.4014 - acc: 0.8202 - ETA: 8s - loss: 0.4050 - acc: 0.8196 - ETA: 8s - loss: 0.4064 - acc: 0.8186 - ETA: 8s - loss: 0.4046 - acc: 0.8190 - ETA: 8s - loss: 0.4073 - acc: 0.8177 - ETA: 8s - loss: 0.4052 - acc: 0.8168 - ETA: 8s - loss: 0.4051 - acc: 0.8165 - ETA: 5s - loss: 0.4044 - acc: 0.8138 - ETA: 5s - loss: 0.4047 - acc: 0.8134 - ETA: 5s - loss: 0.4045 - acc: 0.8133 - ETA: 5s - loss: 0.4043 - acc: 0.8135 - ETA: 5s - loss: 0.4038 - acc: 0.8138 - ETA: 5s - loss: 0.4044 - acc: 0.8138 - ETA: 5s - loss: 0.4048 - acc: 0.8136 - ETA: 5s - loss: 0.4044 - acc: 0.8140 - ETA: 5s - loss: 0.4050 - acc: 0.8135 - ETA: 5s - loss: 0.4067 - acc: 0.8126 - ETA: 5s - loss: 0.4062 - acc: 0.8126 - ETA: 5s - loss: 0.4073 - acc: 0.8115 - ETA: 5s - loss: 0.4087 - acc: 0.8110 - ETA: 5s - loss: 0.4077 - acc: 0.8111 - ETA: 4s - loss: 0.4078 - acc: 0.8113 - ETA: 4s - loss: 0.4074 - acc: 0.8116 - ETA: 4s - loss: 0.4069 - acc: 0.8120 - ETA: 4s - loss: 0.4067 - acc: 0.8118 - ETA: 4s - loss: 0.4062 - acc: 0.8121 - ETA: 4s - loss: 0.4062 - acc: 0.8117 - ETA: 4s - loss: 0.4071 - acc: 0.8115 - ETA: 4s - loss: 0.4073 - acc: 0.8115 - ETA: 4s - loss: 0.4085 - acc: 0.8104 - ETA: 4s - loss: 0.4081 - acc: 0.8106 - ETA: 4s - loss: 0.4089 - acc: 0.8105 - ETA: 4s - loss: 0.4089 - acc: 0.8106 - ETA: 4s - loss: 0.4090 - acc: 0.8107 - ETA: 4s - loss: 0.4090 - acc: 0.8107 - ETA: 4s - loss: 0.4096 - acc: 0.8108 - ETA: 4s - loss: 0.4100 - acc: 0.8106 - ETA: 3s - loss: 0.4098 - acc: 0.8100 - ETA: 3s - loss: 0.4097 - acc: 0.8101 - ETA: 3s - loss: 0.4093 - acc: 0.8102 - ETA: 3s - loss: 0.4084 - acc: 0.8108 - ETA: 3s - loss: 0.4084 - acc: 0.8106 - ETA: 3s - loss: 0.4082 - acc: 0.8107 - ETA: 3s - loss: 0.4083 - acc: 0.8108 - ETA: 3s - loss: 0.4091 - acc: 0.8103 - ETA: 3s - loss: 0.4090 - acc: 0.8103 - ETA: 3s - loss: 0.4089 - acc: 0.8103 - ETA: 3s - loss: 0.4089 - acc: 0.8103 - ETA: 3s - loss: 0.4095 - acc: 0.8094 - ETA: 2s - loss: 0.4088 - acc: 0.8100 - ETA: 2s - loss: 0.4107 - acc: 0.8093 - ETA: 2s - loss: 0.4105 - acc: 0.8095 - ETA: 2s - loss: 0.4102 - acc: 0.8098 - ETA: 2s - loss: 0.4110 - acc: 0.8095 - ETA: 2s - loss: 0.4108 - acc: 0.8097 - ETA: 2s - loss: 0.4115 - acc: 0.8099 - ETA: 2s - loss: 0.4112 - acc: 0.8100 - ETA: 2s - loss: 0.4104 - acc: 0.8099 - ETA: 2s - loss: 0.4103 - acc: 0.8098 - ETA: 2s - loss: 0.4111 - acc: 0.8097 - ETA: 2s - loss: 0.4113 - acc: 0.8095 - ETA: 2s - loss: 0.4109 - acc: 0.8098 - ETA: 1s - loss: 0.4111 - acc: 0.8097 - ETA: 1s - loss: 0.4102 - acc: 0.8103 - ETA: 1s - loss: 0.4098 - acc: 0.8103 - ETA: 1s - loss: 0.4096 - acc: 0.8102 - ETA: 1s - loss: 0.4095 - acc: 0.8102 - ETA: 1s - loss: 0.4091 - acc: 0.8105 - ETA: 1s - loss: 0.4098 - acc: 0.8102 - ETA: 1s - loss: 0.4099 - acc: 0.8105 - ETA: 1s - loss: 0.4105 - acc: 0.8106 - ETA: 1s - loss: 0.4101 - acc: 0.8110 - ETA: 1s - loss: 0.4110 - acc: 0.8109 - ETA: 1s - loss: 0.4108 - acc: 0.8110 - ETA: 1s - loss: 0.4105 - acc: 0.8113 - ETA: 1s - loss: 0.4110 - acc: 0.8111 - ETA: 0s - loss: 0.4114 - acc: 0.8106 - ETA: 0s - loss: 0.4123 - acc: 0.8102 - ETA: 0s - loss: 0.4127 - acc: 0.8099 - ETA: 0s - loss: 0.4128 - acc: 0.8096 - ETA: 0s - loss: 0.4124 - acc: 0.8100 - ETA: 0s - loss: 0.4128 - acc: 0.8098 - ETA: 0s - loss: 0.4127 - acc: 0.8100 - ETA: 0s - loss: 0.4128 - acc: 0.8100 - ETA: 0s - loss: 0.4127 - acc: 0.8099 - ETA: 0s - loss: 0.4121 - acc: 0.8103 - ETA: 0s - loss: 0.4115 - acc: 0.8106 - ETA: 0s - loss: 0.4115 - acc: 0.8106 - ETA: 0s - loss: 0.4116 - acc: 0.8106 - ETA: 0s - loss: 0.4117 - acc: 0.8108 - ETA: 0s - loss: 0.4111 - acc: 0.8112 - ETA: 0s - loss: 0.4111 - acc: 0.8113 - 9s - loss: 0.4111 - acc: 0.8115
Epoch 45/100
20000/20000 [==============================] - ETA: 9s - loss: 0.6572 - acc: 0.6875 - ETA: 8s - loss: 0.4409 - acc: 0.7969 - ETA: 8s - loss: 0.3866 - acc: 0.8313 - ETA: 8s - loss: 0.3981 - acc: 0.8192 - ETA: 8s - loss: 0.4043 - acc: 0.8125 - ETA: 8s - loss: 0.4053 - acc: 0.8111 - ETA: 8s - loss: 0.3919 - acc: 0.8179 - ETA: 7s - loss: 0.3990 - acc: 0.8153 - ETA: 7s - loss: 0.3954 - acc: 0.8174 - ETA: 7s - loss: 0.3955 - acc: 0.8154 - ETA: 7s - loss: 0.3925 - acc: 0.8164 - ETA: 7s - loss: 0.3910 - acc: 0.8185 - ETA: 7s - loss: 0.3987 - acc: 0.8130 - ETA: 7s - loss: 0.4038 - acc: 0.8140 - ETA: 7s - loss: 0.4033 - acc: 0.8144 - ETA: 7s - loss: 0.3957 - acc: 0.8173 - ETA: 7s - loss: 0.4020 - acc: 0.8137 - ETA: 7s - loss: 0.4013 - acc: 0.8157 - ETA: 7s - loss: 0.4029 - acc: 0.8159 - ETA: 7s - loss: 0.4040 - acc: 0.8182 - ETA: 7s - loss: 0.4081 - acc: 0.8179 - ETA: 7s - loss: 0.4062 - acc: 0.8193 - ETA: 7s - loss: 0.4047 - acc: 0.8205 - ETA: 7s - loss: 0.4038 - acc: 0.8202 - ETA: 7s - loss: 0.4035 - acc: 0.8207 - ETA: 7s - loss: 0.4040 - acc: 0.8195 - ETA: 7s - loss: 0.4002 - acc: 0.8217 - ETA: 7s - loss: 0.3994 - acc: 0.8220 - ETA: 7s - loss: 0.3988 - acc: 0.8216 - ETA: 7s - loss: 0.3996 - acc: 0.8221 - ETA: 7s - loss: 0.3997 - acc: 0.8216 - ETA: 7s - loss: 0.3999 - acc: 0.8208 - ETA: 7s - loss: 0.4016 - acc: 0.8210 - ETA: 7s - loss: 0.4004 - acc: 0.8212 - ETA: 7s - loss: 0.4016 - acc: 0.8202 - ETA: 7s - loss: 0.4023 - acc: 0.8201 - ETA: 6s - loss: 0.4056 - acc: 0.8187 - ETA: 6s - loss: 0.4070 - acc: 0.8167 - ETA: 6s - loss: 0.4068 - acc: 0.8174 - ETA: 6s - loss: 0.4082 - acc: 0.8169 - ETA: 6s - loss: 0.4060 - acc: 0.8181 - ETA: 6s - loss: 0.4051 - acc: 0.8190 - ETA: 6s - loss: 0.4059 - acc: 0.8189 - ETA: 6s - loss: 0.4051 - acc: 0.8193 - ETA: 6s - loss: 0.4055 - acc: 0.8188 - ETA: 6s - loss: 0.4060 - acc: 0.8184 - ETA: 6s - loss: 0.4067 - acc: 0.8179 - ETA: 6s - loss: 0.4060 - acc: 0.8181 - ETA: 6s - loss: 0.4079 - acc: 0.8171 - ETA: 5s - loss: 0.4105 - acc: 0.8165 - ETA: 5s - loss: 0.4095 - acc: 0.8171 - ETA: 5s - loss: 0.4094 - acc: 0.8173 - ETA: 5s - loss: 0.4090 - acc: 0.8168 - ETA: 5s - loss: 0.4081 - acc: 0.8171 - ETA: 5s - loss: 0.4090 - acc: 0.8169 - ETA: 5s - loss: 0.4079 - acc: 0.8173 - ETA: 5s - loss: 0.4067 - acc: 0.8177 - ETA: 5s - loss: 0.4062 - acc: 0.8175 - ETA: 5s - loss: 0.4056 - acc: 0.8179 - ETA: 5s - loss: 0.4052 - acc: 0.8177 - ETA: 5s - loss: 0.4053 - acc: 0.8177 - ETA: 5s - loss: 0.4047 - acc: 0.8177 - ETA: 4s - loss: 0.4047 - acc: 0.8176 - ETA: 4s - loss: 0.4029 - acc: 0.8188 - ETA: 4s - loss: 0.4033 - acc: 0.8180 - ETA: 4s - loss: 0.4040 - acc: 0.8176 - ETA: 4s - loss: 0.4032 - acc: 0.8181 - ETA: 4s - loss: 0.4043 - acc: 0.8173 - ETA: 4s - loss: 0.4035 - acc: 0.8178 - ETA: 4s - loss: 0.4031 - acc: 0.8181 - ETA: 4s - loss: 0.4031 - acc: 0.8181 - ETA: 4s - loss: 0.4019 - acc: 0.8194 - ETA: 4s - loss: 0.4021 - acc: 0.8193 - ETA: 4s - loss: 0.4032 - acc: 0.8183 - ETA: 4s - loss: 0.4042 - acc: 0.8176 - ETA: 3s - loss: 0.4047 - acc: 0.8175 - ETA: 3s - loss: 0.4044 - acc: 0.8178 - ETA: 3s - loss: 0.4047 - acc: 0.8176 - ETA: 3s - loss: 0.4043 - acc: 0.8175 - ETA: 3s - loss: 0.4038 - acc: 0.8177 - ETA: 3s - loss: 0.4032 - acc: 0.8175 - ETA: 3s - loss: 0.4026 - acc: 0.8177 - ETA: 3s - loss: 0.4022 - acc: 0.8180 - ETA: 3s - loss: 0.4024 - acc: 0.8181 - ETA: 3s - loss: 0.4041 - acc: 0.8169 - ETA: 3s - loss: 0.4033 - acc: 0.8172 - ETA: 3s - loss: 0.4052 - acc: 0.8153 - ETA: 3s - loss: 0.4058 - acc: 0.8152 - ETA: 3s - loss: 0.4057 - acc: 0.8152 - ETA: 3s - loss: 0.4061 - acc: 0.8151 - ETA: 2s - loss: 0.4062 - acc: 0.8151 - ETA: 2s - loss: 0.4061 - acc: 0.8149 - ETA: 2s - loss: 0.4067 - acc: 0.8146 - ETA: 2s - loss: 0.4062 - acc: 0.8148 - ETA: 2s - loss: 0.4060 - acc: 0.8150 - ETA: 2s - loss: 0.4062 - acc: 0.8146 - ETA: 2s - loss: 0.4067 - acc: 0.8143 - ETA: 2s - loss: 0.4069 - acc: 0.8138 - ETA: 2s - loss: 0.4071 - acc: 0.8137 - ETA: 2s - loss: 0.4071 - acc: 0.8137 - ETA: 2s - loss: 0.4072 - acc: 0.8137 - ETA: 2s - loss: 0.4067 - acc: 0.8140 - ETA: 2s - loss: 0.4066 - acc: 0.8141 - ETA: 2s - loss: 0.4072 - acc: 0.8138 - ETA: 2s - loss: 0.4072 - acc: 0.8133 - ETA: 2s - loss: 0.4078 - acc: 0.8131 - ETA: 1s - loss: 0.4082 - acc: 0.8132 - ETA: 1s - loss: 0.4083 - acc: 0.8132 - ETA: 1s - loss: 0.4082 - acc: 0.8133 - ETA: 1s - loss: 0.4084 - acc: 0.8134 - ETA: 1s - loss: 0.4082 - acc: 0.8138 - ETA: 1s - loss: 0.4080 - acc: 0.8136 - ETA: 1s - loss: 0.4082 - acc: 0.8135 - ETA: 1s - loss: 0.4081 - acc: 0.8134 - ETA: 1s - loss: 0.4078 - acc: 0.8138 - ETA: 1s - loss: 0.4074 - acc: 0.8142 - ETA: 1s - loss: 0.4072 - acc: 0.8142 - ETA: 1s - loss: 0.4074 - acc: 0.8140 - ETA: 1s - loss: 0.4074 - acc: 0.8142 - ETA: 1s - loss: 0.4075 - acc: 0.8141 - ETA: 1s - loss: 0.4072 - acc: 0.8142 - ETA: 1s - loss: 0.4074 - acc: 0.8140 - ETA: 0s - loss: 0.4076 - acc: 0.8137 - ETA: 0s - loss: 0.4076 - acc: 0.8139 - ETA: 0s - loss: 0.4087 - acc: 0.8137 - ETA: 0s - loss: 0.4086 - acc: 0.8136 - ETA: 0s - loss: 0.4088 - acc: 0.8136 - ETA: 0s - loss: 0.4094 - acc: 0.8133 - ETA: 0s - loss: 0.4100 - acc: 0.8131 - ETA: 0s - loss: 0.4101 - acc: 0.8131 - ETA: 0s - loss: 0.4102 - acc: 0.8130 - ETA: 0s - loss: 0.4108 - acc: 0.8127 - ETA: 0s - loss: 0.4111 - acc: 0.8124 - ETA: 0s - loss: 0.4109 - acc: 0.8123 - ETA: 0s - loss: 0.4109 - acc: 0.8123 - ETA: 0s - loss: 0.4111 - acc: 0.8122 - 8s - loss: 0.4111 - acc: 0.8123
Epoch 46/100
20000/20000 [==============================] - ETA: 0s - loss: 0.4052 - acc: 0.8125 - ETA: 7s - loss: 0.4590 - acc: 0.7812 - ETA: 9s - loss: 0.4575 - acc: 0.7708 - ETA: 8s - loss: 0.4467 - acc: 0.7790 - ETA: 9s - loss: 0.4474 - acc: 0.7849 - ETA: 8s - loss: 0.4275 - acc: 0.7962 - ETA: 8s - loss: 0.4177 - acc: 0.7986 - ETA: 8s - loss: 0.4196 - acc: 0.7969 - ETA: 8s - loss: 0.4180 - acc: 0.7932 - ETA: 9s - loss: 0.4137 - acc: 0.7986 - ETA: 9s - loss: 0.4155 - acc: 0.7965 - ETA: 9s - loss: 0.4205 - acc: 0.7912 - ETA: 9s - loss: 0.4103 - acc: 0.7965 - ETA: 9s - loss: 0.4160 - acc: 0.7963 - ETA: 9s - loss: 0.4107 - acc: 0.7985 - ETA: 8s - loss: 0.4129 - acc: 0.8002 - ETA: 8s - loss: 0.4148 - acc: 0.7983 - ETA: 8s - loss: 0.4202 - acc: 0.7941 - ETA: 9s - loss: 0.4243 - acc: 0.7902 - ETA: 8s - loss: 0.4245 - acc: 0.7918 - ETA: 9s - loss: 0.4230 - acc: 0.7929 - ETA: 8s - loss: 0.4250 - acc: 0.7950 - ETA: 8s - loss: 0.4248 - acc: 0.7937 - ETA: 8s - loss: 0.4227 - acc: 0.7962 - ETA: 8s - loss: 0.4211 - acc: 0.7980 - ETA: 8s - loss: 0.4208 - acc: 0.7983 - ETA: 8s - loss: 0.4177 - acc: 0.8010 - ETA: 8s - loss: 0.4189 - acc: 0.8016 - ETA: 7s - loss: 0.4189 - acc: 0.8031 - ETA: 7s - loss: 0.4179 - acc: 0.8027 - ETA: 7s - loss: 0.4190 - acc: 0.8019 - ETA: 7s - loss: 0.4198 - acc: 0.8026 - ETA: 7s - loss: 0.4207 - acc: 0.8032 - ETA: 7s - loss: 0.4217 - acc: 0.8039 - ETA: 7s - loss: 0.4229 - acc: 0.8036 - ETA: 7s - loss: 0.4223 - acc: 0.8039 - ETA: 7s - loss: 0.4197 - acc: 0.8052 - ETA: 7s - loss: 0.4206 - acc: 0.8049 - ETA: 7s - loss: 0.4222 - acc: 0.8044 - ETA: 7s - loss: 0.4213 - acc: 0.8044 - ETA: 7s - loss: 0.4202 - acc: 0.8057 - ETA: 7s - loss: 0.4222 - acc: 0.8035 - ETA: 6s - loss: 0.4230 - acc: 0.8038 - ETA: 6s - loss: 0.4242 - acc: 0.8035 - ETA: 6s - loss: 0.4251 - acc: 0.8033 - ETA: 6s - loss: 0.4249 - acc: 0.8031 - ETA: 6s - loss: 0.4226 - acc: 0.8051 - ETA: 6s - loss: 0.4204 - acc: 0.8075 - ETA: 6s - loss: 0.4186 - acc: 0.8090 - ETA: 6s - loss: 0.4201 - acc: 0.8088 - ETA: 6s - loss: 0.4185 - acc: 0.8096 - ETA: 6s - loss: 0.4174 - acc: 0.8098 - ETA: 5s - loss: 0.4169 - acc: 0.8100 - ETA: 5s - loss: 0.4154 - acc: 0.8102 - ETA: 5s - loss: 0.4150 - acc: 0.8105 - ETA: 5s - loss: 0.4145 - acc: 0.8104 - ETA: 5s - loss: 0.4143 - acc: 0.8104 - ETA: 5s - loss: 0.4148 - acc: 0.8107 - ETA: 5s - loss: 0.4144 - acc: 0.8107 - ETA: 5s - loss: 0.4138 - acc: 0.8108 - ETA: 5s - loss: 0.4137 - acc: 0.8110 - ETA: 5s - loss: 0.4138 - acc: 0.8113 - ETA: 5s - loss: 0.4129 - acc: 0.8124 - ETA: 5s - loss: 0.4118 - acc: 0.8128 - ETA: 5s - loss: 0.4108 - acc: 0.8134 - ETA: 5s - loss: 0.4112 - acc: 0.8127 - ETA: 5s - loss: 0.4105 - acc: 0.8135 - ETA: 5s - loss: 0.4096 - acc: 0.8140 - ETA: 5s - loss: 0.4096 - acc: 0.8137 - ETA: 5s - loss: 0.4098 - acc: 0.8137 - ETA: 4s - loss: 0.4090 - acc: 0.8145 - ETA: 4s - loss: 0.4079 - acc: 0.8152 - ETA: 4s - loss: 0.4077 - acc: 0.8159 - ETA: 4s - loss: 0.4079 - acc: 0.8161 - ETA: 4s - loss: 0.4089 - acc: 0.8158 - ETA: 4s - loss: 0.4091 - acc: 0.8155 - ETA: 4s - loss: 0.4089 - acc: 0.8160 - ETA: 4s - loss: 0.4091 - acc: 0.8157 - ETA: 4s - loss: 0.4091 - acc: 0.8154 - ETA: 4s - loss: 0.4086 - acc: 0.8155 - ETA: 4s - loss: 0.4086 - acc: 0.8156 - ETA: 4s - loss: 0.4081 - acc: 0.8159 - ETA: 4s - loss: 0.4075 - acc: 0.8162 - ETA: 3s - loss: 0.4071 - acc: 0.8159 - ETA: 3s - loss: 0.4060 - acc: 0.8160 - ETA: 3s - loss: 0.4049 - acc: 0.8163 - ETA: 3s - loss: 0.4052 - acc: 0.8163 - ETA: 3s - loss: 0.4061 - acc: 0.8154 - ETA: 3s - loss: 0.4062 - acc: 0.8152 - ETA: 3s - loss: 0.4060 - acc: 0.8150 - ETA: 3s - loss: 0.4056 - acc: 0.8154 - ETA: 3s - loss: 0.4067 - acc: 0.8147 - ETA: 3s - loss: 0.4061 - acc: 0.8147 - ETA: 3s - loss: 0.4057 - acc: 0.8148 - ETA: 3s - loss: 0.4055 - acc: 0.8150 - ETA: 3s - loss: 0.4063 - acc: 0.8148 - ETA: 3s - loss: 0.4063 - acc: 0.8147 - ETA: 2s - loss: 0.4070 - acc: 0.8143 - ETA: 2s - loss: 0.4064 - acc: 0.8145 - ETA: 2s - loss: 0.4057 - acc: 0.8151 - ETA: 2s - loss: 0.4059 - acc: 0.8148 - ETA: 2s - loss: 0.4070 - acc: 0.8146 - ETA: 2s - loss: 0.4067 - acc: 0.8143 - ETA: 2s - loss: 0.4065 - acc: 0.8146 - ETA: 2s - loss: 0.4059 - acc: 0.8150 - ETA: 2s - loss: 0.4058 - acc: 0.8150 - ETA: 2s - loss: 0.4054 - acc: 0.8150 - ETA: 2s - loss: 0.4058 - acc: 0.8148 - ETA: 2s - loss: 0.4053 - acc: 0.8149 - ETA: 2s - loss: 0.4052 - acc: 0.8148 - ETA: 2s - loss: 0.4054 - acc: 0.8149 - ETA: 1s - loss: 0.4056 - acc: 0.8145 - ETA: 1s - loss: 0.4055 - acc: 0.8147 - ETA: 1s - loss: 0.4052 - acc: 0.8144 - ETA: 1s - loss: 0.4054 - acc: 0.8144 - ETA: 1s - loss: 0.4063 - acc: 0.8143 - ETA: 1s - loss: 0.4056 - acc: 0.8148 - ETA: 1s - loss: 0.4055 - acc: 0.8149 - ETA: 1s - loss: 0.4051 - acc: 0.8148 - ETA: 1s - loss: 0.4054 - acc: 0.8147 - ETA: 1s - loss: 0.4048 - acc: 0.8150 - ETA: 1s - loss: 0.4052 - acc: 0.8149 - ETA: 1s - loss: 0.4044 - acc: 0.8156 - ETA: 1s - loss: 0.4045 - acc: 0.8155 - ETA: 1s - loss: 0.4049 - acc: 0.8154 - ETA: 0s - loss: 0.4057 - acc: 0.8154 - ETA: 0s - loss: 0.4057 - acc: 0.8157 - ETA: 0s - loss: 0.4053 - acc: 0.8159 - ETA: 0s - loss: 0.4056 - acc: 0.8161 - ETA: 0s - loss: 0.4054 - acc: 0.8161 - ETA: 0s - loss: 0.4059 - acc: 0.8159 - ETA: 0s - loss: 0.4056 - acc: 0.8160 - ETA: 0s - loss: 0.4057 - acc: 0.8160 - ETA: 0s - loss: 0.4068 - acc: 0.8154 - ETA: 0s - loss: 0.4065 - acc: 0.8156 - ETA: 0s - loss: 0.4062 - acc: 0.8161 - ETA: 0s - loss: 0.4066 - acc: 0.8161 - ETA: 0s - loss: 0.4063 - acc: 0.8164 - ETA: 0s - loss: 0.4066 - acc: 0.8162 - ETA: 0s - loss: 0.4070 - acc: 0.8158 - 9s - loss: 0.4072 - acc: 0.8158
Epoch 47/100
20000/20000 [==============================] - ETA: 8s - loss: 0.3963 - acc: 0.8177 - ETA: 8s - loss: 0.3850 - acc: 0.8250 - ETA: 8s - loss: 0.3807 - acc: 0.8304 - ETA: 8s - loss: 0.4078 - acc: 0.8160 - ETA: 8s - loss: 0.4034 - acc: 0.8179 - ETA: 9s - loss: 0.4049 - acc: 0.8209 - ETA: 8s - loss: 0.4173 - acc: 0.8135 - ETA: 8s - loss: 0.4052 - acc: 0.8194 - ETA: 8s - loss: 0.4043 - acc: 0.8186 - ETA: 8s - loss: 0.4039 - acc: 0.8167 - ETA: 8s - loss: 0.4035 - acc: 0.8177 - ETA: 8s - loss: 0.3990 - acc: 0.8219 - ETA: 8s - loss: 0.4043 - acc: 0.8173 - ETA: 8s - loss: 0.4034 - acc: 0.8194 - ETA: 8s - loss: 0.3991 - acc: 0.8218 - ETA: 8s - loss: 0.3939 - acc: 0.8253 - ETA: 8s - loss: 0.3962 - acc: 0.8237 - ETA: 8s - loss: 0.3975 - acc: 0.8238 - ETA: 8s - loss: 0.4010 - acc: 0.8221 - ETA: 7s - loss: 0.4063 - acc: 0.8177 - ETA: 7s - loss: 0.4072 - acc: 0.8175 - ETA: 7s - loss: 0.4101 - acc: 0.8182 - ETA: 7s - loss: 0.4127 - acc: 0.8180 - ETA: 7s - loss: 0.4134 - acc: 0.8171 - ETA: 7s - loss: 0.4128 - acc: 0.8164 - ETA: 7s - loss: 0.4124 - acc: 0.8154 - ETA: 7s - loss: 0.4109 - acc: 0.8146 - ETA: 7s - loss: 0.4161 - acc: 0.8127 - ETA: 7s - loss: 0.4146 - acc: 0.8125 - ETA: 7s - loss: 0.4137 - acc: 0.8127 - ETA: 7s - loss: 0.4136 - acc: 0.8132 - ETA: 6s - loss: 0.4128 - acc: 0.8136 - ETA: 6s - loss: 0.4140 - acc: 0.8133 - ETA: 6s - loss: 0.4143 - acc: 0.8139 - ETA: 6s - loss: 0.4152 - acc: 0.8139 - ETA: 6s - loss: 0.4162 - acc: 0.8127 - ETA: 6s - loss: 0.4147 - acc: 0.8142 - ETA: 6s - loss: 0.4146 - acc: 0.8145 - ETA: 6s - loss: 0.4167 - acc: 0.8130 - ETA: 6s - loss: 0.4165 - acc: 0.8127 - ETA: 6s - loss: 0.4164 - acc: 0.8125 - ETA: 6s - loss: 0.4175 - acc: 0.8120 - ETA: 6s - loss: 0.4181 - acc: 0.8119 - ETA: 6s - loss: 0.4184 - acc: 0.8116 - ETA: 6s - loss: 0.4166 - acc: 0.8128 - ETA: 6s - loss: 0.4165 - acc: 0.8124 - ETA: 6s - loss: 0.4172 - acc: 0.8113 - ETA: 5s - loss: 0.4157 - acc: 0.8119 - ETA: 5s - loss: 0.4144 - acc: 0.8124 - ETA: 5s - loss: 0.4127 - acc: 0.8133 - ETA: 5s - loss: 0.4141 - acc: 0.8133 - ETA: 5s - loss: 0.4147 - acc: 0.8130 - ETA: 5s - loss: 0.4139 - acc: 0.8133 - ETA: 5s - loss: 0.4133 - acc: 0.8136 - ETA: 5s - loss: 0.4130 - acc: 0.8135 - ETA: 5s - loss: 0.4120 - acc: 0.8138 - ETA: 5s - loss: 0.4131 - acc: 0.8133 - ETA: 5s - loss: 0.4134 - acc: 0.8132 - ETA: 5s - loss: 0.4141 - acc: 0.8130 - ETA: 5s - loss: 0.4149 - acc: 0.8125 - ETA: 5s - loss: 0.4146 - acc: 0.8125 - ETA: 4s - loss: 0.4148 - acc: 0.8122 - ETA: 4s - loss: 0.4155 - acc: 0.8121 - ETA: 4s - loss: 0.4163 - acc: 0.8116 - ETA: 4s - loss: 0.4156 - acc: 0.8122 - ETA: 4s - loss: 0.4153 - acc: 0.8119 - ETA: 4s - loss: 0.4144 - acc: 0.8124 - ETA: 4s - loss: 0.4146 - acc: 0.8122 - ETA: 4s - loss: 0.4156 - acc: 0.8122 - ETA: 4s - loss: 0.4154 - acc: 0.8120 - ETA: 4s - loss: 0.4150 - acc: 0.8123 - ETA: 4s - loss: 0.4149 - acc: 0.8124 - ETA: 4s - loss: 0.4148 - acc: 0.8126 - ETA: 3s - loss: 0.4142 - acc: 0.8129 - ETA: 3s - loss: 0.4149 - acc: 0.8122 - ETA: 3s - loss: 0.4137 - acc: 0.8131 - ETA: 3s - loss: 0.4134 - acc: 0.8132 - ETA: 3s - loss: 0.4132 - acc: 0.8132 - ETA: 3s - loss: 0.4136 - acc: 0.8127 - ETA: 3s - loss: 0.4135 - acc: 0.8131 - ETA: 3s - loss: 0.4131 - acc: 0.8131 - ETA: 3s - loss: 0.4137 - acc: 0.8127 - ETA: 3s - loss: 0.4134 - acc: 0.8128 - ETA: 3s - loss: 0.4141 - acc: 0.8128 - ETA: 3s - loss: 0.4140 - acc: 0.8129 - ETA: 3s - loss: 0.4146 - acc: 0.8126 - ETA: 3s - loss: 0.4142 - acc: 0.8126 - ETA: 3s - loss: 0.4144 - acc: 0.8126 - ETA: 3s - loss: 0.4149 - acc: 0.8123 - ETA: 2s - loss: 0.4140 - acc: 0.8127 - ETA: 2s - loss: 0.4138 - acc: 0.8131 - ETA: 2s - loss: 0.4144 - acc: 0.8129 - ETA: 2s - loss: 0.4142 - acc: 0.8131 - ETA: 2s - loss: 0.4130 - acc: 0.8136 - ETA: 2s - loss: 0.4126 - acc: 0.8139 - ETA: 2s - loss: 0.4127 - acc: 0.8141 - ETA: 2s - loss: 0.4129 - acc: 0.8141 - ETA: 2s - loss: 0.4129 - acc: 0.8143 - ETA: 2s - loss: 0.4126 - acc: 0.8145 - ETA: 2s - loss: 0.4125 - acc: 0.8145 - ETA: 2s - loss: 0.4123 - acc: 0.8146 - ETA: 2s - loss: 0.4130 - acc: 0.8143 - ETA: 2s - loss: 0.4128 - acc: 0.8142 - ETA: 2s - loss: 0.4128 - acc: 0.8143 - ETA: 1s - loss: 0.4129 - acc: 0.8145 - ETA: 1s - loss: 0.4120 - acc: 0.8150 - ETA: 1s - loss: 0.4123 - acc: 0.8152 - ETA: 10s - loss: 0.4317 - acc: 0.7969 - ETA: 10s - loss: 0.4252 - acc: 0.8036 - ETA: 10s - loss: 0.4235 - acc: 0.8037 - ETA: 10s - loss: 0.4214 - acc: 0.8080 - ETA: 10s - loss: 0.4197 - acc: 0.8105 - ETA: 10s - loss: 0.4166 - acc: 0.8107 - ETA: 10s - loss: 0.4273 - acc: 0.8013 - ETA: 10s - loss: 0.4317 - acc: 0.8009 - ETA: 9s - loss: 0.4281 - acc: 0.8053 - ETA: 9s - loss: 0.4274 - acc: 0.8045 - ETA: 9s - loss: 0.4287 - acc: 0.8032 - ETA: 9s - loss: 0.4264 - acc: 0.8050 - ETA: 9s - loss: 0.4306 - acc: 0.8054 - ETA: 9s - loss: 0.4320 - acc: 0.8038 - ETA: 9s - loss: 0.4283 - acc: 0.8049 - ETA: 9s - loss: 0.4283 - acc: 0.8046 - ETA: 9s - loss: 0.4265 - acc: 0.8066 - ETA: 9s - loss: 0.4310 - acc: 0.8039 - ETA: 9s - loss: 0.4277 - acc: 0.8058 - ETA: 9s - loss: 0.4280 - acc: 0.8046 - ETA: 9s - loss: 0.4248 - acc: 0.8072 - ETA: 8s - loss: 0.4235 - acc: 0.8075 - ETA: 8s - loss: 0.4226 - acc: 0.8074 - ETA: 8s - loss: 0.4221 - acc: 0.8085 - ETA: 8s - loss: 0.4205 - acc: 0.8089 - ETA: 8s - loss: 0.4204 - acc: 0.8080 - ETA: 8s - loss: 0.4190 - acc: 0.8087 - ETA: 8s - loss: 0.4175 - acc: 0.8091 - ETA: 8s - loss: 0.4157 - acc: 0.8101 - ETA: 8s - loss: 0.4154 - acc: 0.8102 - ETA: 7s - loss: 0.4131 - acc: 0.8099 - ETA: 7s - loss: 0.4124 - acc: 0.8099 - ETA: 7s - loss: 0.4098 - acc: 0.8104 - ETA: 7s - loss: 0.4094 - acc: 0.8103 - ETA: 7s - loss: 0.4090 - acc: 0.8103 - ETA: 7s - loss: 0.4100 - acc: 0.8095 - ETA: 7s - loss: 0.4101 - acc: 0.8099 - ETA: 7s - loss: 0.4092 - acc: 0.8102 - ETA: 7s - loss: 0.4079 - acc: 0.8111 - ETA: 7s - loss: 0.4063 - acc: 0.8110 - ETA: 6s - loss: 0.4050 - acc: 0.8112 - ETA: 6s - loss: 0.4034 - acc: 0.8119 - ETA: 6s - loss: 0.4058 - acc: 0.8104 - ETA: 6s - loss: 0.4052 - acc: 0.8114 - ETA: 6s - loss: 0.4035 - acc: 0.8122 - ETA: 6s - loss: 0.4053 - acc: 0.8124 - ETA: 6s - loss: 0.4070 - acc: 0.8118 - ETA: 6s - loss: 0.4078 - acc: 0.8108 - ETA: 6s - loss: 0.4071 - acc: 0.8108 - ETA: 5s - loss: 0.4071 - acc: 0.8110 - ETA: 5s - loss: 0.4075 - acc: 0.8104 - ETA: 5s - loss: 0.4088 - acc: 0.8098 - ETA: 5s - loss: 0.4080 - acc: 0.8106 - ETA: 5s - loss: 0.4080 - acc: 0.8105 - ETA: 5s - loss: 0.4082 - acc: 0.8100 - ETA: 5s - loss: 0.4065 - acc: 0.8113 - ETA: 5s - loss: 0.4059 - acc: 0.8118 - ETA: 5s - loss: 0.4064 - acc: 0.8115 - ETA: 5s - loss: 0.4060 - acc: 0.8115 - ETA: 5s - loss: 0.4074 - acc: 0.8105 - ETA: 5s - loss: 0.4088 - acc: 0.8103 - ETA: 4s - loss: 0.4089 - acc: 0.8107 - ETA: 4s - loss: 0.4101 - acc: 0.8103 - ETA: 4s - loss: 0.4096 - acc: 0.8109 - ETA: 4s - loss: 0.4095 - acc: 0.8108 - ETA: 4s - loss: 0.4097 - acc: 0.8101 - ETA: 4s - loss: 0.4103 - acc: 0.8095 - ETA: 4s - loss: 0.4105 - acc: 0.8099 - ETA: 4s - loss: 0.4114 - acc: 0.8098 - ETA: 4s - loss: 0.4120 - acc: 0.8090 - ETA: 4s - loss: 0.4127 - acc: 0.8090 - ETA: 4s - loss: 0.4129 - acc: 0.8091 - ETA: 3s - loss: 0.4137 - acc: 0.8089 - ETA: 3s - loss: 0.4133 - acc: 0.8092 - ETA: 3s - loss: 0.4140 - acc: 0.8087 - ETA: 3s - loss: 0.4127 - acc: 0.8096 - ETA: 3s - loss: 0.4129 - acc: 0.8090 - ETA: 3s - loss: 0.4133 - acc: 0.8086 - ETA: 3s - loss: 0.4133 - acc: 0.8092 - ETA: 3s - loss: 0.4133 - acc: 0.8092 - ETA: 3s - loss: 0.4130 - acc: 0.8089 - ETA: 3s - loss: 0.4129 - acc: 0.8093 - ETA: 3s - loss: 0.4124 - acc: 0.8097 - ETA: 3s - loss: 0.4120 - acc: 0.8101 - ETA: 2s - loss: 0.4117 - acc: 0.8106 - ETA: 2s - loss: 0.4109 - acc: 0.8112 - ETA: 2s - loss: 0.4114 - acc: 0.8112 - ETA: 2s - loss: 0.4113 - acc: 0.8110 - ETA: 2s - loss: 0.4115 - acc: 0.8105 - ETA: 2s - loss: 0.4112 - acc: 0.8108 - ETA: 2s - loss: 0.4103 - acc: 0.8115 - ETA: 2s - loss: 0.4102 - acc: 0.8112 - ETA: 2s - loss: 0.4101 - acc: 0.8114 - ETA: 2s - loss: 0.4096 - acc: 0.8117 - ETA: 2s - loss: 0.4099 - acc: 0.8115 - ETA: 2s - loss: 0.4103 - acc: 0.8116 - ETA: 2s - loss: 0.4095 - acc: 0.8118 - ETA: 2s - loss: 0.4093 - acc: 0.8117 - ETA: 2s - loss: 0.4087 - acc: 0.8124 - ETA: 2s - loss: 0.4078 - acc: 0.8130 - ETA: 1s - loss: 0.4082 - acc: 0.8129 - ETA: 1s - loss: 0.4068 - acc: 0.8138 - ETA: 1s - loss: 0.4075 - acc: 0.8134 - ETA: 1s - loss: 0.4083 - acc: 0.8125 - ETA: 1s - loss: 0.4094 - acc: 0.8121 - ETA: 1s - loss: 0.4093 - acc: 0.8122 - ETA: 1s - loss: 0.4095 - acc: 0.8117 - ETA: 1s - loss: 0.4096 - acc: 0.8117 - ETA: 1s - loss: 0.4094 - acc: 0.8119 - ETA: 1s - loss: 0.4095 - acc: 0.8117 - ETA: 1s - loss: 0.4094 - acc: 0.8116 - ETA: 1s - loss: 0.4095 - acc: 0.8115 - ETA: 1s - loss: 0.4093 - acc: 0.8116 - ETA: 1s - loss: 0.4090 - acc: 0.8117 - ETA: 1s - loss: 0.4097 - acc: 0.8113 - ETA: 0s - loss: 0.4105 - acc: 0.8107 - ETA: 0s - loss: 0.4106 - acc: 0.8106 - ETA: 0s - loss: 0.4100 - acc: 0.8110 - ETA: 0s - loss: 0.4105 - acc: 0.8109 - ETA: 0s - loss: 0.4102 - acc: 0.8113 - ETA: 0s - loss: 0.4103 - acc: 0.8111 - ETA: 0s - loss: 0.4105 - acc: 0.8108 - ETA: 0s - loss: 0.4105 - acc: 0.8110 - ETA: 0s - loss: 0.4110 - acc: 0.8107 - ETA: 0s - loss: 0.4114 - acc: 0.8103 - ETA: 0s - loss: 0.4115 - acc: 0.8101 - ETA: 0s - loss: 0.4117 - acc: 0.8100 - ETA: 0s - loss: 0.4111 - acc: 0.8103 - ETA: 0s - loss: 0.4111 - acc: 0.8103 - ETA: 0s - loss: 0.4112 - acc: 0.8102 - 8s - loss: 0.4113 - acc: 0.8102
Epoch 49/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4459 - acc: 0.8438 - ETA: 9s - loss: 0.4227 - acc: 0.7937 - ETA: 10s - loss: 0.3783 - acc: 0.8333 - ETA: 10s - loss: 0.3867 - acc: 0.8214 - ETA: 8s - loss: 0.3877 - acc: 0.8250 - ETA: 9s - loss: 0.3902 - acc: 0.8234 - ETA: 8s - loss: 0.3990 - acc: 0.8237 - ETA: 8s - loss: 0.4027 - acc: 0.8229 - ETA: 8s - loss: 0.4009 - acc: 0.8243 - ETA: 8s - loss: 0.3951 - acc: 0.8281 - ETA: 8s - loss: 0.3884 - acc: 0.8351 - ETA: 8s - loss: 0.3916 - acc: 0.8323 - ETA: 8s - loss: 0.3979 - acc: 0.8290 - ETA: 8s - loss: 0.3965 - acc: 0.8287 - ETA: 8s - loss: 0.3931 - acc: 0.8306 - ETA: 8s - loss: 0.3852 - acc: 0.8378 - ETA: 7s - loss: 0.3921 - acc: 0.8315 - ETA: 7s - loss: 0.3975 - acc: 0.8283 - ETA: 7s - loss: 0.3937 - acc: 0.8296 - ETA: 7s - loss: 0.3980 - acc: 0.8250 - ETA: 7s - loss: 0.4022 - acc: 0.8204 - ETA: 7s - loss: 0.4049 - acc: 0.8191 - ETA: 7s - loss: 0.4046 - acc: 0.8191 - ETA: 7s - loss: 0.4034 - acc: 0.8200 - ETA: 7s - loss: 0.4063 - acc: 0.8177 - ETA: 6s - loss: 0.4062 - acc: 0.8180 - ETA: 6s - loss: 0.4052 - acc: 0.8188 - ETA: 6s - loss: 0.4009 - acc: 0.8212 - ETA: 6s - loss: 0.4006 - acc: 0.8214 - ETA: 6s - loss: 0.4026 - acc: 0.8196 - ETA: 6s - loss: 0.4022 - acc: 0.8191 - ETA: 6s - loss: 0.4030 - acc: 0.8179 - ETA: 6s - loss: 0.4014 - acc: 0.8179 - ETA: 6s - loss: 0.4016 - acc: 0.8170 - ETA: 6s - loss: 0.4000 - acc: 0.8178 - ETA: 6s - loss: 0.3986 - acc: 0.8188 - ETA: 6s - loss: 0.3996 - acc: 0.8186 - ETA: 6s - loss: 0.4001 - acc: 0.8181 - ETA: 6s - loss: 0.4006 - acc: 0.8169 - ETA: 6s - loss: 0.4005 - acc: 0.8158 - ETA: 6s - loss: 0.3999 - acc: 0.8153 - ETA: 5s - loss: 0.3981 - acc: 0.8161 - ETA: 5s - loss: 0.3975 - acc: 0.8161 - ETA: 5s - loss: 0.3978 - acc: 0.8159 - ETA: 5s - loss: 0.3977 - acc: 0.8158 - ETA: 5s - loss: 0.3977 - acc: 0.8154 - ETA: 5s - loss: 0.3973 - acc: 0.8154 - ETA: 5s - loss: 0.3978 - acc: 0.8153 - ETA: 5s - loss: 0.3995 - acc: 0.8150 - ETA: 5s - loss: 0.4002 - acc: 0.8152 - ETA: 5s - loss: 0.4001 - acc: 0.8154 - ETA: 5s - loss: 0.4014 - acc: 0.8144 - ETA: 5s - loss: 0.4017 - acc: 0.8142 - ETA: 5s - loss: 0.4010 - acc: 0.8143 - ETA: 5s - loss: 0.4005 - acc: 0.8141 - ETA: 5s - loss: 0.4016 - acc: 0.8140 - ETA: 5s - loss: 0.4022 - acc: 0.8139 - ETA: 4s - loss: 0.4025 - acc: 0.8141 - ETA: 4s - loss: 0.4028 - acc: 0.8142 - ETA: 4s - loss: 0.4020 - acc: 0.8151 - ETA: 4s - loss: 0.4022 - acc: 0.8149 - ETA: 4s - loss: 0.4027 - acc: 0.8142 - ETA: 4s - loss: 0.4019 - acc: 0.8143 - ETA: 4s - loss: 0.4012 - acc: 0.8151 - ETA: 4s - loss: 0.4008 - acc: 0.8155 - ETA: 4s - loss: 0.4016 - acc: 0.8155 - ETA: 4s - loss: 0.4017 - acc: 0.8157 - ETA: 4s - loss: 0.4019 - acc: 0.8157 - ETA: 4s - loss: 0.4013 - acc: 0.8163 - ETA: 4s - loss: 0.4009 - acc: 0.8169 - ETA: 4s - loss: 0.4002 - acc: 0.8172 - ETA: 4s - loss: 0.3992 - acc: 0.8172 - ETA: 4s - loss: 0.3989 - acc: 0.8177 - ETA: 3s - loss: 0.4008 - acc: 0.8168 - ETA: 3s - loss: 0.4007 - acc: 0.8167 - ETA: 3s - loss: 0.4017 - acc: 0.8161 - ETA: 3s - loss: 0.4012 - acc: 0.8165 - ETA: 3s - loss: 0.4017 - acc: 0.8160 - ETA: 3s - loss: 0.4014 - acc: 0.8164 - ETA: 3s - loss: 0.4016 - acc: 0.8165 - ETA: 3s - loss: 0.4015 - acc: 0.8167 - ETA: 3s - loss: 0.4018 - acc: 0.8165 - ETA: 3s - loss: 0.4016 - acc: 0.8169 - ETA: 3s - loss: 0.4015 - acc: 0.8171 - ETA: 3s - loss: 0.4017 - acc: 0.8170 - ETA: 3s - loss: 0.4016 - acc: 0.8171 - ETA: 3s - loss: 0.4008 - acc: 0.8173 - ETA: 3s - loss: 0.4006 - acc: 0.8173 - ETA: 2s - loss: 0.4001 - acc: 0.8174 - ETA: 2s - loss: 0.4004 - acc: 0.8170 - ETA: 2s - loss: 0.4007 - acc: 0.8169 - ETA: 2s - loss: 0.4001 - acc: 0.8170 - ETA: 2s - loss: 0.4000 - acc: 0.8169 - ETA: 2s - loss: 0.4009 - acc: 0.8162 - ETA: 2s - loss: 0.4016 - acc: 0.8154 - ETA: 2s - loss: 0.4015 - acc: 0.8153 - ETA: 2s - loss: 0.4011 - acc: 0.8151 - ETA: 2s - loss: 0.4003 - acc: 0.8156 - ETA: 2s - loss: 0.4006 - acc: 0.8153 - ETA: 2s - loss: 0.4007 - acc: 0.8154 - ETA: 2s - loss: 0.4003 - acc: 0.8159 - ETA: 2s - loss: 0.3999 - acc: 0.8162 - ETA: 2s - loss: 0.4002 - acc: 0.8161 - ETA: 2s - loss: 0.4005 - acc: 0.8158 - ETA: 2s - loss: 0.4009 - acc: 0.8155 - ETA: 1s - loss: 0.4008 - acc: 0.8155 - ETA: 1s - loss: 0.4009 - acc: 0.8154 - ETA: 1s - loss: 0.4008 - acc: 0.8154 - ETA: 1s - loss: 0.4012 - acc: 0.8148 - ETA: 1s - loss: 0.4015 - acc: 0.8150 - ETA: 1s - loss: 0.4021 - acc: 0.8145 - ETA: 1s - loss: 0.4019 - acc: 0.8145 - ETA: 1s - loss: 0.4027 - acc: 0.8143 - ETA: 1s - loss: 0.4024 - acc: 0.8144 - ETA: 1s - loss: 0.4019 - acc: 0.8147 - ETA: 1s - loss: 0.4018 - acc: 0.8149 - ETA: 1s - loss: 0.4016 - acc: 0.8150 - ETA: 1s - loss: 0.4015 - acc: 0.8153 - ETA: 1s - loss: 0.4013 - acc: 0.8157 - ETA: 1s - loss: 0.4021 - acc: 0.8150 - ETA: 1s - loss: 0.4022 - acc: 0.8150 - ETA: 1s - loss: 0.4026 - acc: 0.8150 - ETA: 1s - loss: 0.4026 - acc: 0.8147 - ETA: 1s - loss: 0.4023 - acc: 0.8148 - ETA: 0s - loss: 0.4021 - acc: 0.8148 - ETA: 0s - loss: 0.4018 - acc: 0.8147 - ETA: 0s - loss: 0.4026 - acc: 0.8144 - ETA: 0s - loss: 0.4031 - acc: 0.8136 - ETA: 0s - loss: 0.4029 - acc: 0.8134 - ETA: 0s - loss: 0.4028 - acc: 0.8134 - ETA: 0s - loss: 0.4029 - acc: 0.8132 - ETA: 0s - loss: 0.4027 - acc: 0.8133 - ETA: 0s - loss: 0.4031 - acc: 0.8129 - ETA: 0s - loss: 0.4031 - acc: 0.8130 - ETA: 0s - loss: 0.4043 - acc: 0.8124 - ETA: 0s - loss: 0.4049 - acc: 0.8123 - ETA: 0s - loss: 0.4054 - acc: 0.8118 - ETA: 0s - loss: 0.4052 - acc: 0.8119 - ETA: 0s - loss: 0.4050 - acc: 0.8120 - 9s - loss: 0.4057 - acc: 0.8119
Epoch 50/100
20000/20000 [==============================] - ETA: 0s - loss: 0.4199 - acc: 0.7500 - ETA: 6s - loss: 0.4043 - acc: 0.8036 - ETA: 7s - loss: 0.4095 - acc: 0.7995 - ETA: 8s - loss: 0.3872 - acc: 0.8203 - ETA: 8s - loss: 0.3790 - acc: 0.8234 - ETA: 9s - loss: 0.3760 - acc: 0.8281 - ETA: 9s - loss: 0.3953 - acc: 0.8214 - ETA: 9s - loss: 0.3918 - acc: 0.8248 - ETA: 9s - loss: 0.4012 - acc: 0.8193 - ETA: 9s - loss: 0.3996 - acc: 0.8191 - ETA: 9s - loss: 0.4068 - acc: 0.8146 - ETA: 9s - loss: 0.4065 - acc: 0.8138 - ETA: 8s - loss: 0.4106 - acc: 0.8090 - ETA: 9s - loss: 0.4085 - acc: 0.8103 - ETA: 8s - loss: 0.4121 - acc: 0.8099 - ETA: 8s - loss: 0.4040 - acc: 0.8130 - ETA: 8s - loss: 0.3978 - acc: 0.8175 - ETA: 8s - loss: 0.3981 - acc: 0.8180 - ETA: 8s - loss: 0.3979 - acc: 0.8208 - ETA: 8s - loss: 0.3980 - acc: 0.8199 - ETA: 7s - loss: 0.4022 - acc: 0.8181 - ETA: 8s - loss: 0.4008 - acc: 0.8175 - ETA: 8s - loss: 0.4006 - acc: 0.8164 - ETA: 7s - loss: 0.3985 - acc: 0.8180 - ETA: 7s - loss: 0.3953 - acc: 0.8201 - ETA: 7s - loss: 0.3947 - acc: 0.8209 - ETA: 7s - loss: 0.3948 - acc: 0.8218 - ETA: 7s - loss: 0.3963 - acc: 0.8204 - ETA: 7s - loss: 0.3971 - acc: 0.8206 - ETA: 7s - loss: 0.4005 - acc: 0.8174 - ETA: 7s - loss: 0.3992 - acc: 0.8179 - ETA: 7s - loss: 0.4007 - acc: 0.8178 - ETA: 7s - loss: 0.4041 - acc: 0.8166 - ETA: 6s - loss: 0.4052 - acc: 0.8164 - ETA: 6s - loss: 0.4061 - acc: 0.8149 - ETA: 6s - loss: 0.4061 - acc: 0.8152 - ETA: 6s - loss: 0.4056 - acc: 0.8161 - ETA: 6s - loss: 0.4064 - acc: 0.8158 - ETA: 6s - loss: 0.4071 - acc: 0.8158 - ETA: 6s - loss: 0.4087 - acc: 0.8150 - ETA: 6s - loss: 0.4072 - acc: 0.8156 - ETA: 6s - loss: 0.4069 - acc: 0.8155 - ETA: 6s - loss: 0.4062 - acc: 0.8151 - ETA: 6s - loss: 0.4069 - acc: 0.8149 - ETA: 6s - loss: 0.4058 - acc: 0.8158 - ETA: 6s - loss: 0.4063 - acc: 0.8159 - ETA: 6s - loss: 0.4075 - acc: 0.8158 - ETA: 6s - loss: 0.4069 - acc: 0.8156 - ETA: 5s - loss: 0.4044 - acc: 0.8167 - ETA: 5s - loss: 0.4027 - acc: 0.8177 - ETA: 5s - loss: 0.4039 - acc: 0.8165 - ETA: 5s - loss: 0.4038 - acc: 0.8175 - ETA: 5s - loss: 0.4036 - acc: 0.8180 - ETA: 5s - loss: 0.4029 - acc: 0.8183 - ETA: 5s - loss: 0.4022 - acc: 0.8188 - ETA: 5s - loss: 0.4024 - acc: 0.8180 - ETA: 5s - loss: 0.4037 - acc: 0.8166 - ETA: 5s - loss: 0.4039 - acc: 0.8164 - ETA: 5s - loss: 0.4034 - acc: 0.8167 - ETA: 5s - loss: 0.4041 - acc: 0.8168 - ETA: 5s - loss: 0.4038 - acc: 0.8168 - ETA: 5s - loss: 0.4039 - acc: 0.8167 - ETA: 5s - loss: 0.4028 - acc: 0.8174 - ETA: 4s - loss: 0.4029 - acc: 0.8173 - ETA: 4s - loss: 0.4031 - acc: 0.8174 - ETA: 4s - loss: 0.4034 - acc: 0.8174 - ETA: 4s - loss: 0.4022 - acc: 0.8182 - ETA: 4s - loss: 0.4023 - acc: 0.8179 - ETA: 4s - loss: 0.4022 - acc: 0.8181 - ETA: 4s - loss: 0.4029 - acc: 0.8180 - ETA: 4s - loss: 0.4031 - acc: 0.8177 - ETA: 4s - loss: 0.4032 - acc: 0.8178 - ETA: 4s - loss: 0.4034 - acc: 0.8173 - ETA: 4s - loss: 0.4025 - acc: 0.8172 - ETA: 4s - loss: 0.4021 - acc: 0.8172 - ETA: 4s - loss: 0.4024 - acc: 0.8171 - ETA: 4s - loss: 0.4010 - acc: 0.8179 - ETA: 4s - loss: 0.4021 - acc: 0.8176 - ETA: 3s - loss: 0.4041 - acc: 0.8158 - ETA: 3s - loss: 0.4039 - acc: 0.8156 - ETA: 3s - loss: 0.4033 - acc: 0.8159 - ETA: 3s - loss: 0.4024 - acc: 0.8164 - ETA: 3s - loss: 0.4019 - acc: 0.8164 - ETA: 3s - loss: 0.4007 - acc: 0.8169 - ETA: 3s - loss: 0.4004 - acc: 0.8170 - ETA: 3s - loss: 0.3992 - acc: 0.8175 - ETA: 3s - loss: 0.3988 - acc: 0.8179 - ETA: 3s - loss: 0.3982 - acc: 0.8185 - ETA: 3s - loss: 0.3982 - acc: 0.8185 - ETA: 3s - loss: 0.4001 - acc: 0.8178 - ETA: 3s - loss: 0.4003 - acc: 0.8175 - ETA: 3s - loss: 0.4003 - acc: 0.8177 - ETA: 3s - loss: 0.4004 - acc: 0.8176 - ETA: 2s - loss: 0.4008 - acc: 0.8174 - ETA: 2s - loss: 0.4008 - acc: 0.8172 - ETA: 2s - loss: 0.4013 - acc: 0.8170 - ETA: 2s - loss: 0.4006 - acc: 0.8169 - ETA: 2s - loss: 0.4009 - acc: 0.8167 - ETA: 2s - loss: 0.4013 - acc: 0.8162 - ETA: 2s - loss: 0.4009 - acc: 0.8163 - ETA: 2s - loss: 0.4008 - acc: 0.8165 - ETA: 2s - loss: 0.4004 - acc: 0.8162 - ETA: 2s - loss: 0.4004 - acc: 0.8162 - ETA: 2s - loss: 0.4005 - acc: 0.8163 - ETA: 2s - loss: 0.4007 - acc: 0.8161 - ETA: 2s - loss: 0.3996 - acc: 0.8170 - ETA: 2s - loss: 0.3991 - acc: 0.8170 - ETA: 1s - loss: 0.3989 - acc: 0.8171 - ETA: 1s - loss: 0.3988 - acc: 0.8174 - ETA: 1s - loss: 0.3987 - acc: 0.8177 - ETA: 1s - loss: 0.3990 - acc: 0.8175 - ETA: 1s - loss: 0.3996 - acc: 0.8168 - ETA: 1s - loss: 0.3996 - acc: 0.8170 - ETA: 1s - loss: 0.3999 - acc: 0.8170 - ETA: 1s - loss: 0.4010 - acc: 0.8166 - ETA: 1s - loss: 0.4010 - acc: 0.8164 - ETA: 1s - loss: 0.4009 - acc: 0.8163 - ETA: 1s - loss: 0.4002 - acc: 0.8170 - ETA: 1s - loss: 0.4002 - acc: 0.8171 - ETA: 1s - loss: 0.4003 - acc: 0.8169 - ETA: 1s - loss: 0.4001 - acc: 0.8168 - ETA: 0s - loss: 0.4005 - acc: 0.8164 - ETA: 0s - loss: 0.4006 - acc: 0.8163 - ETA: 0s - loss: 0.4009 - acc: 0.8160 - ETA: 0s - loss: 0.4006 - acc: 0.8163 - ETA: 0s - loss: 0.4001 - acc: 0.8166 - ETA: 0s - loss: 0.4003 - acc: 0.8164 - ETA: 0s - loss: 0.4000 - acc: 0.8165 - ETA: 0s - loss: 0.4005 - acc: 0.8164 - ETA: 0s - loss: 0.4006 - acc: 0.8161 - ETA: 0s - loss: 0.4011 - acc: 0.8159 - ETA: 0s - loss: 0.4013 - acc: 0.8156 - ETA: 0s - loss: 0.4013 - acc: 0.8154 - ETA: 0s - loss: 0.4012 - acc: 0.8155 - ETA: 0s - loss: 0.4012 - acc: 0.8156 - ETA: 0s - loss: 0.4017 - acc: 0.8153 - 8s - loss: 0.4017 - acc: 0.8152
Epoch 51/100
20000/20000 [==============================] - ETA: 9s - loss: 0.5862 - acc: 0.7500 - ETA: 8s - loss: 0.4679 - acc: 0.8125 - ETA: 10s - loss: 0.4500 - acc: 0.8125 - ETA: 9s - loss: 0.4196 - acc: 0.8293 - ETA: 8s - loss: 0.4159 - acc: 0.8299 - ETA: 9s - loss: 0.4125 - acc: 0.8274 - ETA: 8s - loss: 0.4065 - acc: 0.8252 - ETA: 8s - loss: 0.4205 - acc: 0.8206 - ETA: 8s - loss: 0.4194 - acc: 0.8229 - ETA: 8s - loss: 0.4217 - acc: 0.8209 - ETA: 8s - loss: 0.4224 - acc: 0.8159 - ETA: 7s - loss: 0.4242 - acc: 0.8131 - ETA: 8s - loss: 0.4281 - acc: 0.8119 - ETA: 7s - loss: 0.4319 - acc: 0.8099 - ETA: 7s - loss: 0.4324 - acc: 0.8091 - ETA: 7s - loss: 0.4344 - acc: 0.8056 - ETA: 7s - loss: 0.4321 - acc: 0.8069 - ETA: 7s - loss: 0.4327 - acc: 0.8053 - ETA: 7s - loss: 0.4303 - acc: 0.8068 - ETA: 7s - loss: 0.4277 - acc: 0.8085 - ETA: 7s - loss: 0.4248 - acc: 0.8087 - ETA: 7s - loss: 0.4239 - acc: 0.8082 - ETA: 7s - loss: 0.4254 - acc: 0.8072 - ETA: 7s - loss: 0.4237 - acc: 0.8096 - ETA: 7s - loss: 0.4235 - acc: 0.8085 - ETA: 7s - loss: 0.4230 - acc: 0.8098 - ETA: 6s - loss: 0.4197 - acc: 0.8117 - ETA: 6s - loss: 0.4199 - acc: 0.8123 - ETA: 6s - loss: 0.4191 - acc: 0.8120 - ETA: 6s - loss: 0.4180 - acc: 0.8127 - ETA: 6s - loss: 0.4189 - acc: 0.8118 - ETA: 6s - loss: 0.4205 - acc: 0.8116 - ETA: 6s - loss: 0.4195 - acc: 0.8119 - ETA: 6s - loss: 0.4243 - acc: 0.8093 - ETA: 6s - loss: 0.4238 - acc: 0.8096 - ETA: 6s - loss: 0.4227 - acc: 0.8101 - ETA: 6s - loss: 0.4227 - acc: 0.8103 - ETA: 6s - loss: 0.4211 - acc: 0.8113 - ETA: 6s - loss: 0.4204 - acc: 0.8118 - ETA: 6s - loss: 0.4193 - acc: 0.8132 - ETA: 6s - loss: 0.4168 - acc: 0.8143 - ETA: 6s - loss: 0.4175 - acc: 0.8135 - ETA: 5s - loss: 0.4173 - acc: 0.8135 - ETA: 5s - loss: 0.4172 - acc: 0.8141 - ETA: 5s - loss: 0.4174 - acc: 0.8145 - ETA: 5s - loss: 0.4161 - acc: 0.8158 - ETA: 5s - loss: 0.4169 - acc: 0.8148 - ETA: 5s - loss: 0.4147 - acc: 0.8159 - ETA: 5s - loss: 0.4147 - acc: 0.8150 - ETA: 5s - loss: 0.4152 - acc: 0.8148 - ETA: 5s - loss: 0.4158 - acc: 0.8140 - ETA: 5s - loss: 0.4162 - acc: 0.8140 - ETA: 5s - loss: 0.4152 - acc: 0.8145 - ETA: 5s - loss: 0.4154 - acc: 0.8140 - ETA: 5s - loss: 0.4138 - acc: 0.8149 - ETA: 5s - loss: 0.4141 - acc: 0.8149 - ETA: 5s - loss: 0.4128 - acc: 0.8156 - ETA: 5s - loss: 0.4132 - acc: 0.8155 - ETA: 5s - loss: 0.4139 - acc: 0.8152 - ETA: 5s - loss: 0.4129 - acc: 0.8156 - ETA: 5s - loss: 0.4136 - acc: 0.8156 - ETA: 4s - loss: 0.4144 - acc: 0.8153 - ETA: 4s - loss: 0.4154 - acc: 0.8146 - ETA: 4s - loss: 0.4152 - acc: 0.8147 - ETA: 4s - loss: 0.4167 - acc: 0.8139 - ETA: 4s - loss: 0.4167 - acc: 0.8139 - ETA: 4s - loss: 0.4167 - acc: 0.8137 - ETA: 4s - loss: 0.4168 - acc: 0.8132 - ETA: 4s - loss: 0.4171 - acc: 0.8133 - ETA: 4s - loss: 0.4173 - acc: 0.8129 - ETA: 4s - loss: 0.4173 - acc: 0.8123 - ETA: 4s - loss: 0.4186 - acc: 0.8114 - ETA: 4s - loss: 0.4190 - acc: 0.8110 - ETA: 4s - loss: 0.4183 - acc: 0.8113 - ETA: 4s - loss: 0.4183 - acc: 0.8110 - ETA: 4s - loss: 0.4187 - acc: 0.8107 - ETA: 4s - loss: 0.4178 - acc: 0.8115 - ETA: 4s - loss: 0.4175 - acc: 0.8117 - ETA: 4s - loss: 0.4176 - acc: 0.8115 - ETA: 3s - loss: 0.4167 - acc: 0.8118 - ETA: 3s - loss: 0.4158 - acc: 0.8115 - ETA: 3s - loss: 0.4154 - acc: 0.8116 - ETA: 3s - loss: 0.4156 - acc: 0.8117 - ETA: 3s - loss: 0.4162 - acc: 0.8116 - ETA: 3s - loss: 0.4169 - acc: 0.8112 - ETA: 3s - loss: 0.4166 - acc: 0.8114 - ETA: 3s - loss: 0.4163 - acc: 0.8114 - ETA: 3s - loss: 0.4165 - acc: 0.8113 - ETA: 3s - loss: 0.4170 - acc: 0.8107 - ETA: 3s - loss: 0.4169 - acc: 0.8109 - ETA: 3s - loss: 0.4166 - acc: 0.8117 - ETA: 3s - loss: 0.4165 - acc: 0.8120 - ETA: 2s - loss: 0.4172 - acc: 0.8120 - ETA: 2s - loss: 0.4175 - acc: 0.8118 - ETA: 2s - loss: 0.4177 - acc: 0.8113 - ETA: 2s - loss: 0.4177 - acc: 0.8111 - ETA: 2s - loss: 0.4185 - acc: 0.8111 - ETA: 2s - loss: 0.4184 - acc: 0.8112 - ETA: 2s - loss: 0.4175 - acc: 0.8114 - ETA: 2s - loss: 0.4170 - acc: 0.8116 - ETA: 2s - loss: 0.4168 - acc: 0.8115 - ETA: 2s - loss: 0.4176 - acc: 0.8111 - ETA: 2s - loss: 0.4167 - acc: 0.8113 - ETA: 2s - loss: 0.4165 - acc: 0.8114 - ETA: 2s - loss: 0.4160 - acc: 0.8116 - ETA: 2s - loss: 0.4155 - acc: 0.8117 - ETA: 2s - loss: 0.4162 - acc: 0.8115 - ETA: 1s - loss: 0.4162 - acc: 0.8110 - ETA: 1s - loss: 0.4161 - acc: 0.8111 - ETA: 1s - loss: 0.4154 - acc: 0.8114 - ETA: 1s - loss: 0.4150 - acc: 0.8114 - ETA: 1s - loss: 0.4156 - acc: 0.8113 - ETA: 1s - loss: 0.4151 - acc: 0.8115 - ETA: 1s - loss: 0.4153 - acc: 0.8113 - ETA: 1s - loss: 0.4154 - acc: 0.8112 - ETA: 1s - loss: 0.4156 - acc: 0.8109 - ETA: 1s - loss: 0.4156 - acc: 0.8110 - ETA: 1s - loss: 0.4155 - acc: 0.8110 - ETA: 1s - loss: 0.4156 - acc: 0.8112 - ETA: 1s - loss: 0.4153 - acc: 0.8116 - ETA: 1s - loss: 0.4156 - acc: 0.8112 - ETA: 1s - loss: 0.4157 - acc: 0.8112 - ETA: 0s - loss: 0.4153 - acc: 0.8113 - ETA: 0s - loss: 0.4149 - acc: 0.8114 - ETA: 0s - loss: 0.4147 - acc: 0.8115 - ETA: 0s - loss: 0.4143 - acc: 0.8116 - ETA: 0s - loss: 0.4140 - acc: 0.8117 - ETA: 0s - loss: 0.4133 - acc: 0.8123 - ETA: 0s - loss: 0.4136 - acc: 0.8121 - ETA: 0s - loss: 0.4133 - acc: 0.8122 - ETA: 0s - loss: 0.4128 - acc: 0.8123 - ETA: 0s - loss: 0.4127 - acc: 0.8125 - ETA: 0s - loss: 0.4123 - acc: 0.8127 - ETA: 0s - loss: 0.4121 - acc: 0.8127 - ETA: 0s - loss: 0.4113 - acc: 0.8131 - ETA: 0s - loss: 0.4115 - acc: 0.8131 - ETA: 0s - loss: 0.4113 - acc: 0.8131 - 8s - loss: 0.4111 - acc: 0.8132
Epoch 52/100
20000/20000 [==============================]5 - ETA: 11s - loss: 0.4346 - acc: 0.8021 - ETA: 4s - loss: 0.4147 - acc: 0.8077 - ETA: 4s - loss: 0.4145 - acc: 0.8080 - ETA: 4s - loss: 0.4142 - acc: 0.8087 - ETA: 4s - loss: 0.4133 - acc: 0.8092 - ETA: 4s - loss: 0.4136 - acc: 0.8090 - ETA: 4s - loss: 0.4131 - acc: 0.8090 - ETA: 4s - loss: 0.4123 - acc: 0.8096 - ETA: 4s - loss: 0.4118 - acc: 0.8096 - ETA: 4s - loss: 0.4124 - acc: 0.8090 - ETA: 4s - loss: 0.4129 - acc: 0.8093 - ETA: 4s - loss: 0.4123 - acc: 0.8096 - ETA: 4s - loss: 0.4127 - acc: 0.8092 - ETA: 4s - loss: 0.4117 - acc: 0.8097 - ETA: 4s - loss: 0.4122 - acc: 0.8094 - ETA: 4s - loss: 0.4117 - acc: 0.8096 - ETA: 4s - loss: 0.4115 - acc: 0.8097 - ETA: 3s - loss: 0.4118 - acc: 0.8098 - ETA: 3s - loss: 0.4107 - acc: 0.8106 - ETA: 3s - loss: 0.4112 - acc: 0.8101 - ETA: 3s - loss: 0.4101 - acc: 0.8105 - ETA: 3s - loss: 0.4107 - acc: 0.8105 - ETA: 3s - loss: 0.4101 - acc: 0.8111 - ETA: 3s - loss: 0.4099 - acc: 0.8108 - ETA: 3s - loss: 0.4112 - acc: 0.8101 - ETA: 3s - loss: 0.4104 - acc: 0.8104 - ETA: 3s - loss: 0.4088 - acc: 0.8115 - ETA: 3s - loss: 0.4090 - acc: 0.8111 - ETA: 3s - loss: 0.4085 - acc: 0.8115 - ETA: 3s - loss: 0.4082 - acc: 0.8117 - ETA: 2s - loss: 0.4086 - acc: 0.8119 - ETA: 2s - loss: 0.4080 - acc: 0.8123 - ETA: 2s - loss: 0.4091 - acc: 0.8118 - ETA: 2s - loss: 0.4085 - acc: 0.8120 - ETA: 2s - loss: 0.4077 - acc: 0.8128 - ETA: 2s - loss: 0.4076 - acc: 0.8126 - ETA: 2s - loss: 0.4080 - acc: 0.8124 - ETA: 2s - loss: 0.4079 - acc: 0.8122 - ETA: 2s - loss: 0.4082 - acc: 0.8118 - ETA: 2s - loss: 0.4078 - acc: 0.8121 - ETA: 2s - loss: 0.4073 - acc: 0.8126 - ETA: 2s - loss: 0.4075 - acc: 0.8123 - ETA: 2s - loss: 0.4078 - acc: 0.8120 - ETA: 2s - loss: 0.4076 - acc: 0.8122 - ETA: 2s - loss: 0.4082 - acc: 0.8120 - ETA: 2s - loss: 0.4085 - acc: 0.8121 - ETA: 1s - loss: 0.4080 - acc: 0.8125 - ETA: 1s - loss: 0.4086 - acc: 0.8124 - ETA: 1s - loss: 0.4083 - acc: 0.8128 - ETA: 1s - loss: 0.4080 - acc: 0.8129 - ETA: 1s - loss: 0.4069 - acc: 0.8131 - ETA: 1s - loss: 0.4068 - acc: 0.8131 - ETA: 1s - loss: 0.4075 - acc: 0.8128 - ETA: 1s - loss: 0.4071 - acc: 0.8129 - ETA: 1s - loss: 0.4067 - acc: 0.8133 - ETA: 1s - loss: 0.4068 - acc: 0.8134 - ETA: 1s - loss: 0.4059 - acc: 0.8140 - ETA: 1s - loss: 0.4061 - acc: 0.8139 - ETA: 1s - loss: 0.4062 - acc: 0.8137 - ETA: 1s - loss: 0.4057 - acc: 0.8143 - ETA: 0s - loss: 0.4060 - acc: 0.8137 - ETA: 0s - loss: 0.4054 - acc: 0.8143 - ETA: 0s - loss: 0.4059 - acc: 0.8142 - ETA: 0s - loss: 0.4058 - acc: 0.8143 - ETA: 0s - loss: 0.4056 - acc: 0.8144 - ETA: 0s - loss: 0.4055 - acc: 0.8144 - ETA: 0s - loss: 0.4054 - acc: 0.8145 - ETA: 0s - loss: 0.4051 - acc: 0.8147 - ETA: 0s - loss: 0.4056 - acc: 0.8143 - ETA: 0s - loss: 0.4057 - acc: 0.8142 - ETA: 0s - loss: 0.4057 - acc: 0.8140 - ETA: 0s - loss: 0.4053 - acc: 0.8142 - ETA: 0s - loss: 0.4054 - acc: 0.8140 - ETA: 0s - loss: 0.4057 - acc: 0.8138 - ETA: 0s - loss: 0.4056 - acc: 0.8137 - ETA: 0s - loss: 0.4054 - acc: 0.8137 - 8s - loss: 0.4053 - acc: 0.8139
Epoch 53/100
20000/20000 [==============================] - ETA: 9s - loss: 0.6178 - acc: 0.7188 - ETA: 8s - loss: 0.4408 - acc: 0.7865 - ETA: 9s - loss: 0.3887 - acc: 0.8203 - ETA: 9s - loss: 0.3828 - acc: 0.8301 - ETA: 8s - loss: 0.3934 - acc: 0.8140 - ETA: 8s - loss: 0.3901 - acc: 0.8185 - ETA: 8s - loss: 0.3861 - acc: 0.8216 - ETA: 8s - loss: 0.3848 - acc: 0.8268 - ETA: 8s - loss: 0.3829 - acc: 0.8296 - ETA: 7s - loss: 0.3917 - acc: 0.8265 - ETA: 8s - loss: 0.3986 - acc: 0.8199 - ETA: 8s - loss: 0.3951 - acc: 0.8222 - ETA: 7s - loss: 0.4010 - acc: 0.8193 - ETA: 7s - loss: 0.4063 - acc: 0.8154 - ETA: 8s - loss: 0.4052 - acc: 0.8166 - ETA: 7s - loss: 0.4041 - acc: 0.8186 - ETA: 7s - loss: 0.4029 - acc: 0.8207 - ETA: 8s - loss: 0.4035 - acc: 0.8188 - ETA: 8s - loss: 0.4045 - acc: 0.8171 - ETA: 8s - loss: 0.4044 - acc: 0.8161 - ETA: 7s - loss: 0.4051 - acc: 0.8162 - ETA: 7s - loss: 0.4068 - acc: 0.8164 - ETA: 7s - loss: 0.4071 - acc: 0.8158 - ETA: 7s - loss: 0.4050 - acc: 0.8171 - ETA: 7s - loss: 0.4046 - acc: 0.8158 - ETA: 7s - loss: 0.4033 - acc: 0.8154 - ETA: 7s - loss: 0.4030 - acc: 0.8148 - ETA: 7s - loss: 0.4054 - acc: 0.8161 - ETA: 7s - loss: 0.4064 - acc: 0.8160 - ETA: 6s - loss: 0.4066 - acc: 0.8145 - ETA: 6s - loss: 0.4061 - acc: 0.8142 - ETA: 6s - loss: 0.4055 - acc: 0.8156 - ETA: 6s - loss: 0.4073 - acc: 0.8141 - ETA: 6s - loss: 0.4064 - acc: 0.8138 - ETA: 6s - loss: 0.4065 - acc: 0.8138 - ETA: 6s - loss: 0.4049 - acc: 0.8151 - ETA: 6s - loss: 0.4047 - acc: 0.8152 - ETA: 6s - loss: 0.4050 - acc: 0.8159 - ETA: 6s - loss: 0.4042 - acc: 0.8160 - ETA: 6s - loss: 0.4034 - acc: 0.8168 - ETA: 6s - loss: 0.4004 - acc: 0.8189 - ETA: 6s - loss: 0.3993 - acc: 0.8196 - ETA: 6s - loss: 0.3995 - acc: 0.8196 - ETA: 6s - loss: 0.3987 - acc: 0.8197 - ETA: 6s - loss: 0.3972 - acc: 0.8204 - ETA: 6s - loss: 0.3968 - acc: 0.8204 - ETA: 6s - loss: 0.3978 - acc: 0.8204 - ETA: 6s - loss: 0.3966 - acc: 0.8215 - ETA: 6s - loss: 0.3964 - acc: 0.8214 - ETA: 6s - loss: 0.3977 - acc: 0.8211 - ETA: 6s - loss: 0.3968 - acc: 0.8212 - ETA: 6s - loss: 0.3962 - acc: 0.8216 - ETA: 6s - loss: 0.3950 - acc: 0.8224 - ETA: 6s - loss: 0.3958 - acc: 0.8219 - ETA: 6s - loss: 0.3964 - acc: 0.8215 - ETA: 6s - loss: 0.3964 - acc: 0.8207 - ETA: 6s - loss: 0.3973 - acc: 0.8203 - ETA: 6s - loss: 0.3981 - acc: 0.8200 - ETA: 6s - loss: 0.3988 - acc: 0.8197 - ETA: 6s - loss: 0.3985 - acc: 0.8202 - ETA: 6s - loss: 0.3986 - acc: 0.8200 - ETA: 5s - loss: 0.3978 - acc: 0.8206 - ETA: 5s - loss: 0.3979 - acc: 0.8208 - ETA: 5s - loss: 0.3978 - acc: 0.8212 - ETA: 5s - loss: 0.3986 - acc: 0.8210 - ETA: 5s - loss: 0.3992 - acc: 0.8209 - ETA: 5s - loss: 0.3989 - acc: 0.8206 - ETA: 5s - loss: 0.3991 - acc: 0.8204 - ETA: 5s - loss: 0.3994 - acc: 0.8200 - ETA: 5s - loss: 0.4009 - acc: 0.8186 - ETA: 5s - loss: 0.4008 - acc: 0.8187 - ETA: 5s - loss: 0.4004 - acc: 0.8190 - ETA: 5s - loss: 0.4008 - acc: 0.8191 - ETA: 5s - loss: 0.4013 - acc: 0.8190 - ETA: 5s - loss: 0.4011 - acc: 0.8191 - ETA: 4s - loss: 0.4004 - acc: 0.8191 - ETA: 4s - loss: 0.4001 - acc: 0.8191 - ETA: 4s - loss: 0.3998 - acc: 0.8190 - ETA: 4s - loss: 0.4000 - acc: 0.8186 - ETA: 4s - loss: 0.4004 - acc: 0.8184 - ETA: 4s - loss: 0.4000 - acc: 0.8188 - ETA: 4s - loss: 0.3998 - acc: 0.8191 - ETA: 4s - loss: 0.4001 - acc: 0.8193 - ETA: 4s - loss: 0.4005 - acc: 0.8188 - ETA: 4s - loss: 0.4005 - acc: 0.8191 - ETA: 4s - loss: 0.4012 - acc: 0.8191 - ETA: 4s - loss: 0.4017 - acc: 0.8188 - ETA: 4s - loss: 0.4005 - acc: 0.8197 - ETA: 3s - loss: 0.4007 - acc: 0.8191 - ETA: 3s - loss: 0.4004 - acc: 0.8195 - ETA: 3s - loss: 0.3999 - acc: 0.8198 - ETA: 3s - loss: 0.3998 - acc: 0.8199 - ETA: 3s - loss: 0.3998 - acc: 0.8204 - ETA: 3s - loss: 0.4007 - acc: 0.8199 - ETA: 3s - loss: 0.4016 - acc: 0.8195 - ETA: 3s - loss: 0.4014 - acc: 0.8195 - ETA: 3s - loss: 0.4007 - acc: 0.8197 - ETA: 3s - loss: 0.4007 - acc: 0.8197 - ETA: 3s - loss: 0.4013 - acc: 0.8191 - ETA: 3s - loss: 0.4024 - acc: 0.8187 - ETA: 2s - loss: 0.4022 - acc: 0.8186 - ETA: 2s - loss: 0.4028 - acc: 0.8182 - ETA: 2s - loss: 0.4027 - acc: 0.8180 - ETA: 2s - loss: 0.4030 - acc: 0.8179 - ETA: 2s - loss: 0.4027 - acc: 0.8182 - ETA: 2s - loss: 0.4027 - acc: 0.8181 - ETA: 2s - loss: 0.4027 - acc: 0.8179 - ETA: 2s - loss: 0.4025 - acc: 0.8182 - ETA: 2s - loss: 0.4033 - acc: 0.8176 - ETA: 2s - loss: 0.4033 - acc: 0.8178 - ETA: 2s - loss: 0.4032 - acc: 0.8177 - ETA: 2s - loss: 0.4034 - acc: 0.8173 - ETA: 2s - loss: 0.4037 - acc: 0.8174 - ETA: 2s - loss: 0.4043 - acc: 0.8169 - ETA: 1s - loss: 0.4046 - acc: 0.8171 - ETA: 1s - loss: 0.4047 - acc: 0.8169 - ETA: 1s - loss: 0.4048 - acc: 0.8167 - ETA: 1s - loss: 0.4044 - acc: 0.8170 - ETA: 1s - loss: 0.4042 - acc: 0.8170 - ETA: 1s - loss: 0.4050 - acc: 0.8168 - ETA: 1s - loss: 0.4048 - acc: 0.8166 - ETA: 1s - loss: 0.4050 - acc: 0.8163 - ETA: 1s - loss: 0.4054 - acc: 0.8162 - ETA: 1s - loss: 0.4051 - acc: 0.8164 - ETA: 1s - loss: 0.4053 - acc: 0.8163 - ETA: 1s - loss: 0.4047 - acc: 0.8165 - ETA: 1s - loss: 0.4048 - acc: 0.8165 - ETA: 1s - loss: 0.4055 - acc: 0.8158 - ETA: 0s - loss: 0.4051 - acc: 0.8161 - ETA: 0s - loss: 0.4047 - acc: 0.8160 - ETA: 0s - loss: 0.4053 - acc: 0.8156 - ETA: 0s - loss: 0.4051 - acc: 0.8159 - ETA: 0s - loss: 0.4053 - acc: 0.8158 - ETA: 0s - loss: 0.4055 - acc: 0.8160 - ETA: 0s - loss: 0.4056 - acc: 0.8158 - ETA: 0s - loss: 0.4055 - acc: 0.8157 - ETA: 0s - loss: 0.4057 - acc: 0.8155 - ETA: 0s - loss: 0.4068 - acc: 0.8149 - ETA: 0s - loss: 0.4070 - acc: 0.8145 - ETA: 0s - loss: 0.4074 - acc: 0.8144 - ETA: 0s - loss: 0.4076 - acc: 0.8142 - ETA: 0s - loss: 0.4075 - acc: 0.8141 - 9s - loss: 0.4075 - acc: 0.8141
Epoch 54/100
20000/20000 [==============================] - ETA: 19s - loss: 0.3394 - acc: 0.9062 - ETA: 9s - loss: 0.3837 - acc: 0.8229 - ETA: 10s - loss: 0.3716 - acc: 0.8250 - ETA: 10s - loss: 0.3761 - acc: 0.8259 - ETA: 10s - loss: 0.3739 - acc: 0.8309 - ETA: 10s - loss: 0.3764 - acc: 0.8281 - ETA: 9s - loss: 0.3920 - acc: 0.8245 - ETA: 9s - loss: 0.3899 - acc: 0.8250 - ETA: 8s - loss: 0.3983 - acc: 0.8205 - ETA: 8s - loss: 0.3893 - acc: 0.8250 - ETA: 9s - loss: 0.3882 - acc: 0.8251 - ETA: 8s - loss: 0.3885 - acc: 0.8255 - ETA: 8s - loss: 0.3830 - acc: 0.8278 - ETA: 8s - loss: 0.3835 - acc: 0.8287 - ETA: 8s - loss: 0.3942 - acc: 0.8241 - ETA: 8s - loss: 0.3889 - acc: 0.8267 - ETA: 8s - loss: 0.3885 - acc: 0.8251 - ETA: 8s - loss: 0.3873 - acc: 0.8261 - ETA: 8s - loss: 0.3890 - acc: 0.8247 - ETA: 8s - loss: 0.3885 - acc: 0.8251 - ETA: 8s - loss: 0.3842 - acc: 0.8255 - ETA: 7s - loss: 0.3877 - acc: 0.8237 - ETA: 7s - loss: 0.3895 - acc: 0.8229 - ETA: 7s - loss: 0.3896 - acc: 0.8231 - ETA: 7s - loss: 0.3930 - acc: 0.8212 - ETA: 7s - loss: 0.3957 - acc: 0.8187 - ETA: 7s - loss: 0.3948 - acc: 0.8192 - ETA: 7s - loss: 0.3940 - acc: 0.8209 - ETA: 7s - loss: 0.3909 - acc: 0.8239 - ETA: 7s - loss: 0.3909 - acc: 0.8242 - ETA: 7s - loss: 0.3913 - acc: 0.8232 - ETA: 7s - loss: 0.3914 - acc: 0.8236 - ETA: 7s - loss: 0.3915 - acc: 0.8228 - ETA: 7s - loss: 0.3907 - acc: 0.8237 - ETA: 7s - loss: 0.3912 - acc: 0.8238 - ETA: 7s - loss: 0.3914 - acc: 0.8241 - ETA: 7s - loss: 0.3926 - acc: 0.8235 - ETA: 7s - loss: 0.3927 - acc: 0.8238 - ETA: 7s - loss: 0.3939 - acc: 0.8240 - ETA: 7s - loss: 0.3931 - acc: 0.8253 - ETA: 6s - loss: 0.3918 - acc: 0.8257 - ETA: 6s - loss: 0.3928 - acc: 0.8257 - ETA: 6s - loss: 0.3934 - acc: 0.8255 - ETA: 6s - loss: 0.3936 - acc: 0.8249 - ETA: 6s - loss: 0.3942 - acc: 0.8246 - ETA: 6s - loss: 0.3945 - acc: 0.8241 - ETA: 6s - loss: 0.3947 - acc: 0.8236 - ETA: 6s - loss: 0.3944 - acc: 0.8240 - ETA: 6s - loss: 0.3941 - acc: 0.8244 - ETA: 6s - loss: 0.3948 - acc: 0.8234 - ETA: 6s - loss: 0.3939 - acc: 0.8236 - ETA: 6s - loss: 0.3955 - acc: 0.8226 - ETA: 5s - loss: 0.3954 - acc: 0.8226 - ETA: 5s - loss: 0.3958 - acc: 0.8223 - ETA: 5s - loss: 0.3953 - acc: 0.8233 - ETA: 5s - loss: 0.3960 - acc: 0.8227 - ETA: 5s - loss: 0.3966 - acc: 0.8218 - ETA: 5s - loss: 0.3957 - acc: 0.8220 - ETA: 5s - loss: 0.3978 - acc: 0.8206 - ETA: 5s - loss: 0.3977 - acc: 0.8197 - ETA: 5s - loss: 0.3977 - acc: 0.8194 - ETA: 5s - loss: 0.3968 - acc: 0.8201 - ETA: 5s - loss: 0.3970 - acc: 0.8198 - ETA: 5s - loss: 0.3968 - acc: 0.8196 - ETA: 4s - loss: 0.3968 - acc: 0.8191 - ETA: 4s - loss: 0.3962 - acc: 0.8192 - ETA: 4s - loss: 0.3967 - acc: 0.8188 - ETA: 4s - loss: 0.3976 - acc: 0.8188 - ETA: 4s - loss: 0.3974 - acc: 0.8189 - ETA: 4s - loss: 0.3968 - acc: 0.8192 - ETA: 4s - loss: 0.3964 - acc: 0.8197 - ETA: 4s - loss: 0.3959 - acc: 0.8201 - ETA: 4s - loss: 0.3964 - acc: 0.8199 - ETA: 4s - loss: 0.3976 - acc: 0.8196 - ETA: 4s - loss: 0.3976 - acc: 0.8200 - ETA: 4s - loss: 0.3974 - acc: 0.8200 - ETA: 4s - loss: 0.3980 - acc: 0.8192 - ETA: 4s - loss: 0.3979 - acc: 0.8192 - ETA: 3s - loss: 0.3980 - acc: 0.8194 - ETA: 3s - loss: 0.3984 - acc: 0.8194 - ETA: 3s - loss: 0.3989 - acc: 0.8189 - ETA: 3s - loss: 0.3984 - acc: 0.8189 - ETA: 3s - loss: 0.3990 - acc: 0.8189 - ETA: 3s - loss: 0.4002 - acc: 0.8185 - ETA: 3s - loss: 0.3995 - acc: 0.8189 - ETA: 3s - loss: 0.3998 - acc: 0.8186 - ETA: 3s - loss: 0.4000 - acc: 0.8183 - ETA: 3s - loss: 0.3997 - acc: 0.8183 - ETA: 3s - loss: 0.4002 - acc: 0.8187 - ETA: 3s - loss: 0.4006 - acc: 0.8186 - ETA: 3s - loss: 0.4001 - acc: 0.8188 - ETA: 3s - loss: 0.4004 - acc: 0.8184 - ETA: 3s - loss: 0.4001 - acc: 0.8184 - ETA: 2s - loss: 0.4007 - acc: 0.8178 - ETA: 2s - loss: 0.4000 - acc: 0.8179 - ETA: 2s - loss: 0.3999 - acc: 0.8179 - ETA: 2s - loss: 0.4008 - acc: 0.8173 - ETA: 2s - loss: 0.4011 - acc: 0.8172 - ETA: 2s - loss: 0.4011 - acc: 0.8167 - ETA: 2s - loss: 0.4012 - acc: 0.8171 - ETA: 2s - loss: 0.4009 - acc: 0.8173 - ETA: 2s - loss: 0.4008 - acc: 0.8172 - ETA: 2s - loss: 0.4009 - acc: 0.8174 - ETA: 2s - loss: 0.4010 - acc: 0.8175 - ETA: 2s - loss: 0.4008 - acc: 0.8175 - ETA: 2s - loss: 0.4009 - acc: 0.8173 - ETA: 2s - loss: 0.4007 - acc: 0.8174 - ETA: 1s - loss: 0.4012 - acc: 0.8173 - ETA: 1s - loss: 0.4013 - acc: 0.8172 - ETA: 1s - loss: 0.4016 - acc: 0.8176 - ETA: 1s - loss: 0.4013 - acc: 0.8174 - ETA: 1s - loss: 0.4019 - acc: 0.8172 - ETA: 1s - loss: 0.4017 - acc: 0.8176 - ETA: 1s - loss: 0.4017 - acc: 0.8177 - ETA: 1s - loss: 0.4018 - acc: 0.8177 - ETA: 1s - loss: 0.4017 - acc: 0.8182 - ETA: 1s - loss: 0.4021 - acc: 0.8184 - ETA: 1s - loss: 0.4019 - acc: 0.8184 - ETA: 1s - loss: 0.4013 - acc: 0.8189 - ETA: 1s - loss: 0.4017 - acc: 0.8185 - ETA: 1s - loss: 0.4014 - acc: 0.8185 - ETA: 1s - loss: 0.4022 - acc: 0.8179 - ETA: 1s - loss: 0.4020 - acc: 0.8182 - ETA: 0s - loss: 0.4019 - acc: 0.8185 - ETA: 0s - loss: 0.4028 - acc: 0.8176 - ETA: 0s - loss: 0.4030 - acc: 0.8174 - ETA: 0s - loss: 0.4031 - acc: 0.8175 - ETA: 0s - loss: 0.4032 - acc: 0.8174 - ETA: 0s - loss: 0.4029 - acc: 0.8176 - ETA: 0s - loss: 0.4024 - acc: 0.8180 - ETA: 0s - loss: 0.4020 - acc: 0.8184 - ETA: 0s - loss: 0.4022 - acc: 0.8186 - ETA: 0s - loss: 0.4021 - acc: 0.8184 - ETA: 0s - loss: 0.4018 - acc: 0.8187 - ETA: 0s - loss: 0.4015 - acc: 0.8187 - ETA: 0s - loss: 0.4011 - acc: 0.8189 - ETA: 0s - loss: 0.4006 - acc: 0.8192 - 8s - loss: 0.4012 - acc: 0.8188
Epoch 55/100
20000/20000 [==============================]2 - ETA: 11s - loss: 0.3637 - acc: 0.8125 - ETA: 11s - loss: 0.3599 - acc: 0.8299 - ETA: 11s - loss: 0.3521 - acc: 0.8317 - ETA: 11s - loss: 0.3719 - acc: 0.8309 - ETA: 10s - loss: 0.3872 - acc: 0.8210 - ETA: 9s - loss: 0.3876 - acc: 0.8194 - ETA: 8s - loss: 0.3800 - acc: 0.8229 - ETA: 8s - loss: 0.3781 - acc: 0.8252 - ETA: 8s - loss: 0.3886 - acc: 0.8216 - ETA: 8s - loss: 0.3895 - acc: 0.8208 - ETA: 8s - loss: 0.3992 - acc: 0.8211 - ETA: 8s - loss: 0.3999 - acc: 0.8227 - ETA: 8s - loss: 0.4027 - acc: 0.8198 - ETA: 7s - loss: 0.3979 - acc: 0.8253 - ETA: 7s - loss: 0.3931 - acc: 0.8279 - ETA: 7s - loss: 0.3945 - acc: 0.8261 - ETA: 7s - loss: 0.3895 - acc: 0.8281 - ETA: 7s - loss: 0.3934 - acc: 0.8265 - ETA: 7s - loss: 0.3902 - acc: 0.8276 - ETA: 7s - loss: 0.3889 - acc: 0.8288 - ETA: 7s - loss: 0.3894 - acc: 0.8272 - ETA: 7s - loss: 0.3907 - acc: 0.8260 - ETA: 7s - loss: 0.3895 - acc: 0.8252 - ETA: 7s - loss: 0.3880 - acc: 0.8266 - ETA: 7s - loss: 0.3857 - acc: 0.8276 - ETA: 7s - loss: 0.3860 - acc: 0.8268 - ETA: 6s - loss: 0.3829 - acc: 0.8286 - ETA: 7s - loss: 0.3848 - acc: 0.8286 - ETA: 7s - loss: 0.3849 - acc: 0.8286 - ETA: 7s - loss: 0.3848 - acc: 0.8286 - ETA: 6s - loss: 0.3845 - acc: 0.8287 - ETA: 6s - loss: 0.3846 - acc: 0.8286 - ETA: 6s - loss: 0.3866 - acc: 0.8285 - ETA: 6s - loss: 0.3887 - acc: 0.8271 - ETA: 6s - loss: 0.3911 - acc: 0.8262 - ETA: 6s - loss: 0.3895 - acc: 0.8278 - ETA: 6s - loss: 0.3895 - acc: 0.8275 - ETA: 6s - loss: 0.3900 - acc: 0.8272 - ETA: 6s - loss: 0.3908 - acc: 0.8264 - ETA: 6s - loss: 0.3915 - acc: 0.8250 - ETA: 6s - loss: 0.3914 - acc: 0.8249 - ETA: 6s - loss: 0.3914 - acc: 0.8247 - ETA: 6s - loss: 0.3926 - acc: 0.8242 - ETA: 5s - loss: 0.3919 - acc: 0.8244 - ETA: 5s - loss: 0.3924 - acc: 0.8239 - ETA: 5s - loss: 0.3930 - acc: 0.8236 - ETA: 5s - loss: 0.3938 - acc: 0.8231 - ETA: 5s - loss: 0.3920 - acc: 0.8245 - ETA: 5s - loss: 0.3911 - acc: 0.8248 - ETA: 5s - loss: 0.3909 - acc: 0.8249 - ETA: 5s - loss: 0.3914 - acc: 0.8248 - ETA: 5s - loss: 0.3915 - acc: 0.8250 - ETA: 5s - loss: 0.3906 - acc: 0.8256 - ETA: 5s - loss: 0.3909 - acc: 0.8254 - ETA: 5s - loss: 0.3925 - acc: 0.8255 - ETA: 5s - loss: 0.3934 - acc: 0.8250 - ETA: 5s - loss: 0.3946 - acc: 0.8241 - ETA: 5s - loss: 0.3936 - acc: 0.8247 - ETA: 4s - loss: 0.3929 - acc: 0.8250 - ETA: 4s - loss: 0.3939 - acc: 0.8246 - ETA: 4s - loss: 0.3942 - acc: 0.8250 - ETA: 4s - loss: 0.3939 - acc: 0.8250 - ETA: 4s - loss: 0.3938 - acc: 0.8247 - ETA: 4s - loss: 0.3929 - acc: 0.8250 - ETA: 4s - loss: 0.3940 - acc: 0.8240 - ETA: 4s - loss: 0.3940 - acc: 0.8240 - ETA: 4s - loss: 0.3938 - acc: 0.8238 - ETA: 4s - loss: 0.3950 - acc: 0.8238 - ETA: 4s - loss: 0.3956 - acc: 0.8236 - ETA: 4s - loss: 0.3952 - acc: 0.8240 - ETA: 4s - loss: 0.3960 - acc: 0.8236 - ETA: 4s - loss: 0.3962 - acc: 0.8231 - ETA: 4s - loss: 0.3957 - acc: 0.8235 - ETA: 3s - loss: 0.3950 - acc: 0.8236 - ETA: 3s - loss: 0.3960 - acc: 0.8235 - ETA: 3s - loss: 0.3955 - acc: 0.8237 - ETA: 3s - loss: 0.3958 - acc: 0.8237 - ETA: 3s - loss: 0.3946 - acc: 0.8244 - ETA: 3s - loss: 0.3950 - acc: 0.8241 - ETA: 3s - loss: 0.3943 - acc: 0.8245 - ETA: 3s - loss: 0.3942 - acc: 0.8245 - ETA: 3s - loss: 0.3944 - acc: 0.8240 - ETA: 3s - loss: 0.3947 - acc: 0.8239 - ETA: 3s - loss: 0.3952 - acc: 0.8237 - ETA: 3s - loss: 0.3951 - acc: 0.8238 - ETA: 3s - loss: 0.3952 - acc: 0.8238 - ETA: 3s - loss: 0.3955 - acc: 0.8238 - ETA: 3s - loss: 0.3964 - acc: 0.8232 - ETA: 2s - loss: 0.3974 - acc: 0.8230 - ETA: 2s - loss: 0.3973 - acc: 0.8232 - ETA: 2s - loss: 0.3973 - acc: 0.8228 - ETA: 2s - loss: 0.3973 - acc: 0.8226 - ETA: 2s - loss: 0.3967 - acc: 0.8229 - ETA: 2s - loss: 0.3968 - acc: 0.8229 - ETA: 2s - loss: 0.3978 - acc: 0.8218 - ETA: 2s - loss: 0.3982 - acc: 0.8217 - ETA: 2s - loss: 0.3981 - acc: 0.8219 - ETA: 2s - loss: 0.3978 - acc: 0.8221 - ETA: 2s - loss: 0.3974 - acc: 0.8223 - ETA: 2s - loss: 0.3970 - acc: 0.8224 - ETA: 2s - loss: 0.3970 - acc: 0.8224 - ETA: 2s - loss: 0.3970 - acc: 0.8227 - ETA: 2s - loss: 0.3969 - acc: 0.8227 - ETA: 2s - loss: 0.3971 - acc: 0.8224 - ETA: 1s - loss: 0.3970 - acc: 0.8225 - ETA: 1s - loss: 0.3965 - acc: 0.8227 - ETA: 1s - loss: 0.3975 - acc: 0.8225 - ETA: 1s - loss: 0.3976 - acc: 0.8223 - ETA: 1s - loss: 0.3974 - acc: 0.8224 - ETA: 1s - loss: 0.3970 - acc: 0.8225 - ETA: 1s - loss: 0.3969 - acc: 0.8226 - ETA: 1s - loss: 0.3967 - acc: 0.8226 - ETA: 1s - loss: 0.3968 - acc: 0.8228 - ETA: 1s - loss: 0.3969 - acc: 0.8224 - ETA: 1s - loss: 0.3967 - acc: 0.8224 - ETA: 1s - loss: 0.3966 - acc: 0.8225 - ETA: 1s - loss: 0.3964 - acc: 0.8226 - ETA: 1s - loss: 0.3966 - acc: 0.8228 - ETA: 1s - loss: 0.3964 - acc: 0.8228 - ETA: 1s - loss: 0.3961 - acc: 0.8229 - ETA: 0s - loss: 0.3960 - acc: 0.8228 - ETA: 0s - loss: 0.3959 - acc: 0.8229 - ETA: 0s - loss: 0.3958 - acc: 0.8230 - ETA: 0s - loss: 0.3957 - acc: 0.8235 - ETA: 0s - loss: 0.3963 - acc: 0.8231 - ETA: 0s - loss: 0.3960 - acc: 0.8233 - ETA: 4s - loss: 0.3922 - acc: 0.8225 - ETA: 4s - loss: 0.3924 - acc: 0.8223 - ETA: 3s - loss: 0.3921 - acc: 0.8223 - ETA: 3s - loss: 0.3929 - acc: 0.8220 - ETA: 3s - loss: 0.3922 - acc: 0.8225 - ETA: 3s - loss: 0.3920 - acc: 0.8227 - ETA: 3s - loss: 0.3921 - acc: 0.8224 - ETA: 3s - loss: 0.3923 - acc: 0.8222 - ETA: 3s - loss: 0.3921 - acc: 0.8220 - ETA: 3s - loss: 0.3925 - acc: 0.8218 - ETA: 3s - loss: 0.3923 - acc: 0.8219 - ETA: 3s - loss: 0.3922 - acc: 0.8218 - ETA: 3s - loss: 0.3923 - acc: 0.8216 - ETA: 3s - loss: 0.3913 - acc: 0.8218 - ETA: 3s - loss: 0.3906 - acc: 0.8221 - ETA: 3s - loss: 0.3906 - acc: 0.8226 - ETA: 3s - loss: 0.3910 - acc: 0.8229 - ETA: 3s - loss: 0.3914 - acc: 0.8232 - ETA: 3s - loss: 0.3914 - acc: 0.8231 - ETA: 3s - loss: 0.3916 - acc: 0.8230 - ETA: 2s - loss: 0.3919 - acc: 0.8227 - ETA: 2s - loss: 0.3931 - acc: 0.8220 - ETA: 2s - loss: 0.3931 - acc: 0.8217 - ETA: 2s - loss: 0.3933 - acc: 0.8218 - ETA: 2s - loss: 0.3948 - acc: 0.8207 - ETA: 2s - loss: 0.3956 - acc: 0.8204 - ETA: 2s - loss: 0.3952 - acc: 0.8204 - ETA: 2s - loss: 0.3953 - acc: 0.8206 - ETA: 2s - loss: 0.3953 - acc: 0.8208 - ETA: 2s - loss: 0.3957 - acc: 0.8202 - ETA: 2s - loss: 0.3950 - acc: 0.8205 - ETA: 2s - loss: 0.3952 - acc: 0.8203 - ETA: 2s - loss: 0.3948 - acc: 0.8204 - ETA: 2s - loss: 0.3952 - acc: 0.8203 - ETA: 1s - loss: 0.3958 - acc: 0.8201 - ETA: 1s - loss: 0.3952 - acc: 0.8203 - ETA: 1s - loss: 0.3955 - acc: 0.8200 - ETA: 1s - loss: 0.3959 - acc: 0.8201 - ETA: 1s - loss: 0.3960 - acc: 0.8202 - ETA: 1s - loss: 0.3960 - acc: 0.8198 - ETA: 1s - loss: 0.3964 - acc: 0.8192 - ETA: 1s - loss: 0.3959 - acc: 0.8195 - ETA: 1s - loss: 0.3956 - acc: 0.8198 - ETA: 1s - loss: 0.3954 - acc: 0.8204 - ETA: 1s - loss: 0.3957 - acc: 0.8207 - ETA: 1s - loss: 0.3957 - acc: 0.8204 - ETA: 1s - loss: 0.3953 - acc: 0.8207 - ETA: 0s - loss: 0.3956 - acc: 0.8203 - ETA: 0s - loss: 0.3954 - acc: 0.8203 - ETA: 0s - loss: 0.3945 - acc: 0.8210 - ETA: 0s - loss: 0.3948 - acc: 0.8210 - ETA: 0s - loss: 0.3947 - acc: 0.8210 - ETA: 0s - loss: 0.3950 - acc: 0.8210 - ETA: 0s - loss: 0.3953 - acc: 0.8206 - ETA: 0s - loss: 0.3953 - acc: 0.8207 - ETA: 0s - loss: 0.3952 - acc: 0.8206 - ETA: 0s - loss: 0.3955 - acc: 0.8202 - ETA: 0s - loss: 0.3960 - acc: 0.8199 - ETA: 0s - loss: 0.3962 - acc: 0.8197 - ETA: 0s - loss: 0.3960 - acc: 0.8199 - ETA: 0s - loss: 0.3963 - acc: 0.8196 - 9s - loss: 0.3964 - acc: 0.8196
Epoch 57/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3681 - acc: 0.8438 - ETA: 6s - loss: 0.3977 - acc: 0.8214 - ETA: 7s - loss: 0.3855 - acc: 0.8221 - ETA: 6s - loss: 0.3675 - acc: 0.8388 - ETA: 7s - loss: 0.3623 - acc: 0.8370 - ETA: 8s - loss: 0.3565 - acc: 0.8389 - ETA: 8s - loss: 0.3650 - acc: 0.8365 - ETA: 8s - loss: 0.3607 - acc: 0.8438 - ETA: 8s - loss: 0.3656 - acc: 0.8415 - ETA: 8s - loss: 0.3606 - acc: 0.8444 - ETA: 7s - loss: 0.3788 - acc: 0.8376 - ETA: 7s - loss: 0.3771 - acc: 0.8361 - ETA: 7s - loss: 0.3796 - acc: 0.8325 - ETA: 7s - loss: 0.3784 - acc: 0.8350 - ETA: 7s - loss: 0.3760 - acc: 0.8370 - ETA: 7s - loss: 0.3803 - acc: 0.8332 - ETA: 7s - loss: 0.3846 - acc: 0.8291 - ETA: 7s - loss: 0.3861 - acc: 0.8289 - ETA: 7s - loss: 0.3863 - acc: 0.8294 - ETA: 7s - loss: 0.3843 - acc: 0.8290 - ETA: 7s - loss: 0.3874 - acc: 0.8270 - ETA: 7s - loss: 0.3891 - acc: 0.8244 - ETA: 7s - loss: 0.3895 - acc: 0.8240 - ETA: 7s - loss: 0.3888 - acc: 0.8256 - ETA: 7s - loss: 0.3869 - acc: 0.8262 - ETA: 6s - loss: 0.3909 - acc: 0.8258 - ETA: 6s - loss: 0.3900 - acc: 0.8261 - ETA: 6s - loss: 0.3885 - acc: 0.8270 - ETA: 6s - loss: 0.3900 - acc: 0.8268 - ETA: 6s - loss: 0.3912 - acc: 0.8265 - ETA: 6s - loss: 0.3936 - acc: 0.8248 - ETA: 6s - loss: 0.3945 - acc: 0.8251 - ETA: 6s - loss: 0.3953 - acc: 0.8244 - ETA: 6s - loss: 0.3957 - acc: 0.8250 - ETA: 6s - loss: 0.3961 - acc: 0.8242 - ETA: 6s - loss: 0.3961 - acc: 0.8242 - ETA: 6s - loss: 0.3959 - acc: 0.8246 - ETA: 6s - loss: 0.3971 - acc: 0.8235 - ETA: 6s - loss: 0.3967 - acc: 0.8232 - ETA: 6s - loss: 0.3961 - acc: 0.8228 - ETA: 6s - loss: 0.3964 - acc: 0.8226 - ETA: 5s - loss: 0.3944 - acc: 0.8236 - ETA: 5s - loss: 0.3928 - acc: 0.8241 - ETA: 5s - loss: 0.3916 - acc: 0.8246 - ETA: 5s - loss: 0.3937 - acc: 0.8238 - ETA: 5s - loss: 0.3940 - acc: 0.8237 - ETA: 5s - loss: 0.3943 - acc: 0.8236 - ETA: 5s - loss: 0.3941 - acc: 0.8241 - ETA: 5s - loss: 0.3962 - acc: 0.8230 - ETA: 5s - loss: 0.3974 - acc: 0.8228 - ETA: 5s - loss: 0.3972 - acc: 0.8228 - ETA: 5s - loss: 0.3972 - acc: 0.8216 - ETA: 5s - loss: 0.3971 - acc: 0.8211 - ETA: 5s - loss: 0.3986 - acc: 0.8205 - ETA: 5s - loss: 0.3978 - acc: 0.8217 - ETA: 5s - loss: 0.3979 - acc: 0.8210 - ETA: 5s - loss: 0.3971 - acc: 0.8216 - ETA: 5s - loss: 0.3960 - acc: 0.8220 - ETA: 5s - loss: 0.3969 - acc: 0.8212 - ETA: 5s - loss: 0.3970 - acc: 0.8209 - ETA: 5s - loss: 0.3983 - acc: 0.8207 - ETA: 4s - loss: 0.3981 - acc: 0.8207 - ETA: 4s - loss: 0.3967 - acc: 0.8217 - ETA: 4s - loss: 0.3965 - acc: 0.8219 - ETA: 4s - loss: 0.3976 - acc: 0.8210 - ETA: 4s - loss: 0.3975 - acc: 0.8210 - ETA: 4s - loss: 0.3981 - acc: 0.8204 - ETA: 4s - loss: 0.3978 - acc: 0.8205 - ETA: 4s - loss: 0.3971 - acc: 0.8202 - ETA: 4s - loss: 0.3974 - acc: 0.8206 - ETA: 4s - loss: 0.3966 - acc: 0.8210 - ETA: 4s - loss: 0.3976 - acc: 0.8207 - ETA: 4s - loss: 0.3967 - acc: 0.8210 - ETA: 4s - loss: 0.3962 - acc: 0.8211 - ETA: 3s - loss: 0.3970 - acc: 0.8204 - ETA: 3s - loss: 0.3972 - acc: 0.8201 - ETA: 3s - loss: 0.3966 - acc: 0.8203 - ETA: 3s - loss: 0.3967 - acc: 0.8200 - ETA: 3s - loss: 0.3973 - acc: 0.8201 - ETA: 3s - loss: 0.3969 - acc: 0.8203 - ETA: 3s - loss: 0.3972 - acc: 0.8201 - ETA: 3s - loss: 0.3966 - acc: 0.8200 - ETA: 3s - loss: 0.3981 - acc: 0.8191 - ETA: 3s - loss: 0.3980 - acc: 0.8191 - ETA: 3s - loss: 0.3976 - acc: 0.8191 - ETA: 3s - loss: 0.3984 - acc: 0.8184 - ETA: 3s - loss: 0.3986 - acc: 0.8181 - ETA: 3s - loss: 0.3987 - acc: 0.8183 - ETA: 3s - loss: 0.3979 - acc: 0.8185 - ETA: 3s - loss: 0.3979 - acc: 0.8181 - ETA: 2s - loss: 0.3982 - acc: 0.8182 - ETA: 2s - loss: 0.3989 - acc: 0.8179 - ETA: 2s - loss: 0.3992 - acc: 0.8178 - ETA: 2s - loss: 0.3990 - acc: 0.8183 - ETA: 2s - loss: 0.3990 - acc: 0.8181 - ETA: 2s - loss: 0.3987 - acc: 0.8183 - ETA: 2s - loss: 0.3985 - acc: 0.8182 - ETA: 2s - loss: 0.3977 - acc: 0.8182 - ETA: 2s - loss: 0.3974 - acc: 0.8186 - ETA: 2s - loss: 0.3974 - acc: 0.8185 - ETA: 2s - loss: 0.3971 - acc: 0.8184 - ETA: 2s - loss: 0.3964 - acc: 0.8189 - ETA: 2s - loss: 0.3960 - acc: 0.8194 - ETA: 2s - loss: 0.3964 - acc: 0.8193 - ETA: 2s - loss: 0.3968 - acc: 0.8190 - ETA: 2s - loss: 0.3967 - acc: 0.8189 - ETA: 1s - loss: 0.3969 - acc: 0.8188 - ETA: 1s - loss: 0.3974 - acc: 0.8185 - ETA: 1s - loss: 0.3977 - acc: 0.8187 - ETA: 1s - loss: 0.3980 - acc: 0.8186 - ETA: 1s - loss: 0.3982 - acc: 0.8185 - ETA: 1s - loss: 0.3984 - acc: 0.8184 - ETA: 1s - loss: 0.3980 - acc: 0.8187 - ETA: 1s - loss: 0.3983 - acc: 0.8182 - ETA: 1s - loss: 0.3982 - acc: 0.8181 - ETA: 1s - loss: 0.3986 - acc: 0.8181 - ETA: 1s - loss: 0.3981 - acc: 0.8182 - ETA: 1s - loss: 0.3985 - acc: 0.8179 - ETA: 1s - loss: 0.3989 - acc: 0.8176 - ETA: 1s - loss: 0.3993 - acc: 0.8174 - ETA: 1s - loss: 0.3991 - acc: 0.8176 - ETA: 1s - loss: 0.3999 - acc: 0.8171 - ETA: 0s - loss: 0.3996 - acc: 0.8174 - ETA: 0s - loss: 0.3997 - acc: 0.8174 - ETA: 0s - loss: 0.3999 - acc: 0.8172 - ETA: 0s - loss: 0.4003 - acc: 0.8170 - ETA: 0s - loss: 0.4001 - acc: 0.8172 - ETA: 0s - loss: 0.3994 - acc: 0.8177 - ETA: 0s - loss: 0.3990 - acc: 0.8177 - ETA: 0s - loss: 0.3996 - acc: 0.8177 - ETA: 0s - loss: 0.3999 - acc: 0.8176 - ETA: 0s - loss: 0.4003 - acc: 0.8174 - ETA: 0s - loss: 0.4007 - acc: 0.8176 - ETA: 0s - loss: 0.4003 - acc: 0.8177 - ETA: 0s - loss: 0.3999 - acc: 0.8181 - ETA: 0s - loss: 0.3994 - acc: 0.8183 - ETA: 0s - loss: 0.3995 - acc: 0.8184 - 8s - loss: 0.3993 - acc: 0.8185
Epoch 58/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3830 - acc: 0.8750 - ETA: 6s - loss: 0.4110 - acc: 0.8214 - ETA: 8s - loss: 0.4409 - acc: 0.8040 - ETA: 9s - loss: 0.4334 - acc: 0.8103 - ETA: 9s - loss: 0.4218 - acc: 0.8109 - ETA: 8s - loss: 0.4290 - acc: 0.8050 - ETA: 8s - loss: 0.4248 - acc: 0.7985 - ETA: 8s - loss: 0.4254 - acc: 0.7978 - ETA: 8s - loss: 0.4210 - acc: 0.8013 - ETA: 8s - loss: 0.4198 - acc: 0.8016 - ETA: 8s - loss: 0.4109 - acc: 0.8080 - ETA: 8s - loss: 0.4109 - acc: 0.8077 - ETA: 7s - loss: 0.4014 - acc: 0.8168 - ETA: 7s - loss: 0.4021 - acc: 0.8193 - ETA: 7s - loss: 0.4052 - acc: 0.8184 - ETA: 7s - loss: 0.4011 - acc: 0.8208 - ETA: 7s - loss: 0.4024 - acc: 0.8191 - ETA: 7s - loss: 0.3983 - acc: 0.8210 - ETA: 7s - loss: 0.3967 - acc: 0.8211 - ETA: 6s - loss: 0.3970 - acc: 0.8213 - ETA: 6s - loss: 0.3986 - acc: 0.8200 - ETA: 6s - loss: 0.3994 - acc: 0.8185 - ETA: 6s - loss: 0.3983 - acc: 0.8200 - ETA: 7s - loss: 0.3999 - acc: 0.8178 - ETA: 7s - loss: 0.4000 - acc: 0.8166 - ETA: 7s - loss: 0.3991 - acc: 0.8175 - ETA: 6s - loss: 0.4002 - acc: 0.8178 - ETA: 6s - loss: 0.3987 - acc: 0.8179 - ETA: 6s - loss: 0.3962 - acc: 0.8193 - ETA: 6s - loss: 0.3955 - acc: 0.8191 - ETA: 6s - loss: 0.3932 - acc: 0.8206 - ETA: 6s - loss: 0.3915 - acc: 0.8208 - ETA: 6s - loss: 0.3896 - acc: 0.8213 - ETA: 6s - loss: 0.3867 - acc: 0.8234 - ETA: 6s - loss: 0.3871 - acc: 0.8232 - ETA: 6s - loss: 0.3873 - acc: 0.8227 - ETA: 6s - loss: 0.3889 - acc: 0.8229 - ETA: 6s - loss: 0.3891 - acc: 0.8229 - ETA: 6s - loss: 0.3909 - acc: 0.8225 - ETA: 6s - loss: 0.3930 - acc: 0.8210 - ETA: 6s - loss: 0.3931 - acc: 0.8214 - ETA: 5s - loss: 0.3924 - acc: 0.8220 - ETA: 5s - loss: 0.3925 - acc: 0.8218 - ETA: 5s - loss: 0.3919 - acc: 0.8222 - ETA: 5s - loss: 0.3922 - acc: 0.8224 - ETA: 5s - loss: 0.3920 - acc: 0.8219 - ETA: 5s - loss: 0.3932 - acc: 0.8219 - ETA: 5s - loss: 0.3933 - acc: 0.8216 - ETA: 5s - loss: 0.3942 - acc: 0.8205 - ETA: 5s - loss: 0.3934 - acc: 0.8212 - ETA: 5s - loss: 0.3943 - acc: 0.8207 - ETA: 5s - loss: 0.3961 - acc: 0.8197 - ETA: 5s - loss: 0.3961 - acc: 0.8198 - ETA: 5s - loss: 0.3969 - acc: 0.8196 - ETA: 5s - loss: 0.3970 - acc: 0.8194 - ETA: 5s - loss: 0.3969 - acc: 0.8198 - ETA: 5s - loss: 0.3973 - acc: 0.8195 - ETA: 5s - loss: 0.3980 - acc: 0.8195 - ETA: 5s - loss: 0.3975 - acc: 0.8196 - ETA: 4s - loss: 0.3987 - acc: 0.8189 - ETA: 4s - loss: 0.3991 - acc: 0.8192 - ETA: 4s - loss: 0.3980 - acc: 0.8199 - ETA: 4s - loss: 0.3975 - acc: 0.8205 - ETA: 4s - loss: 0.3969 - acc: 0.8215 - ETA: 4s - loss: 0.3967 - acc: 0.8211 - ETA: 4s - loss: 0.3970 - acc: 0.8205 - ETA: 4s - loss: 0.3969 - acc: 0.8203 - ETA: 4s - loss: 0.3974 - acc: 0.8206 - ETA: 4s - loss: 0.3983 - acc: 0.8197 - ETA: 4s - loss: 0.3981 - acc: 0.8193 - ETA: 4s - loss: 0.3986 - acc: 0.8192 - ETA: 4s - loss: 0.3988 - acc: 0.8186 - ETA: 4s - loss: 0.3995 - acc: 0.8179 - ETA: 4s - loss: 0.3996 - acc: 0.8175 - ETA: 4s - loss: 0.3992 - acc: 0.8178 - ETA: 4s - loss: 0.3984 - acc: 0.8179 - ETA: 4s - loss: 0.3980 - acc: 0.8181 - ETA: 4s - loss: 0.3979 - acc: 0.8175 - ETA: 3s - loss: 0.3983 - acc: 0.8171 - ETA: 3s - loss: 0.3995 - acc: 0.8165 - ETA: 3s - loss: 0.3990 - acc: 0.8174 - ETA: 3s - loss: 0.4000 - acc: 0.8169 - ETA: 3s - loss: 0.3998 - acc: 0.8167 - ETA: 3s - loss: 0.4006 - acc: 0.8160 - ETA: 3s - loss: 0.4000 - acc: 0.8167 - ETA: 3s - loss: 0.4003 - acc: 0.8171 - ETA: 3s - loss: 0.4005 - acc: 0.8169 - ETA: 3s - loss: 0.4003 - acc: 0.8173 - ETA: 3s - loss: 0.4010 - acc: 0.8170 - ETA: 3s - loss: 0.4008 - acc: 0.8171 - ETA: 3s - loss: 0.4012 - acc: 0.8170 - ETA: 3s - loss: 0.4014 - acc: 0.8170 - ETA: 3s - loss: 0.4014 - acc: 0.8171 - ETA: 2s - loss: 0.4007 - acc: 0.8175 - ETA: 2s - loss: 0.4003 - acc: 0.8179 - ETA: 2s - loss: 0.4011 - acc: 0.8177 - ETA: 2s - loss: 0.4018 - acc: 0.8173 - ETA: 2s - loss: 0.4013 - acc: 0.8176 - ETA: 2s - loss: 0.4018 - acc: 0.8175 - ETA: 2s - loss: 0.4018 - acc: 0.8173 - ETA: 2s - loss: 0.4012 - acc: 0.8174 - ETA: 2s - loss: 0.4022 - acc: 0.8165 - ETA: 2s - loss: 0.4021 - acc: 0.8162 - ETA: 2s - loss: 0.4014 - acc: 0.8164 - ETA: 2s - loss: 0.4009 - acc: 0.8167 - ETA: 2s - loss: 0.4008 - acc: 0.8171 - ETA: 2s - loss: 0.4007 - acc: 0.8173 - ETA: 2s - loss: 0.4009 - acc: 0.8170 - ETA: 1s - loss: 0.4012 - acc: 0.8169 - ETA: 1s - loss: 0.4013 - acc: 0.8169 - ETA: 1s - loss: 0.4009 - acc: 0.8172 - ETA: 1s - loss: 0.4012 - acc: 0.8167 - ETA: 1s - loss: 0.4009 - acc: 0.8168 - ETA: 1s - loss: 0.4007 - acc: 0.8167 - ETA: 1s - loss: 0.4008 - acc: 0.8166 - ETA: 1s - loss: 0.3999 - acc: 0.8173 - ETA: 1s - loss: 0.3995 - acc: 0.8176 - ETA: 1s - loss: 0.3990 - acc: 0.8176 - ETA: 1s - loss: 0.3987 - acc: 0.8173 - ETA: 1s - loss: 0.3994 - acc: 0.8168 - ETA: 1s - loss: 0.3991 - acc: 0.8173 - ETA: 1s - loss: 0.3987 - acc: 0.8174 - ETA: 1s - loss: 0.3993 - acc: 0.8173 - ETA: 1s - loss: 0.3996 - acc: 0.8169 - ETA: 1s - loss: 0.3993 - acc: 0.8173 - ETA: 0s - loss: 0.3994 - acc: 0.8170 - ETA: 0s - loss: 0.3991 - acc: 0.8172 - ETA: 0s - loss: 0.3982 - acc: 0.8176 - ETA: 0s - loss: 0.3984 - acc: 0.8177 - ETA: 0s - loss: 0.3989 - acc: 0.8171 - ETA: 0s - loss: 0.3990 - acc: 0.8171 - ETA: 0s - loss: 0.3992 - acc: 0.8172 - ETA: 0s - loss: 0.3997 - acc: 0.8167 - ETA: 0s - loss: 0.3996 - acc: 0.8166 - ETA: 0s - loss: 0.3996 - acc: 0.8164 - ETA: 0s - loss: 0.3996 - acc: 0.8166 - ETA: 0s - loss: 0.3997 - acc: 0.8167 - ETA: 0s - loss: 0.3998 - acc: 0.8166 - 9s - loss: 0.4000 - acc: 0.8167
Epoch 59/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4626 - acc: 0.7891 - ETA: 8s - loss: 0.4056 - acc: 0.8264 - ETA: 8s - loss: 0.3979 - acc: 0.8208 - ETA: 8s - loss: 0.3870 - acc: 0.8289 - ETA: 8s - loss: 0.3895 - acc: 0.8255 - ETA: 8s - loss: 0.3809 - acc: 0.8326 - ETA: 8s - loss: 0.4023 - acc: 0.8246 - ETA: 8s - loss: 0.4054 - acc: 0.8214 - ETA: 8s - loss: 0.4064 - acc: 0.8247 - ETA: 8s - loss: 0.4054 - acc: 0.8229 - ETA: 7s - loss: 0.4065 - acc: 0.8203 - ETA: 7s - loss: 0.4076 - acc: 0.8224 - ETA: 7s - loss: 0.4019 - acc: 0.8271 - ETA: 7s - loss: 0.4056 - acc: 0.8237 - ETA: 7s - loss: 0.4053 - acc: 0.8231 - ETA: 7s - loss: 0.4021 - acc: 0.8246 - ETA: 7s - loss: 0.4029 - acc: 0.8238 - ETA: 7s - loss: 0.4010 - acc: 0.8241 - ETA: 7s - loss: 0.3999 - acc: 0.8242 - ETA: 7s - loss: 0.4006 - acc: 0.8231 - ETA: 6s - loss: 0.4036 - acc: 0.8221 - ETA: 6s - loss: 0.4106 - acc: 0.8187 - ETA: 6s - loss: 0.4068 - acc: 0.8204 - ETA: 6s - loss: 0.4093 - acc: 0.8182 - ETA: 6s - loss: 0.4102 - acc: 0.8182 - ETA: 6s - loss: 0.4081 - acc: 0.8203 - ETA: 6s - loss: 0.4062 - acc: 0.8209 - ETA: 6s - loss: 0.4043 - acc: 0.8210 - ETA: 6s - loss: 0.4050 - acc: 0.8205 - ETA: 6s - loss: 0.4035 - acc: 0.8217 - ETA: 6s - loss: 0.4051 - acc: 0.8218 - ETA: 6s - loss: 0.4046 - acc: 0.8224 - ETA: 6s - loss: 0.4047 - acc: 0.8221 - ETA: 6s - loss: 0.4040 - acc: 0.8220 - ETA: 6s - loss: 0.4038 - acc: 0.8206 - ETA: 5s - loss: 0.4044 - acc: 0.8204 - ETA: 5s - loss: 0.4049 - acc: 0.8205 - ETA: 5s - loss: 0.4034 - acc: 0.8222 - ETA: 5s - loss: 0.4037 - acc: 0.8217 - ETA: 5s - loss: 0.4066 - acc: 0.8205 - ETA: 5s - loss: 0.4077 - acc: 0.8197 - ETA: 5s - loss: 0.4080 - acc: 0.8193 - ETA: 5s - loss: 0.4055 - acc: 0.8211 - ETA: 5s - loss: 0.4044 - acc: 0.8217 - ETA: 5s - loss: 0.4039 - acc: 0.8223 - ETA: 5s - loss: 0.4044 - acc: 0.8219 - ETA: 5s - loss: 0.4023 - acc: 0.8230 - ETA: 5s - loss: 0.4023 - acc: 0.8231 - ETA: 5s - loss: 0.4020 - acc: 0.8232 - ETA: 5s - loss: 0.4025 - acc: 0.8228 - ETA: 5s - loss: 0.4029 - acc: 0.8227 - ETA: 5s - loss: 0.4021 - acc: 0.8233 - ETA: 5s - loss: 0.4017 - acc: 0.8233 - ETA: 5s - loss: 0.4026 - acc: 0.8225 - ETA: 5s - loss: 0.4031 - acc: 0.8228 - ETA: 5s - loss: 0.4037 - acc: 0.8223 - ETA: 4s - loss: 0.4023 - acc: 0.8234 - ETA: 4s - loss: 0.4031 - acc: 0.8223 - ETA: 4s - loss: 0.4050 - acc: 0.8210 - ETA: 4s - loss: 0.4041 - acc: 0.8218 - ETA: 4s - loss: 0.4041 - acc: 0.8221 - ETA: 4s - loss: 0.4044 - acc: 0.8222 - ETA: 4s - loss: 0.4054 - acc: 0.8217 - ETA: 4s - loss: 0.4054 - acc: 0.8214 - ETA: 4s - loss: 0.4051 - acc: 0.8215 - ETA: 4s - loss: 0.4046 - acc: 0.8218 - ETA: 4s - loss: 0.4037 - acc: 0.8224 - ETA: 4s - loss: 0.4036 - acc: 0.8224 - ETA: 4s - loss: 0.4027 - acc: 0.8223 - ETA: 4s - loss: 0.4032 - acc: 0.8216 - ETA: 4s - loss: 0.4029 - acc: 0.8217 - ETA: 4s - loss: 0.4024 - acc: 0.8221 - ETA: 3s - loss: 0.4016 - acc: 0.8225 - ETA: 3s - loss: 0.4020 - acc: 0.8220 - ETA: 3s - loss: 0.4024 - acc: 0.8216 - ETA: 3s - loss: 0.4024 - acc: 0.8210 - ETA: 3s - loss: 0.4032 - acc: 0.8206 - ETA: 3s - loss: 0.4030 - acc: 0.8204 - ETA: 3s - loss: 0.4029 - acc: 0.8202 - ETA: 3s - loss: 0.4027 - acc: 0.8205 - ETA: 3s - loss: 0.4016 - acc: 0.8201 - ETA: 3s - loss: 0.4013 - acc: 0.8202 - ETA: 3s - loss: 0.4019 - acc: 0.8197 - ETA: 3s - loss: 0.4019 - acc: 0.8200 - ETA: 3s - loss: 0.4024 - acc: 0.8201 - ETA: 3s - loss: 0.4016 - acc: 0.8200 - ETA: 3s - loss: 0.4015 - acc: 0.8202 - ETA: 3s - loss: 0.4012 - acc: 0.8205 - ETA: 2s - loss: 0.4030 - acc: 0.8199 - ETA: 2s - loss: 0.4040 - acc: 0.8193 - ETA: 2s - loss: 0.4038 - acc: 0.8195 - ETA: 2s - loss: 0.4039 - acc: 0.8193 - ETA: 2s - loss: 0.4042 - acc: 0.8187 - ETA: 2s - loss: 0.4045 - acc: 0.8187 - ETA: 2s - loss: 0.4045 - acc: 0.8184 - ETA: 2s - loss: 0.4047 - acc: 0.8182 - ETA: 2s - loss: 0.4043 - acc: 0.8184 - ETA: 2s - loss: 0.4038 - acc: 0.8184 - ETA: 2s - loss: 0.4031 - acc: 0.8183 - ETA: 5s - loss: 0.3869 - acc: 0.8215 - ETA: 5s - loss: 0.3862 - acc: 0.8219 - ETA: 5s - loss: 0.3866 - acc: 0.8220 - ETA: 5s - loss: 0.3867 - acc: 0.8215 - ETA: 4s - loss: 0.3865 - acc: 0.8212 - ETA: 4s - loss: 0.3872 - acc: 0.8207 - ETA: 4s - loss: 0.3870 - acc: 0.8209 - ETA: 4s - loss: 0.3869 - acc: 0.8209 - ETA: 4s - loss: 0.3874 - acc: 0.8206 - ETA: 4s - loss: 0.3879 - acc: 0.8207 - ETA: 4s - loss: 0.3894 - acc: 0.8198 - ETA: 4s - loss: 0.3898 - acc: 0.8198 - ETA: 4s - loss: 0.3895 - acc: 0.8200 - ETA: 4s - loss: 0.3902 - acc: 0.8197 - ETA: 4s - loss: 0.3898 - acc: 0.8203 - ETA: 4s - loss: 0.3904 - acc: 0.8197 - ETA: 4s - loss: 0.3900 - acc: 0.8195 - ETA: 4s - loss: 0.3898 - acc: 0.8196 - ETA: 4s - loss: 0.3904 - acc: 0.8193 - ETA: 4s - loss: 0.3902 - acc: 0.8194 - ETA: 4s - loss: 0.3914 - acc: 0.8192 - ETA: 4s - loss: 0.3908 - acc: 0.8196 - ETA: 3s - loss: 0.3909 - acc: 0.8197 - ETA: 3s - loss: 0.3907 - acc: 0.8200 - ETA: 3s - loss: 0.3910 - acc: 0.8195 - ETA: 3s - loss: 0.3906 - acc: 0.8198 - ETA: 3s - loss: 0.3910 - acc: 0.8196 - ETA: 3s - loss: 0.3909 - acc: 0.8195 - ETA: 3s - loss: 0.3919 - acc: 0.8195 - ETA: 3s - loss: 0.3928 - acc: 0.8189 - ETA: 3s - loss: 0.3935 - acc: 0.8187 - ETA: 3s - loss: 0.3928 - acc: 0.8191 - ETA: 3s - loss: 0.3934 - acc: 0.8187 - ETA: 3s - loss: 0.3933 - acc: 0.8189 - ETA: 3s - loss: 0.3936 - acc: 0.8187 - ETA: 3s - loss: 0.3932 - acc: 0.8189 - ETA: 2s - loss: 0.3935 - acc: 0.8192 - ETA: 2s - loss: 0.3926 - acc: 0.8197 - ETA: 2s - loss: 0.3933 - acc: 0.8196 - ETA: 2s - loss: 0.3936 - acc: 0.8194 - ETA: 2s - loss: 0.3937 - acc: 0.8196 - ETA: 2s - loss: 0.3941 - acc: 0.8192 - ETA: 2s - loss: 0.3947 - acc: 0.8187 - ETA: 2s - loss: 0.3942 - acc: 0.8191 - ETA: 2s - loss: 0.3937 - acc: 0.8193 - ETA: 2s - loss: 0.3944 - acc: 0.8186 - ETA: 2s - loss: 0.3939 - acc: 0.8189 - ETA: 2s - loss: 0.3941 - acc: 0.8189 - ETA: 2s - loss: 0.3938 - acc: 0.8189 - ETA: 2s - loss: 0.3944 - acc: 0.8184 - ETA: 1s - loss: 0.3945 - acc: 0.8183 - ETA: 1s - loss: 0.3947 - acc: 0.8182 - ETA: 1s - loss: 0.3947 - acc: 0.8184 - ETA: 1s - loss: 0.3943 - acc: 0.8188 - ETA: 1s - loss: 0.3942 - acc: 0.8188 - ETA: 1s - loss: 0.3949 - acc: 0.8183 - ETA: 1s - loss: 0.3949 - acc: 0.8185 - ETA: 1s - loss: 0.3950 - acc: 0.8185 - ETA: 1s - loss: 0.3946 - acc: 0.8187 - ETA: 1s - loss: 0.3942 - acc: 0.8189 - ETA: 1s - loss: 0.3945 - acc: 0.8186 - ETA: 1s - loss: 0.3944 - acc: 0.8186 - ETA: 1s - loss: 0.3943 - acc: 0.8189 - ETA: 1s - loss: 0.3942 - acc: 0.8189 - ETA: 1s - loss: 0.3946 - acc: 0.8187 - ETA: 1s - loss: 0.3947 - acc: 0.8188 - ETA: 1s - loss: 0.3952 - acc: 0.8189 - ETA: 0s - loss: 0.3951 - acc: 0.8189 - ETA: 0s - loss: 0.3947 - acc: 0.8191 - ETA: 0s - loss: 0.3946 - acc: 0.8190 - ETA: 0s - loss: 0.3952 - acc: 0.8187 - ETA: 0s - loss: 0.3950 - acc: 0.8189 - ETA: 0s - loss: 0.3950 - acc: 0.8189 - ETA: 0s - loss: 0.3953 - acc: 0.8187 - ETA: 0s - loss: 0.3954 - acc: 0.8187 - ETA: 0s - loss: 0.3957 - acc: 0.8184 - ETA: 0s - loss: 0.3962 - acc: 0.8183 - ETA: 0s - loss: 0.3966 - acc: 0.8181 - ETA: 0s - loss: 0.3962 - acc: 0.8183 - ETA: 0s - loss: 0.3963 - acc: 0.8183 - ETA: 0s - loss: 0.3965 - acc: 0.8182 - ETA: 0s - loss: 0.3962 - acc: 0.8184 - ETA: 0s - loss: 0.3957 - acc: 0.8189 - ETA: 0s - loss: 0.3958 - acc: 0.8188 - ETA: 0s - loss: 0.3957 - acc: 0.8190 - ETA: 0s - loss: 0.3954 - acc: 0.8193 - ETA: 0s - loss: 0.3951 - acc: 0.8194 - ETA: 0s - loss: 0.3947 - acc: 0.8195 - ETA: 0s - loss: 0.3946 - acc: 0.8195 - 9s - loss: 0.3943 - acc: 0.8197
Epoch 61/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4274 - acc: 0.7812 - ETA: 19s - loss: 0.3859 - acc: 0.8021 - ETA: 17s - loss: 0.3734 - acc: 0.8229 - ETA: 14s - loss: 0.3547 - acc: 0.8375 - ETA: 13s - loss: 0.3733 - acc: 0.8317 - ETA: 14s - loss: 0.3747 - acc: 0.8229 - ETA: 14s - loss: 0.3834 - acc: 0.8247 - ETA: 14s - loss: 0.3975 - acc: 0.8109 - ETA: 15s - loss: 0.4012 - acc: 0.8110 - ETA: 15s - loss: 0.3935 - acc: 0.8175 - ETA: 15s - loss: 0.3914 - acc: 0.8218 - ETA: 15s - loss: 0.3924 - acc: 0.8222 - ETA: 14s - loss: 0.3849 - acc: 0.8314 - ETA: 14s - loss: 0.3937 - acc: 0.8255 - ETA: 14s - loss: 0.3971 - acc: 0.8224 - ETA: 14s - loss: 0.3948 - acc: 0.8234 - ETA: 14s - loss: 0.3979 - acc: 0.8203 - ETA: 14s - loss: 0.4000 - acc: 0.8177 - ETA: 13s - loss: 0.3960 - acc: 0.8203 - ETA: 13s - loss: 0.3942 - acc: 0.8187 - ETA: 13s - loss: 0.3948 - acc: 0.8157 - ETA: 12s - loss: 0.3980 - acc: 0.8120 - ETA: 12s - loss: 0.3989 - acc: 0.8111 - ETA: 12s - loss: 0.4001 - acc: 0.8125 - ETA: 12s - loss: 0.3987 - acc: 0.8129 - ETA: 12s - loss: 0.3979 - acc: 0.8129 - ETA: 12s - loss: 0.4024 - acc: 0.8097 - ETA: 11s - loss: 0.4065 - acc: 0.8072 - ETA: 11s - loss: 0.4089 - acc: 0.8060 - ETA: 11s - loss: 0.4104 - acc: 0.8065 - ETA: 11s - loss: 0.4082 - acc: 0.8080 - ETA: 11s - loss: 0.4094 - acc: 0.8065 - ETA: 12s - loss: 0.4083 - acc: 0.8072 - ETA: 12s - loss: 0.4070 - acc: 0.8083 - ETA: 11s - loss: 0.4107 - acc: 0.8069 - ETA: 11s - loss: 0.4081 - acc: 0.8092 - ETA: 11s - loss: 0.4056 - acc: 0.8108 - ETA: 11s - loss: 0.4045 - acc: 0.8120 - ETA: 11s - loss: 0.4045 - acc: 0.8125 - ETA: 11s - loss: 0.4026 - acc: 0.8136 - ETA: 10s - loss: 0.4040 - acc: 0.8130 - ETA: 10s - loss: 0.4048 - acc: 0.8118 - ETA: 11s - loss: 0.4071 - acc: 0.8098 - ETA: 10s - loss: 0.4074 - acc: 0.8090 - ETA: 10s - loss: 0.4068 - acc: 0.8091 - ETA: 10s - loss: 0.4051 - acc: 0.8103 - ETA: 10s - loss: 0.4044 - acc: 0.8097 - ETA: 9s - loss: 0.4015 - acc: 0.8115 - ETA: 9s - loss: 0.4011 - acc: 0.8123 - ETA: 9s - loss: 0.4015 - acc: 0.8127 - ETA: 9s - loss: 0.4030 - acc: 0.8123 - ETA: 9s - loss: 0.4031 - acc: 0.8127 - ETA: 9s - loss: 0.4031 - acc: 0.8118 - ETA: 9s - loss: 0.4044 - acc: 0.8109 - ETA: 8s - loss: 0.4041 - acc: 0.8106 - ETA: 8s - loss: 0.4049 - acc: 0.8110 - ETA: 8s - loss: 0.4051 - acc: 0.8112 - ETA: 8s - loss: 0.4048 - acc: 0.8119 - ETA: 8s - loss: 0.4020 - acc: 0.8136 - ETA: 8s - loss: 0.4014 - acc: 0.8134 - ETA: 7s - loss: 0.3997 - acc: 0.8143 - ETA: 7s - loss: 0.4000 - acc: 0.8132 - ETA: 7s - loss: 0.4000 - acc: 0.8125 - ETA: 7s - loss: 0.3977 - acc: 0.8142 - ETA: 7s - loss: 0.3960 - acc: 0.8152 - ETA: 7s - loss: 0.3958 - acc: 0.8150 - ETA: 7s - loss: 0.3958 - acc: 0.8154 - ETA: 7s - loss: 0.3969 - acc: 0.8153 - ETA: 6s - loss: 0.3961 - acc: 0.8165 - ETA: 6s - loss: 0.3953 - acc: 0.8166 - ETA: 6s - loss: 0.3954 - acc: 0.8166 - ETA: 6s - loss: 0.3945 - acc: 0.8167 - ETA: 6s - loss: 0.3957 - acc: 0.8166 - ETA: 6s - loss: 0.3968 - acc: 0.8160 - ETA: 6s - loss: 0.3967 - acc: 0.8161 - ETA: 6s - loss: 0.3967 - acc: 0.8161 - ETA: 6s - loss: 0.3970 - acc: 0.8160 - ETA: 5s - loss: 0.3971 - acc: 0.8159 - ETA: 5s - loss: 0.3971 - acc: 0.8160 - ETA: 5s - loss: 0.3968 - acc: 0.8159 - ETA: 5s - loss: 0.3964 - acc: 0.8165 - ETA: 5s - loss: 0.3956 - acc: 0.8170 - ETA: 5s - loss: 0.3953 - acc: 0.8168 - ETA: 5s - loss: 0.3950 - acc: 0.8169 - ETA: 5s - loss: 0.3957 - acc: 0.8163 - ETA: 5s - loss: 0.3963 - acc: 0.8159 - ETA: 5s - loss: 0.3959 - acc: 0.8155 - ETA: 5s - loss: 0.3955 - acc: 0.8158 - ETA: 4s - loss: 0.3948 - acc: 0.8168 - ETA: 4s - loss: 0.3946 - acc: 0.8168 - ETA: 4s - loss: 0.3946 - acc: 0.8163 - ETA: 4s - loss: 0.3958 - acc: 0.8161 - ETA: 4s - loss: 0.3957 - acc: 0.8159 - ETA: 4s - loss: 0.3949 - acc: 0.8166 - ETA: 4s - loss: 0.3953 - acc: 0.8160 - ETA: 4s - loss: 0.3954 - acc: 0.8158 - ETA: 4s - loss: 0.3948 - acc: 0.8162 - ETA: 4s - loss: 0.3939 - acc: 0.8167 - ETA: 4s - loss: 0.3939 - acc: 0.8167 - ETA: 3s - loss: 0.3926 - acc: 0.8176 - ETA: 3s - loss: 0.3922 - acc: 0.8180 - ETA: 3s - loss: 0.3928 - acc: 0.8175 - ETA: 3s - loss: 0.3919 - acc: 0.8181 - ETA: 3s - loss: 0.3909 - acc: 0.8189 - ETA: 3s - loss: 0.3906 - acc: 0.8190 - ETA: 3s - loss: 0.3901 - acc: 0.8192 - ETA: 3s - loss: 0.3906 - acc: 0.8191 - ETA: 3s - loss: 0.3905 - acc: 0.8193 - ETA: 3s - loss: 0.3916 - acc: 0.8188 - ETA: 3s - loss: 0.3916 - acc: 0.8191 - ETA: 3s - loss: 0.3916 - acc: 0.8194 - ETA: 2s - loss: 0.3920 - acc: 0.8192 - ETA: 2s - loss: 0.3911 - acc: 0.8196 - ETA: 2s - loss: 0.3914 - acc: 0.8193 - ETA: 2s - loss: 0.3910 - acc: 0.8198 - ETA: 2s - loss: 0.3909 - acc: 0.8198 - ETA: 2s - loss: 0.3903 - acc: 0.8201 - ETA: 2s - loss: 0.3902 - acc: 0.8199 - ETA: 2s - loss: 0.3902 - acc: 0.8199 - ETA: 2s - loss: 0.3904 - acc: 0.8200 - ETA: 2s - loss: 0.3897 - acc: 0.8205 - ETA: 2s - loss: 0.3896 - acc: 0.8204 - ETA: 2s - loss: 0.3901 - acc: 0.8199 - ETA: 2s - loss: 0.3904 - acc: 0.8199 - ETA: 2s - loss: 0.3911 - acc: 0.8196 - ETA: 1s - loss: 0.3909 - acc: 0.8196 - ETA: 1s - loss: 0.3910 - acc: 0.8197 - ETA: 1s - loss: 0.3911 - acc: 0.8200 - ETA: 1s - loss: 0.3915 - acc: 0.8198 - ETA: 1s - loss: 0.3915 - acc: 0.8200 - ETA: 1s - loss: 0.3912 - acc: 0.8202 - ETA: 1s - loss: 0.3908 - acc: 0.8206 - ETA: 1s - loss: 0.3910 - acc: 0.8206 - ETA: 1s - loss: 0.3910 - acc: 0.8208 - ETA: 1s - loss: 0.3905 - acc: 0.8213 - ETA: 1s - loss: 0.3902 - acc: 0.8213 - ETA: 1s - loss: 0.3903 - acc: 0.8214 - ETA: 1s - loss: 0.3898 - acc: 0.8218 - ETA: 0s - loss: 0.3898 - acc: 0.8218 - ETA: 0s - loss: 0.3899 - acc: 0.8216 - ETA: 0s - loss: 0.3898 - acc: 0.8216 - ETA: 0s - loss: 0.3896 - acc: 0.8217 - ETA: 0s - loss: 0.3895 - acc: 0.8218 - ETA: 0s - loss: 0.3889 - acc: 0.8223 - ETA: 0s - loss: 0.3883 - acc: 0.8228 - ETA: 0s - loss: 0.3883 - acc: 0.8227 - ETA: 0s - loss: 0.3888 - acc: 0.8224 - ETA: 0s - loss: 0.3883 - acc: 0.8227 - ETA: 0s - loss: 0.3888 - acc: 0.8225 - ETA: 0s - loss: 0.3893 - acc: 0.8223 - ETA: 0s - loss: 0.3901 - acc: 0.8221 - 9s - loss: 0.3901 - acc: 0.8220
Epoch 62/100
20000/20000 [==============================] - ETA: 9s - loss: 0.5855 - acc: 0.8125 - ETA: 12s - loss: 0.4393 - acc: 0.8203 - ETA: 10s - loss: 0.4633 - acc: 0.7930 - ETA: 8s - loss: 0.4325 - acc: 0.8058 - ETA: 8s - loss: 0.4120 - acc: 0.8160 - ETA: 8s - loss: 0.4090 - acc: 0.8139 - ETA: 8s - loss: 0.4044 - acc: 0.8200 - ETA: 8s - loss: 0.4097 - acc: 0.8213 - ETA: 8s - loss: 0.4091 - acc: 0.8212 - ETA: 8s - loss: 0.4210 - acc: 0.8132 - ETA: 8s - loss: 0.4249 - acc: 0.8105 - ETA: 8s - loss: 0.4221 - acc: 0.8112 - ETA: 8s - loss: 0.4198 - acc: 0.8125 - ETA: 8s - loss: 0.4169 - acc: 0.8146 - ETA: 8s - loss: 0.4123 - acc: 0.8164 - ETA: 8s - loss: 0.4122 - acc: 0.8161 - ETA: 8s - loss: 0.4141 - acc: 0.8146 - ETA: 7s - loss: 0.4122 - acc: 0.8153 - ETA: 7s - loss: 0.4081 - acc: 0.8184 - ETA: 7s - loss: 0.4029 - acc: 0.8217 - ETA: 7s - loss: 0.4054 - acc: 0.8196 - ETA: 7s - loss: 0.4018 - acc: 0.8209 - ETA: 7s - loss: 0.3989 - acc: 0.8220 - ETA: 7s - loss: 0.3988 - acc: 0.8223 - ETA: 7s - loss: 0.3971 - acc: 0.8219 - ETA: 7s - loss: 0.3955 - acc: 0.8233 - ETA: 7s - loss: 0.3942 - acc: 0.8244 - ETA: 6s - loss: 0.3943 - acc: 0.8232 - ETA: 6s - loss: 0.3923 - acc: 0.8248 - ETA: 6s - loss: 0.3913 - acc: 0.8246 - ETA: 6s - loss: 0.3928 - acc: 0.8233 - ETA: 6s - loss: 0.3936 - acc: 0.8218 - ETA: 6s - loss: 0.3933 - acc: 0.8224 - ETA: 6s - loss: 0.3920 - acc: 0.8223 - ETA: 6s - loss: 0.3924 - acc: 0.8220 - ETA: 6s - loss: 0.3922 - acc: 0.8227 - ETA: 6s - loss: 0.3902 - acc: 0.8240 - ETA: 6s - loss: 0.3894 - acc: 0.8244 - ETA: 6s - loss: 0.3912 - acc: 0.8230 - ETA: 6s - loss: 0.3922 - acc: 0.8224 - ETA: 6s - loss: 0.3916 - acc: 0.8225 - ETA: 6s - loss: 0.3931 - acc: 0.8229 - ETA: 6s - loss: 0.3928 - acc: 0.8224 - ETA: 6s - loss: 0.3928 - acc: 0.8222 - ETA: 5s - loss: 0.3928 - acc: 0.8222 - ETA: 5s - loss: 0.3916 - acc: 0.8226 - ETA: 5s - loss: 0.3928 - acc: 0.8219 - ETA: 5s - loss: 0.3961 - acc: 0.8200 - ETA: 5s - loss: 0.3955 - acc: 0.8206 - ETA: 5s - loss: 0.3936 - acc: 0.8214 - ETA: 5s - loss: 0.3934 - acc: 0.8226 - ETA: 5s - loss: 0.3926 - acc: 0.8230 - ETA: 5s - loss: 0.3916 - acc: 0.8231 - ETA: 5s - loss: 0.3911 - acc: 0.8230 - ETA: 5s - loss: 0.3901 - acc: 0.8237 - ETA: 5s - loss: 0.3894 - acc: 0.8234 - ETA: 5s - loss: 0.3890 - acc: 0.8238 - ETA: 5s - loss: 0.3886 - acc: 0.8244 - ETA: 4s - loss: 0.3886 - acc: 0.8240 - ETA: 4s - loss: 0.3890 - acc: 0.8237 - ETA: 4s - loss: 0.3891 - acc: 0.8237 - ETA: 4s - loss: 0.3884 - acc: 0.8239 - ETA: 4s - loss: 0.3875 - acc: 0.8240 - ETA: 4s - loss: 0.3874 - acc: 0.8238 - ETA: 4s - loss: 0.3876 - acc: 0.8235 - ETA: 4s - loss: 0.3864 - acc: 0.8238 - ETA: 4s - loss: 0.3860 - acc: 0.8240 - ETA: 4s - loss: 0.3860 - acc: 0.8234 - ETA: 4s - loss: 0.3857 - acc: 0.8233 - ETA: 4s - loss: 0.3861 - acc: 0.8230 - ETA: 4s - loss: 0.3859 - acc: 0.8228 - ETA: 4s - loss: 0.3868 - acc: 0.8229 - ETA: 4s - loss: 0.3860 - acc: 0.8228 - ETA: 3s - loss: 0.3862 - acc: 0.8225 - ETA: 3s - loss: 0.3857 - acc: 0.8228 - ETA: 3s - loss: 0.3864 - acc: 0.8221 - ETA: 3s - loss: 0.3862 - acc: 0.8223 - ETA: 3s - loss: 0.3860 - acc: 0.8227 - ETA: 3s - loss: 0.3862 - acc: 0.8225 - ETA: 3s - loss: 0.3868 - acc: 0.8223 - ETA: 3s - loss: 0.3866 - acc: 0.8228 - ETA: 3s - loss: 0.3862 - acc: 0.8231 - ETA: 3s - loss: 0.3859 - acc: 0.8232 - ETA: 3s - loss: 0.3857 - acc: 0.8232 - ETA: 3s - loss: 0.3864 - acc: 0.8228 - ETA: 3s - loss: 0.3873 - acc: 0.8220 - ETA: 3s - loss: 0.3870 - acc: 0.8227 - ETA: 2s - loss: 0.3874 - acc: 0.8227 - ETA: 2s - loss: 0.3879 - acc: 0.8229 - ETA: 2s - loss: 0.3878 - acc: 0.8230 - ETA: 2s - loss: 0.3878 - acc: 0.8230 - ETA: 2s - loss: 0.3879 - acc: 0.8229 - ETA: 2s - loss: 0.3887 - acc: 0.8222 - ETA: 2s - loss: 0.3891 - acc: 0.8221 - ETA: 2s - loss: 0.3887 - acc: 0.8221 - ETA: 2s - loss: 0.3884 - acc: 0.8223 - ETA: 2s - loss: 0.3878 - acc: 0.8228 - ETA: 2s - loss: 0.3882 - acc: 0.8225 - ETA: 2s - loss: 0.3882 - acc: 0.8226 - ETA: 2s - loss: 0.3874 - acc: 0.8232 - ETA: 2s - loss: 0.3891 - acc: 0.8226 - ETA: 2s - loss: 0.3891 - acc: 0.8227 - ETA: 2s - loss: 0.3890 - acc: 0.8226 - ETA: 2s - loss: 0.3891 - acc: 0.8227 - ETA: 1s - loss: 0.3892 - acc: 0.8228 - ETA: 1s - loss: 0.3895 - acc: 0.8225 - ETA: 1s - loss: 0.3888 - acc: 0.8229 - ETA: 1s - loss: 0.3891 - acc: 0.8229 - ETA: 1s - loss: 0.3892 - acc: 0.8227 - ETA: 1s - loss: 0.3891 - acc: 0.8229 - ETA: 1s - loss: 0.3892 - acc: 0.8227 - ETA: 1s - loss: 0.3893 - acc: 0.8227 - ETA: 1s - loss: 0.3893 - acc: 0.8227 - ETA: 1s - loss: 0.3889 - acc: 0.8229 - ETA: 1s - loss: 0.3887 - acc: 0.8229 - ETA: 1s - loss: 0.3887 - acc: 0.8226 - ETA: 1s - loss: 0.3881 - acc: 0.8231 - ETA: 1s - loss: 0.3886 - acc: 0.8228 - ETA: 1s - loss: 0.3884 - acc: 0.8230 - ETA: 0s - loss: 0.3886 - acc: 0.8231 - ETA: 0s - loss: 0.3882 - acc: 0.8233 - ETA: 0s - loss: 0.3879 - acc: 0.8236 - ETA: 0s - loss: 0.3879 - acc: 0.8235 - ETA: 0s - loss: 0.3875 - acc: 0.8238 - ETA: 0s - loss: 0.3876 - acc: 0.8239 - ETA: 0s - loss: 0.3884 - acc: 0.8235 - ETA: 0s - loss: 0.3886 - acc: 0.8233 - ETA: 0s - loss: 0.3886 - acc: 0.8233 - ETA: 0s - loss: 0.3881 - acc: 0.8237 - ETA: 0s - loss: 0.3886 - acc: 0.8235 - ETA: 0s - loss: 0.3883 - acc: 0.8237 - ETA: 0s - loss: 0.3877 - acc: 0.8244 - ETA: 0s - loss: 0.3879 - acc: 0.8241 - ETA: 0s - loss: 0.3877 - acc: 0.8241 - ETA: 0s - loss: 0.3873 - acc: 0.8242 - 8s - loss: 0.3870 - acc: 0.8244
Epoch 63/100
20000/20000 [==============================] - ETA: 9s - loss: 0.2701 - acc: 0.8750 - ETA: 8s - loss: 0.3391 - acc: 0.8125 - ETA: 8s - loss: 0.3320 - acc: 0.8409 - ETA: 8s - loss: 0.3324 - acc: 0.8438 - ETA: 8s - loss: 0.3266 - acc: 0.8531 - ETA: 8s - loss: 0.3259 - acc: 0.8555 - ETA: 8s - loss: 0.3247 - acc: 0.8527 - ETA: 8s - loss: 0.3294 - acc: 0.8475 - ETA: 8s - loss: 0.3352 - acc: 0.8429 - ETA: 8s - loss: 0.3482 - acc: 0.8402 - ETA: 7s - loss: 0.3575 - acc: 0.8386 - ETA: 8s - loss: 0.3598 - acc: 0.8377 - ETA: 7s - loss: 0.3631 - acc: 0.8389 - ETA: 7s - loss: 0.3664 - acc: 0.8373 - ETA: 7s - loss: 0.3745 - acc: 0.8346 - ETA: 7s - loss: 0.3765 - acc: 0.8326 - ETA: 7s - loss: 0.3860 - acc: 0.8275 - ETA: 7s - loss: 0.3841 - acc: 0.8285 - ETA: 7s - loss: 0.3826 - acc: 0.8304 - ETA: 6s - loss: 0.3871 - acc: 0.8276 - ETA: 6s - loss: 0.3848 - acc: 0.8284 - ETA: 6s - loss: 0.3825 - acc: 0.8299 - ETA: 6s - loss: 0.3821 - acc: 0.8292 - ETA: 6s - loss: 0.3814 - acc: 0.8300 - ETA: 6s - loss: 0.3812 - acc: 0.8290 - ETA: 6s - loss: 0.3790 - acc: 0.8289 - ETA: 6s - loss: 0.3805 - acc: 0.8278 - ETA: 6s - loss: 0.3793 - acc: 0.8280 - ETA: 6s - loss: 0.3809 - acc: 0.8267 - ETA: 6s - loss: 0.3791 - acc: 0.8273 - ETA: 6s - loss: 0.3797 - acc: 0.8270 - ETA: 6s - loss: 0.3810 - acc: 0.8260 - ETA: 6s - loss: 0.3813 - acc: 0.8256 - ETA: 6s - loss: 0.3818 - acc: 0.8252 - ETA: 6s - loss: 0.3827 - acc: 0.8245 - ETA: 6s - loss: 0.3833 - acc: 0.8248 - ETA: 6s - loss: 0.3844 - acc: 0.8247 - ETA: 6s - loss: 0.3844 - acc: 0.8248 - ETA: 5s - loss: 0.3834 - acc: 0.8256 - ETA: 5s - loss: 0.3834 - acc: 0.8258 - ETA: 5s - loss: 0.3853 - acc: 0.8250 - ETA: 5s - loss: 0.3873 - acc: 0.8243 - ETA: 5s - loss: 0.3864 - acc: 0.8241 - ETA: 5s - loss: 0.3871 - acc: 0.8231 - ETA: 5s - loss: 0.3860 - acc: 0.8241 - ETA: 5s - loss: 0.3860 - acc: 0.8248 - ETA: 5s - loss: 0.3874 - acc: 0.8240 - ETA: 5s - loss: 0.3886 - acc: 0.8231 - ETA: 5s - loss: 0.3878 - acc: 0.8232 - ETA: 5s - loss: 0.3861 - acc: 0.8242 - ETA: 5s - loss: 0.3832 - acc: 0.8260 - ETA: 4s - loss: 0.3842 - acc: 0.8251 - ETA: 4s - loss: 0.3846 - acc: 0.8246 - ETA: 4s - loss: 0.3838 - acc: 0.8247 - ETA: 4s - loss: 0.3855 - acc: 0.8237 - ETA: 4s - loss: 0.3845 - acc: 0.8244 - ETA: 4s - loss: 0.3851 - acc: 0.8241 - ETA: 4s - loss: 0.3848 - acc: 0.8242 - ETA: 4s - loss: 0.3858 - acc: 0.8238 - ETA: 4s - loss: 0.3854 - acc: 0.8242 - ETA: 4s - loss: 0.3855 - acc: 0.8247 - ETA: 4s - loss: 0.3844 - acc: 0.8253 - ETA: 4s - loss: 0.3849 - acc: 0.8243 - ETA: 4s - loss: 0.3847 - acc: 0.8239 - ETA: 4s - loss: 0.3858 - acc: 0.8235 - ETA: 4s - loss: 0.3872 - acc: 0.8229 - ETA: 4s - loss: 0.3878 - acc: 0.8227 - ETA: 4s - loss: 0.3883 - acc: 0.8227 - ETA: 3s - loss: 0.3899 - acc: 0.8219 - ETA: 4s - loss: 0.3837 - acc: 0.8271 - ETA: 4s - loss: 0.3847 - acc: 0.8271 - ETA: 4s - loss: 0.3854 - acc: 0.8269 - ETA: 4s - loss: 0.3858 - acc: 0.8272 - ETA: 4s - loss: 0.3854 - acc: 0.8272 - ETA: 4s - loss: 0.3852 - acc: 0.8272 - ETA: 4s - loss: 0.3861 - acc: 0.8269 - ETA: 4s - loss: 0.3862 - acc: 0.8265 - ETA: 4s - loss: 0.3870 - acc: 0.8262 - ETA: 4s - loss: 0.3874 - acc: 0.8261 - ETA: 3s - loss: 0.3869 - acc: 0.8262 - ETA: 3s - loss: 0.3874 - acc: 0.8259 - ETA: 3s - loss: 0.3882 - acc: 0.8257 - ETA: 3s - loss: 0.3892 - acc: 0.8248 - ETA: 3s - loss: 0.3895 - acc: 0.8246 - ETA: 3s - loss: 0.3894 - acc: 0.8243 - ETA: 3s - loss: 0.3903 - acc: 0.8241 - ETA: 3s - loss: 0.3900 - acc: 0.8244 - ETA: 3s - loss: 0.3892 - acc: 0.8244 - ETA: 3s - loss: 0.3885 - acc: 0.8247 - ETA: 3s - loss: 0.3886 - acc: 0.8245 - ETA: 3s - loss: 0.3884 - acc: 0.8246 - ETA: 3s - loss: 0.3885 - acc: 0.8244 - ETA: 3s - loss: 0.3889 - acc: 0.8239 - ETA: 2s - loss: 0.3892 - acc: 0.8236 - ETA: 2s - loss: 0.3888 - acc: 0.8236 - ETA: 2s - loss: 0.3889 - acc: 0.8237 - ETA: 2s - loss: 0.3888 - acc: 0.8237 - ETA: 2s - loss: 0.3892 - acc: 0.8235 - ETA: 2s - loss: 0.3891 - acc: 0.8236 - ETA: 2s - loss: 0.3884 - acc: 0.8241 - ETA: 2s - loss: 0.3891 - acc: 0.8240 - ETA: 2s - loss: 0.3885 - acc: 0.8243 - ETA: 2s - loss: 0.3885 - acc: 0.8244 - ETA: 2s - loss: 0.3883 - acc: 0.8244 - ETA: 2s - loss: 0.3881 - acc: 0.8244 - ETA: 2s - loss: 0.3882 - acc: 0.8241 - ETA: 2s - loss: 0.3881 - acc: 0.8242 - ETA: 2s - loss: 0.3889 - acc: 0.8239 - ETA: 1s - loss: 0.3883 - acc: 0.8242 - ETA: 1s - loss: 0.3895 - acc: 0.8237 - ETA: 1s - loss: 0.3904 - acc: 0.8233 - ETA: 1s - loss: 0.3905 - acc: 0.8232 - ETA: 1s - loss: 0.3903 - acc: 0.8234 - ETA: 1s - loss: 0.3901 - acc: 0.8233 - ETA: 1s - loss: 0.3900 - acc: 0.8233 - ETA: 1s - loss: 0.3897 - acc: 0.8236 - ETA: 1s - loss: 0.3904 - acc: 0.8230 - ETA: 1s - loss: 0.3906 - acc: 0.8232 - ETA: 1s - loss: 0.3908 - acc: 0.8228 - ETA: 1s - loss: 0.3903 - acc: 0.8235 - ETA: 1s - loss: 0.3909 - acc: 0.8231 - ETA: 1s - loss: 0.3909 - acc: 0.8229 - ETA: 1s - loss: 0.3909 - acc: 0.8225 - ETA: 0s - loss: 0.3909 - acc: 0.8224 - ETA: 0s - loss: 0.3909 - acc: 0.8226 - ETA: 0s - loss: 0.3910 - acc: 0.8223 - ETA: 0s - loss: 0.3905 - acc: 0.8229 - ETA: 0s - loss: 0.3905 - acc: 0.8229 - ETA: 0s - loss: 0.3908 - acc: 0.8226 - ETA: 0s - loss: 0.3912 - acc: 0.8225 - ETA: 0s - loss: 0.3913 - acc: 0.8223 - ETA: 0s - loss: 0.3913 - acc: 0.8226 - ETA: 0s - loss: 0.3912 - acc: 0.8228 - ETA: 0s - loss: 0.3915 - acc: 0.8228 - ETA: 0s - loss: 0.3919 - acc: 0.8221 - ETA: 0s - loss: 0.3920 - acc: 0.8219 - ETA: 0s - loss: 0.3918 - acc: 0.8221 - ETA: 0s - loss: 0.3915 - acc: 0.8224 - ETA: 0s - loss: 0.3914 - acc: 0.8228 - 9s - loss: 0.3924 - acc: 0.8226
Epoch 65/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4555 - acc: 0.7812 - ETA: 12s - loss: 0.3993 - acc: 0.8203 - ETA: 9s - loss: 0.4139 - acc: 0.7906 - ETA: 8s - loss: 0.4120 - acc: 0.8000 - ETA: 8s - loss: 0.4092 - acc: 0.8006 - ETA: 7s - loss: 0.4139 - acc: 0.7993 - ETA: 7s - loss: 0.4069 - acc: 0.8095 - ETA: 7s - loss: 0.4031 - acc: 0.8117 - ETA: 8s - loss: 0.4002 - acc: 0.8148 - ETA: 8s - loss: 0.3946 - acc: 0.8187 - ETA: 7s - loss: 0.3903 - acc: 0.8181 - ETA: 7s - loss: 0.3890 - acc: 0.8187 - ETA: 7s - loss: 0.3877 - acc: 0.8224 - ETA: 7s - loss: 0.3887 - acc: 0.8224 - ETA: 7s - loss: 0.3936 - acc: 0.8181 - ETA: 7s - loss: 0.3959 - acc: 0.8178 - ETA: 7s - loss: 0.3908 - acc: 0.8197 - ETA: 7s - loss: 0.3853 - acc: 0.8226 - ETA: 7s - loss: 0.3847 - acc: 0.8226 - ETA: 7s - loss: 0.3867 - acc: 0.8213 - ETA: 7s - loss: 0.3877 - acc: 0.8204 - ETA: 7s - loss: 0.3882 - acc: 0.8210 - ETA: 7s - loss: 0.3872 - acc: 0.8212 - ETA: 7s - loss: 0.3853 - acc: 0.8231 - ETA: 7s - loss: 0.3882 - acc: 0.8229 - ETA: 7s - loss: 0.3902 - acc: 0.8221 - ETA: 7s - loss: 0.3911 - acc: 0.8217 - ETA: 7s - loss: 0.3898 - acc: 0.8227 - ETA: 7s - loss: 0.3892 - acc: 0.8230 - ETA: 7s - loss: 0.3905 - acc: 0.8220 - ETA: 7s - loss: 0.3909 - acc: 0.8226 - ETA: 7s - loss: 0.3901 - acc: 0.8233 - ETA: 7s - loss: 0.3887 - acc: 0.8251 - ETA: 7s - loss: 0.3861 - acc: 0.8256 - ETA: 6s - loss: 0.3865 - acc: 0.8233 - ETA: 6s - loss: 0.3854 - acc: 0.8242 - ETA: 6s - loss: 0.3855 - acc: 0.8234 - ETA: 6s - loss: 0.3866 - acc: 0.8227 - ETA: 6s - loss: 0.3869 - acc: 0.8229 - ETA: 6s - loss: 0.3875 - acc: 0.8220 - ETA: 6s - loss: 0.3871 - acc: 0.8231 - ETA: 6s - loss: 0.3852 - acc: 0.8241 - ETA: 6s - loss: 0.3864 - acc: 0.8235 - ETA: 6s - loss: 0.3855 - acc: 0.8237 - ETA: 6s - loss: 0.3862 - acc: 0.8244 - ETA: 6s - loss: 0.3857 - acc: 0.8248 - ETA: 6s - loss: 0.3872 - acc: 0.8250 - ETA: 6s - loss: 0.3864 - acc: 0.8255 - ETA: 5s - loss: 0.3864 - acc: 0.8255 - ETA: 5s - loss: 0.3860 - acc: 0.8257 - ETA: 5s - loss: 0.3881 - acc: 0.8240 - ETA: 5s - loss: 0.3888 - acc: 0.8245 - ETA: 5s - loss: 0.3899 - acc: 0.8236 - ETA: 5s - loss: 0.3897 - acc: 0.8239 - ETA: 5s - loss: 0.3898 - acc: 0.8239 - ETA: 5s - loss: 0.3892 - acc: 0.8238 - ETA: 5s - loss: 0.3889 - acc: 0.8238 - ETA: 5s - loss: 0.3900 - acc: 0.8232 - ETA: 5s - loss: 0.3920 - acc: 0.8221 - ETA: 5s - loss: 0.3916 - acc: 0.8229 - ETA: 5s - loss: 0.3914 - acc: 0.8228 - ETA: 5s - loss: 0.3903 - acc: 0.8230 - ETA: 5s - loss: 0.3906 - acc: 0.8229 - ETA: 5s - loss: 0.3917 - acc: 0.8230 - ETA: 4s - loss: 0.3920 - acc: 0.8230 - ETA: 4s - loss: 0.3921 - acc: 0.8226 - ETA: 4s - loss: 0.3908 - acc: 0.8234 - ETA: 4s - loss: 0.3908 - acc: 0.8234 - ETA: 4s - loss: 0.3909 - acc: 0.8238 - ETA: 4s - loss: 0.3920 - acc: 0.8230 - ETA: 4s - loss: 0.3930 - acc: 0.8231 - ETA: 4s - loss: 0.3929 - acc: 0.8235 - ETA: 4s - loss: 0.3935 - acc: 0.8234 - ETA: 4s - loss: 0.3938 - acc: 0.8230 - ETA: 4s - loss: 0.3933 - acc: 0.8234 - ETA: 4s - loss: 0.3928 - acc: 0.8236 - ETA: 4s - loss: 0.3933 - acc: 0.8233 - ETA: 3s - loss: 0.3931 - acc: 0.8234 - ETA: 3s - loss: 0.3939 - acc: 0.8234 - ETA: 3s - loss: 0.3943 - acc: 0.8231 - ETA: 3s - loss: 0.3955 - acc: 0.8223 - ETA: 3s - loss: 0.3956 - acc: 0.8221 - ETA: 3s - loss: 0.3971 - acc: 0.8211 - ETA: 3s - loss: 0.3965 - acc: 0.8208 - ETA: 3s - loss: 0.3973 - acc: 0.8206 - ETA: 3s - loss: 0.3966 - acc: 0.8208 - ETA: 3s - loss: 0.3969 - acc: 0.8205 - ETA: 3s - loss: 0.3968 - acc: 0.8204 - ETA: 3s - loss: 0.3964 - acc: 0.8207 - ETA: 3s - loss: 0.3966 - acc: 0.8206 - ETA: 3s - loss: 0.3970 - acc: 0.8203 - ETA: 3s - loss: 0.3963 - acc: 0.8207 - ETA: 2s - loss: 0.3969 - acc: 0.8204 - ETA: 2s - loss: 0.3959 - acc: 0.8207 - ETA: 2s - loss: 0.3963 - acc: 0.8206 - ETA: 2s - loss: 0.3962 - acc: 0.8207 - ETA: 2s - loss: 0.3965 - acc: 0.8207 - ETA: 2s - loss: 0.3959 - acc: 0.8211 - ETA: 2s - loss: 0.3954 - acc: 0.8213 - ETA: 2s - loss: 0.3951 - acc: 0.8219 - ETA: 2s - loss: 0.3943 - acc: 0.8220 - ETA: 2s - loss: 0.3936 - acc: 0.8226 - ETA: 2s - loss: 0.3933 - acc: 0.8227 - ETA: 2s - loss: 0.3928 - acc: 0.8229 - ETA: 2s - loss: 0.3926 - acc: 0.8230 - ETA: 2s - loss: 0.3937 - acc: 0.8226 - ETA: 1s - loss: 0.3937 - acc: 0.8226 - ETA: 1s - loss: 0.3936 - acc: 0.8224 - ETA: 1s - loss: 0.3935 - acc: 0.8224 - ETA: 1s - loss: 0.3933 - acc: 0.8226 - ETA: 1s - loss: 0.3939 - acc: 0.8222 - ETA: 1s - loss: 0.3932 - acc: 0.8225 - ETA: 1s - loss: 0.3931 - acc: 0.8226 - ETA: 1s - loss: 0.3931 - acc: 0.8227 - ETA: 1s - loss: 0.3937 - acc: 0.8224 - ETA: 1s - loss: 0.3934 - acc: 0.8225 - ETA: 1s - loss: 0.3932 - acc: 0.8226 - ETA: 1s - loss: 0.3930 - acc: 0.8227 - ETA: 1s - loss: 0.3929 - acc: 0.8228 - ETA: 1s - loss: 0.3926 - acc: 0.8226 - ETA: 1s - loss: 0.3920 - acc: 0.8227 - ETA: 1s - loss: 0.3928 - acc: 0.8225 - ETA: 1s - loss: 0.3924 - acc: 0.8229 - ETA: 1s - loss: 0.3917 - acc: 0.8234 - ETA: 0s - loss: 0.3911 - acc: 0.8238 - ETA: 0s - loss: 0.3907 - acc: 0.8239 - ETA: 0s - loss: 0.3906 - acc: 0.8240 - ETA: 4s - loss: 0.3953 - acc: 0.8229 - ETA: 4s - loss: 0.3960 - acc: 0.8225 - ETA: 4s - loss: 0.3954 - acc: 0.8224 - ETA: 4s - loss: 0.3959 - acc: 0.8217 - ETA: 4s - loss: 0.3969 - acc: 0.8214 - ETA: 4s - loss: 0.3969 - acc: 0.8210 - ETA: 3s - loss: 0.3974 - acc: 0.8209 - ETA: 3s - loss: 0.3979 - acc: 0.8196 - ETA: 3s - loss: 0.3976 - acc: 0.8197 - ETA: 3s - loss: 0.3966 - acc: 0.8203 - ETA: 3s - loss: 0.3963 - acc: 0.8205 - ETA: 3s - loss: 0.3959 - acc: 0.8208 - ETA: 3s - loss: 0.3958 - acc: 0.8207 - ETA: 3s - loss: 0.3966 - acc: 0.8204 - ETA: 3s - loss: 0.3972 - acc: 0.8194 - ETA: 3s - loss: 0.3965 - acc: 0.8198 - ETA: 3s - loss: 0.3964 - acc: 0.8195 - ETA: 3s - loss: 0.3969 - acc: 0.8195 - ETA: 3s - loss: 0.3964 - acc: 0.8199 - ETA: 3s - loss: 0.3961 - acc: 0.8202 - ETA: 3s - loss: 0.3959 - acc: 0.8202 - ETA: 3s - loss: 0.3957 - acc: 0.8205 - ETA: 2s - loss: 0.3952 - acc: 0.8205 - ETA: 2s - loss: 0.3949 - acc: 0.8204 - ETA: 2s - loss: 0.3949 - acc: 0.8205 - ETA: 2s - loss: 0.3944 - acc: 0.8204 - ETA: 2s - loss: 0.3956 - acc: 0.8203 - ETA: 2s - loss: 0.3954 - acc: 0.8202 - ETA: 2s - loss: 0.3956 - acc: 0.8203 - ETA: 2s - loss: 0.3955 - acc: 0.8201 - ETA: 2s - loss: 0.3951 - acc: 0.8202 - ETA: 2s - loss: 0.3951 - acc: 0.8200 - ETA: 2s - loss: 0.3946 - acc: 0.8206 - ETA: 2s - loss: 0.3947 - acc: 0.8204 - ETA: 2s - loss: 0.3945 - acc: 0.8204 - ETA: 2s - loss: 0.3947 - acc: 0.8204 - ETA: 2s - loss: 0.3947 - acc: 0.8205 - ETA: 2s - loss: 0.3951 - acc: 0.8204 - ETA: 2s - loss: 0.3952 - acc: 0.8207 - ETA: 2s - loss: 0.3949 - acc: 0.8208 - ETA: 1s - loss: 0.3950 - acc: 0.8205 - ETA: 1s - loss: 0.3944 - acc: 0.8209 - ETA: 1s - loss: 0.3947 - acc: 0.8211 - ETA: 1s - loss: 0.3938 - acc: 0.8214 - ETA: 1s - loss: 0.3936 - acc: 0.8215 - ETA: 1s - loss: 0.3943 - acc: 0.8214 - ETA: 1s - loss: 0.3953 - acc: 0.8211 - ETA: 1s - loss: 0.3954 - acc: 0.8207 - ETA: 1s - loss: 0.3944 - acc: 0.8212 - ETA: 1s - loss: 0.3949 - acc: 0.8205 - ETA: 1s - loss: 0.3946 - acc: 0.8206 - ETA: 1s - loss: 0.3947 - acc: 0.8209 - ETA: 1s - loss: 0.3946 - acc: 0.8210 - ETA: 0s - loss: 0.3941 - acc: 0.8213 - ETA: 0s - loss: 0.3934 - acc: 0.8217 - ETA: 0s - loss: 0.3934 - acc: 0.8218 - ETA: 0s - loss: 0.3935 - acc: 0.8216 - ETA: 0s - loss: 0.3935 - acc: 0.8218 - ETA: 0s - loss: 0.3936 - acc: 0.8220 - ETA: 0s - loss: 0.3939 - acc: 0.8219 - ETA: 0s - loss: 0.3941 - acc: 0.8218 - ETA: 0s - loss: 0.3942 - acc: 0.8216 - ETA: 0s - loss: 0.3942 - acc: 0.8215 - ETA: 0s - loss: 0.3938 - acc: 0.8218 - ETA: 0s - loss: 0.3942 - acc: 0.8216 - ETA: 0s - loss: 0.3946 - acc: 0.8215 - ETA: 0s - loss: 0.3944 - acc: 0.8216 - ETA: 0s - loss: 0.3939 - acc: 0.8218 - ETA: 0s - loss: 0.3940 - acc: 0.8217 - 8s - loss: 0.3940 - acc: 0.8216
Epoch 67/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4860 - acc: 0.8125 - ETA: 8s - loss: 0.4311 - acc: 0.8073 - ETA: 7s - loss: 0.4274 - acc: 0.8011 - ETA: 8s - loss: 0.4140 - acc: 0.8063 - ETA: 8s - loss: 0.4159 - acc: 0.8010 - ETA: 8s - loss: 0.4095 - acc: 0.8047 - ETA: 8s - loss: 0.4082 - acc: 0.8047 - ETA: 7s - loss: 0.4155 - acc: 0.8097 - ETA: 7s - loss: 0.4128 - acc: 0.8084 - ETA: 8s - loss: 0.4191 - acc: 0.8051 - ETA: 8s - loss: 0.4194 - acc: 0.8050 - ETA: 8s - loss: 0.4126 - acc: 0.8069 - ETA: 7s - loss: 0.4124 - acc: 0.8028 - ETA: 7s - loss: 0.4050 - acc: 0.8074 - ETA: 7s - loss: 0.3976 - acc: 0.8111 - ETA: 7s - loss: 0.3953 - acc: 0.8138 - ETA: 7s - loss: 0.3930 - acc: 0.8158 - ETA: 7s - loss: 0.3907 - acc: 0.8172 - ETA: 7s - loss: 0.3921 - acc: 0.8169 - ETA: 7s - loss: 0.3907 - acc: 0.8192 - ETA: 7s - loss: 0.3910 - acc: 0.8201 - ETA: 7s - loss: 0.3887 - acc: 0.8197 - ETA: 7s - loss: 0.3867 - acc: 0.8209 - ETA: 7s - loss: 0.3874 - acc: 0.8217 - ETA: 7s - loss: 0.3874 - acc: 0.8215 - ETA: 6s - loss: 0.3881 - acc: 0.8206 - ETA: 6s - loss: 0.3854 - acc: 0.8215 - ETA: 6s - loss: 0.3836 - acc: 0.8232 - ETA: 6s - loss: 0.3838 - acc: 0.8246 - ETA: 6s - loss: 0.3849 - acc: 0.8248 - ETA: 6s - loss: 0.3874 - acc: 0.8239 - ETA: 6s - loss: 0.3851 - acc: 0.8253 - ETA: 6s - loss: 0.3850 - acc: 0.8250 - ETA: 6s - loss: 0.3842 - acc: 0.8240 - ETA: 6s - loss: 0.3813 - acc: 0.8258 - ETA: 6s - loss: 0.3834 - acc: 0.8263 - ETA: 6s - loss: 0.3845 - acc: 0.8259 - ETA: 6s - loss: 0.3820 - acc: 0.8279 - ETA: 6s - loss: 0.3818 - acc: 0.8285 - ETA: 6s - loss: 0.3812 - acc: 0.8284 - ETA: 6s - loss: 0.3821 - acc: 0.8285 - ETA: 5s - loss: 0.3852 - acc: 0.8262 - ETA: 5s - loss: 0.3846 - acc: 0.8265 - ETA: 5s - loss: 0.3856 - acc: 0.8255 - ETA: 5s - loss: 0.3863 - acc: 0.8254 - ETA: 5s - loss: 0.3881 - acc: 0.8249 - ETA: 5s - loss: 0.3880 - acc: 0.8242 - ETA: 5s - loss: 0.3873 - acc: 0.8254 - ETA: 5s - loss: 0.3859 - acc: 0.8263 - ETA: 5s - loss: 0.3855 - acc: 0.8264 - ETA: 5s - loss: 0.3845 - acc: 0.8271 - ETA: 5s - loss: 0.3844 - acc: 0.8273 - ETA: 5s - loss: 0.3864 - acc: 0.8265 - ETA: 5s - loss: 0.3868 - acc: 0.8262 - ETA: 5s - loss: 0.3882 - acc: 0.8247 - ETA: 5s - loss: 0.3883 - acc: 0.8253 - ETA: 5s - loss: 0.3881 - acc: 0.8255 - ETA: 4s - loss: 0.3875 - acc: 0.8259 - ETA: 4s - loss: 0.3875 - acc: 0.8256 - ETA: 4s - loss: 0.3881 - acc: 0.8256 - ETA: 4s - loss: 0.3893 - acc: 0.8248 - ETA: 4s - loss: 0.3896 - acc: 0.8243 - ETA: 4s - loss: 0.3897 - acc: 0.8245 - ETA: 4s - loss: 0.3892 - acc: 0.8245 - ETA: 4s - loss: 0.3888 - acc: 0.8249 - ETA: 4s - loss: 0.3894 - acc: 0.8245 - ETA: 4s - loss: 0.3897 - acc: 0.8247 - ETA: 4s - loss: 0.3898 - acc: 0.8246 - ETA: 4s - loss: 0.3899 - acc: 0.8246 - ETA: 4s - loss: 0.3899 - acc: 0.8243 - ETA: 4s - loss: 0.3913 - acc: 0.8233 - ETA: 4s - loss: 0.3909 - acc: 0.8234 - ETA: 4s - loss: 0.3902 - acc: 0.8238 - ETA: 3s - loss: 0.3908 - acc: 0.8229 - ETA: 3s - loss: 0.3907 - acc: 0.8230 - ETA: 3s - loss: 0.3905 - acc: 0.8232 - ETA: 3s - loss: 0.3912 - acc: 0.8230 - ETA: 3s - loss: 0.3912 - acc: 0.8231 - ETA: 3s - loss: 0.3919 - acc: 0.8227 - ETA: 3s - loss: 0.3914 - acc: 0.8230 - ETA: 3s - loss: 0.3904 - acc: 0.8237 - ETA: 3s - loss: 0.3905 - acc: 0.8237 - ETA: 3s - loss: 0.3911 - acc: 0.8235 - ETA: 3s - loss: 0.3910 - acc: 0.8237 - ETA: 3s - loss: 0.3910 - acc: 0.8235 - ETA: 3s - loss: 0.3903 - acc: 0.8239 - ETA: 3s - loss: 0.3902 - acc: 0.8236 - ETA: 3s - loss: 0.3900 - acc: 0.8237 - ETA: 3s - loss: 0.3895 - acc: 0.8239 - ETA: 3s - loss: 0.3902 - acc: 0.8238 - ETA: 2s - loss: 0.3896 - acc: 0.8239 - ETA: 2s - loss: 0.3894 - acc: 0.8243 - ETA: 2s - loss: 0.3891 - acc: 0.8243 - ETA: 2s - loss: 0.3897 - acc: 0.8241 - ETA: 2s - loss: 0.3891 - acc: 0.8241 - ETA: 2s - loss: 0.3889 - acc: 0.8242 - ETA: 2s - loss: 0.3883 - acc: 0.8245 - ETA: 2s - loss: 0.3880 - acc: 0.8247 - ETA: 2s - loss: 0.3882 - acc: 0.8243 - ETA: 2s - loss: 0.3876 - acc: 0.8248 - ETA: 2s - loss: 0.3881 - acc: 0.8247 - ETA: 2s - loss: 0.3883 - acc: 0.8246 - ETA: 2s - loss: 0.3884 - acc: 0.8249 - ETA: 2s - loss: 0.3887 - acc: 0.8249 - ETA: 2s - loss: 0.3891 - acc: 0.8247 - ETA: 1s - loss: 0.3892 - acc: 0.8247 - ETA: 1s - loss: 0.3903 - acc: 0.8241 - ETA: 1s - loss: 0.3914 - acc: 0.8238 - ETA: 1s - loss: 0.3911 - acc: 0.8240 - ETA: 1s - loss: 0.3911 - acc: 0.8237 - ETA: 5s - loss: 0.3861 - acc: 0.8265 - ETA: 5s - loss: 0.3869 - acc: 0.8261 - ETA: 4s - loss: 0.3873 - acc: 0.8259 - ETA: 4s - loss: 0.3892 - acc: 0.8253 - ETA: 4s - loss: 0.3884 - acc: 0.8256 - ETA: 4s - loss: 0.3889 - acc: 0.8254 - ETA: 4s - loss: 0.3886 - acc: 0.8254 - ETA: 4s - loss: 0.3875 - acc: 0.8263 - ETA: 4s - loss: 0.3872 - acc: 0.8263 - ETA: 4s - loss: 0.3867 - acc: 0.8261 - ETA: 4s - loss: 0.3864 - acc: 0.8263 - ETA: 4s - loss: 0.3855 - acc: 0.8269 - ETA: 4s - loss: 0.3862 - acc: 0.8265 - ETA: 4s - loss: 0.3866 - acc: 0.8268 - ETA: 4s - loss: 0.3861 - acc: 0.8265 - ETA: 4s - loss: 0.3866 - acc: 0.8263 - ETA: 4s - loss: 0.3864 - acc: 0.8258 - ETA: 3s - loss: 0.3869 - acc: 0.8255 - ETA: 3s - loss: 0.3870 - acc: 0.8257 - ETA: 3s - loss: 0.3879 - acc: 0.8247 - ETA: 3s - loss: 0.3881 - acc: 0.8247 - ETA: 3s - loss: 0.3880 - acc: 0.8246 - ETA: 3s - loss: 0.3875 - acc: 0.8248 - ETA: 3s - loss: 0.3869 - acc: 0.8249 - ETA: 3s - loss: 0.3870 - acc: 0.8246 - ETA: 3s - loss: 0.3871 - acc: 0.8248 - ETA: 3s - loss: 0.3871 - acc: 0.8247 - ETA: 3s - loss: 0.3871 - acc: 0.8248 - ETA: 3s - loss: 0.3860 - acc: 0.8254 - ETA: 3s - loss: 0.3857 - acc: 0.8261 - ETA: 3s - loss: 0.3846 - acc: 0.8266 - ETA: 3s - loss: 0.3847 - acc: 0.8269 - ETA: 3s - loss: 0.3850 - acc: 0.8267 - ETA: 3s - loss: 0.3848 - acc: 0.8272 - ETA: 3s - loss: 0.3840 - acc: 0.8273 - ETA: 2s - loss: 0.3835 - acc: 0.8279 - ETA: 2s - loss: 0.3841 - acc: 0.8275 - ETA: 2s - loss: 0.3842 - acc: 0.8276 - ETA: 2s - loss: 0.3837 - acc: 0.8277 - ETA: 2s - loss: 0.3831 - acc: 0.8284 - ETA: 2s - loss: 0.3827 - acc: 0.8283 - ETA: 2s - loss: 0.3821 - acc: 0.8286 - ETA: 2s - loss: 0.3825 - acc: 0.8282 - ETA: 2s - loss: 0.3820 - acc: 0.8286 - ETA: 2s - loss: 0.3830 - acc: 0.8283 - ETA: 2s - loss: 0.3832 - acc: 0.8283 - ETA: 2s - loss: 0.3836 - acc: 0.8283 - ETA: 2s - loss: 0.3838 - acc: 0.8285 - ETA: 2s - loss: 0.3844 - acc: 0.8281 - ETA: 2s - loss: 0.3840 - acc: 0.8284 - ETA: 2s - loss: 0.3839 - acc: 0.8284 - ETA: 2s - loss: 0.3840 - acc: 0.8285 - ETA: 2s - loss: 0.3838 - acc: 0.8287 - ETA: 2s - loss: 0.3832 - acc: 0.8290 - ETA: 2s - loss: 0.3832 - acc: 0.8291 - ETA: 2s - loss: 0.3830 - acc: 0.8292 - ETA: 2s - loss: 0.3835 - acc: 0.8291 - ETA: 1s - loss: 0.3837 - acc: 0.8288 - ETA: 1s - loss: 0.3838 - acc: 0.8287 - ETA: 1s - loss: 0.3844 - acc: 0.8281 - ETA: 1s - loss: 0.3847 - acc: 0.8279 - ETA: 1s - loss: 0.3850 - acc: 0.8278 - ETA: 1s - loss: 0.3845 - acc: 0.8279 - ETA: 1s - loss: 0.3843 - acc: 0.8283 - ETA: 1s - loss: 0.3841 - acc: 0.8286 - ETA: 1s - loss: 0.3843 - acc: 0.8286 - ETA: 1s - loss: 0.3850 - acc: 0.8286 - ETA: 1s - loss: 0.3850 - acc: 0.8285 - ETA: 1s - loss: 0.3850 - acc: 0.8283 - ETA: 1s - loss: 0.3848 - acc: 0.8284 - ETA: 1s - loss: 0.3848 - acc: 0.8285 - ETA: 1s - loss: 0.3846 - acc: 0.8285 - ETA: 1s - loss: 0.3849 - acc: 0.8279 - ETA: 1s - loss: 0.3851 - acc: 0.8276 - ETA: 1s - loss: 0.3858 - acc: 0.8273 - ETA: 1s - loss: 0.3854 - acc: 0.8276 - ETA: 1s - loss: 0.3846 - acc: 0.8280 - ETA: 1s - loss: 0.3848 - acc: 0.8279 - ETA: 1s - loss: 0.3845 - acc: 0.8283 - ETA: 1s - loss: 0.3845 - acc: 0.8281 - ETA: 0s - loss: 0.3843 - acc: 0.8283 - ETA: 0s - loss: 0.3847 - acc: 0.8280 - ETA: 0s - loss: 0.3839 - acc: 0.8284 - ETA: 0s - loss: 0.3836 - acc: 0.8289 - ETA: 0s - loss: 0.3843 - acc: 0.8285 - ETA: 0s - loss: 0.3844 - acc: 0.8285 - ETA: 0s - loss: 0.3842 - acc: 0.8288 - ETA: 0s - loss: 0.3845 - acc: 0.8284 - ETA: 0s - loss: 0.3850 - acc: 0.8282 - ETA: 0s - loss: 0.3852 - acc: 0.8280 - ETA: 0s - loss: 0.3852 - acc: 0.8280 - ETA: 0s - loss: 0.3848 - acc: 0.8279 - ETA: 0s - loss: 0.3849 - acc: 0.8278 - 9s - loss: 0.3845 - acc: 0.8280
Epoch 69/100
20000/20000 [==============================]5 - ETA: 7s - loss: 0.4025 - acc: 0.8214 - ETA: 8s - loss: 0.4229 - acc: 0.7957 - ETA: 8s - loss: 0.4014 - acc: 0.8015 - ETA: 8s - loss: 0.3781 - acc: 0.8110 - ETA: 8s - loss: 0.3868 - acc: 0.8100 - ETA: 9s - loss: 0.3872 - acc: 0.8103 - ETA: 8s - loss: 0.3992 - acc: 0.8079 - ETA: 8s - loss: 0.3955 - acc: 0.8109 - ETA: 8s - loss: 0.3926 - acc: 0.8125 - ETA: 8s - loss: 0.3937 - acc: 0.8166 - ETA: 8s - loss: 0.3858 - acc: 0.8185 - ETA: 7s - loss: 0.3842 - acc: 0.8184 - ETA: 7s - loss: 0.3813 - acc: 0.8204 - ETA: 7s - loss: 0.3854 - acc: 0.8188 - ETA: 7s - loss: 0.3860 - acc: 0.8188 - ETA: 7s - loss: 0.3879 - acc: 0.8196 - ETA: 7s - loss: 0.3892 - acc: 0.8170 - ETA: 7s - loss: 0.3900 - acc: 0.8167 - ETA: 7s - loss: 0.3878 - acc: 0.8182 - ETA: 7s - loss: 0.3880 - acc: 0.8198 - ETA: 7s - loss: 0.3886 - acc: 0.8192 - ETA: 7s - loss: 0.3917 - acc: 0.8179 - ETA: 7s - loss: 0.3918 - acc: 0.8162 - ETA: 7s - loss: 0.3924 - acc: 0.8162 - ETA: 7s - loss: 0.3895 - acc: 0.8184 - ETA: 7s - loss: 0.3885 - acc: 0.8193 - ETA: 7s - loss: 0.3882 - acc: 0.8203 - ETA: 6s - loss: 0.3890 - acc: 0.8195 - ETA: 6s - loss: 0.3881 - acc: 0.8197 - ETA: 6s - loss: 0.3867 - acc: 0.8202 - ETA: 6s - loss: 0.3878 - acc: 0.8195 - ETA: 6s - loss: 0.3872 - acc: 0.8197 - ETA: 6s - loss: 0.3890 - acc: 0.8191 - ETA: 6s - loss: 0.3875 - acc: 0.8198 - ETA: 6s - loss: 0.3867 - acc: 0.8202 - ETA: 6s - loss: 0.3864 - acc: 0.8205 - ETA: 6s - loss: 0.3878 - acc: 0.8197 - ETA: 6s - loss: 0.3880 - acc: 0.8199 - ETA: 6s - loss: 0.3876 - acc: 0.8205 - ETA: 6s - loss: 0.3888 - acc: 0.8203 - ETA: 6s - loss: 0.3891 - acc: 0.8211 - ETA: 6s - loss: 0.3911 - acc: 0.8192 - ETA: 6s - loss: 0.3903 - acc: 0.8196 - ETA: 6s - loss: 0.3904 - acc: 0.8202 - ETA: 6s - loss: 0.3928 - acc: 0.8187 - ETA: 5s - loss: 0.3935 - acc: 0.8191 - ETA: 5s - loss: 0.3923 - acc: 0.8192 - ETA: 5s - loss: 0.3924 - acc: 0.8192 - ETA: 5s - loss: 0.3927 - acc: 0.8189 - ETA: 5s - loss: 0.3936 - acc: 0.8184 - ETA: 5s - loss: 0.3922 - acc: 0.8195 - ETA: 5s - loss: 0.3918 - acc: 0.8198 - ETA: 5s - loss: 0.3905 - acc: 0.8207 - ETA: 5s - loss: 0.3898 - acc: 0.8210 - ETA: 5s - loss: 0.3885 - acc: 0.8218 - ETA: 5s - loss: 0.3875 - acc: 0.8220 - ETA: 5s - loss: 0.3882 - acc: 0.8213 - ETA: 5s - loss: 0.3871 - acc: 0.8220 - ETA: 5s - loss: 0.3868 - acc: 0.8221 - ETA: 5s - loss: 0.3860 - acc: 0.8225 - ETA: 5s - loss: 0.3857 - acc: 0.8225 - ETA: 5s - loss: 0.3857 - acc: 0.8224 - ETA: 5s - loss: 0.3874 - acc: 0.8216 - ETA: 5s - loss: 0.3881 - acc: 0.8214 - ETA: 5s - loss: 0.3883 - acc: 0.8214 - ETA: 5s - loss: 0.3880 - acc: 0.8218 - ETA: 4s - loss: 0.3886 - acc: 0.8218 - ETA: 4s - loss: 0.3886 - acc: 0.8221 - ETA: 4s - loss: 0.3889 - acc: 0.8217 - ETA: 4s - loss: 0.3886 - acc: 0.8218 - ETA: 4s - loss: 0.3889 - acc: 0.8217 - ETA: 4s - loss: 0.3893 - acc: 0.8219 - ETA: 4s - loss: 0.3894 - acc: 0.8223 - ETA: 4s - loss: 0.3900 - acc: 0.8220 - ETA: 4s - loss: 0.3899 - acc: 0.8226 - ETA: 4s - loss: 0.3890 - acc: 0.8232 - ETA: 4s - loss: 0.3877 - acc: 0.8241 - ETA: 4s - loss: 0.3880 - acc: 0.8236 - ETA: 4s - loss: 0.3872 - acc: 0.8242 - ETA: 4s - loss: 0.3875 - acc: 0.8242 - ETA: 3s - loss: 0.3881 - acc: 0.8242 - ETA: 3s - loss: 0.3881 - acc: 0.8243 - ETA: 3s - loss: 0.3876 - acc: 0.8243 - ETA: 5s - loss: 0.3874 - acc: 0.8258 - ETA: 5s - loss: 0.3870 - acc: 0.8259 - ETA: 4s - loss: 0.3879 - acc: 0.8252 - ETA: 4s - loss: 0.3886 - acc: 0.8244 - ETA: 4s - loss: 0.3881 - acc: 0.8247 - ETA: 4s - loss: 0.3880 - acc: 0.8242 - ETA: 4s - loss: 0.3873 - acc: 0.8240 - ETA: 4s - loss: 0.3875 - acc: 0.8237 - ETA: 4s - loss: 0.3861 - acc: 0.8244 - ETA: 4s - loss: 0.3864 - acc: 0.8239 - ETA: 4s - loss: 0.3860 - acc: 0.8238 - ETA: 4s - loss: 0.3866 - acc: 0.8237 - ETA: 4s - loss: 0.3871 - acc: 0.8229 - ETA: 4s - loss: 0.3866 - acc: 0.8232 - ETA: 4s - loss: 0.3877 - acc: 0.8227 - ETA: 3s - loss: 0.3880 - acc: 0.8227 - ETA: 3s - loss: 0.3873 - acc: 0.8232 - ETA: 3s - loss: 0.3869 - acc: 0.8234 - ETA: 3s - loss: 0.3873 - acc: 0.8229 - ETA: 3s - loss: 0.3876 - acc: 0.8225 - ETA: 3s - loss: 0.3872 - acc: 0.8229 - ETA: 3s - loss: 0.3878 - acc: 0.8230 - ETA: 3s - loss: 0.3881 - acc: 0.8228 - ETA: 3s - loss: 0.3880 - acc: 0.8222 - ETA: 3s - loss: 0.3880 - acc: 0.8222 - ETA: 3s - loss: 0.3871 - acc: 0.8225 - ETA: 3s - loss: 0.3869 - acc: 0.8228 - ETA: 3s - loss: 0.3861 - acc: 0.8231 - ETA: 3s - loss: 0.3859 - acc: 0.8233 - ETA: 2s - loss: 0.3852 - acc: 0.8238 - ETA: 2s - loss: 0.3847 - acc: 0.8241 - ETA: 2s - loss: 0.3837 - acc: 0.8248 - ETA: 2s - loss: 0.3839 - acc: 0.8248 - ETA: 2s - loss: 0.3833 - acc: 0.8251 - ETA: 2s - loss: 0.3847 - acc: 0.8243 - ETA: 2s - loss: 0.3845 - acc: 0.8243 - ETA: 2s - loss: 0.3840 - acc: 0.8249 - ETA: 2s - loss: 0.3843 - acc: 0.8248 - ETA: 2s - loss: 0.3839 - acc: 0.8247 - ETA: 2s - loss: 0.3853 - acc: 0.8239 - ETA: 2s - loss: 0.3845 - acc: 0.8241 - ETA: 2s - loss: 0.3846 - acc: 0.8242 - ETA: 2s - loss: 0.3850 - acc: 0.8240 - ETA: 1s - loss: 0.3846 - acc: 0.8240 - ETA: 1s - loss: 0.3846 - acc: 0.8239 - ETA: 1s - loss: 0.3847 - acc: 0.8236 - ETA: 1s - loss: 0.3848 - acc: 0.8237 - ETA: 1s - loss: 0.3849 - acc: 0.8238 - ETA: 1s - loss: 0.3845 - acc: 0.8239 - ETA: 1s - loss: 0.3849 - acc: 0.8240 - ETA: 1s - loss: 0.3846 - acc: 0.8242 - ETA: 1s - loss: 0.3846 - acc: 0.8243 - ETA: 1s - loss: 0.3853 - acc: 0.8240 - ETA: 1s - loss: 0.3852 - acc: 0.8240 - ETA: 1s - loss: 0.3858 - acc: 0.8241 - ETA: 1s - loss: 0.3859 - acc: 0.8241 - ETA: 1s - loss: 0.3862 - acc: 0.8240 - ETA: 1s - loss: 0.3860 - acc: 0.8241 - ETA: 1s - loss: 0.3860 - acc: 0.8243 - ETA: 0s - loss: 0.3867 - acc: 0.8239 - ETA: 0s - loss: 0.3863 - acc: 0.8242 - ETA: 0s - loss: 0.3858 - acc: 0.8245 - ETA: 0s - loss: 0.3857 - acc: 0.8245 - ETA: 0s - loss: 0.3855 - acc: 0.8244 - ETA: 0s - loss: 0.3849 - acc: 0.8244 - ETA: 0s - loss: 0.3857 - acc: 0.8241 - ETA: 0s - loss: 0.3856 - acc: 0.8240 - ETA: 0s - loss: 0.3851 - acc: 0.8243 - ETA: 0s - loss: 0.3858 - acc: 0.8238 - ETA: 0s - loss: 0.3861 - acc: 0.8239 - ETA: 0s - loss: 0.3863 - acc: 0.8238 - ETA: 0s - loss: 0.3860 - acc: 0.8240 - ETA: 0s - loss: 0.3860 - acc: 0.8240 - 9s - loss: 0.3861 - acc: 0.8241
Epoch 71/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3039 - acc: 0.8125 - ETA: 8s - loss: 0.3569 - acc: 0.8490 - ETA: 8s - loss: 0.3768 - acc: 0.8531 - ETA: 7s - loss: 0.3743 - acc: 0.8340 - ETA: 7s - loss: 0.3783 - acc: 0.8378 - ETA: 8s - loss: 0.3622 - acc: 0.8438 - ETA: 8s - loss: 0.3619 - acc: 0.8404 - ETA: 8s - loss: 0.3678 - acc: 0.8362 - ETA: 8s - loss: 0.3582 - acc: 0.8413 - ETA: 8s - loss: 0.3728 - acc: 0.8318 - ETA: 8s - loss: 0.3644 - acc: 0.8353 - ETA: 8s - loss: 0.3656 - acc: 0.8341 - ETA: 8s - loss: 0.3630 - acc: 0.8341 - ETA: 7s - loss: 0.3591 - acc: 0.8384 - ETA: 8s - loss: 0.3584 - acc: 0.8396 - ETA: 8s - loss: 0.3604 - acc: 0.8376 - ETA: 8s - loss: 0.3594 - acc: 0.8383 - ETA: 8s - loss: 0.3613 - acc: 0.8367 - ETA: 8s - loss: 0.3604 - acc: 0.8375 - ETA: 8s - loss: 0.3590 - acc: 0.8381 - ETA: 7s - loss: 0.3641 - acc: 0.8368 - ETA: 7s - loss: 0.3648 - acc: 0.8374 - ETA: 7s - loss: 0.3669 - acc: 0.8356 - ETA: 7s - loss: 0.3704 - acc: 0.8332 - ETA: 7s - loss: 0.3747 - acc: 0.8290 - ETA: 7s - loss: 0.3770 - acc: 0.8280 - ETA: 7s - loss: 0.3787 - acc: 0.8270 - ETA: 7s - loss: 0.3773 - acc: 0.8278 - ETA: 7s - loss: 0.3790 - acc: 0.8274 - ETA: 6s - loss: 0.3787 - acc: 0.8264 - ETA: 6s - loss: 0.3812 - acc: 0.8254 - ETA: 6s - loss: 0.3815 - acc: 0.8253 - ETA: 6s - loss: 0.3806 - acc: 0.8271 - ETA: 6s - loss: 0.3811 - acc: 0.8263 - ETA: 6s - loss: 0.3814 - acc: 0.8263 - ETA: 6s - loss: 0.3821 - acc: 0.8256 - ETA: 6s - loss: 0.3817 - acc: 0.8258 - ETA: 6s - loss: 0.3822 - acc: 0.8251 - ETA: 6s - loss: 0.3842 - acc: 0.8240 - ETA: 6s - loss: 0.3852 - acc: 0.8234 - ETA: 6s - loss: 0.3851 - acc: 0.8239 - ETA: 6s - loss: 0.3855 - acc: 0.8241 - ETA: 6s - loss: 0.3859 - acc: 0.8228 - ETA: 6s - loss: 0.3880 - acc: 0.8225 - ETA: 5s - loss: 0.3876 - acc: 0.8221 - ETA: 5s - loss: 0.3858 - acc: 0.8230 - ETA: 5s - loss: 0.3851 - acc: 0.8231 - ETA: 5s - loss: 0.3830 - acc: 0.8238 - ETA: 5s - loss: 0.3830 - acc: 0.8238 - ETA: 5s - loss: 0.3839 - acc: 0.8236 - ETA: 5s - loss: 0.3861 - acc: 0.8226 - ETA: 5s - loss: 0.3869 - acc: 0.8223 - ETA: 5s - loss: 0.3859 - acc: 0.8225 - ETA: 5s - loss: 0.3852 - acc: 0.8228 - ETA: 5s - loss: 0.3849 - acc: 0.8232 - ETA: 5s - loss: 0.3863 - acc: 0.8219 - ETA: 5s - loss: 0.3855 - acc: 0.8220 - ETA: 5s - loss: 0.3859 - acc: 0.8221 - ETA: 5s - loss: 0.3864 - acc: 0.8219 - ETA: 5s - loss: 0.3854 - acc: 0.8222 - ETA: 5s - loss: 0.3846 - acc: 0.8225 - ETA: 4s - loss: 0.3841 - acc: 0.8229 - ETA: 4s - loss: 0.3852 - acc: 0.8222 - ETA: 4s - loss: 0.3853 - acc: 0.8224 - ETA: 4s - loss: 0.3850 - acc: 0.8226 - ETA: 4s - loss: 0.3855 - acc: 0.8221 - ETA: 4s - loss: 0.3854 - acc: 0.8225 - ETA: 4s - loss: 0.3851 - acc: 0.8226 - ETA: 4s - loss: 0.3851 - acc: 0.8229 - ETA: 4s - loss: 0.3846 - acc: 0.8229 - ETA: 4s - loss: 0.3869 - acc: 0.8219 - ETA: 4s - loss: 0.3865 - acc: 0.8225 - ETA: 4s - loss: 0.3880 - acc: 0.8220 - ETA: 4s - loss: 0.3886 - acc: 0.8218 - ETA: 4s - loss: 0.3882 - acc: 0.8221 - ETA: 4s - loss: 0.3880 - acc: 0.8221 - ETA: 3s - loss: 0.3880 - acc: 0.8223 - ETA: 3s - loss: 0.3876 - acc: 0.8224 - ETA: 3s - loss: 0.3880 - acc: 0.8222 - ETA: 3s - loss: 0.3878 - acc: 0.8223 - ETA: 3s - loss: 0.3881 - acc: 0.8222 - ETA: 3s - loss: 0.3884 - acc: 0.8223 - ETA: 3s - loss: 0.3885 - acc: 0.8221 - ETA: 3s - loss: 0.3886 - acc: 0.8224 - ETA: 3s - loss: 0.3887 - acc: 0.8225 - ETA: 3s - loss: 0.3889 - acc: 0.8224 - ETA: 3s - loss: 0.3886 - acc: 0.8228 - ETA: 3s - loss: 0.3882 - acc: 0.8228 - ETA: 3s - loss: 0.3884 - acc: 0.8227 - ETA: 3s - loss: 0.3880 - acc: 0.8234 - ETA: 3s - loss: 0.3883 - acc: 0.8234 - ETA: 2s - loss: 0.3887 - acc: 0.8232 - ETA: 2s - loss: 0.3885 - acc: 0.8232 - ETA: 2s - loss: 0.3881 - acc: 0.8237 - ETA: 2s - loss: 0.3877 - acc: 0.8237 - ETA: 2s - loss: 0.3877 - acc: 0.8239 - ETA: 2s - loss: 0.3884 - acc: 0.8235 - ETA: 2s - loss: 0.3884 - acc: 0.8234 - ETA: 2s - loss: 0.3886 - acc: 0.8233 - ETA: 2s - loss: 0.3887 - acc: 0.8235 - ETA: 2s - loss: 0.3890 - acc: 0.8232 - ETA: 2s - loss: 0.3887 - acc: 0.8237 - ETA: 2s - loss: 0.3893 - acc: 0.8232 - ETA: 2s - loss: 0.3894 - acc: 0.8230 - ETA: 2s - loss: 0.3893 - acc: 0.8232 - ETA: 2s - loss: 0.3888 - acc: 0.8234 - ETA: 1s - loss: 0.3893 - acc: 0.8232 - ETA: 1s - loss: 0.3894 - acc: 0.8230 - ETA: 1s - loss: 0.3891 - acc: 0.8230 - ETA: 1s - loss: 0.3887 - acc: 0.8235 - ETA: 1s - loss: 0.3885 - acc: 0.8236 - ETA: 1s - loss: 0.3886 - acc: 0.8234 - ETA: 1s - loss: 0.3886 - acc: 0.8235 - ETA: 1s - loss: 0.3882 - acc: 0.8239 - ETA: 1s - loss: 0.3882 - acc: 0.8240 - ETA: 1s - loss: 0.3880 - acc: 0.8240 - ETA: 1s - loss: 0.3878 - acc: 0.8241 - ETA: 1s - loss: 0.3876 - acc: 0.8243 - ETA: 1s - loss: 0.3876 - acc: 0.8247 - ETA: 1s - loss: 0.3880 - acc: 0.8243 - ETA: 0s - loss: 0.3879 - acc: 0.8243 - ETA: 0s - loss: 0.3875 - acc: 0.8247 - ETA: 0s - loss: 0.3879 - acc: 0.8246 - ETA: 0s - loss: 0.3875 - acc: 0.8247 - ETA: 0s - loss: 0.3874 - acc: 0.8249 - ETA: 0s - loss: 0.3869 - acc: 0.8252 - ETA: 0s - loss: 0.3871 - acc: 0.8252 - ETA: 0s - loss: 0.3875 - acc: 0.8252 - ETA: 0s - loss: 0.3872 - acc: 0.8254 - ETA: 0s - loss: 0.3868 - acc: 0.8257 - ETA: 0s - loss: 0.3865 - acc: 0.8261 - ETA: 0s - loss: 0.3869 - acc: 0.8260 - ETA: 0s - loss: 0.3862 - acc: 0.8263 - ETA: 0s - loss: 0.3860 - acc: 0.8266 - ETA: 0s - loss: 0.3850 - acc: 0.8270 - 8s - loss: 0.3850 - acc: 0.8271
Epoch 72/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3083 - acc: 0.8438 - ETA: 6s - loss: 0.3755 - acc: 0.8482 - ETA: 8s - loss: 0.3539 - acc: 0.8688 - ETA: 8s - loss: 0.3634 - acc: 0.8527 - ETA: 8s - loss: 0.3732 - acc: 0.8516 - ETA: 7s - loss: 0.3658 - acc: 0.8550 - ETA: 8s - loss: 0.3604 - acc: 0.8556 - ETA: 7s - loss: 0.3673 - acc: 0.8554 - ETA: 7s - loss: 0.3737 - acc: 0.8468 - ETA: 7s - loss: 0.3715 - acc: 0.8491 - ETA: 7s - loss: 0.3662 - acc: 0.8516 - ETA: 7s - loss: 0.3642 - acc: 0.8520 - ETA: 7s - loss: 0.3633 - acc: 0.8527 - ETA: 7s - loss: 0.3637 - acc: 0.8520 - ETA: 6s - loss: 0.3690 - acc: 0.8442 - ETA: 7s - loss: 0.3694 - acc: 0.8425 - ETA: 6s - loss: 0.3682 - acc: 0.8426 - ETA: 6s - loss: 0.3698 - acc: 0.8412 - ETA: 6s - loss: 0.3679 - acc: 0.8448 - ETA: 6s - loss: 0.3717 - acc: 0.8434 - ETA: 6s - loss: 0.3685 - acc: 0.8438 - ETA: 6s - loss: 0.3677 - acc: 0.8438 - ETA: 6s - loss: 0.3670 - acc: 0.8435 - ETA: 6s - loss: 0.3623 - acc: 0.8448 - ETA: 6s - loss: 0.3640 - acc: 0.8438 - ETA: 6s - loss: 0.3637 - acc: 0.8440 - ETA: 6s - loss: 0.3696 - acc: 0.8421 - ETA: 6s - loss: 0.3707 - acc: 0.8417 - ETA: 6s - loss: 0.3716 - acc: 0.8415 - ETA: 6s - loss: 0.3710 - acc: 0.8416 - ETA: 6s - loss: 0.3720 - acc: 0.8406 - ETA: 6s - loss: 0.3728 - acc: 0.8390 - ETA: 6s - loss: 0.3713 - acc: 0.8410 - ETA: 6s - loss: 0.3732 - acc: 0.8399 - ETA: 5s - loss: 0.3734 - acc: 0.8391 - ETA: 5s - loss: 0.3743 - acc: 0.8381 - ETA: 5s - loss: 0.3759 - acc: 0.8386 - ETA: 5s - loss: 0.3749 - acc: 0.8388 - ETA: 5s - loss: 0.3741 - acc: 0.8379 - ETA: 5s - loss: 0.3753 - acc: 0.8368 - ETA: 5s - loss: 0.3752 - acc: 0.8368 - ETA: 5s - loss: 0.3763 - acc: 0.8360 - ETA: 5s - loss: 0.3761 - acc: 0.8353 - ETA: 5s - loss: 0.3760 - acc: 0.8342 - ETA: 5s - loss: 0.3750 - acc: 0.8345 - ETA: 5s - loss: 0.3764 - acc: 0.8345 - ETA: 5s - loss: 0.3761 - acc: 0.8339 - ETA: 5s - loss: 0.3773 - acc: 0.8335 - ETA: 5s - loss: 0.3757 - acc: 0.8347 - ETA: 5s - loss: 0.3766 - acc: 0.8342 - ETA: 4s - loss: 0.3758 - acc: 0.8349 - ETA: 4s - loss: 0.3758 - acc: 0.8351 - ETA: 4s - loss: 0.3771 - acc: 0.8351 - ETA: 4s - loss: 0.3770 - acc: 0.8347 - ETA: 4s - loss: 0.3763 - acc: 0.8351 - ETA: 4s - loss: 0.3768 - acc: 0.8346 - ETA: 4s - loss: 0.3787 - acc: 0.8333 - ETA: 4s - loss: 0.3791 - acc: 0.8328 - ETA: 4s - loss: 0.3805 - acc: 0.8320 - ETA: 4s - loss: 0.3811 - acc: 0.8315 - ETA: 4s - loss: 0.3810 - acc: 0.8319 - ETA: 4s - loss: 0.3815 - acc: 0.8313 - ETA: 4s - loss: 0.3815 - acc: 0.8312 - ETA: 4s - loss: 0.3838 - acc: 0.8303 - ETA: 4s - loss: 0.3831 - acc: 0.8305 - ETA: 4s - loss: 0.3835 - acc: 0.8300 - ETA: 4s - loss: 0.3850 - acc: 0.8291 - ETA: 4s - loss: 0.3847 - acc: 0.8294 - ETA: 4s - loss: 0.3851 - acc: 0.8293 - ETA: 4s - loss: 0.3841 - acc: 0.8298 - ETA: 4s - loss: 0.3837 - acc: 0.8300 - ETA: 3s - loss: 0.3833 - acc: 0.8303 - ETA: 3s - loss: 0.3833 - acc: 0.8303 - ETA: 3s - loss: 0.3825 - acc: 0.8305 - ETA: 3s - loss: 0.3843 - acc: 0.8297 - ETA: 3s - loss: 0.3845 - acc: 0.8295 - ETA: 3s - loss: 0.3846 - acc: 0.8296 - ETA: 3s - loss: 0.3850 - acc: 0.8291 - ETA: 3s - loss: 0.3847 - acc: 0.8294 - ETA: 3s - loss: 0.3850 - acc: 0.8290 - ETA: 3s - loss: 0.3846 - acc: 0.8293 - ETA: 3s - loss: 0.3846 - acc: 0.8292 - ETA: 3s - loss: 0.3851 - acc: 0.8287 - ETA: 3s - loss: 0.3854 - acc: 0.8284 - ETA: 3s - loss: 0.3855 - acc: 0.8286 - ETA: 3s - loss: 0.3855 - acc: 0.8286 - ETA: 3s - loss: 0.3856 - acc: 0.8284 - ETA: 3s - loss: 0.3856 - acc: 0.8282 - ETA: 3s - loss: 0.3861 - acc: 0.8282 - ETA: 2s - loss: 0.3868 - acc: 0.8278 - ETA: 2s - loss: 0.3869 - acc: 0.8277 - ETA: 2s - loss: 0.3872 - acc: 0.8273 - ETA: 2s - loss: 0.3871 - acc: 0.8271 - ETA: 2s - loss: 0.3879 - acc: 0.8276 - ETA: 2s - loss: 0.3882 - acc: 0.8279 - ETA: 2s - loss: 0.3880 - acc: 0.8281 - ETA: 2s - loss: 0.3877 - acc: 0.8281 - ETA: 2s - loss: 0.3876 - acc: 0.8282 - ETA: 2s - loss: 0.3871 - acc: 0.8282 - ETA: 2s - loss: 0.3870 - acc: 0.8284 - ETA: 2s - loss: 0.3866 - acc: 0.8283 - ETA: 2s - loss: 0.3866 - acc: 0.8285 - ETA: 1s - loss: 0.3826 - acc: 0.8290 - ETA: 1s - loss: 0.3833 - acc: 0.8286 - ETA: 1s - loss: 0.3842 - acc: 0.8283 - ETA: 1s - loss: 0.3843 - acc: 0.8287 - ETA: 1s - loss: 0.3847 - acc: 0.8284 - ETA: 1s - loss: 0.3855 - acc: 0.8281 - ETA: 1s - loss: 0.3854 - acc: 0.8282 - ETA: 1s - loss: 0.3852 - acc: 0.8284 - ETA: 1s - loss: 0.3852 - acc: 0.8286 - ETA: 1s - loss: 0.3857 - acc: 0.8285 - ETA: 1s - loss: 0.3853 - acc: 0.8288 - ETA: 1s - loss: 0.3856 - acc: 0.8287 - ETA: 0s - loss: 0.3854 - acc: 0.8289 - ETA: 0s - loss: 0.3856 - acc: 0.8287 - ETA: 0s - loss: 0.3854 - acc: 0.8286 - ETA: 0s - loss: 0.3849 - acc: 0.8287 - ETA: 0s - loss: 0.3852 - acc: 0.8287 - ETA: 0s - loss: 0.3852 - acc: 0.8288 - ETA: 0s - loss: 0.3859 - acc: 0.8283 - ETA: 0s - loss: 0.3860 - acc: 0.8283 - ETA: 0s - loss: 0.3860 - acc: 0.8279 - ETA: 0s - loss: 0.3867 - acc: 0.8272 - ETA: 0s - loss: 0.3868 - acc: 0.8270 - ETA: 0s - loss: 0.3871 - acc: 0.8268 - ETA: 0s - loss: 0.3871 - acc: 0.8267 - ETA: 0s - loss: 0.3872 - acc: 0.8266 - ETA: 0s - loss: 0.3874 - acc: 0.8265 - ETA: 0s - loss: 0.3874 - acc: 0.8267 - 9s - loss: 0.3875 - acc: 0.8267
Epoch 74/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3167 - acc: 0.8750 - ETA: 9s - loss: 0.4460 - acc: 0.7812 - ETA: 10s - loss: 0.3977 - acc: 0.8125 - ETA: 8s - loss: 0.4091 - acc: 0.8013 - ETA: 8s - loss: 0.4055 - acc: 0.8038 - ETA: 9s - loss: 0.3932 - acc: 0.8125 - ETA: 9s - loss: 0.3793 - acc: 0.8237 - ETA: 9s - loss: 0.3713 - acc: 0.8313 - ETA: 9s - loss: 0.3648 - acc: 0.8336 - ETA: 8s - loss: 0.3649 - acc: 0.8297 - ETA: 8s - loss: 0.3738 - acc: 0.8243 - ETA: 8s - loss: 0.3815 - acc: 0.8225 - ETA: 8s - loss: 0.3773 - acc: 0.8250 - ETA: 7s - loss: 0.3828 - acc: 0.8222 - ETA: 8s - loss: 0.3862 - acc: 0.8218 - ETA: 8s - loss: 0.3883 - acc: 0.8247 - ETA: 7s - loss: 0.3855 - acc: 0.8260 - ETA: 7s - loss: 0.3861 - acc: 0.8240 - ETA: 7s - loss: 0.3877 - acc: 0.8225 - ETA: 7s - loss: 0.3847 - acc: 0.8248 - ETA: 7s - loss: 0.3829 - acc: 0.8261 - ETA: 7s - loss: 0.3800 - acc: 0.8289 - ETA: 7s - loss: 0.3788 - acc: 0.8293 - ETA: 7s - loss: 0.3779 - acc: 0.8300 - ETA: 7s - loss: 0.3824 - acc: 0.8284 - ETA: 7s - loss: 0.3829 - acc: 0.8297 - ETA: 7s - loss: 0.3835 - acc: 0.8289 - ETA: 6s - loss: 0.3843 - acc: 0.8281 - ETA: 6s - loss: 0.3851 - acc: 0.8279 - ETA: 6s - loss: 0.3890 - acc: 0.8257 - ETA: 6s - loss: 0.3873 - acc: 0.8272 - ETA: 6s - loss: 0.3878 - acc: 0.8266 - ETA: 6s - loss: 0.3891 - acc: 0.8270 - ETA: 6s - loss: 0.3913 - acc: 0.8253 - ETA: 6s - loss: 0.3926 - acc: 0.8247 - ETA: 6s - loss: 0.3934 - acc: 0.8243 - ETA: 6s - loss: 0.3937 - acc: 0.8230 - ETA: 6s - loss: 0.3932 - acc: 0.8235 - ETA: 6s - loss: 0.3923 - acc: 0.8248 - ETA: 6s - loss: 0.3928 - acc: 0.8240 - ETA: 6s - loss: 0.3927 - acc: 0.8231 - ETA: 6s - loss: 0.3918 - acc: 0.8242 - ETA: 6s - loss: 0.3916 - acc: 0.8242 - ETA: 6s - loss: 0.3932 - acc: 0.8233 - ETA: 5s - loss: 0.3922 - acc: 0.8248 - ETA: 5s - loss: 0.3911 - acc: 0.8255 - ETA: 5s - loss: 0.3928 - acc: 0.8240 - ETA: 5s - loss: 0.3927 - acc: 0.8239 - ETA: 5s - loss: 0.3941 - acc: 0.8237 - ETA: 5s - loss: 0.3945 - acc: 0.8237 - ETA: 5s - loss: 0.3947 - acc: 0.8239 - ETA: 5s - loss: 0.3953 - acc: 0.8233 - ETA: 5s - loss: 0.3948 - acc: 0.8233 - ETA: 5s - loss: 0.3953 - acc: 0.8224 - ETA: 5s - loss: 0.3939 - acc: 0.8233 - ETA: 5s - loss: 0.3952 - acc: 0.8223 - ETA: 5s - loss: 0.3948 - acc: 0.8223 - ETA: 5s - loss: 0.3957 - acc: 0.8213 - ETA: 5s - loss: 0.3958 - acc: 0.8210 - ETA: 4s - loss: 0.3958 - acc: 0.8209 - ETA: 4s - loss: 0.3951 - acc: 0.8210 - ETA: 4s - loss: 0.3959 - acc: 0.8206 - ETA: 4s - loss: 0.3962 - acc: 0.8209 - ETA: 4s - loss: 0.3958 - acc: 0.8209 - ETA: 4s - loss: 0.3967 - acc: 0.8202 - ETA: 4s - loss: 0.3969 - acc: 0.8201 - ETA: 4s - loss: 0.3961 - acc: 0.8206 - ETA: 4s - loss: 0.3960 - acc: 0.8203 - ETA: 4s - loss: 0.3951 - acc: 0.8208 - ETA: 4s - loss: 0.3950 - acc: 0.8210 - ETA: 4s - loss: 0.3948 - acc: 0.8211 - ETA: 4s - loss: 0.3940 - acc: 0.8214 - ETA: 4s - loss: 0.3948 - acc: 0.8207 - ETA: 4s - loss: 0.3950 - acc: 0.8209 - ETA: 3s - loss: 0.3951 - acc: 0.8207 - ETA: 3s - loss: 0.3948 - acc: 0.8208 - ETA: 3s - loss: 0.3943 - acc: 0.8212 - ETA: 3s - loss: 0.3953 - acc: 0.8211 - ETA: 3s - loss: 0.3952 - acc: 0.8208 - ETA: 3s - loss: 0.3942 - acc: 0.8214 - ETA: 3s - loss: 0.3936 - acc: 0.8218 - ETA: 3s - loss: 0.3936 - acc: 0.8218 - ETA: 3s - loss: 0.3935 - acc: 0.8220 - ETA: 3s - loss: 0.3934 - acc: 0.8220 - ETA: 3s - loss: 0.3938 - acc: 0.8221 - ETA: 3s - loss: 0.3954 - acc: 0.8213 - ETA: 3s - loss: 0.3956 - acc: 0.8209 - ETA: 3s - loss: 0.3959 - acc: 0.8208 - ETA: 3s - loss: 0.3954 - acc: 0.8209 - ETA: 2s - loss: 0.3958 - acc: 0.8210 - ETA: 2s - loss: 0.3955 - acc: 0.8211 - ETA: 2s - loss: 0.3950 - acc: 0.8212 - ETA: 2s - loss: 0.3943 - acc: 0.8218 - ETA: 2s - loss: 0.3945 - acc: 0.8215 - ETA: 2s - loss: 0.3942 - acc: 0.8217 - ETA: 2s - loss: 0.3936 - acc: 0.8220 - ETA: 2s - loss: 0.3934 - acc: 0.8221 - ETA: 2s - loss: 0.3930 - acc: 0.8222 - ETA: 2s - loss: 0.3923 - acc: 0.8228 - ETA: 2s - loss: 0.3924 - acc: 0.8227 - ETA: 2s - loss: 0.3918 - acc: 0.8226 - ETA: 2s - loss: 0.3921 - acc: 0.8225 - ETA: 2s - loss: 0.3916 - acc: 0.8229 - ETA: 2s - loss: 0.3911 - acc: 0.8230 - ETA: 1s - loss: 0.3905 - acc: 0.8232 - ETA: 1s - loss: 0.3900 - acc: 0.8234 - ETA: 1s - loss: 0.3903 - acc: 0.8230 - ETA: 1s - loss: 0.3896 - acc: 0.8230 - ETA: 1s - loss: 0.3897 - acc: 0.8230 - ETA: 1s - loss: 0.3886 - acc: 0.8237 - ETA: 1s - loss: 0.3889 - acc: 0.8232 - ETA: 1s - loss: 0.3893 - acc: 0.8229 - ETA: 1s - loss: 0.3890 - acc: 0.8229 - ETA: 1s - loss: 0.3883 - acc: 0.8233 - ETA: 1s - loss: 0.3878 - acc: 0.8236 - ETA: 1s - loss: 0.3875 - acc: 0.8240 - ETA: 1s - loss: 0.3869 - acc: 0.8242 - ETA: 1s - loss: 0.3876 - acc: 0.8238 - ETA: 1s - loss: 0.3875 - acc: 0.8239 - ETA: 1s - loss: 0.3874 - acc: 0.8241 - ETA: 0s - loss: 0.3871 - acc: 0.8241 - ETA: 0s - loss: 0.3877 - acc: 0.8235 - ETA: 0s - loss: 0.3882 - acc: 0.8232 - ETA: 0s - loss: 0.3887 - acc: 0.8230 - ETA: 0s - loss: 0.3882 - acc: 0.8232 - ETA: 0s - loss: 0.3876 - acc: 0.8235 - ETA: 0s - loss: 0.3877 - acc: 0.8233 - ETA: 0s - loss: 0.3873 - acc: 0.8235 - ETA: 0s - loss: 0.3872 - acc: 0.8236 - ETA: 0s - loss: 0.3871 - acc: 0.8237 - ETA: 0s - loss: 0.3874 - acc: 0.8236 - ETA: 0s - loss: 0.3867 - acc: 0.8240 - ETA: 0s - loss: 0.3864 - acc: 0.8242 - ETA: 0s - loss: 0.3864 - acc: 0.8241 - ETA: 0s - loss: 0.3862 - acc: 0.8243 - ETA: 0s - loss: 0.3861 - acc: 0.8244 - 8s - loss: 0.3861 - acc: 0.8244
Epoch 75/100
20000/20000 [==============================] - ETA: 9s - loss: 0.5238 - acc: 0.6875 - ETA: 8s - loss: 0.3676 - acc: 0.8333 - ETA: 9s - loss: 0.3960 - acc: 0.8333 - ETA: 9s - loss: 0.3934 - acc: 0.8293 - ETA: 10s - loss: 0.4040 - acc: 0.8184 - ETA: 9s - loss: 0.4021 - acc: 0.8140 - ETA: 8s - loss: 0.3948 - acc: 0.8206 - ETA: 8s - loss: 0.3977 - acc: 0.8165 - ETA: 8s - loss: 0.3893 - acc: 0.8238 - ETA: 8s - loss: 0.3858 - acc: 0.8247 - ETA: 8s - loss: 0.3834 - acc: 0.8264 - ETA: 8s - loss: 0.3771 - acc: 0.8294 - ETA: 8s - loss: 0.3860 - acc: 0.8258 - ETA: 7s - loss: 0.3898 - acc: 0.8240 - ETA: 0s - loss: 0.3819 - acc: 0.8310 - ETA: 0s - loss: 0.3814 - acc: 0.8313 - ETA: 0s - loss: 0.3813 - acc: 0.8313 - ETA: 0s - loss: 0.3813 - acc: 0.8310 - ETA: 0s - loss: 0.3820 - acc: 0.8301 - ETA: 0s - loss: 0.3821 - acc: 0.8298 - ETA: 0s - loss: 0.3827 - acc: 0.8296 - ETA: 0s - loss: 0.3831 - acc: 0.8294 - ETA: 0s - loss: 0.3833 - acc: 0.8293 - ETA: 0s - loss: 0.3833 - acc: 0.8292 - ETA: 0s - loss: 0.3827 - acc: 0.8294 - 8s - loss: 0.3832 - acc: 0.8292
Epoch 76/100
20000/20000 [==============================] - ETA: 9s - loss: 0.2837 - acc: 0.9062 - ETA: 9s - loss: 0.3915 - acc: 0.8063 - ETA: 9s - loss: 0.3622 - acc: 0.8264 - ETA: 10s - loss: 0.3822 - acc: 0.8221 - ETA: 10s - loss: 0.3803 - acc: 0.8272 - ETA: 8s - loss: 0.3733 - acc: 0.8342 - ETA: 9s - loss: 0.3694 - acc: 0.8353 - ETA: 8s - loss: 0.3674 - acc: 0.8379 - ETA: 8s - loss: 0.3630 - acc: 0.8404 - ETA: 8s - loss: 0.3673 - acc: 0.8377 - ETA: 8s - loss: 0.3601 - acc: 0.8457 - ETA: 8s - loss: 0.3588 - acc: 0.8487 - ETA: 7s - loss: 0.3671 - acc: 0.8448 - ETA: 7s - loss: 0.3651 - acc: 0.8468 - ETA: 7s - loss: 0.3683 - acc: 0.8466 - ETA: 7s - loss: 0.3620 - acc: 0.8473 - ETA: 7s - loss: 0.3708 - acc: 0.8429 - ETA: 7s - loss: 0.3691 - acc: 0.8426 - ETA: 7s - loss: 0.3690 - acc: 0.8419 - ETA: 7s - loss: 0.3736 - acc: 0.8378 - ETA: 7s - loss: 0.3736 - acc: 0.8370 - ETA: 7s - loss: 0.3748 - acc: 0.8364 - ETA: 7s - loss: 0.3758 - acc: 0.8362 - ETA: 7s - loss: 0.3776 - acc: 0.8360 - ETA: 7s - loss: 0.3805 - acc: 0.8339 - ETA: 7s - loss: 0.3793 - acc: 0.8353 - ETA: 7s - loss: 0.3785 - acc: 0.8354 - ETA: 6s - loss: 0.3770 - acc: 0.8359 - ETA: 6s - loss: 0.3779 - acc: 0.8348 - ETA: 6s - loss: 0.3768 - acc: 0.8361 - ETA: 6s - loss: 0.3754 - acc: 0.8355 - ETA: 6s - loss: 0.3776 - acc: 0.8344 - ETA: 6s - loss: 0.3789 - acc: 0.8328 - ETA: 6s - loss: 0.3802 - acc: 0.8310 - ETA: 6s - loss: 0.3816 - acc: 0.8298 - ETA: 6s - loss: 0.3803 - acc: 0.8308 - ETA: 6s - loss: 0.3775 - acc: 0.8326 - ETA: 6s - loss: 0.3766 - acc: 0.8331 - ETA: 5s - loss: 0.3785 - acc: 0.8318 - ETA: 5s - loss: 0.3796 - acc: 0.8314 - ETA: 5s - loss: 0.3798 - acc: 0.8305 - ETA: 5s - loss: 0.3826 - acc: 0.8295 - ETA: 5s - loss: 0.3818 - acc: 0.8287 - ETA: 5s - loss: 0.3820 - acc: 0.8281 - ETA: 5s - loss: 0.3811 - acc: 0.8286 - ETA: 5s - loss: 0.3797 - acc: 0.8295 - ETA: 5s - loss: 0.3771 - acc: 0.8305 - ETA: 5s - loss: 0.3770 - acc: 0.8297 - ETA: 5s - loss: 0.3758 - acc: 0.8304 - ETA: 5s - loss: 0.3759 - acc: 0.8296 - ETA: 5s - loss: 0.3767 - acc: 0.8296 - ETA: 5s - loss: 0.3776 - acc: 0.8297 - ETA: 5s - loss: 0.3766 - acc: 0.8294 - ETA: 4s - loss: 0.3778 - acc: 0.8286 - ETA: 4s - loss: 0.3771 - acc: 0.8284 - ETA: 4s - loss: 0.3772 - acc: 0.8282 - ETA: 4s - loss: 0.3781 - acc: 0.8276 - ETA: 4s - loss: 0.3771 - acc: 0.8278 - ETA: 4s - loss: 0.3789 - acc: 0.8271 - ETA: 4s - loss: 0.3789 - acc: 0.8268 - ETA: 4s - loss: 0.3786 - acc: 0.8273 - ETA: 4s - loss: 0.3791 - acc: 0.8272 - ETA: 4s - loss: 0.3797 - acc: 0.8272 - ETA: 4s - loss: 0.3804 - acc: 0.8272 - ETA: 4s - loss: 0.3806 - acc: 0.8270 - ETA: 4s - loss: 0.3811 - acc: 0.8262 - ETA: 4s - loss: 0.3810 - acc: 0.8265 - ETA: 4s - loss: 0.3801 - acc: 0.8269 - ETA: 4s - loss: 0.3806 - acc: 0.8265 - ETA: 4s - loss: 0.3805 - acc: 0.8265 - ETA: 4s - loss: 0.3805 - acc: 0.8266 - ETA: 4s - loss: 0.3807 - acc: 0.8262 - ETA: 4s - loss: 0.3808 - acc: 0.8263 - ETA: 4s - loss: 0.3814 - acc: 0.8259 - ETA: 3s - loss: 0.3813 - acc: 0.8262 - ETA: 3s - loss: 0.3822 - acc: 0.8255 - ETA: 3s - loss: 0.3825 - acc: 0.8256 - ETA: 3s - loss: 0.3826 - acc: 0.8255 - ETA: 3s - loss: 0.3819 - acc: 0.8258 - ETA: 3s - loss: 0.3811 - acc: 0.8266 - ETA: 3s - loss: 0.3801 - acc: 0.8274 - ETA: 3s - loss: 0.3800 - acc: 0.8277 - ETA: 3s - loss: 0.3802 - acc: 0.8275 - ETA: 3s - loss: 0.3796 - acc: 0.8274 - ETA: 3s - loss: 0.3805 - acc: 0.8272 - ETA: 3s - loss: 0.3808 - acc: 0.8272 - ETA: 3s - loss: 0.3810 - acc: 0.8270 - ETA: 3s - loss: 0.3812 - acc: 0.8267 - ETA: 2s - loss: 0.3812 - acc: 0.8268 - ETA: 2s - loss: 0.3823 - acc: 0.8266 - ETA: 2s - loss: 0.3829 - acc: 0.8266 - ETA: 2s - loss: 0.3837 - acc: 0.8267 - ETA: 2s - loss: 0.3837 - acc: 0.8266 - ETA: 2s - loss: 0.3845 - acc: 0.8265 - ETA: 2s - loss: 0.3852 - acc: 0.8259 - ETA: 2s - loss: 0.3854 - acc: 0.8258 - ETA: 2s - loss: 0.3852 - acc: 0.8258 - ETA: 2s - loss: 0.3851 - acc: 0.8261 - ETA: 2s - loss: 0.3852 - acc: 0.8261 - ETA: 2s - loss: 0.3847 - acc: 0.8264 - ETA: 2s - loss: 0.3842 - acc: 0.8268 - ETA: 2s - loss: 0.3840 - acc: 0.8269 - ETA: 2s - loss: 0.3836 - acc: 0.8273 - ETA: 1s - loss: 0.3840 - acc: 0.8272 - ETA: 1s - loss: 0.3844 - acc: 0.8274 - ETA: 1s - loss: 0.3862 - acc: 0.8268 - ETA: 1s - loss: 0.3860 - acc: 0.8268 - ETA: 1s - loss: 0.3868 - acc: 0.8266 - ETA: 1s - loss: 0.3871 - acc: 0.8265 - ETA: 1s - loss: 0.3875 - acc: 0.8264 - ETA: 1s - loss: 0.3875 - acc: 0.8262 - ETA: 1s - loss: 0.3871 - acc: 0.8263 - ETA: 1s - loss: 0.3873 - acc: 0.8262 - ETA: 1s - loss: 0.3873 - acc: 0.8265 - ETA: 1s - loss: 0.3871 - acc: 0.8265 - ETA: 1s - loss: 0.3874 - acc: 0.8261 - ETA: 1s - loss: 0.3881 - acc: 0.8255 - ETA: 1s - loss: 0.3876 - acc: 0.8257 - ETA: 1s - loss: 0.3879 - acc: 0.8254 - ETA: 0s - loss: 0.3876 - acc: 0.8256 - ETA: 0s - loss: 0.3877 - acc: 0.8254 - ETA: 0s - loss: 0.3874 - acc: 0.8255 - ETA: 0s - loss: 0.3873 - acc: 0.8257 - ETA: 0s - loss: 0.3871 - acc: 0.8256 - ETA: 0s - loss: 0.3873 - acc: 0.8256 - ETA: 0s - loss: 0.3865 - acc: 0.8261 - ETA: 0s - loss: 0.3862 - acc: 0.8262 - ETA: 0s - loss: 0.3861 - acc: 0.8264 - ETA: 0s - loss: 0.3859 - acc: 0.8265 - ETA: 0s - loss: 0.3848 - acc: 0.8270 - ETA: 0s - loss: 0.3848 - acc: 0.8269 - ETA: 0s - loss: 0.3845 - acc: 0.8273 - ETA: 0s - loss: 0.3847 - acc: 0.8272 - ETA: 0s - loss: 0.3853 - acc: 0.8270 - ETA: 0s - loss: 0.3851 - acc: 0.8270 - 8s - loss: 0.3853 - acc: 0.8269
Epoch 77/100
20000/20000 [==============================] - ETA: 11s - loss: 0.2757 - acc: 0.9062 - ETA: 14s - loss: 0.3090 - acc: 0.8672 - ETA: 10s - loss: 0.3232 - acc: 0.8715 - ETA: 11s - loss: 0.3360 - acc: 0.8672 - ETA: 12s - loss: 0.3428 - acc: 0.8594 - ETA: 10s - loss: 0.3352 - acc: 0.8594 - ETA: 9s - loss: 0.3463 - acc: 0.8475 - ETA: 9s - loss: 0.3490 - acc: 0.8438 - ETA: 9s - loss: 0.3620 - acc: 0.8389 - ETA: 9s - loss: 0.3631 - acc: 0.8429 - ETA: 9s - loss: 0.3619 - acc: 0.8446 - ETA: 9s - loss: 0.3592 - acc: 0.8430 - ETA: 9s - loss: 0.3612 - acc: 0.8392 - ETA: 9s - loss: 0.3637 - acc: 0.8377 - ETA: 9s - loss: 0.3639 - acc: 0.8383 - ETA: 8s - loss: 0.3667 - acc: 0.8353 - ETA: 8s - loss: 0.3706 - acc: 0.8311 - ETA: 8s - loss: 0.3665 - acc: 0.8333 - ETA: 8s - loss: 0.3689 - acc: 0.8324 - ETA: 8s - loss: 0.3710 - acc: 0.8320 - ETA: 8s - loss: 0.3726 - acc: 0.8307 - ETA: 8s - loss: 0.3701 - acc: 0.8326 - ETA: 8s - loss: 0.3707 - acc: 0.8324 - ETA: 8s - loss: 0.3700 - acc: 0.8320 - ETA: 8s - loss: 0.3727 - acc: 0.8299 - ETA: 8s - loss: 0.3714 - acc: 0.8303 - ETA: 8s - loss: 0.3738 - acc: 0.8290 - ETA: 8s - loss: 0.3726 - acc: 0.8305 - ETA: 8s - loss: 0.3704 - acc: 0.8328 - ETA: 8s - loss: 0.3699 - acc: 0.8337 - ETA: 0s - loss: 0.3781 - acc: 0.8296 - ETA: 0s - loss: 0.3779 - acc: 0.8298 - ETA: 0s - loss: 0.3779 - acc: 0.8299 - ETA: 0s - loss: 0.3787 - acc: 0.8295 - ETA: 0s - loss: 0.3782 - acc: 0.8299 - ETA: 0s - loss: 0.3781 - acc: 0.8299 - ETA: 0s - loss: 0.3777 - acc: 0.8301 - 9s - loss: 0.3779 - acc: 0.8299
Epoch 78/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4159 - acc: 0.7812 - ETA: 9s - loss: 0.4142 - acc: 0.7812 - ETA: 9s - loss: 0.4010 - acc: 0.7951 - ETA: 8s - loss: 0.3677 - acc: 0.8250 - ETA: 7s - loss: 0.3642 - acc: 0.8274 - ETA: 7s - loss: 0.3648 - acc: 0.8281 - ETA: 8s - loss: 0.3677 - acc: 0.8271 - ETA: 7s - loss: 0.3747 - acc: 0.8304 - ETA: 7s - loss: 0.3816 - acc: 0.8277 - ETA: 8s - loss: 0.3850 - acc: 0.8249 - ETA: 7s - loss: 0.3892 - acc: 0.8214 - ETA: 7s - loss: 0.3892 - acc: 0.8212 - ETA: 7s - loss: 0.3860 - acc: 0.8211 - ETA: 7s - loss: 0.3852 - acc: 0.8216 - ETA: 7s - loss: 0.3847 - acc: 0.8243 - ETA: 7s - loss: 0.3858 - acc: 0.8241 - ETA: 7s - loss: 0.3884 - acc: 0.8225 - ETA: 7s - loss: 0.3882 - acc: 0.8225 - ETA: 7s - loss: 0.3903 - acc: 0.8228 - ETA: 7s - loss: 0.3934 - acc: 0.8194 - ETA: 7s - loss: 0.3899 - acc: 0.8222 - ETA: 7s - loss: 0.3874 - acc: 0.8233 - ETA: 7s - loss: 0.3849 - acc: 0.8261 - ETA: 7s - loss: 0.3833 - acc: 0.8289 - ETA: 7s - loss: 0.3856 - acc: 0.8278 - ETA: 7s - loss: 0.3841 - acc: 0.8285 - ETA: 7s - loss: 0.3829 - acc: 0.8283 - ETA: 7s - loss: 0.3796 - acc: 0.8296 - ETA: 7s - loss: 0.3798 - acc: 0.8292 - ETA: 6s - loss: 0.3826 - acc: 0.8282 - ETA: 6s - loss: 0.3809 - acc: 0.8298 - ETA: 6s - loss: 0.3835 - acc: 0.8285 - ETA: 6s - loss: 0.3850 - acc: 0.8279 - ETA: 6s - loss: 0.3862 - acc: 0.8273 - ETA: 6s - loss: 0.3856 - acc: 0.8272 - ETA: 6s - loss: 0.3865 - acc: 0.8259 - ETA: 6s - loss: 0.3863 - acc: 0.8248 - ETA: 6s - loss: 0.3869 - acc: 0.8246 - ETA: 6s - loss: 0.3855 - acc: 0.8264 - ETA: 6s - loss: 0.3836 - acc: 0.8272 - ETA: 6s - loss: 0.3841 - acc: 0.8275 - ETA: 6s - loss: 0.3841 - acc: 0.8273 - ETA: 6s - loss: 0.3829 - acc: 0.8281 - ETA: 6s - loss: 0.3826 - acc: 0.8278 - ETA: 5s - loss: 0.3805 - acc: 0.8298 - ETA: 5s - loss: 0.3829 - acc: 0.8277 - ETA: 5s - loss: 0.3833 - acc: 0.8263 - ETA: 5s - loss: 0.3834 - acc: 0.8264 - ETA: 5s - loss: 0.3839 - acc: 0.8265 - ETA: 5s - loss: 0.3824 - acc: 0.8281 - ETA: 5s - loss: 0.3820 - acc: 0.8280 - ETA: 5s - loss: 0.3821 - acc: 0.8276 - ETA: 5s - loss: 0.3819 - acc: 0.8283 - ETA: 5s - loss: 0.3826 - acc: 0.8282 - ETA: 5s - loss: 0.3829 - acc: 0.8283 - ETA: 5s - loss: 0.3820 - acc: 0.8284 - ETA: 5s - loss: 0.3813 - acc: 0.8290 - ETA: 4s - loss: 0.3799 - acc: 0.8298 - ETA: 4s - loss: 0.3793 - acc: 0.8301 - ETA: 4s - loss: 0.3778 - acc: 0.8311 - ETA: 4s - loss: 0.3775 - acc: 0.8315 - ETA: 4s - loss: 0.3769 - acc: 0.8316 - ETA: 4s - loss: 0.3762 - acc: 0.8319 - ETA: 4s - loss: 0.3768 - acc: 0.8310 - ETA: 4s - loss: 0.3769 - acc: 0.8309 - ETA: 4s - loss: 0.3765 - acc: 0.8309 - ETA: 4s - loss: 0.3767 - acc: 0.8300 - ETA: 4s - loss: 0.3765 - acc: 0.8297 - ETA: 4s - loss: 0.3773 - acc: 0.8294 - ETA: 4s - loss: 0.3772 - acc: 0.8291 - ETA: 3s - loss: 0.3776 - acc: 0.8287 - ETA: 3s - loss: 0.3776 - acc: 0.8289 - ETA: 3s - loss: 0.3770 - acc: 0.8293 - ETA: 3s - loss: 0.3780 - acc: 0.8287 - ETA: 3s - loss: 0.3794 - acc: 0.8283 - ETA: 3s - loss: 0.3814 - acc: 0.8278 - ETA: 3s - loss: 0.3803 - acc: 0.8279 - ETA: 3s - loss: 0.3798 - acc: 0.8282 - ETA: 3s - loss: 0.3801 - acc: 0.8278 - ETA: 3s - loss: 0.3804 - acc: 0.8275 - ETA: 3s - loss: 0.3807 - acc: 0.8270 - ETA: 3s - loss: 0.3806 - acc: 0.8269 - ETA: 3s - loss: 0.3812 - acc: 0.8261 - ETA: 3s - loss: 0.3818 - acc: 0.8255 - ETA: 2s - loss: 0.3812 - acc: 0.8260 - ETA: 2s - loss: 0.3812 - acc: 0.8260 - ETA: 2s - loss: 0.3811 - acc: 0.8258 - ETA: 2s - loss: 0.3811 - acc: 0.8255 - ETA: 2s - loss: 0.3808 - acc: 0.8255 - ETA: 2s - loss: 0.3812 - acc: 0.8254 - ETA: 2s - loss: 0.3812 - acc: 0.8254 - ETA: 2s - loss: 0.3810 - acc: 0.8252 - ETA: 2s - loss: 0.3813 - acc: 0.8251 - ETA: 2s - loss: 0.3808 - acc: 0.8257 - ETA: 2s - loss: 0.3804 - acc: 0.8260 - ETA: 2s - loss: 0.3808 - acc: 0.8258 - ETA: 2s - loss: 0.3816 - acc: 0.8250 - ETA: 2s - loss: 0.3822 - acc: 0.8247 - ETA: 2s - loss: 0.3825 - acc: 0.8249 - ETA: 2s - loss: 0.3838 - acc: 0.8253 - ETA: 2s - loss: 0.3840 - acc: 0.8255 - ETA: 2s - loss: 0.3838 - acc: 0.8255 - ETA: 1s - loss: 0.3837 - acc: 0.8251 - ETA: 1s - loss: 0.3836 - acc: 0.8252 - ETA: 1s - loss: 0.3829 - acc: 0.8253 - ETA: 1s - loss: 0.3830 - acc: 0.8252 - ETA: 1s - loss: 0.3827 - acc: 0.8253 - ETA: 1s - loss: 0.3839 - acc: 0.8246 - ETA: 1s - loss: 0.3845 - acc: 0.8246 - ETA: 1s - loss: 0.3840 - acc: 0.8251 - ETA: 1s - loss: 0.3848 - acc: 0.8247 - ETA: 1s - loss: 0.3843 - acc: 0.8248 - ETA: 1s - loss: 0.3842 - acc: 0.8247 - ETA: 1s - loss: 0.3839 - acc: 0.8249 - ETA: 1s - loss: 0.3840 - acc: 0.8247 - ETA: 1s - loss: 0.3841 - acc: 0.8246 - ETA: 1s - loss: 0.3840 - acc: 0.8246 - ETA: 0s - loss: 0.3842 - acc: 0.8248 - ETA: 0s - loss: 0.3835 - acc: 0.8250 - ETA: 0s - loss: 0.3834 - acc: 0.8250 - ETA: 0s - loss: 0.3845 - acc: 0.8245 - ETA: 0s - loss: 0.3843 - acc: 0.8246 - ETA: 0s - loss: 0.3840 - acc: 0.8249 - ETA: 0s - loss: 0.3838 - acc: 0.8248 - ETA: 0s - loss: 0.3841 - acc: 0.8247 - ETA: 0s - loss: 0.3843 - acc: 0.8247 - ETA: 0s - loss: 0.3844 - acc: 0.8246 - ETA: 0s - loss: 0.3851 - acc: 0.8246 - ETA: 0s - loss: 0.3850 - acc: 0.8247 - ETA: 0s - loss: 0.3852 - acc: 0.8246 - ETA: 0s - loss: 0.3854 - acc: 0.8244 - 8s - loss: 0.3853 - acc: 0.8246
Epoch 79/100
20000/20000 [==============================] - ETA: 8s - loss: 0.3282 - acc: 0.8802 - ETA: 7s - loss: 0.3669 - acc: 0.8620 - ETA: 7s - loss: 0.3759 - acc: 0.8613 - ETA: 8s - loss: 0.3927 - acc: 0.8484 - ETA: 8s - loss: 0.3769 - acc: 0.8516 - ETA: 8s - loss: 0.3739 - acc: 0.8521 - ETA: 8s - loss: 0.3863 - acc: 0.8392 - ETA: 7s - loss: 0.3831 - acc: 0.8389 - ETA: 8s - loss: 0.3804 - acc: 0.8416 - ETA: 8s - loss: 0.3812 - acc: 0.8417 - ETA: 8s - loss: 0.3736 - acc: 0.8425 - ETA: 8s - loss: 0.3752 - acc: 0.8420 - ETA: 8s - loss: 0.3718 - acc: 0.8438 - ETA: 8s - loss: 0.3724 - acc: 0.8433 - ETA: 8s - loss: 0.3745 - acc: 0.8424 - ETA: 8s - loss: 0.3780 - acc: 0.8408 - ETA: 7s - loss: 0.3802 - acc: 0.8389 - ETA: 7s - loss: 0.3771 - acc: 0.8396 - ETA: 7s - loss: 0.3752 - acc: 0.8413 - ETA: 7s - loss: 0.3758 - acc: 0.8401 - ETA: 7s - loss: 0.3758 - acc: 0.8405 - ETA: 7s - loss: 0.3755 - acc: 0.8425 - ETA: 7s - loss: 0.3740 - acc: 0.8414 - ETA: 7s - loss: 0.3746 - acc: 0.8404 - ETA: 7s - loss: 0.3750 - acc: 0.8395 - ETA: 7s - loss: 0.3743 - acc: 0.8401 - ETA: 7s - loss: 0.3730 - acc: 0.8400 - ETA: 7s - loss: 0.3705 - acc: 0.8409 - ETA: 7s - loss: 0.3713 - acc: 0.8407 - ETA: 7s - loss: 0.3720 - acc: 0.8399 - ETA: 6s - loss: 0.3721 - acc: 0.8387 - ETA: 6s - loss: 0.3701 - acc: 0.8405 - ETA: 6s - loss: 0.3736 - acc: 0.8402 - ETA: 6s - loss: 0.3726 - acc: 0.8407 - ETA: 6s - loss: 0.3726 - acc: 0.8406 - ETA: 6s - loss: 0.3731 - acc: 0.8403 - ETA: 6s - loss: 0.3721 - acc: 0.8411 - ETA: 6s - loss: 0.3734 - acc: 0.8401 - ETA: 6s - loss: 0.3744 - acc: 0.8388 - ETA: 6s - loss: 0.3737 - acc: 0.8396 - ETA: 6s - loss: 0.3744 - acc: 0.8397 - ETA: 6s - loss: 0.3759 - acc: 0.8391 - ETA: 6s - loss: 0.3756 - acc: 0.8397 - ETA: 6s - loss: 0.3750 - acc: 0.8395 - ETA: 6s - loss: 0.3736 - acc: 0.8402 - ETA: 6s - loss: 0.3736 - acc: 0.8397 - ETA: 5s - loss: 0.3745 - acc: 0.8389 - ETA: 7s - loss: 0.3709 - acc: 0.8378 - ETA: 6s - loss: 0.3700 - acc: 0.8378 - ETA: 6s - loss: 0.3717 - acc: 0.8372 - ETA: 6s - loss: 0.3731 - acc: 0.8371 - ETA: 6s - loss: 0.3733 - acc: 0.8369 - ETA: 6s - loss: 0.3724 - acc: 0.8375 - ETA: 6s - loss: 0.3738 - acc: 0.8361 - ETA: 6s - loss: 0.3754 - acc: 0.8345 - ETA: 6s - loss: 0.3769 - acc: 0.8330 - ETA: 6s - loss: 0.3788 - acc: 0.8319 - ETA: 6s - loss: 0.3785 - acc: 0.8327 - ETA: 6s - loss: 0.3790 - acc: 0.8319 - ETA: 6s - loss: 0.3781 - acc: 0.8330 - ETA: 6s - loss: 0.3783 - acc: 0.8330 - ETA: 6s - loss: 0.3764 - acc: 0.8335 - ETA: 6s - loss: 0.3766 - acc: 0.8327 - ETA: 6s - loss: 0.3797 - acc: 0.8318 - ETA: 6s - loss: 0.3800 - acc: 0.8316 - ETA: 6s - loss: 0.3798 - acc: 0.8312 - ETA: 5s - loss: 0.3787 - acc: 0.8318 - ETA: 5s - loss: 0.3771 - acc: 0.8329 - ETA: 5s - loss: 0.3761 - acc: 0.8335 - ETA: 5s - loss: 0.3757 - acc: 0.8333 - ETA: 5s - loss: 0.3756 - acc: 0.8331 - ETA: 5s - loss: 0.3743 - acc: 0.8340 - ETA: 5s - loss: 0.3745 - acc: 0.8337 - ETA: 5s - loss: 0.3756 - acc: 0.8331 - ETA: 5s - loss: 0.3741 - acc: 0.8340 - ETA: 5s - loss: 0.3752 - acc: 0.8326 - ETA: 5s - loss: 0.3755 - acc: 0.8328 - ETA: 5s - loss: 0.3766 - acc: 0.8322 - ETA: 5s - loss: 0.3774 - acc: 0.8316 - ETA: 4s - loss: 0.3774 - acc: 0.8320 - ETA: 4s - loss: 0.3789 - acc: 0.8312 - ETA: 4s - loss: 0.3785 - acc: 0.8316 - ETA: 4s - loss: 0.3792 - acc: 0.8318 - ETA: 4s - loss: 0.3779 - acc: 0.8322 - ETA: 4s - loss: 0.3779 - acc: 0.8319 - ETA: 4s - loss: 0.3767 - acc: 0.8325 - ETA: 4s - loss: 0.3772 - acc: 0.8320 - ETA: 4s - loss: 0.3768 - acc: 0.8318 - ETA: 4s - loss: 0.3777 - acc: 0.8312 - ETA: 4s - loss: 0.3772 - acc: 0.8319 - ETA: 4s - loss: 0.3778 - acc: 0.8317 - ETA: 4s - loss: 0.3783 - acc: 0.8311 - ETA: 4s - loss: 0.3784 - acc: 0.8309 - ETA: 4s - loss: 0.3776 - acc: 0.8311 - ETA: 4s - loss: 0.3763 - acc: 0.8317 - ETA: 3s - loss: 0.3760 - acc: 0.8319 - ETA: 3s - loss: 0.3757 - acc: 0.8322 - ETA: 3s - loss: 0.3754 - acc: 0.8317 - ETA: 3s - loss: 0.3746 - acc: 0.8323 - ETA: 3s - loss: 0.3734 - acc: 0.8329 - ETA: 3s - loss: 0.3728 - acc: 0.8329 - ETA: 3s - loss: 0.3722 - acc: 0.8329 - ETA: 3s - loss: 0.3720 - acc: 0.8329 - ETA: 3s - loss: 0.3718 - acc: 0.8331 - ETA: 3s - loss: 0.3724 - acc: 0.8328 - ETA: 3s - loss: 0.3719 - acc: 0.8330 - ETA: 3s - loss: 0.3728 - acc: 0.8330 - ETA: 3s - loss: 0.3721 - acc: 0.8329 - ETA: 3s - loss: 0.3741 - acc: 0.8320 - ETA: 3s - loss: 0.3740 - acc: 0.8322 - ETA: 3s - loss: 0.3734 - acc: 0.8327 - ETA: 3s - loss: 0.3738 - acc: 0.8325 - ETA: 2s - loss: 0.3742 - acc: 0.8323 - ETA: 2s - loss: 0.3751 - acc: 0.8318 - ETA: 2s - loss: 0.3756 - acc: 0.8317 - ETA: 2s - loss: 0.3754 - acc: 0.8318 - ETA: 2s - loss: 0.3753 - acc: 0.8317 - ETA: 2s - loss: 0.3753 - acc: 0.8318 - ETA: 2s - loss: 0.3763 - acc: 0.8316 - ETA: 2s - loss: 0.3760 - acc: 0.8313 - ETA: 2s - loss: 0.3768 - acc: 0.8307 - ETA: 2s - loss: 0.3772 - acc: 0.8308 - ETA: 2s - loss: 0.3777 - acc: 0.8310 - ETA: 2s - loss: 0.3771 - acc: 0.8315 - ETA: 2s - loss: 0.3772 - acc: 0.8312 - ETA: 2s - loss: 0.3771 - acc: 0.8315 - ETA: 2s - loss: 0.3765 - acc: 0.8318 - ETA: 2s - loss: 0.3769 - acc: 0.8315 - ETA: 1s - loss: 0.3767 - acc: 0.8316 - ETA: 1s - loss: 0.3764 - acc: 0.8315 - ETA: 1s - loss: 0.3764 - acc: 0.8314 - ETA: 1s - loss: 0.3761 - acc: 0.8314 - ETA: 1s - loss: 0.3769 - acc: 0.8309 - ETA: 1s - loss: 0.3772 - acc: 0.8309 - ETA: 1s - loss: 0.3777 - acc: 0.8306 - ETA: 1s - loss: 0.3779 - acc: 0.8305 - ETA: 1s - loss: 0.3780 - acc: 0.8303 - ETA: 1s - loss: 0.3782 - acc: 0.8301 - ETA: 1s - loss: 0.3781 - acc: 0.8304 - ETA: 1s - loss: 0.3781 - acc: 0.8305 - ETA: 1s - loss: 0.3785 - acc: 0.8303 - ETA: 1s - loss: 0.3787 - acc: 0.8302 - ETA: 1s - loss: 0.3791 - acc: 0.8297 - ETA: 0s - loss: 0.3797 - acc: 0.8294 - ETA: 0s - loss: 0.3796 - acc: 0.8295 - ETA: 0s - loss: 0.3799 - acc: 0.8294 - ETA: 0s - loss: 0.3804 - acc: 0.8292 - ETA: 0s - loss: 0.3806 - acc: 0.8292 - ETA: 0s - loss: 0.3808 - acc: 0.8293 - ETA: 0s - loss: 0.3804 - acc: 0.8297 - ETA: 0s - loss: 0.3801 - acc: 0.8300 - ETA: 0s - loss: 0.3795 - acc: 0.8303 - ETA: 0s - loss: 0.3795 - acc: 0.8301 - ETA: 0s - loss: 0.3799 - acc: 0.8301 - ETA: 0s - loss: 0.3801 - acc: 0.8303 - ETA: 0s - loss: 0.3804 - acc: 0.8304 - ETA: 0s - loss: 0.3803 - acc: 0.8305 - ETA: 0s - loss: 0.3805 - acc: 0.8305 - 8s - loss: 0.3808 - acc: 0.8306
Epoch 81/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3756 - acc: 0.8063 - ETA: 8s - loss: 0.3604 - acc: 0.8313 - ETA: 9s - loss: 0.3688 - acc: 0.8371 - ETA: 8s - loss: 0.3862 - acc: 0.8281 - ETA: 8s - loss: 0.3845 - acc: 0.8320 - ETA: 8s - loss: 0.3991 - acc: 0.8260 - ETA: 8s - loss: 0.3934 - acc: 0.8290 - ETA: 8s - loss: 0.3961 - acc: 0.8298 - ETA: 8s - loss: 0.3885 - acc: 0.8328 - ETA: 8s - loss: 0.3814 - acc: 0.8371 - ETA: 8s - loss: 0.3739 - acc: 0.8419 - ETA: 8s - loss: 0.3783 - acc: 0.8372 - ETA: 8s - loss: 0.3783 - acc: 0.8397 - ETA: 8s - loss: 0.3734 - acc: 0.8428 - ETA: 8s - loss: 0.3732 - acc: 0.8424 - ETA: 7s - loss: 0.3720 - acc: 0.8442 - ETA: 7s - loss: 0.3705 - acc: 0.8426 - ETA: 7s - loss: 0.3726 - acc: 0.8411 - ETA: 7s - loss: 0.3697 - acc: 0.8416 - ETA: 7s - loss: 0.3718 - acc: 0.8407 - ETA: 7s - loss: 0.3755 - acc: 0.8383 - ETA: 7s - loss: 0.3738 - acc: 0.8395 - ETA: 7s - loss: 0.3697 - acc: 0.8415 - ETA: 6s - loss: 0.3696 - acc: 0.8413 - ETA: 6s - loss: 0.3721 - acc: 0.8385 - ETA: 6s - loss: 0.3726 - acc: 0.8395 - ETA: 6s - loss: 0.3730 - acc: 0.8398 - ETA: 6s - loss: 0.3732 - acc: 0.8381 - ETA: 6s - loss: 0.3725 - acc: 0.8380 - ETA: 6s - loss: 0.3734 - acc: 0.8382 - ETA: 6s - loss: 0.3727 - acc: 0.8386 - ETA: 6s - loss: 0.3729 - acc: 0.8377 - ETA: 6s - loss: 0.3707 - acc: 0.8393 - ETA: 6s - loss: 0.3687 - acc: 0.8402 - ETA: 6s - loss: 0.3699 - acc: 0.8383 - ETA: 6s - loss: 0.3703 - acc: 0.8381 - ETA: 6s - loss: 0.3702 - acc: 0.8387 - ETA: 6s - loss: 0.3698 - acc: 0.8387 - ETA: 6s - loss: 0.3713 - acc: 0.8378 - ETA: 6s - loss: 0.3704 - acc: 0.8381 - ETA: 6s - loss: 0.3704 - acc: 0.8379 - ETA: 5s - loss: 0.3683 - acc: 0.8388 - ETA: 5s - loss: 0.3683 - acc: 0.8389 - ETA: 5s - loss: 0.3694 - acc: 0.8382 - ETA: 5s - loss: 0.3694 - acc: 0.8371 - ETA: 5s - loss: 0.3697 - acc: 0.8374 - ETA: 5s - loss: 0.3696 - acc: 0.8375 - ETA: 5s - loss: 0.3692 - acc: 0.8377 - ETA: 5s - loss: 0.3690 - acc: 0.8377 - ETA: 5s - loss: 0.3706 - acc: 0.8370 - ETA: 5s - loss: 0.3713 - acc: 0.8362 - ETA: 5s - loss: 0.3709 - acc: 0.8362 - ETA: 5s - loss: 0.3710 - acc: 0.8362 - ETA: 5s - loss: 0.3699 - acc: 0.8366 - ETA: 5s - loss: 0.3699 - acc: 0.8364 - ETA: 5s - loss: 0.3693 - acc: 0.8371 - ETA: 5s - loss: 0.3680 - acc: 0.8377 - ETA: 5s - loss: 0.3683 - acc: 0.8377 - ETA: 4s - loss: 0.3682 - acc: 0.8376 - ETA: 4s - loss: 0.3681 - acc: 0.8375 - ETA: 4s - loss: 0.3675 - acc: 0.8381 - ETA: 4s - loss: 0.3669 - acc: 0.8384 - ETA: 4s - loss: 0.3651 - acc: 0.8399 - ETA: 4s - loss: 0.3640 - acc: 0.8405 - ETA: 4s - loss: 0.3640 - acc: 0.8397 - ETA: 4s - loss: 0.3640 - acc: 0.8392 - ETA: 4s - loss: 0.3658 - acc: 0.8384 - ETA: 4s - loss: 0.3670 - acc: 0.8382 - ETA: 4s - loss: 0.3675 - acc: 0.8378 - ETA: 4s - loss: 0.3667 - acc: 0.8383 - ETA: 5s - loss: 0.3804 - acc: 0.8226 - ETA: 5s - loss: 0.3797 - acc: 0.8233 - ETA: 5s - loss: 0.3784 - acc: 0.8238 - ETA: 5s - loss: 0.3781 - acc: 0.8246 - ETA: 5s - loss: 0.3783 - acc: 0.8247 - ETA: 5s - loss: 0.3790 - acc: 0.8241 - ETA: 5s - loss: 0.3790 - acc: 0.8239 - ETA: 5s - loss: 0.3801 - acc: 0.8242 - ETA: 5s - loss: 0.3796 - acc: 0.8244 - ETA: 5s - loss: 0.3810 - acc: 0.8240 - ETA: 5s - loss: 0.3807 - acc: 0.8242 - ETA: 5s - loss: 0.3815 - acc: 0.8239 - ETA: 4s - loss: 0.3807 - acc: 0.8250 - ETA: 4s - loss: 0.3815 - acc: 0.8249 - ETA: 4s - loss: 0.3817 - acc: 0.8244 - ETA: 4s - loss: 0.3821 - acc: 0.8243 - ETA: 4s - loss: 0.3834 - acc: 0.8227 - ETA: 4s - loss: 0.3833 - acc: 0.8224 - ETA: 4s - loss: 0.3817 - acc: 0.8230 - ETA: 4s - loss: 0.3813 - acc: 0.8233 - ETA: 4s - loss: 0.3807 - acc: 0.8234 - ETA: 4s - loss: 0.3804 - acc: 0.8238 - ETA: 4s - loss: 0.3799 - acc: 0.8240 - ETA: 4s - loss: 0.3800 - acc: 0.8241 - ETA: 4s - loss: 0.3803 - acc: 0.8239 - ETA: 4s - loss: 0.3793 - acc: 0.8246 - ETA: 4s - loss: 0.3801 - acc: 0.8244 - ETA: 4s - loss: 0.3814 - acc: 0.8242 - ETA: 4s - loss: 0.3813 - acc: 0.8244 - ETA: 3s - loss: 0.3806 - acc: 0.8244 - ETA: 3s - loss: 0.3810 - acc: 0.8240 - ETA: 3s - loss: 0.3800 - acc: 0.8244 - ETA: 3s - loss: 0.3798 - acc: 0.8241 - ETA: 3s - loss: 0.3791 - acc: 0.8244 - ETA: 3s - loss: 0.3797 - acc: 0.8241 - ETA: 3s - loss: 0.3793 - acc: 0.8243 - ETA: 3s - loss: 0.3793 - acc: 0.8241 - ETA: 3s - loss: 0.3799 - acc: 0.8234 - ETA: 3s - loss: 0.3799 - acc: 0.8236 - ETA: 3s - loss: 0.3799 - acc: 0.8244 - ETA: 3s - loss: 0.3794 - acc: 0.8250 - ETA: 3s - loss: 0.3793 - acc: 0.8254 - ETA: 3s - loss: 0.3793 - acc: 0.8254 - ETA: 3s - loss: 0.3781 - acc: 0.8259 - ETA: 2s - loss: 0.3792 - acc: 0.8254 - ETA: 2s - loss: 0.3794 - acc: 0.8259 - ETA: 2s - loss: 0.3798 - acc: 0.8259 - ETA: 2s - loss: 0.3790 - acc: 0.8263 - ETA: 2s - loss: 0.3793 - acc: 0.8257 - ETA: 2s - loss: 0.3799 - acc: 0.8255 - ETA: 2s - loss: 0.3798 - acc: 0.8259 - ETA: 2s - loss: 0.3795 - acc: 0.8257 - ETA: 2s - loss: 0.3795 - acc: 0.8256 - ETA: 2s - loss: 0.3797 - acc: 0.8255 - ETA: 2s - loss: 0.3797 - acc: 0.8255 - ETA: 2s - loss: 0.3805 - acc: 0.8249 - ETA: 2s - loss: 0.3807 - acc: 0.8247 - ETA: 2s - loss: 0.3811 - acc: 0.8242 - ETA: 1s - loss: 0.3806 - acc: 0.8245 - ETA: 1s - loss: 0.3805 - acc: 0.8247 - ETA: 1s - loss: 0.3806 - acc: 0.8246 - ETA: 1s - loss: 0.3810 - acc: 0.8241 - ETA: 1s - loss: 0.3813 - acc: 0.8240 - ETA: 1s - loss: 0.3811 - acc: 0.8241 - ETA: 1s - loss: 0.3809 - acc: 0.8243 - ETA: 1s - loss: 0.3803 - acc: 0.8248 - ETA: 1s - loss: 0.3810 - acc: 0.8248 - ETA: 1s - loss: 0.3815 - acc: 0.8242 - ETA: 1s - loss: 0.3814 - acc: 0.8244 - ETA: 1s - loss: 0.3813 - acc: 0.8242 - ETA: 1s - loss: 0.3809 - acc: 0.8244 - ETA: 1s - loss: 0.3812 - acc: 0.8243 - ETA: 1s - loss: 0.3814 - acc: 0.8244 - ETA: 1s - loss: 0.3814 - acc: 0.8244 - ETA: 1s - loss: 0.3813 - acc: 0.8244 - ETA: 1s - loss: 0.3812 - acc: 0.8243 - ETA: 1s - loss: 0.3820 - acc: 0.8238 - ETA: 0s - loss: 0.3821 - acc: 0.8236 - ETA: 0s - loss: 0.3814 - acc: 0.8240 - ETA: 0s - loss: 0.3814 - acc: 0.8241 - ETA: 0s - loss: 0.3809 - acc: 0.8244 - ETA: 0s - loss: 0.3804 - acc: 0.8247 - ETA: 0s - loss: 0.3805 - acc: 0.8245 - ETA: 0s - loss: 0.3807 - acc: 0.8245 - ETA: 0s - loss: 0.3804 - acc: 0.8246 - ETA: 0s - loss: 0.3809 - acc: 0.8241 - ETA: 0s - loss: 0.3803 - acc: 0.8244 - ETA: 0s - loss: 0.3802 - acc: 0.8245 - ETA: 0s - loss: 0.3798 - acc: 0.8248 - ETA: 0s - loss: 0.3793 - acc: 0.8253 - ETA: 0s - loss: 0.3791 - acc: 0.8254 - ETA: 0s - loss: 0.3791 - acc: 0.8255 - 8s - loss: 0.3798 - acc: 0.8250
Epoch 83/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3989 - acc: 0.8063 - ETA: 7s - loss: 0.4050 - acc: 0.8267 - ETA: 8s - loss: 0.4148 - acc: 0.8271 - ETA: 8s - loss: 0.3801 - acc: 0.8388 - ETA: 9s - loss: 0.3745 - acc: 0.8395 - ETA: 8s - loss: 0.3633 - acc: 0.8438 - ETA: 8s - loss: 0.3774 - acc: 0.8377 - ETA: 8s - loss: 0.3695 - acc: 0.8446 - ETA: 8s - loss: 0.3692 - acc: 0.8430 - ETA: 8s - loss: 0.3693 - acc: 0.8431 - ETA: 8s - loss: 0.3748 - acc: 0.8370 - ETA: 8s - loss: 0.3842 - acc: 0.8333 - ETA: 8s - loss: 0.3847 - acc: 0.8337 - ETA: 8s - loss: 0.3859 - acc: 0.8330 - ETA: 7s - loss: 0.3883 - acc: 0.8290 - ETA: 7s - loss: 0.3827 - acc: 0.8323 - ETA: 7s - loss: 0.3835 - acc: 0.8316 - ETA: 7s - loss: 0.3811 - acc: 0.8318 - ETA: 7s - loss: 0.3807 - acc: 0.8299 - ETA: 7s - loss: 0.3812 - acc: 0.8293 - ETA: 7s - loss: 0.3853 - acc: 0.8276 - ETA: 7s - loss: 0.3862 - acc: 0.8263 - ETA: 7s - loss: 0.3842 - acc: 0.8274 - ETA: 7s - loss: 0.3811 - acc: 0.8293 - ETA: 7s - loss: 0.3789 - acc: 0.8318 - ETA: 7s - loss: 0.3789 - acc: 0.8325 - ETA: 7s - loss: 0.3796 - acc: 0.8323 - ETA: 7s - loss: 0.3785 - acc: 0.8338 - ETA: 7s - loss: 0.3751 - acc: 0.8355 - ETA: 6s - loss: 0.3786 - acc: 0.8335 - ETA: 6s - loss: 0.3783 - acc: 0.8341 - ETA: 6s - loss: 0.3776 - acc: 0.8337 - ETA: 6s - loss: 0.3816 - acc: 0.8314 - ETA: 6s - loss: 0.3823 - acc: 0.8306 - ETA: 6s - loss: 0.3846 - acc: 0.8289 - ETA: 6s - loss: 0.3844 - acc: 0.8293 - ETA: 6s - loss: 0.3850 - acc: 0.8283 - ETA: 6s - loss: 0.3822 - acc: 0.8299 - ETA: 6s - loss: 0.3827 - acc: 0.8298 - ETA: 6s - loss: 0.3812 - acc: 0.8306 - ETA: 6s - loss: 0.3816 - acc: 0.8309 - ETA: 6s - loss: 0.3820 - acc: 0.8301 - ETA: 6s - loss: 0.3809 - acc: 0.8307 - ETA: 6s - loss: 0.3814 - acc: 0.8300 - ETA: 6s - loss: 0.3823 - acc: 0.8295 - ETA: 6s - loss: 0.3819 - acc: 0.8296 - ETA: 6s - loss: 0.3807 - acc: 0.8307 - ETA: 5s - loss: 0.3824 - acc: 0.8300 - ETA: 5s - loss: 0.3831 - acc: 0.8296 - ETA: 5s - loss: 0.3833 - acc: 0.8291 - ETA: 5s - loss: 0.3845 - acc: 0.8289 - ETA: 5s - loss: 0.3852 - acc: 0.8280 - ETA: 5s - loss: 0.3847 - acc: 0.8278 - ETA: 5s - loss: 0.3840 - acc: 0.8287 - ETA: 5s - loss: 0.3840 - acc: 0.8287 - ETA: 5s - loss: 0.3847 - acc: 0.8279 - ETA: 5s - loss: 0.3847 - acc: 0.8279 - ETA: 5s - loss: 0.3849 - acc: 0.8278 - ETA: 5s - loss: 0.3831 - acc: 0.8289 - ETA: 5s - loss: 0.3829 - acc: 0.8292 - ETA: 4s - loss: 0.3828 - acc: 0.8291 - ETA: 4s - loss: 0.3823 - acc: 0.8293 - ETA: 4s - loss: 0.3814 - acc: 0.8298 - ETA: 4s - loss: 0.3802 - acc: 0.8302 - ETA: 4s - loss: 0.3808 - acc: 0.8301 - ETA: 4s - loss: 0.3801 - acc: 0.8307 - ETA: 4s - loss: 0.3807 - acc: 0.8303 - ETA: 4s - loss: 0.3799 - acc: 0.8307 - ETA: 4s - loss: 0.3802 - acc: 0.8308 - ETA: 4s - loss: 0.3795 - acc: 0.8311 - ETA: 4s - loss: 0.3793 - acc: 0.8315 - ETA: 4s - loss: 0.3776 - acc: 0.8324 - ETA: 4s - loss: 0.3775 - acc: 0.8325 - ETA: 3s - loss: 0.3776 - acc: 0.8324 - ETA: 3s - loss: 0.3766 - acc: 0.8329 - ETA: 3s - loss: 0.3760 - acc: 0.8330 - ETA: 3s - loss: 0.3758 - acc: 0.8329 - ETA: 3s - loss: 0.3749 - acc: 0.8333 - ETA: 3s - loss: 0.3744 - acc: 0.8336 - ETA: 3s - loss: 0.3742 - acc: 0.8338 - ETA: 3s - loss: 0.3744 - acc: 0.8337 - ETA: 3s - loss: 0.3754 - acc: 0.8333 - ETA: 3s - loss: 0.3758 - acc: 0.8331 - ETA: 3s - loss: 0.3761 - acc: 0.8330 - ETA: 3s - loss: 0.3755 - acc: 0.8333 - ETA: 3s - loss: 0.3754 - acc: 0.8332 - ETA: 3s - loss: 0.3745 - acc: 0.8339 - ETA: 3s - loss: 0.3745 - acc: 0.8337 - ETA: 2s - loss: 0.3755 - acc: 0.8330 - ETA: 2s - loss: 0.3745 - acc: 0.8336 - ETA: 4s - loss: 0.3791 - acc: 0.8286 - ETA: 4s - loss: 0.3785 - acc: 0.8291 - ETA: 4s - loss: 0.3789 - acc: 0.8287 - ETA: 4s - loss: 0.3799 - acc: 0.8278 - ETA: 3s - loss: 0.3801 - acc: 0.8280 - ETA: 3s - loss: 0.3812 - acc: 0.8276 - ETA: 3s - loss: 0.3808 - acc: 0.8276 - ETA: 3s - loss: 0.3794 - acc: 0.8284 - ETA: 3s - loss: 0.3796 - acc: 0.8285 - ETA: 3s - loss: 0.3797 - acc: 0.8282 - ETA: 3s - loss: 0.3796 - acc: 0.8286 - ETA: 3s - loss: 0.3793 - acc: 0.8288 - ETA: 3s - loss: 0.3796 - acc: 0.8285 - ETA: 3s - loss: 0.3807 - acc: 0.8284 - ETA: 3s - loss: 0.3813 - acc: 0.8280 - ETA: 3s - loss: 0.3813 - acc: 0.8282 - ETA: 3s - loss: 0.3815 - acc: 0.8282 - ETA: 3s - loss: 0.3809 - acc: 0.8285 - ETA: 2s - loss: 0.3802 - acc: 0.8289 - ETA: 2s - loss: 0.3800 - acc: 0.8289 - ETA: 2s - loss: 0.3799 - acc: 0.8286 - ETA: 2s - loss: 0.3801 - acc: 0.8285 - ETA: 2s - loss: 0.3804 - acc: 0.8285 - ETA: 2s - loss: 0.3795 - acc: 0.8290 - ETA: 2s - loss: 0.3794 - acc: 0.8290 - ETA: 2s - loss: 0.3791 - acc: 0.8293 - ETA: 2s - loss: 0.3795 - acc: 0.8291 - ETA: 2s - loss: 0.3797 - acc: 0.8291 - ETA: 2s - loss: 0.3801 - acc: 0.8288 - ETA: 2s - loss: 0.3807 - acc: 0.8288 - ETA: 2s - loss: 0.3805 - acc: 0.8290 - ETA: 2s - loss: 0.3810 - acc: 0.8289 - ETA: 2s - loss: 0.3803 - acc: 0.8296 - ETA: 2s - loss: 0.3800 - acc: 0.8299 - ETA: 1s - loss: 0.3794 - acc: 0.8301 - ETA: 1s - loss: 0.3796 - acc: 0.8301 - ETA: 1s - loss: 0.3798 - acc: 0.8303 - ETA: 1s - loss: 0.3793 - acc: 0.8303 - ETA: 1s - loss: 0.3789 - acc: 0.8303 - ETA: 1s - loss: 0.3785 - acc: 0.8305 - ETA: 1s - loss: 0.3780 - acc: 0.8305 - ETA: 1s - loss: 0.3774 - acc: 0.8308 - ETA: 1s - loss: 0.3775 - acc: 0.8304 - ETA: 1s - loss: 0.3769 - acc: 0.8307 - ETA: 1s - loss: 0.3780 - acc: 0.8302 - ETA: 1s - loss: 0.3783 - acc: 0.8302 - ETA: 1s - loss: 0.3777 - acc: 0.8304 - ETA: 1s - loss: 0.3778 - acc: 0.8304 - ETA: 1s - loss: 0.3779 - acc: 0.8305 - ETA: 1s - loss: 0.3774 - acc: 0.8306 - ETA: 1s - loss: 0.3771 - acc: 0.8309 - ETA: 1s - loss: 0.3769 - acc: 0.8310 - ETA: 0s - loss: 0.3773 - acc: 0.8307 - ETA: 0s - loss: 0.3774 - acc: 0.8307 - ETA: 0s - loss: 0.3779 - acc: 0.8306 - ETA: 0s - loss: 0.3774 - acc: 0.8312 - ETA: 0s - loss: 0.3772 - acc: 0.8313 - ETA: 0s - loss: 0.3765 - acc: 0.8316 - ETA: 0s - loss: 0.3770 - acc: 0.8315 - ETA: 0s - loss: 0.3771 - acc: 0.8312 - ETA: 0s - loss: 0.3773 - acc: 0.8310 - ETA: 0s - loss: 0.3769 - acc: 0.8311 - ETA: 0s - loss: 0.3770 - acc: 0.8311 - ETA: 0s - loss: 0.3773 - acc: 0.8309 - ETA: 0s - loss: 0.3775 - acc: 0.8307 - ETA: 0s - loss: 0.3773 - acc: 0.8309 - ETA: 0s - loss: 0.3776 - acc: 0.8308 - ETA: 0s - loss: 0.3772 - acc: 0.8305 - 8s - loss: 0.3771 - acc: 0.8307
Epoch 85/100
20000/20000 [==============================] - ETA: 9s - loss: 0.4044 - acc: 0.8000 - ETA: 7s - loss: 0.3812 - acc: 0.8210 - ETA: 7s - loss: 0.3537 - acc: 0.8320 - ETA: 7s - loss: 0.3537 - acc: 0.8289 - ETA: 8s - loss: 0.3515 - acc: 0.8294 - ETA: 7s - loss: 0.3705 - acc: 0.8156 - ETA: 7s - loss: 0.3666 - acc: 0.8162 - ETA: 7s - loss: 0.3627 - acc: 0.8224 - ETA: 8s - loss: 0.3698 - acc: 0.8237 - ETA: 7s - loss: 0.3751 - acc: 0.8198 - ETA: 7s - loss: 0.3721 - acc: 0.8213 - ETA: 7s - loss: 0.3674 - acc: 0.8227 - ETA: 7s - loss: 0.3721 - acc: 0.8239 - ETA: 7s - loss: 0.3690 - acc: 0.8251 - ETA: 7s - loss: 0.3745 - acc: 0.8243 - ETA: 7s - loss: 0.3805 - acc: 0.8209 - ETA: 7s - loss: 0.3798 - acc: 0.8215 - ETA: 7s - loss: 0.3815 - acc: 0.8217 - ETA: 7s - loss: 0.3781 - acc: 0.8252 - ETA: 7s - loss: 0.3768 - acc: 0.8266 - ETA: 6s - loss: 0.3769 - acc: 0.8280 - ETA: 6s - loss: 0.3761 - acc: 0.8289 - ETA: 7s - loss: 0.3774 - acc: 0.8280 - ETA: 7s - loss: 0.3755 - acc: 0.8298 - ETA: 6s - loss: 0.3749 - acc: 0.8299 - ETA: 6s - loss: 0.3727 - acc: 0.8310 - ETA: 6s - loss: 0.3703 - acc: 0.8328 - ETA: 6s - loss: 0.3686 - acc: 0.8338 - ETA: 6s - loss: 0.3680 - acc: 0.8339 - ETA: 6s - loss: 0.3681 - acc: 0.8336 - ETA: 6s - loss: 0.3688 - acc: 0.8335 - ETA: 6s - loss: 0.3679 - acc: 0.8351 - ETA: 6s - loss: 0.3680 - acc: 0.8349 - ETA: 6s - loss: 0.3680 - acc: 0.8342 - ETA: 6s - loss: 0.3657 - acc: 0.8358 - ETA: 6s - loss: 0.3684 - acc: 0.8351 - ETA: 6s - loss: 0.3675 - acc: 0.8355 - ETA: 6s - loss: 0.3670 - acc: 0.8354 - ETA: 6s - loss: 0.3671 - acc: 0.8353 - ETA: 6s - loss: 0.3669 - acc: 0.8360 - ETA: 6s - loss: 0.3672 - acc: 0.8365 - ETA: 5s - loss: 0.3686 - acc: 0.8354 - ETA: 5s - loss: 0.3675 - acc: 0.8357 - ETA: 5s - loss: 0.3668 - acc: 0.8364 - ETA: 5s - loss: 0.3666 - acc: 0.8367 - ETA: 5s - loss: 0.3674 - acc: 0.8360 - ETA: 5s - loss: 0.3659 - acc: 0.8367 - ETA: 5s - loss: 0.3652 - acc: 0.8374 - ETA: 5s - loss: 0.3637 - acc: 0.8376 - ETA: 5s - loss: 0.3643 - acc: 0.8358 - ETA: 5s - loss: 0.3640 - acc: 0.8360 - ETA: 5s - loss: 0.3632 - acc: 0.8365 - ETA: 5s - loss: 0.3644 - acc: 0.8359 - ETA: 5s - loss: 0.3640 - acc: 0.8364 - ETA: 5s - loss: 0.3641 - acc: 0.8365 - ETA: 5s - loss: 0.3634 - acc: 0.8369 - ETA: 5s - loss: 0.3629 - acc: 0.8373 - ETA: 5s - loss: 0.3639 - acc: 0.8372 - ETA: 5s - loss: 0.3633 - acc: 0.8368 - ETA: 4s - loss: 0.3630 - acc: 0.8366 - ETA: 4s - loss: 0.3642 - acc: 0.8360 - ETA: 4s - loss: 0.3653 - acc: 0.8345 - ETA: 4s - loss: 0.3649 - acc: 0.8348 - ETA: 4s - loss: 0.3652 - acc: 0.8345 - ETA: 4s - loss: 0.3658 - acc: 0.8345 - ETA: 4s - loss: 0.3658 - acc: 0.8343 - ETA: 4s - loss: 0.3651 - acc: 0.8346 - ETA: 4s - loss: 0.3667 - acc: 0.8340 - ETA: 4s - loss: 0.3671 - acc: 0.8347 - ETA: 4s - loss: 0.3662 - acc: 0.8355 - ETA: 4s - loss: 0.3657 - acc: 0.8360 - ETA: 4s - loss: 0.3670 - acc: 0.8352 - ETA: 4s - loss: 0.3669 - acc: 0.8350 - ETA: 4s - loss: 0.3676 - acc: 0.8349 - ETA: 3s - loss: 0.3673 - acc: 0.8348 - ETA: 3s - loss: 0.3677 - acc: 0.8346 - ETA: 3s - loss: 0.3683 - acc: 0.8345 - ETA: 3s - loss: 0.3684 - acc: 0.8347 - ETA: 3s - loss: 0.3677 - acc: 0.8354 - ETA: 3s - loss: 0.3682 - acc: 0.8352 - ETA: 3s - loss: 0.3673 - acc: 0.8354 - ETA: 3s - loss: 0.3681 - acc: 0.8351 - ETA: 3s - loss: 0.3680 - acc: 0.8348 - ETA: 3s - loss: 0.3677 - acc: 0.8354 - ETA: 3s - loss: 0.3674 - acc: 0.8351 - ETA: 3s - loss: 0.3668 - acc: 0.8353 - ETA: 3s - loss: 0.3679 - acc: 0.8345 - ETA: 3s - loss: 0.3686 - acc: 0.8339 - ETA: 2s - loss: 0.3687 - acc: 0.8340 - ETA: 2s - loss: 0.3698 - acc: 0.8337 - ETA: 2s - loss: 0.3701 - acc: 0.8335 - ETA: 2s - loss: 0.3707 - acc: 0.8330 - ETA: 2s - loss: 0.3704 - acc: 0.8333 - ETA: 2s - loss: 0.3700 - acc: 0.8336 - ETA: 2s - loss: 0.3713 - acc: 0.8330 - ETA: 2s - loss: 0.3711 - acc: 0.8331 - ETA: 2s - loss: 0.3711 - acc: 0.8335 - ETA: 2s - loss: 0.3707 - acc: 0.8336 - ETA: 2s - loss: 0.3707 - acc: 0.8337 - ETA: 2s - loss: 0.3705 - acc: 0.8338 - ETA: 2s - loss: 0.3703 - acc: 0.8338 - ETA: 2s - loss: 0.3701 - acc: 0.8341 - ETA: 2s - loss: 0.3702 - acc: 0.8338 - ETA: 1s - loss: 0.3695 - acc: 0.8344 - ETA: 1s - loss: 0.3699 - acc: 0.8343 - ETA: 1s - loss: 0.3704 - acc: 0.8339 - ETA: 1s - loss: 0.3710 - acc: 0.8335 - ETA: 1s - loss: 0.3711 - acc: 0.8333 - ETA: 1s - loss: 0.3707 - acc: 0.8335 - ETA: 1s - loss: 0.3702 - acc: 0.8336 - ETA: 1s - loss: 0.3713 - acc: 0.8330 - ETA: 1s - loss: 0.3709 - acc: 0.8331 - ETA: 1s - loss: 0.3709 - acc: 0.8331 - ETA: 2s - loss: 0.3804 - acc: 0.8323 - ETA: 2s - loss: 0.3796 - acc: 0.8327 - ETA: 2s - loss: 0.3791 - acc: 0.8331 - ETA: 2s - loss: 0.3784 - acc: 0.8334 - ETA: 2s - loss: 0.3776 - acc: 0.8337 - ETA: 2s - loss: 0.3781 - acc: 0.8334 - ETA: 2s - loss: 0.3783 - acc: 0.8330 - ETA: 2s - loss: 0.3783 - acc: 0.8328 - ETA: 2s - loss: 0.3792 - acc: 0.8319 - ETA: 2s - loss: 0.3791 - acc: 0.8319 - ETA: 2s - loss: 0.3785 - acc: 0.8320 - ETA: 1s - loss: 0.3792 - acc: 0.8318 - ETA: 1s - loss: 0.3797 - acc: 0.8316 - ETA: 1s - loss: 0.3797 - acc: 0.8321 - ETA: 1s - loss: 0.3800 - acc: 0.8322 - ETA: 1s - loss: 0.3798 - acc: 0.8319 - ETA: 1s - loss: 0.3801 - acc: 0.8318 - ETA: 1s - loss: 0.3798 - acc: 0.8320 - ETA: 1s - loss: 0.3793 - acc: 0.8323 - ETA: 1s - loss: 0.3791 - acc: 0.8321 - ETA: 1s - loss: 0.3801 - acc: 0.8319 - ETA: 1s - loss: 0.3803 - acc: 0.8319 - ETA: 1s - loss: 0.3805 - acc: 0.8315 - ETA: 1s - loss: 0.3806 - acc: 0.8314 - ETA: 1s - loss: 0.3799 - acc: 0.8319 - ETA: 0s - loss: 0.3798 - acc: 0.8319 - ETA: 0s - loss: 0.3797 - acc: 0.8318 - ETA: 0s - loss: 0.3799 - acc: 0.8315 - ETA: 0s - loss: 0.3797 - acc: 0.8316 - ETA: 0s - loss: 0.3799 - acc: 0.8315 - ETA: 0s - loss: 0.3803 - acc: 0.8315 - ETA: 0s - loss: 0.3798 - acc: 0.8318 - ETA: 0s - loss: 0.3796 - acc: 0.8320 - ETA: 0s - loss: 0.3797 - acc: 0.8318 - ETA: 0s - loss: 0.3796 - acc: 0.8319 - ETA: 0s - loss: 0.3800 - acc: 0.8317 - ETA: 0s - loss: 0.3799 - acc: 0.8319 - ETA: 0s - loss: 0.3797 - acc: 0.8319 - ETA: 0s - loss: 0.3802 - acc: 0.8316 - ETA: 0s - loss: 0.3798 - acc: 0.8320 - 9s - loss: 0.3796 - acc: 0.8320
Epoch 87/100
20000/20000 [==============================] - ETA: 19s - loss: 0.3493 - acc: 0.8438 - ETA: 8s - loss: 0.3772 - acc: 0.8348 - ETA: 8s - loss: 0.3586 - acc: 0.8438 - ETA: 8s - loss: 0.3616 - acc: 0.8379 - ETA: 8s - loss: 0.3741 - acc: 0.8318 - ETA: 8s - loss: 0.3604 - acc: 0.8450 - ETA: 8s - loss: 0.3620 - acc: 0.8405 - ETA: 8s - loss: 0.3609 - acc: 0.8371 - ETA: 8s - loss: 0.3580 - acc: 0.8388 - ETA: 8s - loss: 0.3599 - acc: 0.8350 - ETA: 8s - loss: 0.3556 - acc: 0.8374 - ETA: 7s - loss: 0.3530 - acc: 0.8381 - ETA: 7s - loss: 0.3562 - acc: 0.8371 - ETA: 7s - loss: 0.3598 - acc: 0.8337 - ETA: 7s - loss: 0.3632 - acc: 0.8308 - ETA: 7s - loss: 0.3629 - acc: 0.8307 - ETA: 7s - loss: 0.3615 - acc: 0.8302 - ETA: 7s - loss: 0.3573 - acc: 0.8333 - ETA: 7s - loss: 0.3663 - acc: 0.8312 - ETA: 7s - loss: 0.3629 - acc: 0.8332 - ETA: 7s - loss: 0.3650 - acc: 0.8320 - ETA: 7s - loss: 0.3651 - acc: 0.8327 - ETA: 7s - loss: 0.3668 - acc: 0.8317 - ETA: 7s - loss: 0.3688 - acc: 0.8307 - ETA: 7s - loss: 0.3687 - acc: 0.8292 - ETA: 7s - loss: 0.3686 - acc: 0.8289 - ETA: 7s - loss: 0.3719 - acc: 0.8268 - ETA: 7s - loss: 0.3722 - acc: 0.8273 - ETA: 7s - loss: 0.3727 - acc: 0.8271 - ETA: 7s - loss: 0.3742 - acc: 0.8263 - ETA: 6s - loss: 0.3757 - acc: 0.8242 - ETA: 6s - loss: 0.3758 - acc: 0.8245 - ETA: 6s - loss: 0.3751 - acc: 0.8249 - ETA: 6s - loss: 0.3760 - acc: 0.8245 - ETA: 6s - loss: 0.3753 - acc: 0.8257 - ETA: 6s - loss: 0.3753 - acc: 0.8259 - ETA: 6s - loss: 0.3734 - acc: 0.8274 - ETA: 6s - loss: 0.3723 - acc: 0.8271 - ETA: 6s - loss: 0.3754 - acc: 0.8265 - ETA: 6s - loss: 0.3764 - acc: 0.8264 - ETA: 6s - loss: 0.3771 - acc: 0.8269 - ETA: 6s - loss: 0.3770 - acc: 0.8264 - ETA: 6s - loss: 0.3748 - acc: 0.8284 - ETA: 6s - loss: 0.3734 - acc: 0.8287 - ETA: 6s - loss: 0.3724 - acc: 0.8287 - ETA: 6s - loss: 0.3722 - acc: 0.8285 - ETA: 5s - loss: 0.3724 - acc: 0.8286 - ETA: 5s - loss: 0.3723 - acc: 0.8285 - ETA: 5s - loss: 0.3732 - acc: 0.8281 - ETA: 5s - loss: 0.3725 - acc: 0.8280 - ETA: 5s - loss: 0.3724 - acc: 0.8279 - ETA: 5s - loss: 0.3723 - acc: 0.8286 - ETA: 5s - loss: 0.3718 - acc: 0.8290 - ETA: 5s - loss: 0.3722 - acc: 0.8292 - ETA: 5s - loss: 0.3724 - acc: 0.8293 - ETA: 5s - loss: 0.3727 - acc: 0.8286 - ETA: 5s - loss: 0.3712 - acc: 0.8293 - ETA: 5s - loss: 0.3720 - acc: 0.8286 - ETA: 5s - loss: 0.3721 - acc: 0.8285 - ETA: 5s - loss: 0.3725 - acc: 0.8278 - ETA: 5s - loss: 0.3718 - acc: 0.8281 - ETA: 5s - loss: 0.3706 - acc: 0.8285 - ETA: 5s - loss: 0.3709 - acc: 0.8287 - ETA: 5s - loss: 0.3706 - acc: 0.8287 - ETA: 5s - loss: 0.3710 - acc: 0.8289 - ETA: 5s - loss: 0.3710 - acc: 0.8290 - ETA: 4s - loss: 0.3703 - acc: 0.8294 - ETA: 4s - loss: 0.3701 - acc: 0.8297 - ETA: 4s - loss: 0.3688 - acc: 0.8307 - ETA: 4s - loss: 0.3679 - acc: 0.8315 - ETA: 4s - loss: 0.3677 - acc: 0.8314 - ETA: 4s - loss: 0.3675 - acc: 0.8323 - ETA: 4s - loss: 0.3692 - acc: 0.8316 - ETA: 4s - loss: 0.3691 - acc: 0.8317 - ETA: 4s - loss: 0.3698 - acc: 0.8310 - ETA: 4s - loss: 0.3690 - acc: 0.8317 - ETA: 4s - loss: 0.3685 - acc: 0.8321 - ETA: 4s - loss: 0.3677 - acc: 0.8326 - ETA: 4s - loss: 0.3675 - acc: 0.8332 - ETA: 4s - loss: 0.3677 - acc: 0.8330 - ETA: 3s - loss: 0.3673 - acc: 0.8332 - ETA: 3s - loss: 0.3673 - acc: 0.8329 - ETA: 3s - loss: 0.3669 - acc: 0.8330 - ETA: 3s - loss: 0.3661 - acc: 0.8335 - ETA: 3s - loss: 0.3670 - acc: 0.8331 - ETA: 3s - loss: 0.3679 - acc: 0.8325 - ETA: 3s - loss: 0.3681 - acc: 0.8325 - ETA: 3s - loss: 0.3681 - acc: 0.8323 - ETA: 3s - loss: 0.3684 - acc: 0.8323 - ETA: 3s - loss: 0.3689 - acc: 0.8319 - ETA: 3s - loss: 0.3693 - acc: 0.8318 - ETA: 3s - loss: 0.3692 - acc: 0.8323 - ETA: 3s - loss: 0.3688 - acc: 0.8324 - ETA: 2s - loss: 0.3687 - acc: 0.8322 - ETA: 2s - loss: 0.3693 - acc: 0.8316 - ETA: 2s - loss: 0.3701 - acc: 0.8311 - ETA: 2s - loss: 0.3701 - acc: 0.8309 - ETA: 2s - loss: 0.3688 - acc: 0.8320 - ETA: 2s - loss: 0.3689 - acc: 0.8315 - ETA: 2s - loss: 0.3681 - acc: 0.8320 - ETA: 2s - loss: 0.3681 - acc: 0.8316 - ETA: 2s - loss: 0.3677 - acc: 0.8317 - ETA: 2s - loss: 0.3677 - acc: 0.8319 - ETA: 2s - loss: 0.3678 - acc: 0.8316 - ETA: 2s - loss: 0.3678 - acc: 0.8316 - ETA: 2s - loss: 0.3683 - acc: 0.8317 - ETA: 2s - loss: 0.3684 - acc: 0.8314 - ETA: 2s - loss: 0.3678 - acc: 0.8317 - ETA: 1s - loss: 0.3681 - acc: 0.8312 - ETA: 1s - loss: 0.3689 - acc: 0.8311 - ETA: 1s - loss: 0.3687 - acc: 0.8315 - ETA: 1s - loss: 0.3689 - acc: 0.8313 - ETA: 1s - loss: 0.3702 - acc: 0.8308 - ETA: 1s - loss: 0.3704 - acc: 0.8307 - ETA: 1s - loss: 0.3704 - acc: 0.8304 - ETA: 1s - loss: 0.3703 - acc: 0.8303 - ETA: 1s - loss: 0.3700 - acc: 0.8307 - ETA: 1s - loss: 0.3700 - acc: 0.8305 - ETA: 1s - loss: 0.3701 - acc: 0.8304 - ETA: 1s - loss: 0.3700 - acc: 0.8304 - ETA: 1s - loss: 0.3694 - acc: 0.8306 - ETA: 1s - loss: 0.3702 - acc: 0.8304 - ETA: 0s - loss: 0.3710 - acc: 0.8305 - ETA: 0s - loss: 0.3710 - acc: 0.8306 - ETA: 0s - loss: 0.3710 - acc: 0.8307 - ETA: 0s - loss: 0.3711 - acc: 0.8308 - ETA: 0s - loss: 0.3715 - acc: 0.8306 - ETA: 0s - loss: 0.3711 - acc: 0.8308 - ETA: 0s - loss: 0.3711 - acc: 0.8311 - ETA: 0s - loss: 0.3709 - acc: 0.8312 - ETA: 0s - loss: 0.3714 - acc: 0.8309 - ETA: 0s - loss: 0.3714 - acc: 0.8310 - ETA: 0s - loss: 0.3718 - acc: 0.8307 - ETA: 0s - loss: 0.3716 - acc: 0.8307 - ETA: 0s - loss: 0.3724 - acc: 0.8303 - ETA: 0s - loss: 0.3721 - acc: 0.8305 - ETA: 0s - loss: 0.3716 - acc: 0.8307 - 9s - loss: 0.3712 - acc: 0.8310
Epoch 88/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3907 - acc: 0.7937 - ETA: 9s - loss: 0.3711 - acc: 0.8264 - ETA: 9s - loss: 0.3575 - acc: 0.8415 - ETA: 9s - loss: 0.3694 - acc: 0.8299 - ETA: 9s - loss: 0.3724 - acc: 0.8324 - ETA: 9s - loss: 0.3731 - acc: 0.8269 - ETA: 8s - loss: 0.3647 - acc: 0.8460 - ETA: 8s - loss: 0.3612 - acc: 0.8478 - ETA: 8s - loss: 0.3611 - acc: 0.8450 - ETA: 8s - loss: 0.3603 - acc: 0.8449 - ETA: 7s - loss: 0.3624 - acc: 0.8432 - ETA: 7s - loss: 0.3640 - acc: 0.8442 - ETA: 7s - loss: 0.3662 - acc: 0.8389 - ETA: 8s - loss: 0.3621 - acc: 0.8416 - ETA: 7s - loss: 0.3608 - acc: 0.8438 - ETA: 7s - loss: 0.3603 - acc: 0.8445 - ETA: 7s - loss: 0.3618 - acc: 0.8438 - ETA: 7s - loss: 0.3633 - acc: 0.8431 - ETA: 7s - loss: 0.3629 - acc: 0.8421 - ETA: 7s - loss: 0.3639 - acc: 0.8428 - ETA: 7s - loss: 0.3647 - acc: 0.8410 - ETA: 7s - loss: 0.3636 - acc: 0.8412 - ETA: 7s - loss: 0.3610 - acc: 0.8432 - ETA: 7s - loss: 0.3577 - acc: 0.8445 - ETA: 7s - loss: 0.3559 - acc: 0.8455 - ETA: 7s - loss: 0.3580 - acc: 0.8452 - ETA: 7s - loss: 0.3570 - acc: 0.8459 - ETA: 7s - loss: 0.3602 - acc: 0.8444 - ETA: 7s - loss: 0.3612 - acc: 0.8435 - ETA: 6s - loss: 0.3658 - acc: 0.8406 - ETA: 6s - loss: 0.3656 - acc: 0.8401 - ETA: 6s - loss: 0.3651 - acc: 0.8404 - ETA: 6s - loss: 0.3667 - acc: 0.8401 - ETA: 6s - loss: 0.3674 - acc: 0.8397 - ETA: 6s - loss: 0.3680 - acc: 0.8392 - ETA: 6s - loss: 0.3680 - acc: 0.8390 - ETA: 6s - loss: 0.3678 - acc: 0.8391 - ETA: 6s - loss: 0.3669 - acc: 0.8392 - ETA: 6s - loss: 0.3671 - acc: 0.8396 - ETA: 6s - loss: 0.3659 - acc: 0.8401 - ETA: 6s - loss: 0.3663 - acc: 0.8398 - ETA: 5s - loss: 0.3669 - acc: 0.8399 - ETA: 5s - loss: 0.3696 - acc: 0.8387 - ETA: 5s - loss: 0.3699 - acc: 0.8387 - ETA: 5s - loss: 0.3702 - acc: 0.8383 - ETA: 5s - loss: 0.3700 - acc: 0.8389 - ETA: 5s - loss: 0.3705 - acc: 0.8390 - ETA: 5s - loss: 0.3705 - acc: 0.8391 - ETA: 5s - loss: 0.3718 - acc: 0.8383 - ETA: 5s - loss: 0.3713 - acc: 0.8387 - ETA: 5s - loss: 0.3708 - acc: 0.8385 - ETA: 5s - loss: 0.3708 - acc: 0.8386 - ETA: 5s - loss: 0.3708 - acc: 0.8385 - ETA: 5s - loss: 0.3700 - acc: 0.8389 - ETA: 5s - loss: 0.3728 - acc: 0.8378 - ETA: 5s - loss: 0.3727 - acc: 0.8382 - ETA: 5s - loss: 0.3719 - acc: 0.8391 - ETA: 4s - loss: 0.3714 - acc: 0.8387 - ETA: 4s - loss: 0.3711 - acc: 0.8389 - ETA: 4s - loss: 0.3705 - acc: 0.8389 - ETA: 4s - loss: 0.3709 - acc: 0.8382 - ETA: 4s - loss: 0.3714 - acc: 0.8378 - ETA: 4s - loss: 0.3719 - acc: 0.8373 - ETA: 4s - loss: 0.3719 - acc: 0.8371 - ETA: 4s - loss: 0.3713 - acc: 0.8375 - ETA: 4s - loss: 0.3713 - acc: 0.8377 - ETA: 4s - loss: 0.3718 - acc: 0.8373 - ETA: 4s - loss: 0.3725 - acc: 0.8368 - ETA: 4s - loss: 0.3724 - acc: 0.8370 - ETA: 4s - loss: 0.3735 - acc: 0.8360 - ETA: 4s - loss: 0.3736 - acc: 0.8361 - ETA: 4s - loss: 0.3735 - acc: 0.8363 - ETA: 4s - loss: 0.3743 - acc: 0.8358 - ETA: 3s - loss: 0.3751 - acc: 0.8352 - ETA: 3s - loss: 0.3754 - acc: 0.8355 - ETA: 3s - loss: 0.3759 - acc: 0.8354 - ETA: 3s - loss: 0.3752 - acc: 0.8357 - ETA: 3s - loss: 0.3750 - acc: 0.8356 - ETA: 3s - loss: 0.3750 - acc: 0.8355 - ETA: 3s - loss: 0.3737 - acc: 0.8359 - ETA: 3s - loss: 0.3738 - acc: 0.8355 - ETA: 3s - loss: 0.3737 - acc: 0.8353 - ETA: 3s - loss: 0.3747 - acc: 0.8348 - ETA: 3s - loss: 0.3754 - acc: 0.8347 - ETA: 3s - loss: 0.3751 - acc: 0.8350 - ETA: 3s - loss: 0.3746 - acc: 0.8351 - ETA: 2s - loss: 0.3748 - acc: 0.8350 - ETA: 2s - loss: 0.3746 - acc: 0.8352 - ETA: 2s - loss: 0.3739 - acc: 0.8355 - ETA: 2s - loss: 0.3744 - acc: 0.8355 - ETA: 2s - loss: 0.3748 - acc: 0.8354 - ETA: 2s - loss: 0.3743 - acc: 0.8359 - ETA: 2s - loss: 0.3744 - acc: 0.8357 - ETA: 2s - loss: 0.3747 - acc: 0.8356 - ETA: 2s - loss: 0.3739 - acc: 0.8360 - ETA: 2s - loss: 0.3740 - acc: 0.8359 - ETA: 2s - loss: 0.3737 - acc: 0.8362 - ETA: 2s - loss: 0.3739 - acc: 0.8358 - ETA: 2s - loss: 0.3732 - acc: 0.8360 - ETA: 2s - loss: 0.3734 - acc: 0.8363 - ETA: 2s - loss: 0.3730 - acc: 0.8365 - ETA: 1s - loss: 0.3731 - acc: 0.8367 - ETA: 1s - loss: 0.3730 - acc: 0.8367 - ETA: 1s - loss: 0.3733 - acc: 0.8364 - ETA: 1s - loss: 0.3742 - acc: 0.8359 - ETA: 1s - loss: 0.3743 - acc: 0.8359 - ETA: 1s - loss: 0.3746 - acc: 0.8359 - ETA: 1s - loss: 0.3742 - acc: 0.8359 - ETA: 1s - loss: 0.3744 - acc: 0.8362 - ETA: 1s - loss: 0.3745 - acc: 0.8364 - ETA: 1s - loss: 0.3742 - acc: 0.8364 - ETA: 1s - loss: 0.3746 - acc: 0.8360 - ETA: 1s - loss: 0.3741 - acc: 0.8362 - ETA: 1s - loss: 0.3740 - acc: 0.8360 - ETA: 1s - loss: 0.3738 - acc: 0.8362 - ETA: 1s - loss: 0.3739 - acc: 0.8361 - ETA: 1s - loss: 0.3740 - acc: 0.8357 - ETA: 0s - loss: 0.3744 - acc: 0.8354 - ETA: 0s - loss: 0.3739 - acc: 0.8358 - ETA: 0s - loss: 0.3734 - acc: 0.8360 - ETA: 0s - loss: 0.3736 - acc: 0.8357 - ETA: 0s - loss: 0.3736 - acc: 0.8360 - ETA: 0s - loss: 0.3734 - acc: 0.8359 - ETA: 0s - loss: 0.3735 - acc: 0.8357 - ETA: 0s - loss: 0.3734 - acc: 0.8358 - ETA: 0s - loss: 0.3730 - acc: 0.8358 - ETA: 0s - loss: 0.3730 - acc: 0.8360 - ETA: 0s - loss: 0.3729 - acc: 0.8358 - ETA: 0s - loss: 0.3731 - acc: 0.8358 - ETA: 0s - loss: 0.3738 - acc: 0.8355 - ETA: 0s - loss: 0.3739 - acc: 0.8356 - ETA: 0s - loss: 0.3739 - acc: 0.8354 - ETA: 0s - loss: 0.3739 - acc: 0.8352 - 8s - loss: 0.3739 - acc: 0.8353
Epoch 90/100
20000/20000 [==============================] - ETA: 9s - loss: 0.2788 - acc: 0.9062 - ETA: 9s - loss: 0.3453 - acc: 0.8625 - ETA: 7s - loss: 0.3930 - acc: 0.8267 - ETA: 8s - loss: 0.4007 - acc: 0.8105 - ETA: 8s - loss: 0.3981 - acc: 0.8185 - ETA: 8s - loss: 0.3999 - acc: 0.8173 - ETA: 8s - loss: 0.3885 - acc: 0.8216 - ETA: 8s - loss: 0.3890 - acc: 0.8214 - ETA: 7s - loss: 0.3881 - acc: 0.8180 - ETA: 7s - loss: 0.3779 - acc: 0.8274 - ETA: 7s - loss: 0.3801 - acc: 0.8260 - ETA: 7s - loss: 0.3787 - acc: 0.8287 - ETA: 7s - loss: 0.3735 - acc: 0.8309 - ETA: 7s - loss: 0.3799 - acc: 0.8274 - ETA: 7s - loss: 0.3775 - acc: 0.8288 - ETA: 7s - loss: 0.3781 - acc: 0.8301 - ETA: 7s - loss: 0.3790 - acc: 0.8292 - ETA: 7s - loss: 0.3797 - acc: 0.8289 - ETA: 7s - loss: 0.3798 - acc: 0.8281 - ETA: 7s - loss: 0.3785 - acc: 0.8304 - ETA: 7s - loss: 0.3742 - acc: 0.8331 - ETA: 7s - loss: 0.3735 - acc: 0.8339 - ETA: 7s - loss: 0.3732 - acc: 0.8347 - ETA: 7s - loss: 0.3700 - acc: 0.8362 - ETA: 7s - loss: 0.3704 - acc: 0.8366 - ETA: 7s - loss: 0.3706 - acc: 0.8366 - ETA: 7s - loss: 0.3695 - acc: 0.8369 - ETA: 7s - loss: 0.3712 - acc: 0.8358 - ETA: 6s - loss: 0.3698 - acc: 0.8346 - ETA: 6s - loss: 0.3724 - acc: 0.8342 - ETA: 6s - loss: 0.3709 - acc: 0.8343 - ETA: 6s - loss: 0.3702 - acc: 0.8348 - ETA: 6s - loss: 0.3680 - acc: 0.8357 - ETA: 6s - loss: 0.3654 - acc: 0.8371 - ETA: 6s - loss: 0.3653 - acc: 0.8373 - ETA: 6s - loss: 0.3657 - acc: 0.8371 - ETA: 6s - loss: 0.3643 - acc: 0.8378 - ETA: 6s - loss: 0.3623 - acc: 0.8387 - ETA: 6s - loss: 0.3623 - acc: 0.8383 - ETA: 6s - loss: 0.3616 - acc: 0.8388 - ETA: 6s - loss: 0.3645 - acc: 0.8376 - ETA: 6s - loss: 0.3654 - acc: 0.8371 - ETA: 6s - loss: 0.3660 - acc: 0.8367 - ETA: 6s - loss: 0.3681 - acc: 0.8358 - ETA: 6s - loss: 0.3672 - acc: 0.8362 - ETA: 6s - loss: 0.3696 - acc: 0.8353 - ETA: 5s - loss: 0.3702 - acc: 0.8344 - ETA: 5s - loss: 0.3711 - acc: 0.8343 - ETA: 5s - loss: 0.3704 - acc: 0.8344 - ETA: 5s - loss: 0.3693 - acc: 0.8344 - ETA: 5s - loss: 0.3695 - acc: 0.8345 - ETA: 5s - loss: 0.3680 - acc: 0.8351 - ETA: 5s - loss: 0.3666 - acc: 0.8360 - ETA: 5s - loss: 0.3661 - acc: 0.8361 - ETA: 5s - loss: 0.3663 - acc: 0.8359 - ETA: 5s - loss: 0.3685 - acc: 0.8348 - ETA: 5s - loss: 0.3690 - acc: 0.8344 - ETA: 6s - loss: 0.3606 - acc: 0.8367 - ETA: 6s - loss: 0.3613 - acc: 0.8371 - ETA: 6s - loss: 0.3602 - acc: 0.8379 - ETA: 6s - loss: 0.3598 - acc: 0.8384 - ETA: 6s - loss: 0.3592 - acc: 0.8390 - ETA: 6s - loss: 0.3597 - acc: 0.8391 - ETA: 6s - loss: 0.3596 - acc: 0.8386 - ETA: 6s - loss: 0.3594 - acc: 0.8386 - ETA: 6s - loss: 0.3609 - acc: 0.8379 - ETA: 6s - loss: 0.3619 - acc: 0.8369 - ETA: 6s - loss: 0.3637 - acc: 0.8358 - ETA: 6s - loss: 0.3627 - acc: 0.8361 - ETA: 5s - loss: 0.3647 - acc: 0.8356 - ETA: 5s - loss: 0.3650 - acc: 0.8354 - ETA: 5s - loss: 0.3649 - acc: 0.8358 - ETA: 5s - loss: 0.3651 - acc: 0.8357 - ETA: 5s - loss: 0.3665 - acc: 0.8354 - ETA: 5s - loss: 0.3678 - acc: 0.8351 - ETA: 5s - loss: 0.3696 - acc: 0.8343 - ETA: 5s - loss: 0.3710 - acc: 0.8342 - ETA: 5s - loss: 0.3713 - acc: 0.8346 - ETA: 5s - loss: 0.3703 - acc: 0.8349 - ETA: 5s - loss: 0.3703 - acc: 0.8346 - ETA: 5s - loss: 0.3690 - acc: 0.8349 - ETA: 5s - loss: 0.3688 - acc: 0.8349 - ETA: 5s - loss: 0.3687 - acc: 0.8350 - ETA: 4s - loss: 0.3686 - acc: 0.8344 - ETA: 4s - loss: 0.3687 - acc: 0.8336 - ETA: 4s - loss: 0.3673 - acc: 0.8337 - ETA: 4s - loss: 0.3666 - acc: 0.8340 - ETA: 4s - loss: 0.3670 - acc: 0.8333 - ETA: 4s - loss: 0.3663 - acc: 0.8339 - ETA: 4s - loss: 0.3663 - acc: 0.8337 - ETA: 4s - loss: 0.3657 - acc: 0.8342 - ETA: 4s - loss: 0.3662 - acc: 0.8338 - ETA: 4s - loss: 0.3666 - acc: 0.8341 - ETA: 4s - loss: 0.3653 - acc: 0.8350 - ETA: 4s - loss: 0.3654 - acc: 0.8344 - ETA: 4s - loss: 0.3653 - acc: 0.8347 - ETA: 4s - loss: 0.3664 - acc: 0.8337 - ETA: 3s - loss: 0.3669 - acc: 0.8332 - ETA: 3s - loss: 0.3655 - acc: 0.8341 - ETA: 3s - loss: 0.3654 - acc: 0.8341 - ETA: 3s - loss: 0.3655 - acc: 0.8340 - ETA: 3s - loss: 0.3659 - acc: 0.8339 - ETA: 3s - loss: 0.3660 - acc: 0.8340 - ETA: 3s - loss: 0.3660 - acc: 0.8338 - ETA: 3s - loss: 0.3647 - acc: 0.8347 - ETA: 3s - loss: 0.3643 - acc: 0.8351 - ETA: 3s - loss: 0.3640 - acc: 0.8349 - ETA: 3s - loss: 0.3644 - acc: 0.8351 - ETA: 3s - loss: 0.3655 - acc: 0.8350 - ETA: 3s - loss: 0.3648 - acc: 0.8355 - ETA: 3s - loss: 0.3649 - acc: 0.8354 - ETA: 3s - loss: 0.3654 - acc: 0.8352 - ETA: 2s - loss: 0.3659 - acc: 0.8349 - ETA: 2s - loss: 0.3668 - acc: 0.8343 - ETA: 2s - loss: 0.3681 - acc: 0.8334 - ETA: 2s - loss: 0.3683 - acc: 0.8334 - ETA: 2s - loss: 0.3696 - acc: 0.8328 - ETA: 2s - loss: 0.3702 - acc: 0.8327 - ETA: 2s - loss: 0.3700 - acc: 0.8330 - ETA: 2s - loss: 0.3699 - acc: 0.8330 - ETA: 2s - loss: 0.3694 - acc: 0.8328 - ETA: 2s - loss: 0.3696 - acc: 0.8326 - ETA: 2s - loss: 0.3708 - acc: 0.8320 - ETA: 2s - loss: 0.3707 - acc: 0.8321 - ETA: 2s - loss: 0.3697 - acc: 0.8329 - ETA: 1s - loss: 0.3708 - acc: 0.8325 - ETA: 1s - loss: 0.3714 - acc: 0.8323 - ETA: 1s - loss: 0.3726 - acc: 0.8320 - ETA: 1s - loss: 0.3720 - acc: 0.8321 - ETA: 1s - loss: 0.3722 - acc: 0.8321 - ETA: 1s - loss: 0.3732 - acc: 0.8313 - ETA: 1s - loss: 0.3734 - acc: 0.8312 - ETA: 1s - loss: 0.3734 - acc: 0.8312 - ETA: 1s - loss: 0.3733 - acc: 0.8314 - ETA: 1s - loss: 0.3737 - acc: 0.8315 - ETA: 1s - loss: 0.3733 - acc: 0.8313 - ETA: 1s - loss: 0.3731 - acc: 0.8313 - ETA: 1s - loss: 0.3732 - acc: 0.8312 - ETA: 1s - loss: 0.3733 - acc: 0.8311 - ETA: 1s - loss: 0.3734 - acc: 0.8309 - ETA: 0s - loss: 0.3740 - acc: 0.8308 - ETA: 0s - loss: 0.3739 - acc: 0.8312 - ETA: 0s - loss: 0.3737 - acc: 0.8312 - ETA: 0s - loss: 0.3733 - acc: 0.8314 - ETA: 0s - loss: 0.3740 - acc: 0.8313 - ETA: 0s - loss: 0.3736 - acc: 0.8314 - ETA: 0s - loss: 0.3737 - acc: 0.8314 - ETA: 0s - loss: 0.3743 - acc: 0.8313 - ETA: 0s - loss: 0.3746 - acc: 0.8314 - ETA: 0s - loss: 0.3745 - acc: 0.8315 - ETA: 0s - loss: 0.3744 - acc: 0.8317 - ETA: 0s - loss: 0.3749 - acc: 0.8316 - ETA: 0s - loss: 0.3757 - acc: 0.8314 - ETA: 0s - loss: 0.3763 - acc: 0.8310 - ETA: 0s - loss: 0.3761 - acc: 0.8311 - 9s - loss: 0.3759 - acc: 0.8314
Epoch 92/100
20000/20000 [==============================] - ETA: 9s - loss: 0.3533 - acc: 0.8500 - ETA: 9s - loss: 0.4037 - acc: 0.8194 - ETA: 8s - loss: 0.4083 - acc: 0.8147 - ETA: 8s - loss: 0.3820 - acc: 0.8240 - ETA: 8s - loss: 0.3678 - acc: 0.8385 - ETA: 8s - loss: 0.3597 - acc: 0.8414 - ETA: 8s - loss: 0.3810 - acc: 0.8281 - ETA: 8s - loss: 0.3751 - acc: 0.8342 - ETA: 8s - loss: 0.3735 - acc: 0.8367 - ETA: 8s - loss: 0.3787 - acc: 0.8331 - ETA: 8s - loss: 0.3757 - acc: 0.8331 - ETA: 7s - loss: 0.3817 - acc: 0.8276 - ETA: 7s - loss: 0.3738 - acc: 0.8330 - ETA: 7s - loss: 0.3794 - acc: 0.8298 - ETA: 7s - loss: 0.3766 - acc: 0.8314 - ETA: 7s - loss: 0.3739 - acc: 0.8354 - ETA: 7s - loss: 0.3764 - acc: 0.8345 - ETA: 7s - loss: 0.3751 - acc: 0.8328 - ETA: 7s - loss: 0.3787 - acc: 0.8319 - ETA: 7s - loss: 0.3804 - acc: 0.8312 - ETA: 7s - loss: 0.3807 - acc: 0.8320 - ETA: 7s - loss: 0.3777 - acc: 0.8348 - ETA: 7s - loss: 0.3773 - acc: 0.8351 - ETA: 7s - loss: 0.3795 - acc: 0.8344 - ETA: 7s - loss: 0.3783 - acc: 0.8365 - ETA: 7s - loss: 0.3787 - acc: 0.8373 - ETA: 7s - loss: 0.3793 - acc: 0.8363 - ETA: 7s - loss: 0.3801 - acc: 0.8346 - ETA: 7s - loss: 0.3793 - acc: 0.8345 - ETA: 6s - loss: 0.3767 - acc: 0.8351 - ETA: 6s - loss: 0.3750 - acc: 0.8358 - ETA: 6s - loss: 0.3735 - acc: 0.8363 - ETA: 6s - loss: 0.3727 - acc: 0.8364 - ETA: 6s - loss: 0.3732 - acc: 0.8372 - ETA: 6s - loss: 0.3715 - acc: 0.8374 - ETA: 6s - loss: 0.3697 - acc: 0.8383 - ETA: 6s - loss: 0.3697 - acc: 0.8386 - ETA: 6s - loss: 0.3718 - acc: 0.8382 - ETA: 6s - loss: 0.3727 - acc: 0.8381 - ETA: 6s - loss: 0.3728 - acc: 0.8379 - ETA: 6s - loss: 0.3722 - acc: 0.8389 - ETA: 6s - loss: 0.3705 - acc: 0.8395 - ETA: 5s - loss: 0.3705 - acc: 0.8391 - ETA: 5s - loss: 0.3716 - acc: 0.8385 - ETA: 5s - loss: 0.3732 - acc: 0.8375 - ETA: 5s - loss: 0.3716 - acc: 0.8380 - ETA: 5s - loss: 0.3723 - acc: 0.8368 - ETA: 5s - loss: 0.3726 - acc: 0.8368 - ETA: 5s - loss: 0.3726 - acc: 0.8361 - ETA: 5s - loss: 0.3736 - acc: 0.8356 - ETA: 5s - loss: 0.3726 - acc: 0.8356 - ETA: 5s - loss: 0.3717 - acc: 0.8359 - ETA: 5s - loss: 0.3714 - acc: 0.8363 - ETA: 5s - loss: 0.3710 - acc: 0.8365 - ETA: 5s - loss: 0.3712 - acc: 0.8365 - ETA: 5s - loss: 0.3719 - acc: 0.8369 - ETA: 5s - loss: 0.3714 - acc: 0.8374 - ETA: 4s - loss: 0.3729 - acc: 0.8368 - ETA: 4s - loss: 0.3740 - acc: 0.8362 - ETA: 4s - loss: 0.3738 - acc: 0.8367 - ETA: 4s - loss: 0.3731 - acc: 0.8368 - ETA: 4s - loss: 0.3741 - acc: 0.8363 - ETA: 4s - loss: 0.3736 - acc: 0.8362 - ETA: 4s - loss: 0.3733 - acc: 0.8366 - ETA: 4s - loss: 0.3734 - acc: 0.8365 - ETA: 4s - loss: 0.3730 - acc: 0.8366 - ETA: 4s - loss: 0.3725 - acc: 0.8369 - ETA: 4s - loss: 0.3740 - acc: 0.8363 - ETA: 4s - loss: 0.3744 - acc: 0.8359 - ETA: 4s - loss: 0.3747 - acc: 0.8356 - ETA: 4s - loss: 0.3747 - acc: 0.8359 - ETA: 4s - loss: 0.3750 - acc: 0.8358 - ETA: 4s - loss: 0.3746 - acc: 0.8354 - ETA: 3s - loss: 0.3750 - acc: 0.8354 - ETA: 3s - loss: 0.3745 - acc: 0.8354 - ETA: 3s - loss: 0.3738 - acc: 0.8353 - ETA: 3s - loss: 0.3741 - acc: 0.8350 - ETA: 3s - loss: 0.3741 - acc: 0.8350 - ETA: 3s - loss: 0.3745 - acc: 0.8343 - ETA: 3s - loss: 0.3743 - acc: 0.8343 - ETA: 3s - loss: 0.3745 - acc: 0.8343 - ETA: 3s - loss: 0.3742 - acc: 0.8341 - ETA: 3s - loss: 0.3744 - acc: 0.8337 - ETA: 3s - loss: 0.3746 - acc: 0.8333 - ETA: 3s - loss: 0.3741 - acc: 0.8332 - ETA: 2s - loss: 0.3735 - acc: 0.8335 - ETA: 2s - loss: 0.3736 - acc: 0.8334 - ETA: 2s - loss: 0.3736 - acc: 0.8332 - ETA: 2s - loss: 0.3737 - acc: 0.8335 - ETA: 2s - loss: 0.3731 - acc: 0.8337 - ETA: 2s - loss: 0.3722 - acc: 0.8341 - ETA: 2s - loss: 0.3724 - acc: 0.8341 - ETA: 2s - loss: 0.3717 - acc: 0.8347 - ETA: 2s - loss: 0.3710 - acc: 0.8351 - ETA: 2s - loss: 0.3707 - acc: 0.8351 - ETA: 2s - loss: 0.3706 - acc: 0.8351 - ETA: 2s - loss: 0.3712 - acc: 0.8343 - ETA: 2s - loss: 0.3712 - acc: 0.8344 - ETA: 2s - loss: 0.3718 - acc: 0.8339 - ETA: 2s - loss: 0.3721 - acc: 0.8334 - ETA: 1s - loss: 0.3719 - acc: 0.8335 - ETA: 1s - loss: 0.3711 - acc: 0.8340 - ETA: 1s - loss: 0.3705 - acc: 0.8343 - ETA: 1s - loss: 0.3700 - acc: 0.8347 - ETA: 1s - loss: 0.3709 - acc: 0.8342 - ETA: 1s - loss: 0.3710 - acc: 0.8342 - ETA: 1s - loss: 0.3712 - acc: 0.8342 - ETA: 1s - loss: 0.3711 - acc: 0.8342 - ETA: 1s - loss: 0.3711 - acc: 0.8341 - ETA: 1s - loss: 0.3709 - acc: 0.8342 - ETA: 1s - loss: 0.3709 - acc: 0.8343 - ETA: 1s - loss: 0.3713 - acc: 0.8343 - ETA: 1s - loss: 0.3714 - acc: 0.8347 - ETA: 1s - loss: 0.3712 - acc: 0.8347 - ETA: 1s - loss: 0.3705 - acc: 0.8351 - ETA: 1s - loss: 0.3701 - acc: 0.8354 - ETA: 0s - loss: 0.3708 - acc: 0.8350 - ETA: 0s - loss: 0.3708 - acc: 0.8350 - ETA: 0s - loss: 0.3708 - acc: 0.8352 - ETA: 0s - loss: 0.3712 - acc: 0.8354 - ETA: 0s - loss: 0.3715 - acc: 0.8352 - ETA: 0s - loss: 0.3713 - acc: 0.8355 - ETA: 0s - loss: 0.3710 - acc: 0.8359 - ETA: 0s - loss: 0.3710 - acc: 0.8359 - ETA: 0s - loss: 0.3711 - acc: 0.8358 - ETA: 0s - loss: 0.3706 - acc: 0.8359 - ETA: 0s - loss: 0.3706 - acc: 0.8361 - ETA: 0s - loss: 0.3706 - acc: 0.8361 - ETA: 0s - loss: 0.3702 - acc: 0.8360 - ETA: 0s - loss: 0.3701 - acc: 0.8360 - 8s - loss: 0.3701 - acc: 0.8360
Epoch 94/100
20000/20000 [==============================] - ETA: 8s - loss: 0.4325 - acc: 0.8021 - ETA: 7s - loss: 0.4256 - acc: 0.8125 - ETA: 7s - loss: 0.4133 - acc: 0.8194 - ETA: 8s - loss: 0.4148 - acc: 0.8203 - ETA: 8s - loss: 0.4117 - acc: 0.8200 - ETA: 8s - loss: 0.3977 - acc: 0.8266 - ETA: 7s - loss: 0.3925 - acc: 0.8299 - ETA: 8s - loss: 0.3875 - acc: 0.8317 - ETA: 8s - loss: 0.3951 - acc: 0.8288 - ETA: 7s - loss: 0.3929 - acc: 0.8313 - ETA: 7s - loss: 0.3966 - acc: 0.8307 - ETA: 7s - loss: 0.3943 - acc: 0.8315 - ETA: 7s - loss: 0.3955 - acc: 0.8322 - ETA: 7s - loss: 0.3978 - acc: 0.8295 - ETA: 7s - loss: 0.3969 - acc: 0.8326 - ETA: 7s - loss: 0.3949 - acc: 0.8325 - ETA: 7s - loss: 0.3937 - acc: 0.8319 - ETA: 7s - loss: 0.3992 - acc: 0.8278 - ETA: 7s - loss: 0.4018 - acc: 0.8274 - ETA: 7s - loss: 0.3999 - acc: 0.8281 - ETA: 7s - loss: 0.3984 - acc: 0.8280 - ETA: 7s - loss: 0.3972 - acc: 0.8289 - ETA: 7s - loss: 0.3970 - acc: 0.8286 - ETA: 7s - loss: 0.3941 - acc: 0.8298 - ETA: 7s - loss: 0.3935 - acc: 0.8285 - ETA: 7s - loss: 0.3915 - acc: 0.8296 - ETA: 7s - loss: 0.3908 - acc: 0.8298 - ETA: 7s - loss: 0.3888 - acc: 0.8311 - ETA: 6s - loss: 0.3877 - acc: 0.8308 - ETA: 6s - loss: 0.3848 - acc: 0.8320 - ETA: 6s - loss: 0.3853 - acc: 0.8316 - ETA: 6s - loss: 0.3840 - acc: 0.8328 - ETA: 6s - loss: 0.3829 - acc: 0.8332 - ETA: 6s - loss: 0.3835 - acc: 0.8343 - ETA: 6s - loss: 0.3829 - acc: 0.8337 - ETA: 6s - loss: 0.3817 - acc: 0.8346 - ETA: 6s - loss: 0.3803 - acc: 0.8354 - ETA: 6s - loss: 0.3788 - acc: 0.8360 - ETA: 6s - loss: 0.3768 - acc: 0.8370 - ETA: 6s - loss: 0.3770 - acc: 0.8362 - ETA: 6s - loss: 0.3758 - acc: 0.8367 - ETA: 6s - loss: 0.3746 - acc: 0.8370 - ETA: 6s - loss: 0.3753 - acc: 0.8359 - ETA: 6s - loss: 0.3772 - acc: 0.8343 - ETA: 5s - loss: 0.3763 - acc: 0.8345 - ETA: 5s - loss: 0.3754 - acc: 0.8348 - ETA: 5s - loss: 0.3736 - acc: 0.8352 - ETA: 5s - loss: 0.3744 - acc: 0.8343 - ETA: 5s - loss: 0.3744 - acc: 0.8343 - ETA: 5s - loss: 0.3727 - acc: 0.8348 - ETA: 5s - loss: 0.3707 - acc: 0.8360 - ETA: 5s - loss: 0.3699 - acc: 0.8364 - ETA: 5s - loss: 0.3704 - acc: 0.8355 - ETA: 5s - loss: 0.3722 - acc: 0.8354 - ETA: 5s - loss: 0.3705 - acc: 0.8365 - ETA: 5s - loss: 0.3702 - acc: 0.8366 - ETA: 5s - loss: 0.3688 - acc: 0.8376 - ETA: 5s - loss: 0.3688 - acc: 0.8377 - ETA: 5s - loss: 0.3695 - acc: 0.8375 - ETA: 5s - loss: 0.3703 - acc: 0.8372 - ETA: 4s - loss: 0.3712 - acc: 0.8368 - ETA: 4s - loss: 0.3708 - acc: 0.8369 - ETA: 4s - loss: 0.3717 - acc: 0.8365 - ETA: 4s - loss: 0.3720 - acc: 0.8360 - ETA: 4s - loss: 0.3712 - acc: 0.8360 - ETA: 4s - loss: 0.3722 - acc: 0.8352 - ETA: 4s - loss: 0.3717 - acc: 0.8353 - ETA: 4s - loss: 0.3737 - acc: 0.8347 - ETA: 4s - loss: 0.3736 - acc: 0.8354 - ETA: 4s - loss: 0.3731 - acc: 0.8357 - ETA: 4s - loss: 0.3732 - acc: 0.8353 - ETA: 4s - loss: 0.3728 - acc: 0.8352 - ETA: 4s - loss: 0.3732 - acc: 0.8349 - ETA: 4s - loss: 0.3723 - acc: 0.8355 - ETA: 4s - loss: 0.3720 - acc: 0.8359 - ETA: 3s - loss: 0.3718 - acc: 0.8360 - ETA: 3s - loss: 0.3724 - acc: 0.8357 - ETA: 3s - loss: 0.3722 - acc: 0.8356 - ETA: 3s - loss: 0.3711 - acc: 0.8359 - ETA: 3s - loss: 0.3701 - acc: 0.8364 - ETA: 3s - loss: 0.3699 - acc: 0.8366 - ETA: 3s - loss: 0.3703 - acc: 0.8361 - ETA: 3s - loss: 0.3706 - acc: 0.8358 - ETA: 3s - loss: 0.3696 - acc: 0.8365 - ETA: 3s - loss: 0.3688 - acc: 0.8370 - ETA: 3s - loss: 0.3695 - acc: 0.8370 - ETA: 3s - loss: 0.3692 - acc: 0.8373 - ETA: 3s - loss: 0.3701 - acc: 0.8368 - ETA: 3s - loss: 0.3697 - acc: 0.8370 - ETA: 3s - loss: 0.3688 - acc: 0.8374 - ETA: 2s - loss: 0.3691 - acc: 0.8374 - ETA: 2s - loss: 0.3687 - acc: 0.8374 - ETA: 2s - loss: 0.3696 - acc: 0.8372 - ETA: 2s - loss: 0.3694 - acc: 0.8371 - ETA: 2s - loss: 0.3695 - acc: 0.8370 - ETA: 2s - loss: 0.3693 - acc: 0.8371 - ETA: 2s - loss: 0.3694 - acc: 0.8369 - ETA: 2s - loss: 0.3685 - acc: 0.8372 - ETA: 2s - loss: 0.3695 - acc: 0.8368 - ETA: 2s - loss: 0.3693 - acc: 0.8372 - ETA: 2s - loss: 0.3692 - acc: 0.8373 - ETA: 2s - loss: 0.3695 - acc: 0.8376 - ETA: 2s - loss: 0.3696 - 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acc: 0.8353 - ETA: 0s - loss: 0.3718 - acc: 0.8350 - ETA: 0s - loss: 0.3722 - acc: 0.8345 - ETA: 0s - loss: 0.3726 - acc: 0.8342 - ETA: 0s - loss: 0.3728 - acc: 0.8341 - ETA: 0s - loss: 0.3732 - acc: 0.8340 - ETA: 0s - loss: 0.3730 - acc: 0.8342 - ETA: 0s - loss: 0.3734 - acc: 0.8342 - ETA: 0s - loss: 0.3737 - acc: 0.8342 - ETA: 0s - loss: 0.3736 - acc: 0.8340 - ETA: 0s - loss: 0.3738 - acc: 0.8337 - ETA: 0s - loss: 0.3736 - acc: 0.8336 - ETA: 0s - loss: 0.3736 - acc: 0.8337 - 8s - loss: 0.3733 - acc: 0.8339
Epoch 99/100
20000/20000 [==============================] - ETA: 8s - loss: 0.4128 - acc: 0.8125 - ETA: 8s - loss: 0.4353 - acc: 0.8063 - ETA: 9s - loss: 0.3961 - acc: 0.8245 - ETA: 8s - loss: 0.3878 - acc: 0.8297 - ETA: 8s - loss: 0.4001 - acc: 0.8207 - ETA: 8s - loss: 0.3875 - acc: 0.8252 - ETA: 8s - loss: 0.3773 - acc: 0.8271 - ETA: 8s - loss: 0.3777 - acc: 0.8295 - ETA: 8s - loss: 0.3895 - acc: 0.8219 - ETA: 8s - loss: 0.3932 - acc: 0.8205 - ETA: 8s - loss: 0.3876 - acc: 0.8262 - ETA: 8s - loss: 0.3843 - acc: 0.8266 - ETA: 9s - loss: 0.3821 - acc: 0.8284 - ETA: 9s - loss: 0.3834 - acc: 0.8270 - ETA: 9s - loss: 0.3811 - acc: 0.8286 - ETA: 9s - loss: 0.3770 - acc: 0.8291 - ETA: 8s - loss: 0.3739 - acc: 0.8315 - ETA: 9s - loss: 0.3686 - acc: 0.8351 - ETA: 8s - loss: 0.3673 - acc: 0.8352 - ETA: 8s - loss: 0.3668 - acc: 0.8346 - ETA: 8s - loss: 0.3701 - acc: 0.8343 - ETA: 8s - loss: 0.3667 - acc: 0.8376 - ETA: 8s - loss: 0.3674 - acc: 0.8356 - ETA: 8s - loss: 0.3710 - acc: 0.8336 - ETA: 8s - loss: 0.3689 - acc: 0.8337 - ETA: 8s - loss: 0.3711 - acc: 0.8338 - ETA: 7s - loss: 0.3706 - acc: 0.8332 - ETA: 7s - loss: 0.3724 - acc: 0.8333 - ETA: 7s - loss: 0.3724 - acc: 0.8343 - ETA: 7s - loss: 0.3710 - acc: 0.8339 - ETA: 7s - loss: 0.3694 - acc: 0.8342 - ETA: 7s - loss: 0.3696 - acc: 0.8336 - ETA: 7s - loss: 0.3708 - acc: 0.8331 - ETA: 7s - loss: 0.3704 - acc: 0.8336 - ETA: 7s - loss: 0.3686 - acc: 0.8342 - ETA: 6s - loss: 0.3684 - acc: 0.8347 - ETA: 6s - loss: 0.3690 - acc: 0.8339 - ETA: 6s - loss: 0.3707 - acc: 0.8328 - ETA: 6s - loss: 0.3693 - acc: 0.8337 - ETA: 6s - loss: 0.3682 - acc: 0.8348 - ETA: 6s - loss: 0.3670 - acc: 0.8357 - ETA: 6s - loss: 0.3669 - acc: 0.8360 - ETA: 6s - loss: 0.3660 - acc: 0.8367 - ETA: 6s - loss: 0.3662 - acc: 0.8364 - ETA: 6s - loss: 0.3660 - acc: 0.8363 - ETA: 6s - loss: 0.3654 - acc: 0.8366 - ETA: 6s - loss: 0.3657 - acc: 0.8369 - ETA: 6s - loss: 0.3649 - acc: 0.8376 - ETA: 5s - loss: 0.3666 - acc: 0.8372 - ETA: 5s - loss: 0.3680 - acc: 0.8357 - ETA: 5s - loss: 0.3681 - acc: 0.8356 - ETA: 5s - loss: 0.3684 - acc: 0.8353 - ETA: 5s - loss: 0.3685 - acc: 0.8354 - ETA: 5s - loss: 0.3691 - acc: 0.8346 - ETA: 5s - loss: 0.3676 - acc: 0.8358 - ETA: 5s - loss: 0.3684 - acc: 0.8358 - ETA: 5s - loss: 0.3670 - acc: 0.8362 - ETA: 5s - loss: 0.3668 - acc: 0.8368 - ETA: 5s - loss: 0.3692 - acc: 0.8355 - ETA: 5s - loss: 0.3691 - acc: 0.8358 - ETA: 5s - loss: 0.3686 - acc: 0.8358 - ETA: 5s - loss: 0.3681 - acc: 0.8359 - ETA: 5s - loss: 0.3673 - acc: 0.8363 - ETA: 4s - loss: 0.3672 - acc: 0.8370 - ETA: 4s - loss: 0.3664 - acc: 0.8374 - ETA: 4s - loss: 0.3656 - acc: 0.8375 - ETA: 4s - loss: 0.3666 - acc: 0.8366 - ETA: 4s - loss: 0.3681 - acc: 0.8357 - ETA: 4s - loss: 0.3679 - acc: 0.8356 - ETA: 4s - loss: 0.3681 - acc: 0.8358 - ETA: 4s - loss: 0.3679 - acc: 0.8357 - ETA: 4s - loss: 0.3670 - acc: 0.8362 - ETA: 4s - loss: 0.3662 - acc: 0.8368 - ETA: 4s - loss: 0.3659 - acc: 0.8371 - ETA: 4s - loss: 0.3665 - acc: 0.8369 - ETA: 4s - loss: 0.3664 - acc: 0.8369 - ETA: 4s - loss: 0.3666 - acc: 0.8364 - ETA: 3s - loss: 0.3663 - acc: 0.8366 - ETA: 3s - loss: 0.3654 - acc: 0.8368 - ETA: 3s - loss: 0.3655 - acc: 0.8367 - ETA: 3s - loss: 0.3659 - acc: 0.8368 - ETA: 3s - loss: 0.3671 - acc: 0.8362 - ETA: 3s - loss: 0.3674 - acc: 0.8364 - ETA: 3s - loss: 0.3670 - acc: 0.8368 - ETA: 3s - loss: 0.3668 - acc: 0.8368 - ETA: 3s - loss: 0.3673 - acc: 0.8364 - ETA: 1s - loss: 0.3633 - acc: 0.8386 - ETA: 1s - loss: 0.3638 - acc: 0.8384 - ETA: 1s - loss: 0.3638 - acc: 0.8386 - ETA: 1s - loss: 0.3645 - acc: 0.8383 - ETA: 1s - loss: 0.3641 - acc: 0.8384 - ETA: 1s - loss: 0.3642 - acc: 0.8385 - ETA: 1s - loss: 0.3638 - acc: 0.8387 - ETA: 1s - loss: 0.3631 - acc: 0.8390 - ETA: 1s - loss: 0.3630 - acc: 0.8388 - ETA: 1s - loss: 0.3629 - acc: 0.8388 - ETA: 1s - loss: 0.3631 - acc: 0.8388 - ETA: 1s - loss: 0.3626 - acc: 0.8390 - ETA: 0s - loss: 0.3629 - acc: 0.8390 - ETA: 0s - loss: 0.3631 - acc: 0.8389 - ETA: 0s - loss: 0.3630 - acc: 0.8389 - ETA: 0s - loss: 0.3639 - acc: 0.8383 - ETA: 0s - loss: 0.3646 - acc: 0.8381 - ETA: 0s - loss: 0.3644 - acc: 0.8384 - ETA: 0s - loss: 0.3649 - acc: 0.8383 - ETA: 0s - loss: 0.3650 - acc: 0.8382 - ETA: 0s - loss: 0.3657 - acc: 0.8379 - ETA: 0s - loss: 0.3655 - acc: 0.8381 - ETA: 0s - loss: 0.3653 - acc: 0.8381 - ETA: 0s - loss: 0.3655 - acc: 0.8382 - ETA: 0s - loss: 0.3655 - acc: 0.8384 - ETA: 0s - loss: 0.3657 - acc: 0.8384 - ETA: 0s - loss: 0.3656 - acc: 0.8383 - ETA: 0s - loss: 0.3651 - acc: 0.8387 - 8s - loss: 0.3654 - acc: 0.8386
Out[80]:
<keras.callbacks.History at 0x2598f528978>
In [81]:
score = conv_net.evaluate(X_test, y_test, verbose=0)
print("%s: %.2f%%" % (conv_net.metrics_names[1], score[1]*100))
acc: 82.72%
In [ ]:
Content source: y2ee201/Deep-Learning-Nanodegree
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